Data_collection_script_4_tweets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tweepy\n",
    "import os, sys, csv, time\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time as t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Twitter credentials\n",
    "\n",
    "consumer_key = 'es8zMLQOd3TGfwwEa5EQ8bF51'\n",
    "consumer_secret = 'Nk7SP5zuhFBPre7hFDiOIUyU2mYzKC5fVOhkFyVu1soOCEtexr'\n",
    "access_key = '424438626-l0Bic8MCWwsvhQvFr8Ickcfl8CqVNhIdgf1DRGfh'\n",
    "access_secret = 'hNyNJ60jnhT5hDG7sSHwQbX35M5TefKY8SJrrKAHjuwLc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tweepy authorization and api initiation\n",
    "\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_key, access_secret)\n",
    "api = tweepy.API(auth, wait_on_rate_limit=True)  #keeps waiting instead of giving error message"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# not incorporating because has only 89 english accounts \n",
    "#en_hum = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TFP.csv/users.csv') #89 eng\n",
    "\n",
    "# Selecting this dataset only \n",
    "en_hum = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/users.csv') #3178 en\n",
    "\n",
    "# not incorporating because doesn't have screen names so can't collect tweets. \n",
    "#en_hum1 = pd.read_csv('/Users/pbiswas/Desktop/social_honeypot_icwsm_2011/legitimate_users.txt', sep= \"\\t\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'name', 'screen_name', 'statuses_count', 'followers_count',\n",
       "       'friends_count', 'favourites_count', 'listed_count', 'url', 'lang',\n",
       "       'time_zone', 'location', 'default_profile', 'default_profile_image',\n",
       "       'geo_enabled', 'profile_image_url', 'profile_banner_url',\n",
       "       'profile_use_background_image', 'profile_background_image_url_https',\n",
       "       'profile_text_color', 'profile_image_url_https',\n",
       "       'profile_sidebar_border_color', 'profile_background_tile',\n",
       "       'profile_sidebar_fill_color', 'profile_background_image_url',\n",
       "       'profile_background_color', 'profile_link_color', 'utc_offset',\n",
       "       'is_translator', 'follow_request_sent', 'protected', 'verified',\n",
       "       'notifications', 'description', 'contributors_enabled', 'following',\n",
       "       'created_at', 'timestamp', 'crawled_at', 'updated', 'test_set_1',\n",
       "       'test_set_2'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "en_hum.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "en_hum = en_hum[en_hum.lang=='en'] #and [en_hum.lang=='en-gb']]\n",
    "en_hum_ben = en_hum[en_hum.lang=='en-gb']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "en_hum = pd.concat([en_hum, en_hum_ben], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3178, 42)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "en_hum.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_screen_names = en_hum.screen_name.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3178"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(user_screen_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining to get tweets from the users \n",
    "\n",
    "\n",
    "def get_tweets(screen_name):\n",
    "    \n",
    "    df = pd.DataFrame(columns=['screen_name','created_at', 'eng_twts', 'fav_count', 'retwt_count', 'lang','src_url'])\n",
    "    # Lists to incorporate values from the api result sets\n",
    "    created_at = []\n",
    "    eng_twts = []\n",
    "    fav_count = []\n",
    "    retwt_count = []\n",
    "    src_url = []\n",
    "    scr_name = []\n",
    "    lg = []\n",
    "    \n",
    "    # loop to select the values \n",
    "    for i,users in enumerate(screen_name, start=1):\n",
    "        try: \n",
    "            # saving result set \n",
    "            user_status = api.user_timeline(screen_name = users, count = 10, include_rts = False)\n",
    "            # accessing keys in each user and appending to the lists\n",
    "            for item in user_status:\n",
    "                created_at.append(item.created_at)\n",
    "                eng_twts.append(item.text)\n",
    "                fav_count.append(item.favorite_count)\n",
    "                retwt_count.append(item.retweet_count)\n",
    "                src_url.append(item.source_url)\n",
    "                scr_name.append(users)\n",
    "                lg.append(item.lang)\n",
    "            print(i, 'done ', users)\n",
    "        except tweepy.TweepError as e:\n",
    "            print(e, i, users)\n",
    "            \n",
    "    df.screen_name = scr_name\n",
    "    df.created_at = created_at\n",
    "    df.eng_twts = eng_twts\n",
    "    df.fav_count = fav_count\n",
    "    df.retwt_count = retwt_count\n",
    "    df.src_url = src_url\n",
    "    df.lang = lg \n",
    "    #print(df)\n",
    "    return df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 457 ExplicitLyn_\n"
     ]
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      "458 done  FCJayBird\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 481 ForeverLMG\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 739 KeijiShiraki\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 763 KirzzzBilli\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 771 KristineLerman\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 778 KylieHawaii\n",
      "Not authorized. 779 LAWLEYFTHEALY\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 780 LILmitch242\n",
      "Not authorized. 781 LLaagustine\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 782 LMazeroll\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 783 LTebicast\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 786 LadyMarffori\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 791 LandonPoore2K15\n",
      "792 done  Landoushhh_95\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 798 LastMovieMaker\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 799 MinnieLavander\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 800 LeDarkestWriter\n",
      "801 done  LeKrystleEff\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 826 LorryYanez\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 831 LucasWAshley\n",
      "832 done  Luciamaria___\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 837 tucooties\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 842 MBCrazy1\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 846 MIanaKAnda\n",
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      "848 done  MJFrizzle\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 849 MMusabJamal\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 850 MODreamSC\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 862 MaletaNiDenden\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 867 MaraJessa\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 872 OhaNinaaMariee\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 876 Mark_M_311\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 897 MelodyNaylor\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 904 MiguelSFG510\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 905 MiiiGoh\n",
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      "908 done  MikkoLovesYou\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 909 Milad_Rahman\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 911 Mim_Greene\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 920 MistaEngrish\n"
     ]
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     "text": [
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 921 Mlguthrie98\n",
      "922 done  MoanaFifita\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 925 MockinJayMikey\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 939 MsMuggin\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 954 NadaaErakii9\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 970 NicholeJP__7\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1010 moschinoszjm\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1024 PeeCheeOliveros\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1032 Petri_valdez\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1037 Pinksarahstar\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1048 ProdBy_MichaelA\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1056 Queenzell_ss\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1058 QuijanuReeves\n",
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      "1060 done  Quoink\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1061 RAFAEL2ANTIA8O\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1065 RJohnson_28\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1074 RachaelMehrara\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1087 RaniRRKathNiel\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1091 RazeLOVE\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1094 RealAccount07\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1095 RealAfNigga\n",
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      "1098 done  Realjobandz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1099 ReallCYT\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1107 RicciBobbi_\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1111 Rideb1kes\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1118 robreeezy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1119 RocTheBoat\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1120 Rock_Candee\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1126 Roiibert_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1127 WetSeaIs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1128 Romero_ES2\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1135 Roxiee_Hooperxo\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1144 RyanRamsahai69\n"
     ]
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1145 RyanTheFangirl\n",
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      "1151 done  SLRPhillips\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1152 SPTriglav\n",
      "1153 done  Saad_Mansoor1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1154 SabAbelardoo\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1156 SadHostel\n",
      "1157 done  SailorParson\n",
      "1158 done  SaintKrieger\n",
      "Not authorized. 1159 Sallamania\n",
      "1160 done  SallyNewcombe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1161 ewwimasalmon\n",
      "1162 done  SalvadorYah\n",
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      "1165 done  Sam_A_Meyer\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1166 SamhainKWC\n",
      "Not authorized. 1167 SamiiEli\n",
      "1168 done  Samit\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1169 SammyKingYo\n",
      "1170 done  FCSanSid\n",
      "1171 done  SanTheSwiss\n",
      "1172 done  SanjaSkipy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1173 SapeerY\n",
      "Not authorized. 1174 SaraECain\n",
      "1175 done  SarahTumelty\n",
      "1176 done  Sarah_Pereyra\n",
      "1177 done  Saruswathi12\n",
      "Not authorized. 1178 SayahaCFSfight\n",
      "1179 done  OmarSaeedZaki\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1180 Schirin_angela\n",
      "1181 done  ScottFenton01\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1182 ScottMoles\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1183 ScrotumParty\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1184 Seabazzking707\n",
      "Not authorized. 1185 SeanyboyLim\n",
      "1186 done  SeasonOfBytes\n",
      "Not authorized. 1187 SeekGoodLife\n",
      "1188 done  SelMissPickles\n",
      "Not authorized. 1189 SergeiMMusic7\n",
      "1190 done  SergioCoelho13\n",
      "1191 done  SergioEspinalM\n",
      "1192 done  SetagayaGirl\n",
      "1193 done  Setenzas\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1194 Seth_Blatter\n",
      "1195 done  SexVegeta\n",
      "Not authorized. 1196 SexandWallace\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1197 ShaSha868\n",
      "1198 done  ShafaOfficial\n",
      "1199 done  Shaieyow\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1200 ShanTheLioness\n",
      "1201 done  ShanaJeann\n",
      "1202 done  ShannonCurtis\n",
      "1203 done  Shardai__\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1204 ShaudiKhalilian\n",
      "1205 done  Shaun_don23\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1206 ShawDaddy_\n",
      "Not authorized. 1207 ShawnDouglas624\n",
      "1208 done  Shay1990\n",
      "1209 done  SheffMuslimComm\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1210 SheikhAdnan2014\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1211 ShelbyMorris64\n",
      "1212 done  Shellbe410berry\n",
      "1213 done  ShelleyWebbCSO\n",
      "1214 done  ShelleyWebbRN\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1215 Sherinboice_\n",
      "1216 done  SherrylMason\n",
      "1217 done  Sherwynj\n",
      "1218 done  Shes_A1_\n",
      "Not authorized. 1219 Shibuidesu\n",
      "1220 done  Shiva_Gusain\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1221 ShorsbabeR5\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1222 Shuck1e\n",
      "1223 done  Sickniq\n",
      "Not authorized. 1224 SierraAllena\n",
      "1225 done  SimonLong_\n",
      "1226 done  SimplxeSierra\n",
      "1227 done  SimsOCallaghan\n",
      "1228 done  SisyphusIsHappy\n",
      "1229 done  Sjoy88\n",
      "1230 done  Sledger_Don\n",
      "1231 done  Slim_Carey\n",
      "1232 done  SlumberlandRecs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1233 SmanginitRyan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1234 SmileitsShelbie\n",
      "1235 done  Smith6Lane\n",
      "1236 done  Smoking_Sadhu\n",
      "1237 done  SnappyKyle\n",
      "1238 done  SnoCoke_KtW\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1239 SnowSniffinEski\n",
      "1240 done  SoCalErix\n",
      "1241 done  SoCassandra\n",
      "Not authorized. 1242 SoberS0ul\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1243 SoftTech_3\n",
      "1244 done  SomiahBlue\n",
      "1245 done  Son_of_Darren\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1246 SoniaaaBruhh\n",
      "1247 done  SoonerUT\n",
      "Not authorized. 1248 SouleFacts\n",
      "1249 done  Soumisreechowd1\n",
      "1250 done  Sourav_Ghosh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1251 KyroCypher\n",
      "1252 done  SpinTheHarryS\n",
      "Not authorized. 1253 SpiritualKorra\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1254 SquadBurgers\n",
      "1255 done  Squarology\n",
      "1256 done  StacySews\n",
      "1257 done  StacyV200\n",
      "1258 done  StarinaJohnson\n",
      "1259 done  StevoBernish\n",
      "1260 done  StewartLittle59\n",
      "1261 done  Str8outdaforest\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1262 Stroopdoos\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1263 StuGotti_2381\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1264 PhillipeIsBae\n",
      "1265 done  Styla73\n",
      "1266 done  Sub_Strata\n",
      "1267 done  SubhasMalik\n",
      "1268 done  Sudipta_Rupu\n",
      "1269 done  SugarDick2\n",
      "1270 done  Sukhpre01869330\n",
      "Not authorized. 1271 SunBernn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1272 SuperJorielf1\n",
      "1273 done  SuperSRKian\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1274 Superkatrinapam\n",
      "Not authorized. 1275 Supreme_JEEZUS\n",
      "1276 done  SusanSpurgeon1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1277 SwagDaddyBass\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1278 ImLowkeyLilB\n",
      "1279 done  SyedGerdezi\n",
      "Not authorized. 1280 TAG_Anya\n",
      "1281 done  THEAdamVickery\n",
      "1282 done  TURBO_VIRGIN_01\n",
      "1283 done  TaeDooley\n",
      "1284 done  TaniaNZ\n",
      "1285 done  TanmayShekhawat\n",
      "1286 done  Tara_Jalali\n",
      "1287 done  Tavets\n",
      "1288 done  TaySanch\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1289 TaylerVonderach\n",
      "1290 done  Tea_Muaiava\n",
      "1291 done  TedBund31017986\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1292 TenKriz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1293 TeruLoliGum\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1294 ThaThaTgurL\n",
      "1295 done  Thaa_Third\n",
      "Not authorized. 1296 ThatRacingBitch\n",
      "1297 done  ThatWhiteKidBj\n",
      "1298 done  That_KidMiguel\n",
      "1299 done  TheAhmedRaafat\n",
      "1300 done  TheAnkitDalal\n",
      "1301 done  TheBlueEyedSon\n",
      "Not authorized. 1302 TheBrasshole\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1303 TheBuckaroony\n",
      "1304 done  TheDuckette_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1305 TheEvanTan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1306 TheExiledMiners\n",
      "1307 done  TheFullerTron\n",
      "1308 done  TheJamesMalik\n",
      "1309 done  TheKingIsh_\n",
      "1310 done  TheLegendPR\n",
      "1311 done  TheMeanFatGuy\n",
      "1312 done  TheMikeymikeXO\n",
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      "1314 done  TheQueenRatch\n",
      "1315 done  TheRashooAwan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1316 TheRealAlexMont\n",
      "1317 done  TheRealKyuubi16\n",
      "1318 done  TheRealLeandros\n",
      "1319 done  TheRealMumtaz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1320 TheRearAce\n",
      "1321 done  TheRockhoney\n",
      "1322 done  TheRubenMunoz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1323 Theatinggg\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1324 Themfox32\n",
      "1325 done  Thomas_MJM\n",
      "1326 done  ThoseLashes\n",
      "1327 done  ThtPrettyDolfin\n",
      "1328 done  RoSmellow\n",
      "1329 done  TiahnaEra\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1330 TiannaUyeno\n",
      "1331 done  TickleMyTwitt3r\n",
      "1332 done  TiiNYY__\n",
      "1333 done  Tiiiaarraa\n",
      "1334 done  Tikorangi\n",
      "1335 done  TimeTantay\n",
      "1336 done  Tivon\n",
      "1337 done  Tmigl21\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1338 Tokyo_Mitch\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1339 paytonnerd\n",
      "1340 done  Tow_Nao\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1341 TrabiasW14\n",
      "1342 done  Trae_Anderson\n",
      "Not authorized. 1343 TrainerBlue_bot\n",
      "1344 done  Trapdollazmanny\n",
      "Not authorized. 1345 TravisTeague12\n",
      "1346 done  TreeBeerd\n",
      "1347 done  TrillButterfly\n",
      "1348 done  Trill_Life214\n",
      "1349 done  TriniJax\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1350 Trisha_Ragojos\n",
      "1351 done  TroyHammo\n",
      "1352 done  TroySamlalsingh\n",
      "1353 done  Trueman58\n",
      "Not authorized. 1354 TrustfulJ\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1355 TrycealynnCain\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1356 done  TuckerSherie\n",
      "1357 done  Tuniiang\n",
      "1358 done  TutuskiBot\n",
      "1359 done  TweetingTrace\n",
      "Not authorized. 1360 TwinWeasleys\n",
      "Not authorized. 1361 TwoTwoAlys\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1362 TxCanadianRush\n",
      "1363 done  TxPRGirl\n",
      "1364 done  TyeDizz92\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1365 Tyleerq\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1366 sunnyboynjh\n",
      "1367 done  Ulisesbarrie\n",
      "1368 done  UnatiBunny\n",
      "1369 done  Uncle_Music\n",
      "1370 done  Unibrownn\n",
      "1371 done  Unknown_Digga\n",
      "1372 done  UpAndHighRaj\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1373 V8SupercarFan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1374 VAMOSteph\n",
      "1375 done  ValentinGalva10\n",
      "1376 done  VampHostile\n",
      "1377 done  VbuellVictoria\n",
      "1378 done  Venry\n",
      "1379 done  VeroniKaWidger\n",
      "1380 done  Vexatron1\n",
      "1381 done  VictorB123\n",
      "1382 done  VidTheGreat\n",
      "Not authorized. 1383 VieDeLaFille\n",
      "1384 done  Villatoroooo\n",
      "1385 done  VincentSaysIt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1386 Vindicated_DNA\n",
      "1387 done  VintageReader\n",
      "1388 done  VishalJhawar\n",
      "Not authorized. 1389 VitaJade\n",
      "1390 done  Von_Vixen\n",
      "1391 done  BlxckReign\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1392 IVYcawaterwolf\n",
      "1393 done  WKBZ_Arj\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1394 WaSsUp_UcE\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1395 WaadMaher98\n",
      "1396 done  WallerAbbie\n",
      "1397 done  Waq_Ar\n",
      "1398 done  WatOno\n",
      "Not authorized. 1399 WawaJabile\n",
      "1400 done  WeAintFriends8\n",
      "1401 done  WeezhOG\n",
      "Not authorized. 1402 WellsSiena\n",
      "1403 done  WendyTimarac\n",
      "1404 done  WesupWitchaLOVE\n",
      "1405 done  White_Versace\n",
      "Not authorized. 1406 WiLLisRADD\n",
      "1407 done  WildUPbeat\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1408 Winnietehshoe\n",
      "1409 done  Winornera\n",
      "1410 done  Wombatfinance\n",
      "1411 done  WriterMJLee\n",
      "1412 done  XBeyondThatBang\n",
      "1413 done  XTINA_LEA\n",
      "Not authorized. 1414 XanneMii\n",
      "1415 done  XinJeisan\n",
      "1416 done  YHDYJ2\n",
      "Not authorized. 1417 Yakcall\n",
      "1418 done  YankeeSource\n",
      "1419 done  YazyFizzle\n",
      "1420 done  YbarraRJ\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1421 YoOungNick\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1422 Yodaa96\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1423 YouSoFine60\n",
      "1424 done  YoungIndia_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1425 YourMomsAss69\n",
      "1426 done  YoutubersLife0\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1427 Yung_Sav80\n",
      "1428 done  Yup_Its_Brandon\n",
      "Not authorized. 1429 YuuhhMatt\n",
      "1430 done  Yviebot\n",
      "1431 done  Yxhzmen\n",
      "1432 done  ZDavi\n",
      "Not authorized. 1433 ZSGhost\n",
      "Not authorized. 1434 ZachFrazier6\n",
      "1435 done  ZacharySloss\n",
      "1436 done  ZackCondon24\n",
      "1437 done  Zahirah_Pink\n",
      "1438 done  Zoinator\n",
      "1439 done  ZonicZoneCop\n",
      "1440 done  Zulaaikha\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1441 _1Maya1_\n",
      "1442 done  _Amirahh\n",
      "1443 done  _AsiaRenee\n",
      "1444 done  _BSmoov_\n",
      "1445 done  _Blake_Ayub\n",
      "Not authorized. 1446 _CallMeLaura\n",
      "1447 done  _Catess\n",
      "1448 done  _ColeBlooded_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1449 _DolphinFucker\n",
      "Not authorized. 1450 _Emilky_\n",
      "1451 done  _GatitaJazz\n",
      "1452 done  _Glendathegood\n",
      "1453 done  _ImColdHearted_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1454 _ImWorsum\n",
      "1455 done  _KingDevin25\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1456 _Lumi_D\n",
      "1457 done  _Madu_17\n",
      "1458 done  _MereAllen14\n",
      "1459 done  _OfficialSatan\n",
      "1460 done  _OnThatSTRONG\n",
      "1461 done  _QueenToraay\n",
      "1462 done  _RickyBindra\n",
      "1463 done  _RyanIngram\n",
      "1464 done  _SAMPS0N\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1465 _ThisIsKiran\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1466 _TianaValentine\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1467 _YKFGLB\n",
      "1468 done  __Sierraaaaaa\n",
      "1469 done  _____kay__\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1470 __ca11\n",
      "1471 done  __maarrryyy\n",
      "1472 done  __queenmo\n",
      "1473 done  __sarahknox\n",
      "1474 done  _alphabetboy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1475 _athirahrazak_\n",
      "1476 done  _bastawros_\n",
      "1477 done  _coleobrien\n",
      "Not authorized. 1478 _fangirlinggg\n",
      "1479 done  _gracieeee__\n",
      "1480 done  _gwenniebee_\n",
      "1481 done  _hdh95\n",
      "1482 done  _jaaayee_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1483 _jenineee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1484 _jess2558\n",
      "1485 done  _jonaldo7\n",
      "1486 done  _jrodr\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1487 _jstnrys\n",
      "1488 done  _kcccc\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1489 _kohandani\n",
      "1490 done  _kyliejane\n",
      "1491 done  _laureldaniel\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1492 _lilbhittt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1493 lil_keezyyy\n",
      "1494 done  _mellymell\n",
      "1495 done  _mfknjaysha\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1496 _nkaujyim\n",
      "1497 done  _offdatmiley\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1498 _patrickbell\n",
      "1499 done  _persillaaa\n",
      "1500 done  _shakieraaaa\n",
      "1501 done  _skatah\n",
      "Not authorized. 1502 _soyousay\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1503 _thatniggakai\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1504 _thegrandwizard\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1505 _thywillbedan\n",
      "1506 done  _urbb\n",
      "1507 done  _wildeyes_\n",
      "Not authorized. 1508 _yaaawn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1509 _yungchrist\n",
      "1510 done  aIexjoy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1511 aSillyAmerican\n",
      "1512 done  a_meraaa\n",
      "1513 done  a_ojaswi\n",
      "1514 done  aa_tandon\n",
      "1515 done  aaamour_\n",
      "1516 done  aadilbut\n",
      "Not authorized. 1517 abbypreza\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1518 abbzey_wabbzey\n",
      "1519 done  abctyler5\n",
      "1520 done  abhie_911\n",
      "1521 done  abovdacloudz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1522 abpowers915\n",
      "1523 done  abzbrigrier\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1524 abzrasta\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1525 ackimmah\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1526 jerrymoony\n",
      "1527 done  adamreidsmith\n",
      "1528 done  adamrweinert\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1529 adelamaide\n",
      "1530 done  adipta09\n",
      "1531 done  adityaarif\n",
      "1532 done  adityasinghvi\n",
      "Not authorized. 1533 adri_alsina17\n",
      "1534 done  adrielvill\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1535 adriennnedixon\n",
      "1536 done  african_cowboy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1537 agearhart_\n",
      "1538 done  agentTMARIS\n",
      "1539 done  agursua\n",
      "1540 done  agxxc\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1541 ahbooza\n",
      "1542 done  ahnat16\n",
      "Not authorized. 1543 airavaldehueza\n",
      "1544 done  airbud3\n",
      "1545 done  aishyah20\n",
      "1546 done  aj8ness\n",
      "1547 done  ajalaem\n",
      "1548 done  ajayspradhan\n",
      "1549 done  ajitwrites\n",
      "1550 done  akakiyani\n",
      "1551 done  akash_kotadia\n",
      "1552 done  akbarkhattak\n",
      "1553 done  akiraoltar\n",
      "Not authorized. 1554 akosigrace16\n",
      "1555 done  akshay_khanna\n",
      "Not authorized. 1556 alarrylifeforme\n",
      "1557 done  alaskarobotics\n",
      "1558 done  aldairbc_\n",
      "1559 done  alecc08\n",
      "1560 done  alejandrooo_05\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1561 alexanclrite\n",
      "1562 done  alexanderhall\n",
      "1563 done  alexandraa_25\n",
      "1564 done  alexia_olsen\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1565 alienashleypoop\n",
      "1566 done  alijay12\n",
      "1567 done  alishaarae\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1568 alissssssa16\n",
      "1569 done  alissvee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1570 alliebhays\n",
      "1571 done  alligrace19\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1572 allyssalabonete\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1573 alokchandan5123\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1574 alouinwonderlnd\n",
      "1575 done  alyssa_romero12\n",
      "1576 done  amandamamaloco\n",
      "1577 done  amberbrown2528\n"
     ]
    },
    {
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     "text": [
      "1578 done  amijy106\n",
      "1579 done  amitaghose\n",
      "1580 done  amnatose\n",
      "1581 done  amockasin\n",
      "1582 done  amscraig\n",
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      "1584 done  anandkaran\n",
      "1585 done  andi_napitupulu\n",
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      "1588 done  andyinsdca\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1589 angeli_masc\n",
      "Not authorized. 1590 anika_russell\n",
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      "1592 done  anindya0909\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1593 anj68hzt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1594 ann13ronning\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1597 annaveiro_\n",
      "1598 done  annerichardsDRC\n",
      "1599 done  annika_ahmed\n",
      "Not authorized. 1600 anon_chef\n",
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      "1602 done  ansari_sahb\n",
      "1603 done  ansarim\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1604 anthoneeezy\n",
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      "1608 done  apruuulx_\n",
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      "Not authorized. 1610 areliii_1\n",
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      "1612 done  arif2243\n",
      "1613 done  arife_saiti\n",
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      "1618 done  artemis_han\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1619 asapsrpski\n",
      "Not authorized. 1620 ChengsTweets\n",
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      "1624 done  asifhussain337\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1625 aslanwesson1\n",
      "1626 done  asmarrrra\n",
      "1627 done  astrocred\n",
      "1628 done  atazzn\n",
      "1629 done  attnkatdaley\n",
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      "1631 done  august3O1\n",
      "1632 done  auryi\n",
      "1633 done  austynbrooke_3\n",
      "Not authorized. 1634 averyruthh\n",
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      "1636 done  awkwardravioli\n",
      "1637 done  awyeahadam\n",
      "1638 done  ayabeshojiue\n",
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      "Not authorized. 1640 ayrshaanum99\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1641 azaliareyes99\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1642 azle94\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1643 babydino505\n",
      "1644 done  baconsoop\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1645 badaboomtheory\n",
      "Not authorized. 1646 badiiit\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1647 badwolfbradley\n",
      "1648 done  baiannuo\n",
      "Not authorized. 1649 bakkedahl\n",
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      "Not authorized. 1651 vminizer\n",
      "1652 done  bankytoby\n",
      "1653 done  barbaralovestw\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1654 barcayouth\n",
      "1655 done  chrscolfrs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1656 abba_helicopter\n",
      "1657 done  bclinks17\n",
      "1658 done  bcroberson\n",
      "Not authorized. 1659 beabeyyyy\n",
      "1660 done  beanerrrera\n",
      "Not authorized. 1661 beanseok\n",
      "1662 done  beezjm\n",
      "1663 done  bellofthebird\n",
      "1664 done  belperi\n",
      "1665 done  benexodus\n",
      "1666 done  berthastephanie\n",
      "1667 done  bertiliemberg\n",
      "1668 done  bestsheilaever\n",
      "Not authorized. 1669 bethersisowly\n",
      "1670 done  bexquilliam\n",
      "1671 done  bhattarai_dilip\n",
      "1672 done  bilalayub919\n",
      "1673 done  bilkisulabaran\n",
      "1674 done  bintsaaang\n",
      "1675 done  bipiiin\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1676 hell_riyl\n",
      "1677 done  bismaakbar\n",
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      "1679 done  blainelsimpson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1680 blancovaid\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1681 blaxkveildamn\n",
      "1682 done  blckbttrflyy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1683 blckhrtclffrd\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1684 bldouglasjr\n",
      "1685 done  Blessingz3D\n",
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      "1687 done  blow0126\n",
      "1688 done  blue_raven\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1689 bmalupo\n",
      "1690 done  booleanvalue\n",
      "1691 done  boswellryan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1692 boutThatCASH_\n",
      "Not authorized. 1693 boyzinthehoood\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1694 brando37\n",
      "Not authorized. 1695 brandoelizondo\n",
      "1696 done  brandonduvall10\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1697 94fratkidstyles\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1698 breablwells\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1699 breakinggthgirl\n",
      "Not authorized. 1700 breeray129\n",
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      "1702 done  brianwgmn\n",
      "1703 done  brightestbitch\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1704 briiana_27\n",
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      "1706 done  brockly36\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1707 brooke4582\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1708 brooklynnb207\n",
      "1709 done  bruisedcashton\n",
      "Not authorized. 1710 bryan_rothwell\n",
      "Not authorized. 1711 bryce_barzzz\n",
      "1712 done  burgos20burgos\n",
      "1713 done  burnttea\n",
      "1714 done  bx3__\n",
      "1715 done  byunanonymous\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1716 c4hess_\n",
      "1717 done  c_amg\n",
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      "1719 done  ca_ifornia\n",
      "1720 done  caa1000\n",
      "1721 done  cacypob\n",
      "1722 done  caffeinatednz\n",
      "Not authorized. 1723 caitlenthecat\n",
      "1724 done  caitlintrotman\n",
      "1725 done  calebthompson_\n",
      "1726 done  callmecaroooool\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1727 callmehgav\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1728 callmekhay_\n",
      "1729 done  callmekitchen\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1730 fritzievanbelle\n",
      "1731 done  cameronc89\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1732 camille_belong\n",
      "1733 done  campjamie12\n",
      "Not authorized. 1734 camyoutwerk\n",
      "Not authorized. 1735 canibal_mammal\n",
      "1736 done  carias_beverly\n",
      "1737 done  carl_brooks\n",
      "1738 done  carlokristoffe\n",
      "1739 done  carlyboros\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1740 carmelle1993\n",
      "1741 done  carmen_buddy\n",
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      "1743 done  carole_hansen\n",
      "1744 done  caseyalt\n",
      "1745 done  cast_the_rod\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1746 catch_doon\n",
      "1747 done  cbryanjones\n",
      "1748 done  ccatko\n",
      "Not authorized. 1749 celinefanonline\n",
      "1750 done  cerinett\n",
      "1751 done  cersex\n",
      "1752 done  ces1349\n",
      "Not authorized. 1753 cesarhortiz\n",
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      "1755 done  chandangoopta\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1756 deathcabfor20\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1757 infinitychannie\n",
      "1758 done  charknado__\n",
      "Not authorized. 1759 charliethevern\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1760 cheatingongrier\n",
      "1761 done  cheenath\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1762 jazzy_donovan\n",
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      "1765 done  chelseaiversen\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1766 chelseajones212\n",
      "1767 done  cheonsa15\n",
      "1768 done  cherissemoett\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1769 chidzxo\n",
      "1770 done  childrensatlas\n",
      "1771 done  chin80\n",
      "1772 done  chipwilliamsjr\n",
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      "1774 done  chris_mahan\n",
      "Not authorized. 1775 christie_ada\n",
      "1776 done  christinaamacx3\n",
      "Not authorized. 1777 christinanelson\n",
      "Not authorized. 1778 christinecuenco\n",
      "1779 done  christylynns21\n",
      "1780 done  chrsmi\n",
      "1781 done  ciennaroget\n",
      "Not authorized. 1782 cindewellaaa\n",
      "1783 done  cindy789314\n",
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      "1785 done  cindyloughridge\n",
      "Not authorized. 1786 citrinecolleen\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1787 cjbarresi75\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1788 clUra_P\n",
      "1789 done  claingclaire\n",
      "1790 done  clairejowens\n",
      "1791 done  claryjanedizon\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1792 classyygurl\n",
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      "1794 done  cleany_ebooks\n",
      "Not authorized. 1795 clutteredmind13\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1796 alltheloveclary\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1797 cmassb\n",
      "1798 done  cmnses\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1799 done  cnaastty\n",
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      "1802 done  cojjeee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1803 cole_rascal\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1804 colesparks2014\n",
      "Not authorized. 1805 colleenaysha\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1822 crimsonredangel\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1825 crxwnxfthxrns\n",
      "1826 done  crystalsloneckr\n",
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      "1829 done  cuppingmaster\n",
      "1830 done  cutenekko\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1831 cutiebabykiyu\n",
      "Not authorized. 1832 cyberkarima\n",
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      "1834 done  IfYouCEEJAY\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1835 cynthiasmilee\n",
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      "Not authorized. 1841 daiLou\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1842 smoakingkristen\n",
      "1843 done  dalegisrael\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1847 dananalyn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1848 dance6709\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1853 darchwjack\n",
      "1854 done  darkesteyesbs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1855 davoo00\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1858 dawnrhoze360\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1859 dblea88\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1860 dcervetto_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1861 dearchab\n",
      "Not authorized. 1862 decbran1\n",
      "1863 done  deepusebastian\n",
      "1864 done  deez_nuuuttz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1865 deikochan24\n",
      "1866 done  delapp_anthony\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1867 delhisexpartner\n",
      "Not authorized. 1868 delleuxurylove\n",
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      "1871 done  dennymui\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1872 derekkira\n",
      "1873 done  desiwebbb\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1874 destanijmbell\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1875 destinygyo\n",
      "1876 done  devdasindia\n",
      "1877 done  dex_da_kidd_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1878 dffelonia22\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1879 dianacw60\n",
      "1880 done  dierothomas\n",
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      "1888 done  dlemata\n",
      "Not authorized. 1889 doctrod\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1890 donaldfischer84\n",
      "1891 done  donib_irakihda\n",
      "1892 done  donnascalise\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1893 lndiesharry\n",
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      "1895 done  drSujayShad\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1896 drakegurl714\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1897 dre_29\n",
      "1898 done  dreababbyy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1899 dreisistor\n",
      "1900 done  drgauravpatil\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1901 drinkingupnyc\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1902 Drixorcism\n",
      "1903 done  drizzlingh0ran\n",
      "1904 done  drsamuelito\n",
      "1905 done  drunk8gods\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1906 dschofield5\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1907 fratstylesziall\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1908 duchezzgaga\n",
      "1909 done  dwallace346\n",
      "1910 done  dwikihalla\n",
      "1911 done  dyannanana_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1912 96szjmm\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1913 dylangirl99\n",
      "1914 done  dylannicholson_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1915 dyxoxo_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1916 eaglebuns\n",
      "1917 done  earthtosage\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1918 eddawinnie\n",
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      "1922 done  ejpurser\n",
      "1923 done  ekjcpa\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1924 elianguadaluppe\n",
      "Not authorized. 1925 elijahtaylane\n",
      "1926 done  elitoo379\n",
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      "1932 done  emilygraves13\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1933 emisonbeyotch\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1934 emmanmojica6\n",
      "1935 done  emmasalsburyy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1936 enalwerd\n",
      "1937 done  enereidah\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1938 enxietystyles\n",
      "1939 done  epicfruitypie\n",
      "1940 done  ereslibre\n",
      "1941 done  ericaconnolly\n",
      "1942 done  erindunnxo\n",
      "Not authorized. 1943 erinnR5\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1944 erinross09\n",
      "1945 done  erykalim\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1946 whatevermattt\n",
      "Not authorized. 1947 estefonia\n",
      "Not authorized. 1948 esther_rong\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1949 eureckaroar\n",
      "1950 done  evanmatteson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1951 evelynlovessss\n",
      "1952 done  evewby\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1953 ewhite_jr\n",
      "1954 done  exploreamaze\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1955 exspensiv\n",
      "1956 done  exukbritbrat\n",
      "Not authorized. 1957 eyborisyko\n",
      "1958 done  f43ca46328254f4\n",
      "Not authorized. 1959 fabianblanco23\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1960 faggotedgar\n",
      "Not authorized. 1961 falsejoker\n",
      "1962 done  falyn_mapel\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1963 farahalhamoui\n",
      "1964 done  farrukhzx\n",
      "1965 done  fartingprincess\n",
      "1966 done  fayannlyons\n",
      "1967 done  papercuthes\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1968 felicityswifi\n",
      "1969 done  felixtheshoe\n",
      "1970 done  femkesvs\n",
      "1971 done  fernandasagast1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1972 ffatmagh\n",
      "1973 done  fgarciasit\n",
      "1974 done  fictionalzjm\n",
      "1975 done  filafresh\n",
      "1976 done  finkrishna\n",
      "1977 done  firebellys\n",
      "1978 done  five15design\n",
      "1979 done  flawlesslybeth\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1980 flo_lovescelebs\n",
      "Not authorized. 1981 floneum\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1982 florita4433\n",
      "Not authorized. 1983 fluffyrichard\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1984 fmfllona\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1985 fontreras\n",
      "1986 done  foolish_sucka\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1987 foreveryhungry\n",
      "1988 done  forzarevilo\n",
      "1989 done  foxychella\n",
      "1990 done  fragnance_\n",
      "1991 done  fram_Ebooks\n",
      "1992 done  frances_corrine\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1993 franchicovi\n",
      "1994 done  franciswd\n",
      "1995 done  frankly_watani\n",
      "1996 done  franky_sansone\n",
      "1997 done  franwords\n",
      "1998 done  freakyleakie_\n",
      "1999 done  freedomlasso\n",
      "2000 done  freetobeBri\n",
      "2001 done  freysigull\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2002 frootcker\n",
      "2003 done  frowardten\n",
      "2004 done  fryan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2005 fuckinglxvato\n",
      "2006 done  fucn_chief\n",
      "2007 done  fukapon\n",
      "2008 done  funtanillajuno\n",
      "Not authorized. 2009 gabby_yager\n",
      "Not authorized. 2010 gablesch\n",
      "2011 done  gabriellanaxo\n",
      "2012 done  gabster_lovee\n",
      "2013 done  gaelbal1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2014 garciaxsami\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2015 gatesss_\n",
      "2016 done  gaurang9007\n",
      "2017 done  gauravs0001\n",
      "2018 done  gavphotography\n",
      "2019 done  gcaballa\n",
      "2020 done  geberry_\n",
      "2021 done  geithsy\n",
      "2022 done  genieex\n",
      "2023 done  geoffnolan\n",
      "2024 done  georgieeoneil\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2025 georiveraaaa\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2026 germansuplexed\n",
      "2027 done  _KnoDIS\n",
      "2028 done  getthebozack\n",
      "2029 done  gheebuddy\n",
      "2030 done  giannis\n",
      "2031 done  giannprincesa\n",
      "Not authorized. 2032 gianriveraa\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2033 gicielp548\n",
      "2034 done  gigilho\n",
      "2035 done  gilbertvsgallo\n",
      "2036 done  gimmethewooby\n",
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      "2039 done  glo_angelique\n",
      "2040 done  globewriter\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2041 godofslaying\n",
      "2042 done  golfjeanne\n",
      "2043 done  gonzoandfitch\n",
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      "Not authorized. 2046 gothpayne\n",
      "2047 done  grace21800\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2048 gracelarimore33\n",
      "2049 done  grats22\n",
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      "2052 done  gretcheu\n",
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      "2054 done  grippnutz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2055 grraceo\n",
      "2056 done  gsignoret\n",
      "Not authorized. 2057 gstar19\n",
      "2058 done  gtbotham4eva\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2059 jikachunyong\n",
      "2060 done  gullevek\n",
      "2061 done  guyfromsamoa\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2062 gvbbysvnchez\n",
      "2063 done  hackdba\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2064 hagop_97\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2065 haileywormyy\n",
      "Not authorized. 2066 hailliekitty\n",
      "2067 done  hakns\n",
      "2068 done  halaetademis_\n",
      "Not authorized. 2069 halessssss\n",
      "2070 done  hamsterwatch\n",
      "2071 done  hannaahreneee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2072 hannah_yoho11\n",
      "2073 done  hannahbarbsss\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2074 hannahmatsuura\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2075 hardyhardmukey\n",
      "2076 done  harrisonppr\n",
      "2077 done  hatch94\n",
      "Not authorized. 2078 haybay_10\n",
      "2079 done  hazelannarico\n",
      "2080 done  heathr\n",
      "2081 done  heberisrael\n",
      "Not authorized. 2082 iamhector__\n",
      "2083 done  herrera_natalie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2084 heslouvesick\n",
      "2085 done  hesmint\n",
      "2086 done  heyairy\n",
      "2087 done  heyaptee\n",
      "2088 done  heyruthi\n",
      "Not authorized. 2089 heyyitsnikkiii\n",
      "2090 done  hharrperr\n",
      "Not authorized. 2091 hillaryjaneee\n",
      "2092 done  hindsightafi\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2093 hipstersandwich\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2094 hishaneeey\n",
      "2095 done  hkalra_urs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2096 hkim156\n",
      "2097 done  hmad9rana\n",
      "2098 done  hmerrell3\n",
      "2099 done  hmstephan9\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2100 holidayhanson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2101 ohmymeth\n",
      "2102 done  homegirleah\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2103 STYLESOHYES\n",
      "2104 done  hritikharsh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2105 httpmkaye\n",
      "2106 done  hubb_thomas\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2107 hugsandteddies\n",
      "Not authorized. 2108 huntaaaaa_D\n",
      "2109 done  hygate\n",
      "2110 done  iAmLaMariposa\n",
      "2111 done  iAmSixFoJoe\n",
      "2112 done  iBaqqy\n",
      "2113 done  iBradGs\n",
      "2114 done  iBrandonWynn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2115 iCuurliee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2116 iRavishing03\n",
      "2117 done  iSanjivBatra\n",
      "2118 done  EVON_OFFICIAL\n",
      "2119 done  i_Kohlified\n",
      "2120 done  i_sohil\n",
      "2121 done  iamJOCELYNVR\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2122 iamVNCNTT\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2123 iam_ROqX_XIII\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2124 iam_eddieking\n",
      "Not authorized. 2125 iam_mcmich\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2126 iamcrislanie\n",
      "2127 done  iamfleurette\n",
      "Not authorized. 2128 iamjeannnnn\n",
      "2129 done  iamlyros\n",
      "2130 done  iamnomi11\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2131 iamsunstrider\n",
      "2132 done  ibnbs\n",
      "2133 done  ibon0032\n",
      "Not authorized. 2134 fitzthetantrum\n",
      "2135 done  ichtusknex\n",
      "2136 done  idahorednek_51\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2137 idk_whitney3\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2138 ihavechappedlip\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2139 ihtsdartle\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2140 ilhamangel_\n",
      "2141 done  ilovejuuuju\n",
      "2142 done  _patakhaguddi\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2143 ilovetina28\n",
      "Not authorized. 2144 ilyyalyson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2145 imRavanHaha\n",
      "2146 done  im_alan_\n",
      "2147 done  im_patient\n",
      "2148 done  im_vanTOMS\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2149 imbroseph\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2150 imiecortuna\n",
      "Not authorized. 2151 imkarlaloro\n",
      "Not authorized. 2152 imlorraineperez\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2153 georgiaroseoh\n",
      "2154 done  imsdk_\n",
      "2155 done  imtherealcb\n",
      "2156 done  indiagosolar\n",
      "2157 done  ineffablelwt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2158 inked1572\n",
      "2159 done  inkedmates\n",
      "2160 done  inquirerdotnet\n",
      "2161 done  insanityIaughs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2162 intansyafiqalll\n",
      "2163 done  inthemageors\n",
      "2164 done  intiminatehood\n",
      "2165 done  irishcailinrua\n",
      "2166 done  is_sthisha\n",
      "2167 done  isaiahmedina4\n",
      "2168 done  islandlatina\n",
      "2169 done  ismellbeisbol\n",
      "Not authorized. 2170 itheabhijeet\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2171 imChristineG\n",
      "2172 done  itsarin3\n",
      "Not authorized. 2173 itsbornadeath\n",
      "2174 done  itscaitlynemily\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2175 itsjeremy_11\n",
      "2176 done  itsjustme_ez\n",
      "2177 done  itskanav\n",
      "2178 done  itskendall\n",
      "2179 done  itsmarfie\n",
      "Not authorized. 2180 itsmeSMB\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2181 itsmegaldh\n",
      "Not authorized. 2182 itsmenathanxp\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2183 itssaaaaaav__\n",
      "2184 done  itsslizz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2185 stellapan2jan\n",
      "Not authorized. 2186 ivannehisoler\n",
      "2187 done  ivannhoe_\n",
      "2188 done  izabellawood_\n",
      "2189 done  izzy_1221\n",
      "2190 done  j5smine\n",
      "2191 done  jBear440\n",
      "2192 done  jackieprather52\n",
      "2193 done  jada623\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2194 jadetay03\n",
      "2195 done  jafarhaand\n",
      "2196 done  jaja_zayas\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2197 jajananuez\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2198 jalonmuhammad\n",
      "2199 done  jambu_Shambu\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2200 jamchaseurheart\n",
      "2201 done  jamesdunnenz\n",
      "2202 done  jameshilltaiwan\n",
      "2203 done  jamiisco\n",
      "2204 done  janahu4\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2205 janicaluvsu\n",
      "2206 done  janine3582\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2207 janinellanongos\n",
      "2208 done  janjenjinJUNJUN\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2209 jannytmack\n",
      "2210 done  jao_nathan\n",
      "2211 done  jarbarlyons\n",
      "2212 done  jasmyn_yarb\n",
      "2213 done  jason_rook\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2214 done  jasonroutledge\n",
      "Not authorized. 2215 jasonsutton20\n",
      "2216 done  jasonwilsonok\n",
      "2217 done  jatinkapadia\n",
      "2218 done  jattongwilson\n",
      "2219 done  jaurelego\n",
      "2220 done  javachik\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2221 jaybiebs101\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2222 jayduhr0binett\n",
      "Not authorized. 2223 jayrivass\n",
      "2224 done  jayrochamusic\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2225 jazzvling\n",
      "2226 done  jblackburn43\n",
      "2227 done  jbmazon\n",
      "2228 done  jcazalet\n",
      "2229 done  jcrhea\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2230 jd_rajednom\n",
      "2231 done  jdelmuro1\n",
      "2232 done  jdizzle_323\n",
      "Not authorized. 2233 jeahlacar\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2234 jeanninechavez_\n",
      "2235 done  jeffmpineda\n",
      "Not authorized. 2236 jelena_oksana\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2237 jemimahcsamin\n",
      "2238 done  jenchen94\n",
      "2239 done  jeninthe405\n",
      "2240 done  jenjir28\n",
      "2241 done  jenjoliver\n",
      "2242 done  jenn_aaaaay\n",
      "2243 done  jennicake\n",
      "2244 done  jennifergould\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2245 JRLx0\n",
      "Not authorized. 2246 jenzanger\n",
      "2247 done  jeromemagno1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2248 jeshurunliving\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2249 jessmason81\n",
      "2250 done  jewelclicks\n",
      "2251 done  jgamble174\n",
      "Not authorized. 2252 jheanettelouise\n",
      "2253 done  jherbig\n",
      "2254 done  jimbobTX\n",
      "2255 done  jimmygpls2\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2256 jineyjeney\n",
      "2257 done  jjAsam1612\n",
      "2258 done  jjeezy\n",
      "2259 done  jlaurejas\n",
      "2260 done  jlawsurgent\n",
      "2261 done  jlo_azad\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2262 jmariecamp\n",
      "2263 done  jmay11\n",
      "2264 done  jmayvil\n",
      "2265 done  jmollins\n",
      "Not authorized. 2266 jo_geezlooeez2\n",
      "2267 done  joannesangasong\n",
      "2268 done  jody_dean\n",
      "2269 done  joellquintero\n",
      "2270 done  joeyfleszar\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2271 johanna214_\n",
      "2272 done  johngmykk\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2273 johnmainePH\n",
      "2274 done  johnnyf0x\n",
      "2275 done  johnpeterblink\n",
      "2276 done  jojoko\n",
      "Not authorized. 2277 jomccor1219\n",
      "2278 done  jonathanyoung97\n",
      "2279 done  jonattanpinzon\n",
      "2280 done  jonweiman\n",
      "2281 done  jopausiopau\n",
      "2282 done  jopbinuya\n",
      "2283 done  jorge_val23\n",
      "2284 done  joscyjauregui\n",
      "2285 done  jose125hdez\n",
      "2286 done  theunpopularguy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2287 joshykinss_21\n",
      "2288 done  json_072993\n",
      "2289 done  juliaajarviss\n",
      "2290 done  juliakaido\n",
      "Not authorized. 2291 juliaridgway\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2292 queenxnadya\n",
      "2293 done  julyIuke\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2294 bookmilks\n",
      "2295 done  juslizzie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2296 justdebb_tw\n",
      "Not authorized. 2297 justinTgraham\n",
      "2298 done  justine_jm\n",
      "2299 done  justinoneal94\n",
      "Not authorized. 2300 justjoshinya999\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2301 justmejally\n",
      "Not authorized. 2302 jvkho9997\n",
      "Not authorized. 2303 jwinrow2526\n",
      "Not authorized. 2304 jxsminecvstillo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2305 jxsusgrams\n",
      "2306 done  jytmkh\n",
      "2307 done  jzia_ramz12\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2308 kaaarabearaaa\n",
      "2309 done  kaaithlene\n",
      "2310 done  kaelikirkk\n",
      "Not authorized. 2311 chillyeol\n",
      "2312 done  kailie_12\n",
      "Not authorized. 2313 kaithlynjaneen\n",
      "Not authorized. 2314 kakakarlalita\n",
      "2315 done  kakskala\n",
      "Not authorized. 2316 kalealexa\n",
      "2317 done  kamiabbasi_leo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2318 kandiirockspics\n",
      "Not authorized. 2319 kanrizans\n",
      "2320 done  karell920\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2321 karenhorallas\n",
      "2322 done  karismaiscool\n",
      "2323 done  karladlaf\n",
      "2324 done  karlavictoria\n",
      "2325 done  karljaena\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2326 karlomongaya\n",
      "Not authorized. 2327 karstennelson_\n",
      "2328 done  kashifryo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2329 katelynkms\n",
      "2330 done  katelynreaddd\n",
      "2331 done  katiadempsey\n",
      "2332 done  katie_grover\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2333 katybenavides4\n",
      "2334 done  kaushikratul\n",
      "Not authorized. 2335 kbyford\n",
      "Not authorized. 2336 keboogy\n",
      "2337 done  keen_eddie\n",
      "2338 done  keepkoech\n",
      "2339 done  keezykc\n",
      "2340 done  keimaycry\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2341 kelccyum\n",
      "2342 done  keldenl\n",
      "2343 done  keleah_dye\n",
      "2344 done  kllywds\n",
      "2345 done  kellisingerxo\n",
      "2346 done  kellyurich\n",
      "2347 done  kemron5\n",
      "2348 done  kenzurs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2349 kenzzn\n",
      "Not authorized. 2350 kers_tine\n",
      "Not authorized. 2351 kevincolborn\n",
      "2352 done  kevvuitton_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2353 keylumm\n",
      "2354 done  khadslims\n",
      "2355 done  khaleelabba\n",
      "2356 done  khuranaishu\n",
      "2357 done  kianabrittany\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2358 kianchance\n",
      "2359 done  kiarabear13\n",
      "Not authorized. 2360 kiaraybanez18\n",
      "2361 done  kidargueta\n",
      "Not authorized. 2362 kidrauhlxdallas\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2363 kim_aldaba\n",
      "2364 done  kindacoco\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2365 king_knott_22\n",
      "2366 done  king_michael48\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2367 king_nayid\n",
      "2368 done  kingkassandra\n",
      "2369 done  kingkrymer\n",
      "2370 done  kinjealous\n",
      "2371 done  kiramaelegista\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2372 kirathanz\n",
      "2373 done  kirsti_beau\n",
      "Not authorized. 2374 kissyenn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2375 kitlara09\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2376 mgcleagues\n",
      "2377 done  kjmeow\n",
      "2378 done  kksteffany\n",
      "2379 done  kleetdog\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2380 kmarie0331\n",
      "2381 done  knightclub\n",
      "2382 done  knoxynz\n",
      "2383 done  koonnang\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2384 koppikei\n",
      "2385 done  kraftedencheese\n",
      "2386 done  krazymoonz\n",
      "2387 done  krazywane\n",
      "2388 done  krehbielk\n",
      "2389 done  krishdivaa\n",
      "2390 done  krnbwj\n",
      "2391 done  ksearls\n",
      "2392 done  ksoonim\n",
      "2393 done  ktisarap\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2394 ktmntj\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2395 ktra_girl\n",
      "2396 done  kumkumdasgupta\n",
      "2397 done  kweenkandice\n",
      "Not authorized. 2398 kwongcolleen\n",
      "2399 done  kyliebuff09\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2400 kymviolet\n",
      "2401 done  kyungsoolmate\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2402 lEEmSavag3\n",
      "Not authorized. 2403 ladyalexa199\n",
      "2404 done  ladyarasola\n",
      "2405 done  ladytecniq\n",
      "2406 done  laedberongoy\n",
      "2407 done  laemo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2408 lakeemdaDreem18\n",
      "Not authorized. 2409 lalochezic\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2410 lama_dreams\n",
      "2411 done  lauardelean\n",
      "2412 done  lauraliverani\n",
      "2413 done  laurengeoffroy\n",
      "2414 done  laurennuckols99\n",
      "Not authorized. 2415 laurisvillegas\n",
      "2416 done  laurrkat\n",
      "2417 done  lazarmandf\n",
      "Not authorized. 2418 lbpetersen\n",
      "2419 done  lbrenn3\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2420 ldc_2015\n",
      "2421 done  leahfayelambert\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2422 leanne_moananu\n",
      "2423 done  leannmarie27\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2424 lickgoldensky\n",
      "2425 done  lesahammond\n",
      "2426 done  lestylest\n",
      "2427 done  lewiswarman\n",
      "2428 done  lexie_liautaud\n",
      "2429 done  lexinicolelopez\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2430 lezliequinto\n",
      "2431 done  liamisalvacion\n",
      "2432 done  life_ofa_runner\n",
      "2433 done  lilalahood\n",
      "2434 done  lilbitmorgan\n",
      "Not authorized. 2435 liliannaireen\n",
      "2436 done  lilyfan_\n",
      "2437 done  lilyhartman\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2438 lilyjamesgrey\n",
      "2439 done  lilytomyjamie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2440 lisafeist\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2441 done  lisawand2\n",
      "2442 done  littlehoody\n",
      "2443 done  liv_fortner\n",
      "2444 done  liveanuragdubey\n",
      "2445 done  lizbuddie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2446 lizzers13\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2447 liyan_jin\n",
      "2448 done  llianemarie\n",
      "2449 done  lmcdonald145\n",
      "2450 done  lmfbs\n",
      "2451 done  logicalelegance\n",
      "2452 done  loobadomidoo\n",
      "2453 done  lookatherton\n",
      "2454 done  loribuckmajor\n",
      "Not authorized. 2455 lorik0824\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2456 loumlharry\n",
      "Not authorized. 2457 loustomlins\n",
      "Not authorized. 2458 lovelovelove343\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2459 lovelydiversity\n",
      "2460 done  loyalandtrue86\n",
      "2461 done  lucipuurrr\n",
      "2462 done  luisgrado\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2463 luizzah24\n",
      "2464 done  lukewilson34\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2465 lupork\n",
      "2466 done  Hey_Mr_Owl\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2467 lydiaaalovexo\n",
      "Not authorized. 2468 lyles_dockery17\n",
      "2469 done  lynnfletcherr\n",
      "2470 done  mSero_\n",
      "2471 done  maaqhi_itc\n",
      "2472 done  macjamesward\n",
      "2473 done  mackychan94\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2474 maddieeskimo\n",
      "2475 done  madelineb18\n",
      "2476 done  madelinesandov4\n",
      "2477 done  madison_beal\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2478 magic_dabbler\n",
      "2479 done  mahajansam1\n",
      "2480 done  maheralishehzad\n",
      "2481 done  mahmoodkhattab\n",
      "Not authorized. 2482 mahnoor_aq\n",
      "2483 done  mai_d_sanchez\n",
      "2484 done  makenna_marae\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2485 maleficstyles\n",
      "2486 done  mammothmiller\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2487 mandoogee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2488 manvendra_ece\n",
      "2489 done  maraiza77\n",
      "2490 done  marcialgalaxio\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2491 marcnanasca\n",
      "2492 done  marcusshane\n",
      "2493 done  marf_14\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2494 marfesegueramds\n",
      "2495 done  margaretasher\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2496 mariaaanjamias\n",
      "Not authorized. 2497 mariejermaine\n",
      "Not authorized. 2498 marijoyjoooy\n",
      "2499 done  marinalapotor\n",
      "2500 done  mariocruz1919\n",
      "2501 done  deatonftregui\n",
      "2502 done  maritzgla\n",
      "Not authorized. 2503 marjbuena\n",
      "2504 done  mark_malek\n",
      "2505 done  marlas\n",
      "2506 done  marryamshams\n",
      "2507 done  masond143\n",
      "2508 done  masonic_tweets\n",
      "2509 done  mattgillard\n",
      "2510 done  matthewmodina\n",
      "2511 done  mattieolsonn\n",
      "2512 done  maumau103088\n",
      "2513 done  maureenck\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2514 maxmaxmaxmaxy\n",
      "2515 done  mbk_ebooks\n",
      "2516 done  mc_mjfan\n",
      "2517 done  mchastain81\n",
      "2518 done  mcoyfundales\n",
      "2519 done  mcsologuitar\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2520 mcufftw\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2521 mdiaanaaaa\n",
      "2522 done  mdizzle231\n",
      "Not authorized. 2523 me_Mardanie\n",
      "2524 done  meaganwintz\n",
      "2525 done  meenabhatia\n",
      "Not authorized. 2526 meglovely\n",
      "2527 done  megs_meow\n",
      "2528 done  megsapatsfan12\n",
      "2529 done  megtoniliz\n",
      "2530 done  mehadikhan\n",
      "Not authorized. 2531 mehaksapra3\n",
      "2532 done  melboone\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2533 melinaaromeroo\n",
      "2534 done  melisagladys03\n",
      "2535 done  mellycakeslove\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2536 melmelidivg\n",
      "2537 done  melruedaa\n",
      "2538 done  memartinsings\n",
      "2539 done  mesa_mese\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2540 meyamazingg\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2541 mhaiiandrino\n",
      "2542 done  mhcampacbs\n",
      "2543 done  miacoats\n",
      "2544 done  miamicayla_\n",
      "2545 done  mianster\n",
      "2546 done  michaelEaster_\n",
      "2547 done  michelle6788\n",
      "2548 done  mickgreenberg\n",
      "2549 done  mighty_mikemike\n",
      "2550 done  miguxlc\n",
      "2551 done  mikebarbieri2\n",
      "Not authorized. 2552 mikedamato97\n",
      "2553 done  mikelcal\n",
      "Not authorized. 2554 mikemurtaugh\n",
      "Not authorized. 2555 mikevillain\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2556 milingpiling\n",
      "Not authorized. 2557 milliehearts\n",
      "2558 done  millierichxx\n",
      "2559 done  mininaforever\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2560 mininataliee\n",
      "2561 done  miscastdice\n",
      "2562 done  missesjello\n",
      "2563 done  missmodular\n",
      "2564 done  mistah510\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2565 mistytewest\n",
      "2566 done  mitchellcline\n",
      "2567 done  mitchthesquint\n",
      "2568 done  mithoon99\n",
      "Not authorized. 2569 mizzabiey\n",
      "2570 done  mkdeerhunter28\n",
      "2571 done  mo_money_banks\n",
      "2572 done  mobi2go\n",
      "2573 done  mokzjm\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2574 momwifepreneur\n",
      "2575 done  monkatrosel\n",
      "Not authorized. 2576 monstermotsch\n",
      "2577 done  moodcatcher\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2578 moodygills\n",
      "2579 done  moosegal\n",
      "Not authorized. 2580 morganleighh__\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2581 mostH8tednae\n",
      "2582 done  motolvr286\n",
      "2583 done  mpdubey86\n",
      "2584 done  mr2kieu\n",
      "2585 done  mrdenny\n",
      "2586 done  mrgn94\n",
      "2587 done  mrinaldesai\n",
      "2588 done  ms_forlikay\n",
      "Not authorized. 2589 mtamezz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2590 mushroomcows\n",
      "2591 done  mushsiddiqi\n",
      "2592 done  muzzamie\n",
      "2593 done  mwehipeihana\n",
      "2594 done  mwooling\n",
      "2595 done  arellanokatee\n",
      "2596 done  myltuazon\n",
      "2597 done  nadeem1885\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2598 nahheezzyyy\n",
      "2599 done  nakul18\n",
      "Not authorized. 2600 nancy_seaman\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2601 nandyxstyles\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2602 napalmsy\n",
      "2603 done  nape_pe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2604 nashturbater_\n",
      "2605 done  nataliaalbert\n",
      "2606 done  natdaylog\n",
      "2607 done  nateswellvilla\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2608 natziieebeyb\n",
      "2609 done  navya123\n",
      "2610 done  nbcwashington\n",
      "2611 done  nbyrd65\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2612 nclnchls\n",
      "2613 done  ndad16\n",
      "2614 done  neemalt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2615 negeann\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2616 nelllly101\n",
      "2617 done  nerelleque\n",
      "2618 done  nessthenoodle\n",
      "2619 done  nestorflecha\n",
      "2620 done  newlinla\n",
      "2621 done  allmylovehoran\n",
      "2622 done  nic0lehernendez\n",
      "2623 done  nic_thebrit\n",
      "2624 done  nicaialbs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2625 niceartss\n",
      "2626 done  nickclement_\n",
      "2627 done  nickicomments\n",
      "2628 done  nickkatzz\n",
      "2629 done  nickrmyers\n",
      "2630 done  nieracygel\n",
      "2631 done  nightwingabner\n",
      "2632 done  nikkdanny\n",
      "Not authorized. 2633 nikkiambossy\n",
      "2634 done  nikkipidia\n",
      "2635 done  ninalakhani\n",
      "2636 done  ninamarie_4\n",
      "2637 done  nine9ths\n",
      "2638 done  nineonesickness\n",
      "2639 done  ningthibiRK\n",
      "Not authorized. 2640 niquel101\n",
      "2641 done  nirajcyber27\n",
      "2642 done  nivedita_Him\n",
      "2643 done  noah__clark\n",
      "2644 done  nolan_smith3\n",
      "Not authorized. 2645 noorA_Dorian\n",
      "2646 done  norman93001\n",
      "2647 done  nosnaheislehc\n",
      "2648 done  notanybunny\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2649 notsuestorm\n",
      "Not authorized. 2650 numberwah\n",
      "2651 done  nur_ullahnur\n",
      "2652 done  nura_audi\n",
      "Not authorized. 2653 nuttysk\n",
      "2654 done  nxtey\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2655 o2bOval\n",
      "2656 done  oaklandamerican\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2657 obeykei_shawty\n",
      "Not authorized. 2658 ocgrande\n",
      "Not authorized. 2659 ochaser\n",
      "2660 done  odd_myles23\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2661 og_sepulveda_\n",
      "Not authorized. 2662 ohjunhoe\n",
      "2663 done  ohmytriciaaa\n",
      "2664 done  ohpolkadot\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2665 ohyahcool\n",
      "2666 done  okayterrific\n",
      "2667 done  oliverpilcher\n",
      "Not authorized. 2668 olnikwik\n",
      "2669 done  omg_alii\n",
      "Not authorized. 2670 omoimi\n",
      "2671 done  travel_more24\n",
      "2672 done  ondinemonet\n",
      "2673 done  oneandonlykriza\n",
      "2674 done  onlinepresent\n",
      "2675 done  oonaugh29\n",
      "2676 done  oppaDeuz\n",
      "2677 done  natiounal\n",
      "2678 done  violentsounds\n",
      "2679 done  orphean_warbler\n",
      "2680 done  osmium\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2681 osnapitzvk\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2682 done  osugirl4life\n",
      "2683 done  osuladder\n",
      "Not authorized. 2684 otomihsi\n",
      "Not authorized. 2685 oujenn\n",
      "2686 done  ounwcm\n",
      "Not authorized. 2687 outlins\n",
      "Not authorized. 2688 overndover\n",
      "2689 done  oviaf\n",
      "2690 done  ovoxo_nicole\n",
      "2691 done  p_newlife\n",
      "2692 done  paaamcastillo\n",
      "2693 done  paigehannnah\n",
      "Not authorized. 2694 palaciosd\n",
      "2695 done  palashmustafiz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2696 pamcakes218\n",
      "2697 done  panchsofia\n",
      "2698 done  panicatheluke\n",
      "2699 done  paoloangelocf\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2700 pastranagold\n",
      "2701 done  paulaaacl\n",
      "2702 done  paulgailey\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2703 paullmaranan\n",
      "2704 done  paulurmston\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2705 paurush_emraan\n",
      "2706 done  paytenstewart1\n",
      "2707 done  pbsujil\n",
      "2708 done  pdxlan_event\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2709 peIameIa\n",
      "2710 done  pedrofgomez\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2711 peevypeeves\n",
      "2712 done  peeyushcray\n",
      "2713 done  peezyfbaaby\n",
      "2714 done  peh_tree_yanna\n",
      "2715 done  perdy_odd\n",
      "2716 done  pete195151\n",
      "2717 done  peterlevels\n",
      "Not authorized. 2718 petwntz\n",
      "2719 done  peyto25\n",
      "2720 done  pheonixnea\n",
      "2721 done  philshoebottom\n",
      "2722 done  photisss\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2723 pigbehindadesk\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2724 pilotparson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2725 pinkcesstaime\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2726 pinkie008\n",
      "2727 done  pjmoneycole\n",
      "2728 done  pokernorm\n",
      "2729 done  poljiology\n",
      "2730 done  pompeosmorrison\n",
      "2731 done  poonam_ekka\n",
      "2732 done  popitoff_TREDDY\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2733 popularedwin\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2734 porrimsbooty\n",
      "2735 done  preciousa1993\n",
      "Not authorized. 2736 preciousganabo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2737 prettygirlmadii\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2738 pretziechenita\n",
      "2739 done  primalRUSH\n",
      "Not authorized. 2740 princessnolasco\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2741 prismharmony\n",
      "2742 done  pritybaleja\n",
      "2743 done  priyvh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2744 prxncessrachell\n",
      "2745 done  pulkitskingdom\n",
      "Not authorized. 2746 punkxirwins\n",
      "2747 done  qubyte\n",
      "2748 done  rUbEn27oAk\n",
      "2749 done  raahulworld2009\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2750 raaihaans\n",
      "2751 done  rachaelknelson\n",
      "2752 done  rachelfberry\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2753 radhika_biebs\n",
      "2754 done  radicaIharreh\n",
      "2755 done  radlilrae\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2756 rafterspam\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2757 rahi_patel123\n",
      "2758 done  rai_rooplal4\n",
      "2759 done  raifamabilangan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2760 railloverastan\n",
      "2761 done  rain3rfm\n",
      "2762 done  rajivbammi\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2763 randaljmori\n",
      "2764 done  raofarhan2100\n",
      "Not authorized. 2765 rapabinal\n",
      "2766 done  rappler\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2767 rasenshruken\n",
      "2768 done  rastanixx\n",
      "2769 done  noidedquake\n",
      "2770 done  ravens6576\n",
      "Not authorized. 2771 rawanabanana\n",
      "2772 done  raymond_borris\n",
      "2773 done  realdrewhaughey\n",
      "2774 done  realiconic\n",
      "2775 done  redgrana\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2776 reedjsVI\n",
      "2777 done  regret_nada97\n",
      "2778 done  remedyljp\n",
      "Not authorized. 2779 remino\n",
      "2780 done  reneciapappi\n",
      "2781 done  renniem69\n",
      "Not authorized. 2782 zxrenz\n",
      "Not authorized. 2783 retrogradc\n",
      "2784 done  reveilledomingo\n",
      "2785 done  rggoldie\n",
      "Not authorized. 2786 rgnebaltazar\n",
      "2787 done  richard1826\n",
      "2788 done  richardhammcnd\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2789 richbodena\n",
      "Not authorized. 2790 riddlegroup\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2791 rielnoriel\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2792 riezyrie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2793 rigomorttus\n",
      "2794 done  rileymendel\n",
      "2795 done  rinrin1513\n",
      "Not authorized. 2796 rkgirl12\n",
      "Not authorized. 2797 robertoesfreaky\n",
      "2798 done  rochelle_ejacob\n",
      "2799 done  rockiesworld\n",
      "2800 done  roennesr\n",
      "2801 done  rojo_nina\n",
      "2802 done  roligaurvashist\n",
      "2803 done  ronaloves\n",
      "Not authorized. 2804 ronisronnie\n",
      "2805 done  rosa_linarez\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2806 rosieroezay600\n",
      "2807 done  rosross_nz\n",
      "Not authorized. 2808 rotide64\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2809 roxy_ortega\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2810 royalxlawley\n",
      "Not authorized. 2811 rstpynrn\n",
      "2812 done  rudypictures\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2813 russnylpanopio\n",
      "2814 done  ruw2117\n",
      "2815 done  ryandsparks\n",
      "2816 done  ryanstenhouse\n",
      "2817 done  s0nicfreak\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2818 s_shariqu\n",
      "Not authorized. 2819 saIvaje\n",
      "2820 done  saadahnoh\n",
      "2821 done  sagarcasm\n",
      "2822 done  saidnaamani\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2823 saileenasarkar\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2824 sailorlou\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2825 saintthasinner\n",
      "2826 done  sakayumi\n",
      "Not authorized. 2827 salbulonee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2828 salemalbarjass\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2829 sallythatboy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2830 salmagha_\n",
      "2831 done  salutedbieber\n",
      "Not authorized. 2832 samantha101\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2833 samantha_myeon\n",
      "2834 done  samjamez\n",
      "2835 done  samm_riddle\n",
      "2836 done  sammyboo135\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2837 samsonmarkpaul\n",
      "2838 done  sandalwood02\n",
      "2839 done  sandeekim\n",
      "2840 done  sanghamitrakabi\n",
      "2841 done  saquus\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2842 sarabayphotos\n",
      "2843 done  sarahfriedland\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2844 sarahmarie1881\n",
      "Not authorized. 2845 sarahmezaa\n",
      "2846 done  sarahokrent\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2847 sarahvoverall\n",
      "2848 done  sarornsek\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2849 kuniyuki_ebooks\n",
      "2850 done  sassykawaii\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2851 sassystu\n",
      "Not authorized. 2852 saturnjustin\n",
      "2853 done  saveayear\n",
      "2854 done  savlittlefield\n",
      "2855 done  saxacd\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2856 sayahelmiputera\n",
      "2857 done  sbnshahid\n",
      "2858 done  scepticemia\n",
      "2859 done  schmidtyamie\n",
      "2860 done  schoolgeorgeq\n",
      "2861 done  zitaosehuns\n",
      "2862 done  scifizarry\n",
      "2863 done  scottkilleen\n",
      "2864 done  scottyj509\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2865 seamanisc00l\n",
      "2866 done  sean_keegan24\n",
      "2867 done  seboliver1\n",
      "2868 done  seelites\n",
      "Not authorized. 2869 sehunpapi\n",
      "2870 done  selfherynx\n",
      "2871 done  senhorstephan\n",
      "Not authorized. 2872 sergewhitt\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2873 sethalvizo\n",
      "2874 done  sevenoaks00\n",
      "2875 done  sextimelouis\n",
      "2876 done  sgaurav45\n",
      "2877 done  shaineephoebe\n",
      "Not authorized. 2878 shairadalog\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2879 shanemarleyy\n",
      "2880 done  shanky_sk\n",
      "2881 done  shauryagulati\n",
      "2882 done  shchen\n",
      "Not authorized. 2883 sheiskarizza\n",
      "2884 done  shelbyykeith\n",
      "2885 done  shenalifernando\n",
      "2886 done  shonenprince\n",
      "2887 done  shoota26\n",
      "2888 done  shrinivassg\n",
      "2889 done  shse69\n",
      "2890 done  shuvankr\n",
      "2891 done  shypid\n",
      "2892 done  siddiq12\n",
      "2893 done  sidranasir1\n",
      "Not authorized. 2894 sidviciousx3\n",
      "2895 done  sighperbole\n",
      "2896 done  sijisoares\n",
      "2897 done  silentcharina\n",
      "2898 done  siovhanshow\n",
      "2899 done  sjplep\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2900 ska_todd\n",
      "2901 done  skittlehes\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2902 done  sknkwrks\n",
      "2903 done  skyyyugh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2904 slimjimzv\n",
      "2905 done  slimpiggy71\n",
      "2906 done  smenzel5\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2907 smilingndallas\n",
      "2908 done  smithtrey98\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2909 smood3hunna\n",
      "2910 done  smooochieT\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2911 smruthie_ramesh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2912 snidethecreator\n",
      "2913 done  sofialozano_\n",
      "2914 done  sohelr50\n",
      "2915 done  sohurtusa\n",
      "2916 done  soitsnads\n",
      "2917 done  sol_989\n",
      "2918 done  sona15148758k\n",
      "2919 done  sonjanz\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2920 soopieChow\n",
      "2921 done  sophieraebuck\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2922 sovereign_AK\n",
      "Not authorized. 2923 AGEOFMOCKlNGJAY\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2924 spencerwhite39\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2925 sportsattackCP\n",
      "2926 done  sprawesh\n",
      "2927 done  srf_97\n",
      "2928 done  sringsmuth\n",
      "2929 done  sskakakhel\n",
      "2930 done  stardotgeek\n",
      "Not authorized. 2931 stargazing\n",
      "2932 done  starsandstrands\n",
      "2933 done  steneliee\n",
      "2934 done  stepheny_1\n",
      "2935 done  steve_gunns\n",
      "2936 done  stevebosstin\n",
      "2937 done  steviearmani\n",
      "2938 done  sticker_happy\n",
      "2939 done  stokholmsyndrm\n",
      "2940 done  stoneymonster\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2941 storyparkgirl\n",
      "2942 done  stradlemonkey\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2943 straubsie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2944 rmnlnsng\n",
      "Not authorized. 2945 strelaeffbritt\n",
      "2946 done  struthboom\n",
      "2947 done  stunnin_steve82\n",
      "2948 done  stylinsonspirit\n",
      "2949 done  suaveeebriii\n",
      "2950 done  subaash_91\n",
      "2951 done  sugainmytae\n",
      "2952 done  sugarpooharry\n",
      "Not authorized. 2953 sugassweg\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2954 suggnite\n",
      "Not authorized. 2955 sujana_singh\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2956 sumibcayyvonne\n",
      "2957 done  maritzabeverly\n",
      "Not authorized. 2958 sunnyTGOD\n",
      "2959 done  sunqjonglee\n",
      "2960 done  sunshine_lorena\n",
      "2961 done  sup3r_m3xican66\n",
      "2962 done  supadupatroopa\n",
      "2963 done  superblack_\n",
      "2964 done  superboy8500\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2965 superfosterGrey\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2966 supermanplusme\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2967 supermoiy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2968 superseferine\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2969 supremebrwngrl\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2970 susanktelfer\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2971 suslouise\n",
      "2972 done  suznance\n",
      "2973 done  sweet_kaur_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2974 gxccizedd\n",
      "2975 done  sydney4scheer\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2976 mpldelaraftw_\n",
      "2977 done  tKevong\n",
      "2978 done  taliagaraffa_\n",
      "Not authorized. 2979 talindana\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2980 talk_about_cebu\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2981 tallarass\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2982 tamareleahh\n",
      "2983 done  tamponluke\n",
      "2984 done  tatstyles\n",
      "2985 done  tatyeahnah\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2986 tayfthoran\n",
      "2987 done  taylornewman73\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2988 tazastudillo\n",
      "2989 done  tcuwags\n",
      "2990 done  tdime10incusmc\n",
      "2991 done  tdunsmore5\n",
      "2992 done  teamgrandexox\n",
      "Not authorized. 2993 teamlisthrop\n",
      "2994 done  teefeedee\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2995 existentialcth\n",
      "2996 done  teethrichdobi\n",
      "2997 done  l_eolyf\n",
      "2998 done  terrenceKC\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2999 theAidMonkey\n",
      "3000 done  theJimiChanga\n",
      "3001 done  theLauraDrake\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3002 theQuota_\n",
      "3003 done  theabbyset\n",
      "3004 done  theauragirl\n",
      "Not authorized. 3005 thecrownisme\n",
      "3006 done  thedirtygarcia\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3007 thegirlfromIND\n",
      "3008 done  thegreatmattsby\n",
      "3009 done  thegreenbarney\n",
      "3010 done  thelibotero\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3011 themoebender\n",
      "3012 done  themoonunitHQ\n",
      "3013 done  theneelix\n",
      "3014 done  thepurpleeye\n",
      "3015 done  theresap345\n",
      "3016 done  therizvigreat\n",
      "3017 done  thesamreynolds\n",
      "3018 done  theuniqueraj\n",
      "3019 done  theurparanoid\n",
      "3020 done  theweathermaann\n",
      "Not authorized. 3021 theycallmeONG\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3022 theyyhatebree_\n",
      "3023 done  thisiscowross\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3024 timithina\n",
      "3025 done  titoelbambino98\n",
      "Not authorized. 3026 tjs2227\n",
      "3027 done  tnicolezavala\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3028 tobibeth1\n",
      "Not authorized. 3029 caalumthood\n",
      "3030 done  tombg18\n",
      "3031 done  toonybaaby\n",
      "3032 done  toppjj\n",
      "3033 done  tori_borgna\n",
      "Not authorized. 3034 totalhowell\n",
      "3035 done  trailrunnerx\n",
      "3036 done  trentcwake\n",
      "Not authorized. 3037 trey4moore\n",
      "3038 done  trinielf\n",
      "3039 done  trinifangirl\n",
      "3040 done  tripathianupam\n",
      "Not authorized. 3041 trishamaejane\n",
      "3042 done  tristansilva_\n",
      "3043 done  triston_rich\n",
      "3044 done  tropakristelle\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3045 tulipduchess\n",
      "3046 done  twentyonealexas\n",
      "3047 done  gottagetouj\n",
      "Not authorized. 3048 twerk4meniall\n",
      "3049 done  twerkingxstyles\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3050 twity_seestee\n",
      "3051 done  txlibrarylady\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3052 tydjar\n",
      "3053 done  tyler_sprouse16\n",
      "3054 done  tzeeck\n",
      "Not authorized. 3055 heswires\n",
      "3056 done  ucantsitwithus1\n",
      "3057 done  uglysamoan_\n",
      "3058 done  umaAPAOsapogi\n",
      "3059 done  unicorn_lina94\n",
      "3060 done  robynsbutera\n",
      "3061 done  untouchablarry\n",
      "3062 done  urfavorite3304\n",
      "3063 done  usmoi\n",
      "3064 done  v1ck_mendoza\n",
      "3065 done  valeerrie_\n",
      "3066 done  vanessa_galvan_\n",
      "3067 done  vangief\n",
      "3068 done  vaniefontanilla\n",
      "3069 done  vannahbabyyy_\n",
      "3070 done  vannenanne\n",
      "3071 done  vannidaabuun\n",
      "Not authorized. 3072 veencarlos\n",
      "3073 done  veranobitha\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3074 versaceangel18\n",
      "3075 done  vexingquestions\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3076 viciousversace\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3077 vickycheaa\n",
      "Not authorized. 3078 viedeleon\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3079 villagetwink\n",
      "3080 done  viplove_saini\n",
      "3081 done  vranac\n",
      "3082 done  vtiarad\n",
      "3083 done  walkoff2\n",
      "Not authorized. 3084 wavewhitesides\n",
      "3085 done  waxbanks\n",
      "3086 done  weedsmokr\n",
      "3087 done  wendyaveli\n",
      "Not authorized. 3088 whatevercabello\n",
      "Not authorized. 3089 whatsCaitlyn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3090 whtdidido\n",
      "3091 done  whysoseriousHmm\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3092 wildan_syahrani\n",
      "3093 done  wileywtf\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3094 wilk_dar\n",
      "3095 done  williambanzai7\n",
      "3096 done  winegalLynne\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3097 liamxpaynetrain\n",
      "3098 done  wishrajpoot\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3099 wmylexi\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3100 wordisblack\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3101 woundedsongbrd\n",
      "3102 done  wromany\n",
      "3103 done  wsrgo\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3104 wsupdev\n",
      "3105 done  wthahs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3106 exoloxios\n",
      "Not authorized. 3107 wwalaurmani\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3108 wxel_\n",
      "3109 done  wxirdokid\n",
      "3110 done  KTHRYNBRND\n",
      "3111 done  wyguymom\n",
      "3112 done  wynnboy2\n",
      "3113 done  xBlack_white_x\n",
      "3114 done  xNaStRaDaMuS\n",
      "3115 done  xSeraiahx\n",
      "3116 done  xWordplay\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3117 done  xaloapx\n",
      "Not authorized. 3118 xanwan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3119 xelzey1\n",
      "3120 done  xenanimous\n",
      "3121 done  cakexnarry\n",
      "3122 done  xmysamex\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3123 xoLarryForverxo\n",
      "3124 done  xo_clairelouise\n",
      "Not authorized. 3125 xoayeli\n",
      "3126 done  xomayaa__\n",
      "Not authorized. 3127 xosnow_whitexo\n",
      "3128 done  xpavlovx\n",
      "3129 done  xpeanutgalleryx\n",
      "Not authorized. 3130 xtinerubin\n",
      "3131 done  xyliaxilo\n",
      "3132 done  yaaaminchy\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3133 yaboi_sandlot\n",
      "3134 done  yamineftis\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3135 yannswvngxx\n",
      "3136 done  yanni_stark\n",
      "3137 done  yanshxoxo\n",
      "Not authorized. 3138 yapech\n",
      "3139 done  yashrajbhalerao\n",
      "3140 done  yasirdil_\n",
      "Not authorized. 3141 yeahpitstonton\n",
      "3142 done  yeahthatsk\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3143 yelsaah\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3144 yethHer\n",
      "3145 done  yifany\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3146 yoannehere\n",
      "3147 done  yogimommi\n",
      "3148 done  yoitsanal\n",
      "3149 done  yorkstblues\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3150 yosoy__jack\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3151 youdabombswan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3152 youneverknowcfc\n",
      "3153 done  younggup\n",
      "3154 done  youpaynow\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3155 youpettihoe_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3156 yourboyt0m_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3157 youreashithole\n",
      "Not authorized. 3158 ysaymarasigan\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3159 yumawynn\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3160 FlavDFuego\n",
      "3161 done  yunhoppar\n",
      "3162 done  yvanlimson\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3163 zac_close\n",
      "3164 done  zacaj_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3165 zachtaylor_13\n",
      "3166 done  zacpell\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3167 zacymadness\n",
      "3168 done  zarryftstars\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3169 zaynmalik9398\n",
      "Not authorized. 3170 zclausen1\n",
      "3171 done  zeeshan_haque\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3172 zeexkd\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3173 zhyskieee\n",
      "Not authorized. 3174 fiveIads\n",
      "3175 done  zubairniaziPTI\n",
      "3176 done  zuhazuu1\n",
      "3177 done  zveljka\n",
      "Not authorized. 3178 cypherjimin\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'total_time' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-20-0a043bcadee5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_tweets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muser_screen_names\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'elapsed time %.3f minutes'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtotal_time\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m60\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'total_time' is not defined"
     ]
    }
   ],
   "source": [
    "# Main script for getiting tweets from real users \n",
    "start = t.time()\n",
    "df = get_tweets(user_screen_names)\n",
    "\n",
    "print('elapsed time %.3f minutes', (t.time() - start)/60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#set(df_tweets_users.screen_name.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12331, 7)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_twt = df\n",
    "df_twt.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_tweets_users' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-0e8013947bcd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_tweets_users\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df_tweets_users' is not defined"
     ]
    }
   ],
   "source": [
    "df_tweets_users.shape\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_twt.to_csv('Data/user_twts.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1964\n",
      "785\n"
     ]
    }
   ],
   "source": [
    "# Some screen names were not found or had private access. How many *unique* screen names? #1964\n",
    "print(len(set(df_tweets_users.screen_name.values)))\n",
    "\n",
    "# How many unique screen names have 5 or less tweets? # 785 among 1964 unique screen names \n",
    "\n",
    "counter = 0\n",
    "for user in set(df_tweets_users.screen_name.values):\n",
    "    if df_tweets_users[df_tweets_users.screen_name == user].eng_twts.count() <=5:\n",
    "        counter +=1\n",
    "print(counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_tweets_users' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-26-23d7a8cb7ef4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# these tweets range from 8 Nov. 2018 to March 2011 but most of the tweets were between 2016 and 2019.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_tweets_users\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreated_at\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m40\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Years'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'# of tweets'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df_tweets_users' is not defined"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16, 4))\n",
    "\n",
    "# these tweets range from 8 Nov. 2018 to March 2011 but most of the tweets were between 2016 and 2019. \n",
    "plt.hist(df_tweets_users.created_at.sort_values(ascending=False), bins=40)\n",
    "plt.xlabel('Years')\n",
    "plt.ylabel('# of tweets')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df_tweets_users[df_tweets_users.screen_name == 'zveljka'].eng_twts.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_1.csv/users.csv')\n",
    "bot2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_2.csv/users.csv')\n",
    "bot3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_3.csv/users.csv')\n",
    "bot4 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_1.csv/users.csv')\n",
    "bot5 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_2.csv/users.csv')\n",
    "bot6 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_3.csv/users.csv')\n",
    "bot7 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_4.csv/users.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    1128\n",
       "Name: lang, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot1.lang.value_counts() #91\n",
    "bot2.lang.value_counts() #3455\n",
    "bot3.lang.value_counts() #460\n",
    "bot4.lang.value_counts() # NaN\n",
    "bot5.lang.value_counts() # 70 british eng, 30 en\n",
    "bot6.lang.value_counts() # 402\n",
    "bot7.lang.value_counts() # 1128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "845"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot8 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/INT.csv/users.csv') #1336 english\n",
    "bot9 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/FSF.csv/users.csv') # 1169 english \n",
    "bot10 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TWT.csv/users.csv') \n",
    "#bot8 = bot8[bot8.lang == 'en']\n",
    "len(bot10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def only_eng(df):\n",
    "    try:\n",
    "        df = df[df.lang == 'en']\n",
    "        print(len(df))\n",
    "    except TypeError:\n",
    "        print('no en')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "91\n",
      "3455\n",
      "460\n",
      "no en\n",
      "30\n",
      "402\n",
      "1128\n",
      "1336\n",
      "1169\n",
      "446\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/pandas/core/ops.py:1167: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  result = method(y)\n"
     ]
    }
   ],
   "source": [
    "bot1 = only_eng(bot1)\n",
    "bot2 = only_eng(bot2)\n",
    "bot3 = only_eng(bot3)\n",
    "bot4 = only_eng(bot4)\n",
    "bot5 = only_eng(bot5)\n",
    "bot6 = only_eng(bot6)\n",
    "bot7 = only_eng(bot7)\n",
    "bot8 = only_eng(bot8)\n",
    "bot9 = only_eng(bot9)\n",
    "bot10 = only_eng(bot10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "bot_subset = pd.concat([bot8, bot9, bot10, bot3], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "# all bots, not taking this because the users are less in number \n",
    "#bots = pd.concat([bot1, bot2, bot3, bot4, bot5, bot6, bot7, bot8, bot9], axis=0, ignore_index=True )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3411, 42)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot_subset.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot_screen_names = bot_subset.screen_name # 3411 unique "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3411"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(bot_screen_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 1 pirfectmoses\n",
      "2 done  bsknair1967\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3 dedjven\n",
      "Not authorized. 4 BrowAlves\n",
      "5 done  kanaujiask\n",
      "Not authorized. 6 shreeswara\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 7 creativebugg\n",
      "Not authorized. 8 santoshnayak1\n",
      "Not authorized. 9 DATTARAMPARAB\n",
      "10 done  surajjadhao\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 11 smartnirmal\n",
      "Not authorized. 12 rochellcam\n",
      "Not authorized. 13 thomasenafr\n",
      "Not authorized. 14 whitfieldhzbja\n",
      "15 done  toniajacobsoeoi\n",
      "Not authorized. 16 kasandrapt\n",
      "Not authorized. 17 searsfo\n",
      "Not authorized. 18 shamikagbeav\n",
      "Not authorized. 19 maxwellln\n",
      "Not authorized. 20 janinahzrom\n",
      "Not authorized. 21 bowmanfdhz\n",
      "Not authorized. 22 genevieveqkf\n",
      "Not authorized. 23 awildagxw\n",
      "Not authorized. 24 roblesxyfi\n",
      "Not authorized. 25 delilanbly\n",
      "Not authorized. 26 wigginssfhmy\n",
      "Not authorized. 27 izolaywwf\n",
      "Not authorized. 28 briangq\n",
      "Not authorized. 29 churchrvxn\n",
      "Not authorized. 30 coleenbasssb\n",
      "Not authorized. 31 christoperrzae\n",
      "Not authorized. 32 mathewstn\n",
      "Not authorized. 33 carlotazh\n",
      "Not authorized. 34 jenellegfs\n",
      "Not authorized. 35 candradaleuyi\n",
      "Not authorized. 36 harrisnllbz\n",
      "Not authorized. 37 elviecarlsonqj\n",
      "Not authorized. 38 kerryfletcheras\n",
      "Not authorized. 39 renaypwa\n",
      "Not authorized. 40 estebanly\n",
      "Not authorized. 41 olivermsd\n",
      "Not authorized. 42 riddleualuz\n",
      "Not authorized. 43 wattslhad\n",
      "Not authorized. 44 nidadouglaserrs\n",
      "Not authorized. 45 harmonfmgr\n",
      "Not authorized. 46 pottsdegn\n",
      "Not authorized. 47 leopoldohess\n",
      "Not authorized. 48 wallrkmu\n",
      "49 done  maryannawerzs\n",
      "Not authorized. 50 christelgri\n",
      "Not authorized. 51 kirstinscv\n",
      "Not authorized. 52 phelpsbl\n",
      "Not authorized. 53 krystalsujl\n",
      "Not authorized. 54 thaliafarr\n",
      "Not authorized. 55 nathanieltnftn\n",
      "Not authorized. 56 martinezmchcs\n",
      "Not authorized. 57 jericamarshuhp\n",
      "Not authorized. 58 patsyyor\n",
      "Not authorized. 59 dustibutlerzgv\n",
      "Not authorized. 60 claraohqe\n",
      "Not authorized. 61 margitror\n",
      "Not authorized. 62 shadschroedernj\n",
      "Not authorized. 63 mcdowellqzjb\n",
      "Not authorized. 64 jeanettequhpr\n",
      "Not authorized. 65 carylonfedmy\n",
      "Not authorized. 66 carynooxmi\n",
      "Not authorized. 67 boydwui\n",
      "Not authorized. 68 hobbspyj\n",
      "Not authorized. 69 gilmorecfj\n",
      "Not authorized. 70 williamseqww\n",
      "Not authorized. 71 erasmohunttya\n",
      "Not authorized. 72 hollandwbinq\n",
      "Not authorized. 73 cabrerazmos\n",
      "Not authorized. 74 nicolasharmon\n",
      "Not authorized. 75 kendalloavbf\n",
      "Not authorized. 76 hildegx\n",
      "Not authorized. 77 lloydpkt\n",
      "Not authorized. 78 watsonkeuop\n",
      "Not authorized. 79 mauddeleonvdmp\n",
      "Not authorized. 80 barrszh\n",
      "Not authorized. 81 valperkinsevw\n",
      "Not authorized. 82 keithaoqaa\n",
      "Not authorized. 83 eldauzxt\n",
      "Not authorized. 84 lucisimsaexmq\n",
      "Not authorized. 85 albertdylej\n",
      "Not authorized. 86 mercadoudoc\n",
      "Not authorized. 87 cherryzgrbz\n",
      "Not authorized. 88 ezrameni\n",
      "Not authorized. 89 marvelsmao\n",
      "Not authorized. 90 morrowjjl\n",
      "Not authorized. 91 enriqueniq\n",
      "Not authorized. 92 celinexwyj\n",
      "Not authorized. 93 larhondaforbes\n",
      "Not authorized. 94 whitezupa\n",
      "Not authorized. 95 floranceor\n",
      "Not authorized. 96 janaywileyqe\n",
      "Not authorized. 97 hubbardwpzbe\n",
      "Not authorized. 98 keithnkrk\n",
      "Not authorized. 99 leonmosesgipj\n",
      "Not authorized. 100 mellissabrigg\n",
      "Not authorized. 101 candacegordonxd\n",
      "Not authorized. 102 oliverwqi\n",
      "Not authorized. 103 darlinettylv\n",
      "Not authorized. 104 warezecwu\n",
      "Not authorized. 105 dawsoncfua\n",
      "Not authorized. 106 cyndictk\n",
      "Not authorized. 107 stephanerollin\n",
      "Not authorized. 108 larhondazbc\n",
      "Not authorized. 109 evelynezhwyf\n",
      "Not authorized. 110 oconnorqmij\n",
      "Not authorized. 111 wendolyntjd\n",
      "Not authorized. 112 renaepdga\n",
      "Not authorized. 113 mozellatb\n",
      "Not authorized. 114 aguirreet\n",
      "Not authorized. 115 bairdzllt\n",
      "Not authorized. 116 crystletnoit\n",
      "Not authorized. 117 kathrintt\n",
      "Not authorized. 118 rodolfodw\n",
      "Not authorized. 119 evettebkun\n",
      "Not authorized. 120 rociohaneyykahm\n",
      "Not authorized. 121 carlicochrands\n",
      "Not authorized. 122 dainedillard\n",
      "Not authorized. 123 eleasezg\n",
      "Not authorized. 124 inconnerrnziz\n",
      "Not authorized. 125 campbellzlat\n",
      "Not authorized. 126 hyonpadillaln\n",
      "Not authorized. 127 charankfre\n",
      "Not authorized. 128 wintersfzwxx\n",
      "Not authorized. 129 brockgcyk\n",
      "Not authorized. 130 jonellmullinsvc\n",
      "Not authorized. 131 fidelmontgom\n",
      "Not authorized. 132 anitraojql\n",
      "Not authorized. 133 hannahwallac\n",
      "Not authorized. 134 montyguzmandkgb\n",
      "Not authorized. 135 litaortizqwz\n",
      "Not authorized. 136 sheliaymaek\n",
      "Not authorized. 137 marleneslncu\n",
      "Not authorized. 138 lerahai\n",
      "Not authorized. 139 tatyanaoqj\n",
      "Not authorized. 140 elenapnvf\n",
      "Not authorized. 141 tambrafowl\n",
      "Not authorized. 142 wardtik\n",
      "Not authorized. 143 transhvy\n",
      "Not authorized. 144 pandorapgvt\n",
      "Not authorized. 145 hughesxug\n",
      "Not authorized. 146 dionburkeolbbb\n",
      "Not authorized. 147 luannarober\n",
      "Not authorized. 148 ettielc\n",
      "Not authorized. 149 cristendavenp\n",
      "Not authorized. 150 collenkmd\n",
      "Not authorized. 151 jonipjcgu\n",
      "Not authorized. 152 alinepetersenfo\n",
      "Not authorized. 153 rodolfosdqb\n",
      "Not authorized. 154 emelinekeit\n",
      "Not authorized. 155 bushxr\n",
      "Not authorized. 156 valdeztmqvu\n",
      "Not authorized. 157 saunderstche\n",
      "Not authorized. 158 riversgtg\n",
      "Not authorized. 159 mullenmcpzl\n",
      "Not authorized. 160 demetriceco\n",
      "Not authorized. 161 dodievidh\n",
      "Not authorized. 162 gonzalespwho\n",
      "Not authorized. 163 karolwalterspd\n",
      "Not authorized. 164 brandonoausn\n",
      "Not authorized. 165 devincarneyral\n",
      "Not authorized. 166 veronikaghvew\n",
      "Not authorized. 167 gillespieenvmx\n",
      "Not authorized. 168 reitaacevedoxxz\n",
      "Not authorized. 169 toryhuntfbq\n",
      "Not authorized. 170 faustohoff\n",
      "Not authorized. 171 powerswlzf\n",
      "Not authorized. 172 shantellycy\n",
      "Not authorized. 173 eatonvpd\n",
      "Not authorized. 174 christinzm\n",
      "Not authorized. 175 onealzjlk\n",
      "Not authorized. 176 solomondkge\n",
      "Not authorized. 177 cottonzkxx\n",
      "Not authorized. 178 elbertrkcxk\n",
      "Not authorized. 179 winfordkug\n",
      "Not authorized. 180 valerykf\n",
      "Not authorized. 181 ashantitd\n",
      "Not authorized. 182 wallskcz\n",
      "Not authorized. 183 moiraqwuot\n",
      "Not authorized. 184 zellaryancx\n",
      "Not authorized. 185 maynardanc\n",
      "Not authorized. 186 williamsijae\n",
      "Not authorized. 187 lolitailywd\n",
      "Not authorized. 188 lorenyigvb\n",
      "Not authorized. 189 juarezmglhh\n",
      "Not authorized. 190 harperjjuu\n",
      "Not authorized. 191 delenabrownqywu\n",
      "Not authorized. 192 westptxy\n",
      "Not authorized. 193 bernieklinepqbw\n",
      "Not authorized. 194 evonoujem\n",
      "Not authorized. 195 brettgilldmrwa\n",
      "Not authorized. 196 wileysq\n",
      "Not authorized. 197 venitahubbar\n",
      "Not authorized. 198 mikedavidgp\n",
      "Not authorized. 199 christiniaqsmaz\n",
      "Not authorized. 200 kinghhfzb\n",
      "Not authorized. 201 olimpiaxkzo\n",
      "Not authorized. 202 carriyx\n",
      "Not authorized. 203 roachxhlkr\n",
      "Not authorized. 204 cathrynbradyxi\n",
      "Not authorized. 205 brunildayangqye\n",
      "Not authorized. 206 noelthjg\n",
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      "Not authorized. 1199 NevessyiShawnee\n",
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      "Not authorized. 1214 PoppshnJonelle\n",
      "Not authorized. 1215 DaleqwlShawana\n",
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      "Not authorized. 1217 HuebnerjlwAngel\n",
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      "Not authorized. 1228 BarnsffgLeena\n",
      "Not authorized. 1229 MoraleziihChris\n",
      "Not authorized. 1230 HockingiekCandr\n",
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      "Not authorized. 1233 BernardpziBess\n",
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      "Not authorized. 1237 MorellifdhGenev\n",
      "Not authorized. 1238 ClinetgjAlida\n",
      "Not authorized. 1239 FreedxshMariah\n",
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      "Not authorized. 1241 WillardqcjChery\n",
      "Not authorized. 1242 VillagomezbpwEn\n",
      "Not authorized. 1243 BustosupzSade\n",
      "Not authorized. 1244 PuryearbonElwan\n",
      "Not authorized. 1245 MaherjxaLaurenc\n",
      "Not authorized. 1246 BernardvtjPura\n",
      "Not authorized. 1247 MurphreefbjRuth\n",
      "Not authorized. 1248 RoyalfweIva\n",
      "Not authorized. 1249 RiesrshArla\n",
      "Not authorized. 1250 RuckerrlzSyble\n",
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      "Not authorized. 1257 PollockuvxCarme\n",
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      "Not authorized. 1260 CharltonrlnOfel\n",
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      "Not authorized. 1263 HiebertejeJoni\n",
      "Not authorized. 1264 PhilliplerJeann\n",
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      "Not authorized. 1271 LodgewzqPinkie\n",
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      "Not authorized. 1386 MitsukoLeonard\n",
      "Not authorized. 1387 YiOrr1\n",
      "Not authorized. 1388 KatherinaVasqu2\n",
      "Not authorized. 1389 MarcelinoFishe1\n",
      "Not authorized. 1390 ZacheryNash1\n",
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      "Not authorized. 1395 ChantaySandoval\n",
      "Not authorized. 1396 MerleneValdez\n",
      "Not authorized. 1397 ArielEmerson4\n",
      "Not authorized. 1398 DeberaHarrison1\n",
      "Not authorized. 1399 Armando34372057\n",
      "Not authorized. 1400 EnriqueHart2\n",
      "Not authorized. 1401 JulieBenton11\n",
      "Not authorized. 1402 ReedClarke1\n",
      "Not authorized. 1403 BernardinaBrya1\n",
      "Not authorized. 1404 KieshaSmall1\n",
      "Not authorized. 1405 EunWebster1\n",
      "Not authorized. 1406 DannaLindsey1\n",
      "Not authorized. 1407 DeedraDillon1\n",
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      "Not authorized. 1409 ThereseCarrill9\n",
      "Not authorized. 1410 LupeBecker10\n",
      "Not authorized. 1411 ShontaLawson\n",
      "Not authorized. 1412 AdolfoGibbs\n",
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      "Not authorized. 1414 FallonParrish2\n",
      "Not authorized. 1415 AlysiaLloyd1\n",
      "Not authorized. 1416 VoncileMercer\n",
      "Not authorized. 1417 SidWaters1\n",
      "Not authorized. 1418 LaverneBarber10\n",
      "Not authorized. 1419 KassieGlass3\n",
      "Not authorized. 1420 KarylOchoa\n",
      "Not authorized. 1421 RolandeChen1\n",
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      "Not authorized. 1425 CatheyWeber\n",
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      "Not authorized. 1432 CoreenReese\n",
      "Not authorized. 1433 GilbertFowler\n",
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      "Not authorized. 1447 ShaeGilbert1\n",
      "Not authorized. 1448 AndersonWelch2\n",
      "Not authorized. 1449 IolaGallagher1\n",
      "Not authorized. 1450 EllisRay2\n",
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      "Not authorized. 1454 JustineHernan20\n",
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      "Not authorized. 1460 SamathaFrederic\n",
      "Not authorized. 1461 DevonHolcomb1\n",
      "Not authorized. 1462 EstaMiddleton\n",
      "Not authorized. 1463 DomingoPhelps1\n",
      "Not authorized. 1464 LissaCherry1\n",
      "Not authorized. 1465 CarmellaBush6\n",
      "Not authorized. 1466 SangMcfadden\n",
      "Not authorized. 1467 GenaBuchanan10\n",
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      "Not authorized. 1469 JaquelynLynch1\n",
      "Not authorized. 1470 ConsuelaFarley\n",
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      "Not authorized. 1474 GuadalupeSheph8\n",
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      "Not authorized. 1476 JameHunter1\n",
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      "Not authorized. 1481 ChrisVelez17\n",
      "Not authorized. 1482 BunnyMcclain\n",
      "Not authorized. 1483 YungCrane2\n",
      "Not authorized. 1484 LyndaPrince13\n",
      "Not authorized. 1485 ShaylaBuckley3\n",
      "Not authorized. 1486 JuleneHamilton\n",
      "Not authorized. 1487 YadiraPeters\n",
      "Not authorized. 1488 MaudeGuzman6\n",
      "Not authorized. 1489 CodyStephens12\n",
      "Not authorized. 1490 StormyWitt1\n",
      "Not authorized. 1491 KinaTurner1\n",
      "Not authorized. 1492 Charlen21274441\n",
      "Not authorized. 1493 PuraWise\n",
      "Not authorized. 1494 VannesaSwanson2\n",
      "Not authorized. 1495 LetaWoods7\n",
      "Not authorized. 1496 DarenWhitney1\n",
      "Not authorized. 1497 LamontRoth1\n",
      "Not authorized. 1498 InocenciaSalas1\n",
      "Not authorized. 1499 EldridgeGross\n",
      "Not authorized. 1500 ElliAguilar1\n",
      "Not authorized. 1501 TerresaOliver1\n",
      "Not authorized. 1502 FerminaRoberson\n",
      "Not authorized. 1503 KhadijahWiley1\n",
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      "Not authorized. 1505 DenyseWalton2\n",
      "Not authorized. 1506 TomMassey9\n",
      "Not authorized. 1507 VikiFinch\n",
      "Not authorized. 1508 FannyGu24144802\n",
      "Not authorized. 1509 DinaCompton6\n",
      "Not authorized. 1510 LizRandall11\n",
      "Not authorized. 1511 ElenoreArnold1\n",
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      "Not authorized. 1513 DomenicHall1\n",
      "Not authorized. 1514 JuleneMcdowell\n",
      "Not authorized. 1515 NguyetMcpherson\n",
      "Not authorized. 1516 AmberSoto17\n",
      "Not authorized. 1517 PiaNolan2\n",
      "Not authorized. 1518 AnjanetteOrr1\n",
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      "Not authorized. 1520 EarleneGibson8\n",
      "Not authorized. 1521 RoderickStokes3\n",
      "Not authorized. 1522 RobertoGreene2\n",
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      "Not authorized. 1524 NicolaFrye2\n",
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      "Not authorized. 1527 HermineVelez\n",
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      "Not authorized. 1586 AnnamariaRichmo\n",
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      "Not authorized. 1599 BradyBarron2\n",
      "Not authorized. 1600 JewellOdonnel11\n",
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      "Not authorized. 1669 CelineFord2\n",
      "Not authorized. 1670 DennyLittle2\n",
      "Not authorized. 1671 ValarieMorgan10\n",
      "Not authorized. 1672 NellRodriquez12\n",
      "Not authorized. 1673 DellGilmore\n",
      "Not authorized. 1674 ArtMoreno1\n",
      "Not authorized. 1675 LatashaCrane12\n",
      "Not authorized. 1676 NeomaBlackburn2\n",
      "Not authorized. 1677 DarylFranco1\n",
      "Not authorized. 1678 SanjuanitaBarke\n",
      "Not authorized. 1679 BenjaminFranks2\n",
      "Not authorized. 1680 KieraCline\n",
      "Not authorized. 1681 RickeyStanton1\n",
      "Not authorized. 1682 JoaquinaVelez\n",
      "Not authorized. 1683 GeorgettaPugh\n",
      "Not authorized. 1684 OlaHunter9\n",
      "Not authorized. 1685 KimberlyHolco15\n",
      "Not authorized. 1686 RuthanneOchoa\n",
      "Not authorized. 1687 MarcelineSwanso\n",
      "Not authorized. 1688 PattyGo74313164\n",
      "Not authorized. 1689 HolleyBond1\n",
      "Not authorized. 1690 BuffyAllen1\n",
      "Not authorized. 1691 ShirleyGuthri13\n",
      "Not authorized. 1692 AubreyJustice2\n",
      "Not authorized. 1693 LynetteBenjami5\n",
      "Not authorized. 1694 BudMcconnell1\n",
      "Not authorized. 1695 GarretYates\n",
      "Not authorized. 1696 MagdaleneFlore1\n",
      "Not authorized. 1697 ArdellaSchneide\n",
      "Not authorized. 1698 RockyCoffey1\n",
      "Not authorized. 1699 MitchellHolt3\n",
      "Not authorized. 1700 JeaneneKirby\n",
      "Not authorized. 1701 YasmineLang\n",
      "Not authorized. 1702 CharlenaGibson\n",
      "Not authorized. 1703 TraceyShort8\n",
      "Not authorized. 1704 MaddieBest3\n",
      "Not authorized. 1705 AileneBerry1\n",
      "Not authorized. 1706 MeghannFrederic\n",
      "Not authorized. 1707 EddieHayes16\n",
      "Not authorized. 1708 DaleCoo45526192\n",
      "Not authorized. 1709 ZenaidaMorton\n",
      "Not authorized. 1710 CarterLe1\n",
      "Not authorized. 1711 EusebiaDoyle\n",
      "Not authorized. 1712 AlineSteele10\n",
      "Not authorized. 1713 LenMartin4\n",
      "Not authorized. 1714 MicaHewitt1\n",
      "Not authorized. 1715 NadiaVelez5\n",
      "Not authorized. 1716 SerafinaRobinso\n",
      "Not authorized. 1717 GlenWong4\n",
      "Not authorized. 1718 NenaSimon1\n",
      "Not authorized. 1719 BeadleswdTony\n",
      "Not authorized. 1720 GriffithqgxMarc\n",
      "Not authorized. 1721 MunrosxaAida\n",
      "Not authorized. 1722 VickersyztTandy\n",
      "Not authorized. 1723 JudkinshtqLorre\n",
      "Not authorized. 1724 FalklivAurora\n",
      "Not authorized. 1725 CollettesqkRhon\n",
      "Not authorized. 1726 WhitenerzgqArde\n",
      "1727 done  HoughtalingfdlH\n",
      "Not authorized. 1728 KovacsfleAnneli\n",
      "Not authorized. 1729 TwomeyagzSvetla\n",
      "Not authorized. 1730 LuciaqrdTwana\n",
      "Not authorized. 1731 ErvinybzTaunya\n",
      "Not authorized. 1732 BoyesifrFairy\n",
      "Not authorized. 1733 NoltebutPalma\n",
      "Not authorized. 1734 GrijalvaqosJoel\n",
      "Not authorized. 1735 MccowanezvNadin\n",
      "Not authorized. 1736 HumphreystkqAli\n",
      "Not authorized. 1737 NapperkhaLaila\n",
      "Not authorized. 1738 BurleypbfEdward\n",
      "Not authorized. 1739 GriggpcrTrudi\n",
      "Not authorized. 1740 SchadevtvDorie\n",
      "Not authorized. 1741 CahoontcqMelani\n",
      "Not authorized. 1742 ChildgnrDelana\n",
      "Not authorized. 1743 BaylesuerChere\n",
      "Not authorized. 1744 PapadstTheressa\n",
      "Not authorized. 1745 BurgesssvfFelic\n",
      "Not authorized. 1746 FrankelronAlayn\n",
      "Not authorized. 1747 FastnpdLouvenia\n",
      "Not authorized. 1748 ValdezhrwFumiko\n",
      "Not authorized. 1749 ZirkleybpLeora\n",
      "Not authorized. 1750 DriverstqVickey\n",
      "Not authorized. 1751 FearsyahMalena\n",
      "Not authorized. 1752 LopezgszNohemi\n",
      "Not authorized. 1753 GallanthduJaimi\n",
      "Not authorized. 1754 GageljyKim\n",
      "1755 done  EsquivelhhnAdin\n",
      "Not authorized. 1756 EngstromvdsChri\n",
      "Not authorized. 1757 BirdsongdpcEna\n",
      "1758 done  RuelasjuwAmber\n",
      "Not authorized. 1759 DahlrqwKimbery\n",
      "Not authorized. 1760 HeilmansgvSelen\n",
      "Not authorized. 1761 ArchibaldyfiTaw\n",
      "Not authorized. 1762 DestefanokqxBri\n",
      "Not authorized. 1763 BareladrnJanell\n",
      "Not authorized. 1764 BoldenylcMagda\n"
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      "Not authorized. 1765 MonahanyrrKevin\n",
      "Not authorized. 1766 McqueenhxrGarne\n",
      "Not authorized. 1767 GillgwtCarole\n",
      "Not authorized. 1768 HallockeixPerry\n",
      "Not authorized. 1769 RhodesesbBuffy\n",
      "Not authorized. 1770 TrowbridgecgrMa\n",
      "Not authorized. 1771 SturgisuwjNatis\n",
      "Not authorized. 1772 PersongkiNeriss\n",
      "Not authorized. 1773 CornlwuBeverlee\n",
      "1774 done  MontenegrogzgAn\n",
      "Not authorized. 1775 SwindellqhdDony\n",
      "Not authorized. 1776 LydonstqGilbert\n",
      "Not authorized. 1777 HashpnzRosalia\n",
      "Not authorized. 1778 QuirkkxyManuela\n",
      "Not authorized. 1779 HickersonttjMay\n",
      "Not authorized. 1780 RosappaJoel\n",
      "Not authorized. 1781 SchnellvijPenel\n",
      "Not authorized. 1782 ParsoncwlVivien\n",
      "1783 done  BulterqzySade\n",
      "Not authorized. 1784 GilleylczBettya\n",
      "Not authorized. 1785 RandleeycAlise\n",
      "Not authorized. 1786 QuinnsawArlena\n",
      "Not authorized. 1787 ConoveruwiOscar\n",
      "Not authorized. 1788 GreenwaydodGayn\n",
      "Not authorized. 1789 OrozcocxlLatici\n",
      "Not authorized. 1790 PeaveyonqJaquel\n",
      "Not authorized. 1791 SpannflqBerna\n",
      "Not authorized. 1792 CornejotzjKrist\n",
      "Not authorized. 1793 ParrettdgwSadie\n",
      "Not authorized. 1794 SchalleralyDebb\n",
      "Not authorized. 1795 MccreadyephCiar\n",
      "Not authorized. 1796 MazzonegrjTempi\n",
      "1797 done  FitzgeraldhvgAl\n",
      "Not authorized. 1798 BrutonpbsAlexan\n",
      "Not authorized. 1799 RedmondonbFlorr\n",
      "Not authorized. 1800 FreerhsqSanta\n",
      "Not authorized. 1801 BeverlywuwEvang\n",
      "Not authorized. 1802 RookerjbsLonda\n",
      "Not authorized. 1803 AskewophCasey\n",
      "Not authorized. 1804 MccollumfttRoss\n",
      "Not authorized. 1805 MattaqfSherrill\n",
      "Not authorized. 1806 RhineefoMichal\n",
      "Not authorized. 1807 GrossmanoqbLesl\n",
      "Not authorized. 1808 VerdugosibYahai\n",
      "Not authorized. 1809 StringhamhygYun\n",
      "Not authorized. 1810 JamisonswzJoann\n",
      "Not authorized. 1811 CaponenlwNoella\n",
      "Not authorized. 1812 VargaieqLola\n",
      "Not authorized. 1813 HitebddSeason\n",
      "Not authorized. 1814 EnloeixlTrena\n",
      "Not authorized. 1815 CongdonuanChasi\n",
      "Not authorized. 1816 NichollsusxNell\n",
      "Not authorized. 1817 LampherefpyBrit\n",
      "Not authorized. 1818 ChavezqiuFranco\n",
      "Not authorized. 1819 HopppfoMargheri\n",
      "Not authorized. 1820 SchulzvveAliza\n",
      "Not authorized. 1821 WilliszbbMarlee\n",
      "Not authorized. 1822 LabrecquesyoDay\n",
      "Not authorized. 1823 DesilvanlyCathe\n",
      "Not authorized. 1824 GuptapcyJeanett\n",
      "Not authorized. 1825 CornelisontdxIl\n",
      "Not authorized. 1826 PartonzbxDamari\n",
      "Not authorized. 1827 McateepxuAngel\n",
      "Not authorized. 1828 McmillonqgbLorr\n",
      "Not authorized. 1829 MaxwellenwMagno\n",
      "Not authorized. 1830 SaechaopszRosal\n",
      "Not authorized. 1831 LemmonsbwoBeatr\n",
      "Not authorized. 1832 DevlinnbtLuba\n",
      "Not authorized. 1833 SwensenasgAlish\n",
      "Not authorized. 1834 GormanjwyJonna\n",
      "Not authorized. 1835 GranillobthJose\n",
      "Not authorized. 1836 EdwardszgtElano\n",
      "Not authorized. 1837 SkipperbdlVeron\n",
      "Not authorized. 1838 TateoydGoldie\n",
      "Not authorized. 1839 KimballzxuTyish\n",
      "Not authorized. 1840 SalcedoiswKala\n",
      "Not authorized. 1841 WoolfordzxlJuli\n",
      "Not authorized. 1842 TuckxhuGaylene\n",
      "Not authorized. 1843 CalderonwbjCari\n",
      "Not authorized. 1844 SowardsivfAnton\n",
      "Not authorized. 1845 HunterjccOmega\n",
      "Not authorized. 1846 ErbxavLatosha\n",
      "Not authorized. 1847 WorshameuhMelis\n",
      "Not authorized. 1848 MizelldpoLavona\n",
      "Not authorized. 1849 PettersonwaaPhe\n",
      "Not authorized. 1850 AsberrypvtJesic\n",
      "Not authorized. 1851 AppelexwTomiko\n",
      "Not authorized. 1852 TruesdaleebwEli\n",
      "Not authorized. 1853 HollowellyxhMar\n",
      "Not authorized. 1854 DanleyrbeMarci\n",
      "Not authorized. 1855 NoelzuxCharles\n",
      "Not authorized. 1856 NairwzwDione\n",
      "Not authorized. 1857 LedgerwrrDenae\n",
      "Not authorized. 1858 FanellizbyDeann\n",
      "Not authorized. 1859 AndresrefInocen\n",
      "Not authorized. 1860 AndersenikjCeci\n",
      "Not authorized. 1861 BriscoasbLoreta\n",
      "Not authorized. 1862 HutsonfsiDia\n",
      "Not authorized. 1863 LeasureqijLinh\n",
      "Not authorized. 1864 BuffndrDianna\n",
      "Not authorized. 1865 CabanpuvRossie\n",
      "1866 done  MontelongowdfVi\n",
      "Not authorized. 1867 HigaaodTheda\n",
      "Not authorized. 1868 SummersjqNeoma\n",
      "Not authorized. 1869 CisnerosslcApol\n",
      "Not authorized. 1870 BrickeyythMisty\n",
      "Not authorized. 1871 HashimotozrqBri\n",
      "Not authorized. 1872 HoveyhryJeana\n",
      "Not authorized. 1873 FillmoreewbOdet\n",
      "Not authorized. 1874 CruiseodbSadye\n",
      "Not authorized. 1875 LeonhardtohwMal\n",
      "Not authorized. 1876 AshbaughsujCayl\n",
      "Not authorized. 1877 SarverresDeidre\n",
      "Not authorized. 1878 AbelgtsPaola\n",
      "Not authorized. 1879 MccroryrdtMona\n",
      "Not authorized. 1880 LindgrennosJoel\n",
      "Not authorized. 1881 MontalvogaxLili\n",
      "Not authorized. 1882 StoltzuqwLauren\n",
      "Not authorized. 1883 LemieuxyjvMikki\n",
      "Not authorized. 1884 VanderpoolzgfAr\n",
      "Not authorized. 1885 CyrrnzGearldine\n",
      "Not authorized. 1886 MeanstdqSierra\n",
      "Not authorized. 1887 SantosuzzTheres\n",
      "Not authorized. 1888 RossixhzLynetta\n",
      "Not authorized. 1889 BruggemanulpKas\n",
      "1890 done  GaudetteufsRega\n",
      "Not authorized. 1891 HallowellalfApr\n",
      "Not authorized. 1892 McneillztsPenny\n",
      "Not authorized. 1893 GaytongnrPaola\n",
      "Not authorized. 1894 HendersonrliFel\n",
      "Not authorized. 1895 ClapptkqSibyl\n",
      "Not authorized. 1896 RobertsontwnMeg\n",
      "Not authorized. 1897 EstabrookqfpEle\n",
      "Not authorized. 1898 GarnettozbAdell\n",
      "Not authorized. 1899 MillsfqgJanessa\n",
      "Not authorized. 1900 MoutonjndHildre\n",
      "Not authorized. 1901 ShinegdxVeronic\n",
      "Not authorized. 1902 SpradlinixrZeno\n",
      "Not authorized. 1903 LindstromfuaLav\n",
      "Not authorized. 1904 HixonzbkCarmon\n",
      "Not authorized. 1905 RolenspwAzzie\n",
      "Not authorized. 1906 ProffitthsuEste\n",
      "Not authorized. 1907 CockerhamqzbEur\n",
      "Not authorized. 1908 BaurahiElmer\n",
      "Not authorized. 1909 BartonuqzBernie\n",
      "Not authorized. 1910 RichardsonrfwJe\n",
      "Not authorized. 1911 TsosievqbJestin\n",
      "Not authorized. 1912 MccormickgcnEst\n",
      "Not authorized. 1913 ReillyofgRoyce\n",
      "Not authorized. 1914 DecostanntGussi\n",
      "Not authorized. 1915 CowdensnjMarqui\n",
      "Not authorized. 1916 FerrettibxsVenn\n",
      "Not authorized. 1917 ColongysDonita\n",
      "Not authorized. 1918 MikedyaMargorie\n",
      "Not authorized. 1919 BaldwinbfuTina\n",
      "Not authorized. 1920 HazlettxwrBrand\n",
      "Not authorized. 1921 PopewqiCrystle\n",
      "Not authorized. 1922 GriffenrjeAlyse\n",
      "Not authorized. 1923 WilkespvvDoreat\n",
      "Not authorized. 1924 FultzzbgKrystin\n",
      "Not authorized. 1925 NappervijCarola\n",
      "1926 done  FitzpatrickhegV\n",
      "Not authorized. 1927 EscalantessiDan\n",
      "Not authorized. 1928 SebastianxhcHel\n",
      "Not authorized. 1929 HurlburtcdbShar\n",
      "Not authorized. 1930 GreigerrDeborah\n",
      "Not authorized. 1931 PettydxyMaragre\n",
      "Not authorized. 1932 DoctorgwoAshley\n",
      "Not authorized. 1933 LeathermansquLa\n",
      "Not authorized. 1934 DecastroabaArge\n",
      "Not authorized. 1935 MontezftuOra\n",
      "Not authorized. 1936 DaiglelbtDespin\n",
      "Not authorized. 1937 OlesonhftPerla\n",
      "Not authorized. 1938 GuytonpklKrysty\n",
      "Not authorized. 1939 WinfielddhcLeig\n",
      "Not authorized. 1940 MathisesvFleta\n",
      "Not authorized. 1941 SorensenplsHeid\n",
      "Not authorized. 1942 PleasantozgKimb\n",
      "Not authorized. 1943 FontanakyaPatty\n",
      "Not authorized. 1944 BurdettjoqMarie\n",
      "Not authorized. 1945 BremertphLucian\n",
      "Not authorized. 1946 PapasdeJerrica\n",
      "Not authorized. 1947 CliftonvnoShari\n",
      "Not authorized. 1948 RothdvwJoshua\n",
      "Not authorized. 1949 BraddyfceGlinda\n",
      "Not authorized. 1950 BarneykwlDaniel\n",
      "Not authorized. 1951 MoberlycikCarol\n",
      "Not authorized. 1952 BonilladleSonya\n",
      "Not authorized. 1953 DrewsvbyMelaine\n",
      "1954 done  StringfieldprjL\n",
      "Not authorized. 1955 RutherfordfegMa\n",
      "Not authorized. 1956 AckleyphnCelina\n",
      "Not authorized. 1957 JarboebvdKaryl\n",
      "Not authorized. 1958 EldridgedgnDari\n",
      "Not authorized. 1959 RoundyahjLatars\n",
      "Not authorized. 1960 BartaditJacinta\n",
      "Not authorized. 1961 RandelgpsScotti\n",
      "Not authorized. 1962 AguerolqzMaryjo\n",
      "Not authorized. 1963 WoodlandxvsLati\n",
      "Not authorized. 1964 NagleoojDorthey\n",
      "Not authorized. 1965 MangumcsoTomoko\n",
      "Not authorized. 1966 GraysvzfOctavia\n",
      "Not authorized. 1967 LachbkaPearly\n",
      "Not authorized. 1968 WaltherfvzEllen\n",
      "Not authorized. 1969 DeltorofagRory\n",
      "Not authorized. 1970 LevinsongorMeli\n",
      "Not authorized. 1971 MiloayzCharmain\n",
      "Not authorized. 1972 TelloepnShona\n",
      "Not authorized. 1973 RungerztNilsa\n",
      "Not authorized. 1974 SalzmanqljGwen\n",
      "Not authorized. 1975 QuigleyeihZelda\n",
      "Not authorized. 1976 LittlefieldaprS\n",
      "Not authorized. 1977 ArtiszpoChantel\n",
      "Not authorized. 1978 GeiszajDeedra\n",
      "Not authorized. 1979 MessickrnoGoldi\n",
      "1980 done  KelchybuThuy\n",
      "Not authorized. 1981 LeeklxqDeidra\n",
      "Not authorized. 1982 GlennyuwNisha\n",
      "Not authorized. 1983 ManzanaresgsaFe\n",
      "Not authorized. 1984 VolueLashanda\n",
      "Not authorized. 1985 PouliotifeFlorr\n",
      "Not authorized. 1986 RichertsoaMadel\n",
      "Not authorized. 1987 LindsleyqnfLidi\n",
      "Not authorized. 1988 OliviercqaJule\n",
      "Not authorized. 1989 CushmanvouLoree\n",
      "Not authorized. 1990 HulbertqnrAlish\n",
      "Not authorized. 1991 BumplpvRichard\n"
     ]
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     "name": "stdout",
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     "text": [
      "Not authorized. 1992 ElderekwTori\n",
      "Not authorized. 1993 ArbogastytwIola\n",
      "Not authorized. 1994 GorrellcrhRomel\n",
      "Not authorized. 1995 FennqazHolley\n",
      "Not authorized. 1996 MarroquinxgdPao\n",
      "Not authorized. 1997 QuintanaqzpPast\n",
      "Not authorized. 1998 NoblesnfjVelva\n",
      "Not authorized. 1999 FlukerehqShizuk\n",
      "Not authorized. 2000 FlowerjqeTawnya\n",
      "Not authorized. 2001 PhillipsyugDori\n",
      "Not authorized. 2002 DenhamupuJannie\n",
      "Not authorized. 2003 BrewszqBreana\n",
      "Not authorized. 2004 JacofbvTonya\n",
      "Not authorized. 2005 HowlettibqCleor\n",
      "Not authorized. 2006 KuglerucfContes\n",
      "Not authorized. 2007 SloversvhShante\n",
      "Not authorized. 2008 RobertslasDarce\n",
      "Not authorized. 2009 WrenzwzTania\n",
      "Not authorized. 2010 PreciadoqfwSher\n",
      "Not authorized. 2011 McmullinuitWill\n",
      "Not authorized. 2012 ClowersoegMaren\n",
      "Not authorized. 2013 GermanihtMarlen\n",
      "Not authorized. 2014 YinglingjigKitt\n",
      "Not authorized. 2015 HeiseqxqCammy\n",
      "Not authorized. 2016 OllisfowVerlene\n",
      "Not authorized. 2017 MaximdjxCharity\n",
      "Not authorized. 2018 DeedsdzoAzucena\n",
      "Not authorized. 2019 DasheryikKately\n",
      "Not authorized. 2020 BastianfieEula\n",
      "Not authorized. 2021 NoleslvhRheba\n",
      "Not authorized. 2022 WesselspbbHolle\n",
      "Not authorized. 2023 AlmodovarjzbSep\n",
      "2024 done  AlversonedpCons\n",
      "Not authorized. 2025 McqueenrsrJule\n",
      "Not authorized. 2026 StrausslgiKrist\n",
      "Not authorized. 2027 HagertyikrDonya\n",
      "Not authorized. 2028 CollieruonVerli\n",
      "Not authorized. 2029 TestatcvDorinda\n",
      "Not authorized. 2030 PikeetrCassondr\n",
      "Not authorized. 2031 SchaeferwrnEvon\n",
      "Not authorized. 2032 SawyerswucDelil\n",
      "Not authorized. 2033 CrayaeeShannan\n",
      "Not authorized. 2034 BrinkmandouCari\n",
      "Not authorized. 2035 SorensenfidAlet\n",
      "Not authorized. 2036 MccandlesskduGi\n",
      "Not authorized. 2037 VeganynLyndia\n",
      "Not authorized. 2038 PetteyeutSherle\n",
      "Not authorized. 2039 MaderqexLavette\n",
      "Not authorized. 2040 ArrudaupuJamey\n",
      "Not authorized. 2041 GrandberryrogFi\n",
      "Not authorized. 2042 ChalfantloxBarb\n",
      "Not authorized. 2043 FeaginysdLatia\n",
      "Not authorized. 2044 DulinigtDrusill\n",
      "Not authorized. 2045 PaiziniChristen\n",
      "Not authorized. 2046 WeisecluRolanda\n",
      "Not authorized. 2047 ShanahanobvKeni\n",
      "Not authorized. 2048 OusleyakwDaisey\n",
      "Not authorized. 2049 DangelorogGema\n",
      "Not authorized. 2050 BirchxclMariko\n",
      "2051 done  NightingaleivjS\n",
      "Not authorized. 2052 SturgisrvzGerth\n",
      "Not authorized. 2053 ThachcwyEnrique\n",
      "Not authorized. 2054 BrinkleytajAric\n",
      "Not authorized. 2055 DansbyngzKathy\n",
      "Not authorized. 2056 RosarioqanMarga\n",
      "Not authorized. 2057 TrexlerlzjDoret\n",
      "Not authorized. 2058 SongerrylJunko\n",
      "2059 done  MorrissettefpeB\n",
      "Not authorized. 2060 KrohnrtpMargere\n",
      "Not authorized. 2061 DornteiRanae\n",
      "Not authorized. 2062 BoutonshjLaquit\n",
      "Not authorized. 2063 FlahertypdsTrea\n",
      "Not authorized. 2064 MassengalehayLi\n",
      "Not authorized. 2065 SearsfijColetta\n",
      "Not authorized. 2066 BuggidpWendy\n",
      "Not authorized. 2067 HowerkfdChrista\n",
      "Not authorized. 2068 CarnahanyciBobe\n",
      "Not authorized. 2069 WindsorioaPenel\n",
      "Not authorized. 2070 VanmeterubpBlak\n",
      "Not authorized. 2071 ColangelofsvJan\n",
      "Not authorized. 2072 SegerzdhPatty\n",
      "Not authorized. 2073 PittsztvLavenia\n",
      "Not authorized. 2074 KangcbuEufemia\n",
      "Not authorized. 2075 TannerqdhJerica\n",
      "Not authorized. 2076 HeronnzoAnnita\n",
      "Not authorized. 2077 KelsoolkTerresa\n",
      "Not authorized. 2078 BurnellntoMadal\n",
      "Not authorized. 2079 LemleyzfwMarna\n",
      "Not authorized. 2080 GinterpgiJan\n",
      "Not authorized. 2081 StocktonaskZina\n",
      "Not authorized. 2082 HuttontvnRosett\n",
      "Not authorized. 2083 VallejosezfFeli\n",
      "Not authorized. 2084 WestbrookgtyMil\n",
      "Not authorized. 2085 YinglingaftRebe\n",
      "Not authorized. 2086 PhilbrickwutRet\n",
      "Not authorized. 2087 GriffenjuiLaura\n",
      "Not authorized. 2088 WulfueaLashon\n",
      "Not authorized. 2089 FontainecieTies\n",
      "Not authorized. 2090 BustosljoRhoda\n",
      "Not authorized. 2091 RaperctuLorrine\n",
      "Not authorized. 2092 TyrrellhtzDanie\n",
      "Not authorized. 2093 ParrzlgAltagrac\n",
      "Not authorized. 2094 GrangerwbgAdrie\n",
      "Not authorized. 2095 BittnerqsgGale\n",
      "Not authorized. 2096 MorrellijbGeorg\n",
      "2097 done  FinkelsteinupdJ\n",
      "Not authorized. 2098 LawtonlhzLashay\n",
      "Not authorized. 2099 SpradlingjdwIrm\n",
      "Not authorized. 2100 HugheyzssPansy\n",
      "Not authorized. 2101 RuelasepwMiki\n",
      "Not authorized. 2102 RitchievseSpark\n",
      "Not authorized. 2103 SnyderwdyDaphin\n",
      "Not authorized. 2104 GilhdiSondra\n",
      "Not authorized. 2105 BeverlyzvlEhtel\n",
      "Not authorized. 2106 TejedadedAngela\n",
      "Not authorized. 2107 HulbertbewGala\n",
      "Not authorized. 2108 ShoresuspJude\n",
      "Not authorized. 2109 PanekjsnOssie\n",
      "Not authorized. 2110 McguinnesshrkCh\n",
      "Not authorized. 2111 ChamplinwlvJann\n",
      "Not authorized. 2112 CanadayycvNoemi\n",
      "Not authorized. 2113 StandishncxLasa\n",
      "Not authorized. 2114 ArnesonwgoOla\n",
      "Not authorized. 2115 ThigpentjrTames\n",
      "Not authorized. 2116 SumlinyswCristi\n",
      "Not authorized. 2117 CavezraAngelica\n",
      "Not authorized. 2118 MonteleonecnzBr\n",
      "Not authorized. 2119 EtheridgezbgMyr\n",
      "2120 done  ConstantinefxkO\n",
      "Not authorized. 2121 MonettexewLaris\n",
      "2122 done  BettencourtuwrH\n",
      "Not authorized. 2123 SteinerhsuAnali\n",
      "Not authorized. 2124 RadfordcjzDevor\n",
      "Not authorized. 2125 PerrincloBeckie\n",
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      "2587 done  GabrielSouza94\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2588 cheahkimtarh\n",
      "2589 done  thabelato\n",
      "Not authorized. 2590 karitheminx\n",
      "Not authorized. 2591 MarLuth\n",
      "2592 done  Nano6620\n",
      "Not authorized. 2593 beautifaulloves\n",
      "2594 done  miakkuching\n",
      "2595 done  AleahGreen\n",
      "2596 done  Truck_freak\n",
      "Not authorized. 2597 gaoxuxing\n",
      "2598 done  johnyG81\n",
      "2599 done  verylHernz\n",
      "2600 done  sifluxy\n",
      "2601 done  zoedatslida\n",
      "2602 done  chenmanfu\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2603 esson316\n",
      "2604 done  airbrushtanned\n",
      "Not authorized. 2605 A_Tipton\n",
      "2606 done  DWhittbball15\n",
      "2607 done  UrbanAngels4u\n",
      "2608 done  anders200\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2609 wadehbljroh\n",
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      "2620 done  DPCrawley1\n",
      "2621 done  westdean60\n",
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      "Not authorized. 2623 lendja_downs\n",
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      "2625 done  dieguinhocn\n",
      "2626 done  carmil9698\n",
      "2627 done  JohnsonXY\n",
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      "2635 done  RyanMiles7\n",
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      "Not authorized. 2637 nicepuka\n",
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      "2640 done  thamikins_\n",
      "2641 done  fionahardy\n",
      "2642 done  Hotdimo\n",
      "2643 done  jean_christien\n",
      "2644 done  belamri12312\n",
      "Not authorized. 2645 nanahara2\n",
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      "Not authorized. 2648 AnggihMilan\n",
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      "2666 done  ballesterok\n",
      "2667 done  emadmoh\n",
      "2668 done  barbbeighley\n",
      "2669 done  jpncaetano\n",
      "Not authorized. 2670 dheafata\n",
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      "2672 done  aillynruby\n",
      "2673 done  purisar\n",
      "2674 done  r7ehl\n",
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      "2678 done  ZackCHS\n",
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      "Not authorized. 2681 itsaiqaa\n",
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      "Not authorized. 2684 queentalker\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2685 Krisley157\n",
      "2686 done  Jacobelmcall\n",
      "2687 done  AvanturistPL\n",
      "Not authorized. 2688 buddhamanjb\n",
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      "2690 done  astonvillajjj1\n",
      "2691 done  Aminder7\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2692 ariantoairial\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2694 yokishan1989\n",
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      "2699 done  sean6970\n",
      "Not authorized. 2700 a_a_khattak\n",
      "2701 done  kittykat229\n",
      "2702 done  teusoares\n",
      "2703 done  LanlaHahe\n",
      "2704 done  lenz_14\n",
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      "2707 done  imkjf\n",
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      "2709 done  Dans_gokiel\n",
      "Not authorized. 2710 siddaust\n",
      "2711 done  0412madspell\n",
      "2712 done  mariiipretty\n",
      "2713 done  timeoutmiranda\n",
      "2714 done  DustinWatson3\n",
      "Not authorized. 2715 zorkiy1982\n",
      "2716 done  rockdrummer1990\n",
      "2717 done  Normanndk\n",
      "2718 done  hackedbiz\n",
      "2719 done  lele5m\n",
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      "2723 done  undefided\n",
      "2724 done  tungmaye\n",
      "2725 done  lsmith86\n",
      "Not authorized. 2726 azeeslk\n",
      "2727 done  moc_cando\n",
      "2728 done  ntimonesjr\n",
      "2729 done  olobnew1\n",
      "2730 done  YulizaRachma\n",
      "Not authorized. 2731 bhabycarlo\n",
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      "2733 done  CoCoRuihuan\n",
      "2734 done  avel01\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2735 EdgarTornqvist\n",
      "2736 done  mardoniomatos\n",
      "2737 done  Tialas\n",
      "2738 done  ZeGuilhermo\n",
      "2739 done  realLeDuc\n",
      "2740 done  ninenutkub\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2741 xI_Omnimon_Ix\n",
      "2742 done  _Guiifranca\n",
      "2743 done  seeprokia\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2744 lovebeliever17\n",
      "Not authorized. 2745 GIORGIOGT\n"
     ]
    },
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     "text": [
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2749 chengkai03\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2797 LaaLaa712\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2812 blueskyverbier\n",
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      "Not authorized. 2814 Vicklopesz\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2829 MarcosAscuasiat\n",
      "2830 done  seksak_555\n",
      "Not authorized. 2831 djbaeff\n",
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      "2835 done  willis696\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2837 Yoh_EC\n",
      "Not authorized. 2838 toddsmarcus\n",
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      "Not authorized. 2855 Porandrain\n",
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      "2857 done  CindyChai_94\n",
      "2858 done  HasanThani1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2859 LilMissTinkx\n",
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      "2861 done  satyawan1\n",
      "2862 done  loveeeLily\n",
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      "Not authorized. 2864 jadlord\n",
      "Not authorized. 2865 msxcds\n",
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      "2868 done  peter1337\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2869 WAdama12\n",
      "2870 done  AaronSundberg\n",
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      "Not authorized. 2873 bruceleckey\n",
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      "2875 done  KarenBaker17\n",
      "2876 done  timdogg84\n",
      "Not authorized. 2877 Abhibadyal\n",
      "Not authorized. 2878 enzoromero4\n",
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      "Not authorized. 2880 Marisol_G_C\n",
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      "2882 done  get_it_howulive\n",
      "2883 done  YouthfulKikie\n",
      "2884 done  chelly_dr\n",
      "2885 done  guthbrett03\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2886 NoBSIMarketer\n",
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      "2894 done  seanstar68\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2895 Bambhidholl\n",
      "Not authorized. 2896 JBerliant\n",
      "Not authorized. 2897 dalia_sli\n",
      "2898 done  FreeFly96\n",
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      "2905 done  EliseoOseguera\n",
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      "Not authorized. 2916 Der_Devil_Dikk\n",
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      "2920 done  its_all_lies_\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2934 psykoblacks\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2935 nowdreamit\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2936 neehar_athalye\n",
      "2937 done  isaac5909\n",
      "2938 done  galini19\n",
      "2939 done  kudisAje\n",
      "2940 done  IpunkCha\n",
      "Not authorized. 2941 mclellan_dace\n",
      "Not authorized. 2942 jhuannass\n",
      "2943 done  lolipoppnit09\n",
      "2944 done  SullyPanic\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2945 PeggyLiddy\n",
      "Not authorized. 2946 bjossey\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2947 chrissiderio\n",
      "2948 done  AElmegbl\n",
      "2949 done  SaturnBuster\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2957 ShowYouSuccess\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2958 mentalitchsite\n",
      "2959 done  LaurieMoonPR\n",
      "2960 done  21stsoft\n",
      "2961 done  StratCommun\n",
      "2962 done  ScreenwritingU\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2963 love5cs\n",
      "2964 done  DUWomensCollege\n",
      "2965 done  Bidge1954\n",
      "2966 done  On_The_Vines\n",
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      "2973 done  iphoneiguide\n",
      "2974 done  BrazilNewsinUK\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2975 frances_smith72\n",
      "2976 done  daveauburn\n",
      "Not authorized. 2977 garyalexander71\n",
      "2978 done  sunilaher78\n",
      "Not authorized. 2979 iguidenetwork\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2980 yavoneebrown\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2981 andyfrosworth\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2982 chrismeyers62\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2983 andrewshiko\n",
      "2984 done  SocialCommerceT\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2985 brettzebula\n",
      "2986 done  juantorre55\n",
      "Not authorized. 2987 rickhouston\n",
      "2988 done  dnnstrategy\n",
      "2989 done  dnnwow\n",
      "2990 done  homeschoolducky\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2991 cindyr83\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2992 florenceabbey77\n",
      "2993 done  jamalsmith68\n",
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      "2995 done  ultrasoundangie\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2996 berniegrandy81\n",
      "2997 done  fulloflovesites\n",
      "2998 done  vibesites\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 2999 pryell\n",
      "3000 done  europeiguide\n",
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      "3010 done  joomlaiguide\n",
      "3011 done  gardeningiguide\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3012 wahmiguide\n",
      "3013 done  canadaiguide\n",
      "3014 done  AutismiGuide\n",
      "3015 done  BikingiGuide\n",
      "3016 done  recipeiguide\n",
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     ]
    },
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     "output_type": "stream",
     "text": [
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3028 jennyschishler4\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3031 alanamayser65\n",
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      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3033 richlane84\n",
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      "3061 done  lovesanantionio\n",
      "3062 done  iloveestespark\n",
      "3063 done  politicsvibe\n",
      "3064 done  lymeiguide\n",
      "3065 done  iloveaerosmith1\n",
      "3066 done  ilovearthuralex\n",
      "3067 done  ilovecannonball\n",
      "3068 done  ilovemorrisalbe\n",
      "3069 done  ilovejewellaken\n",
      "3070 done  ilovejohnnya\n",
      "3071 done  ilovetheaddrisi\n",
      "3072 done  ilovetheadlibs\n",
      "3073 done  IDIGWEBSITES1\n",
      "3074 done  iloveseniorgame\n",
      "3075 done  Iloveseniorrela\n",
      "3076 done  Iloveseniorfitn\n",
      "3077 done  Iloveseniortech\n",
      "3078 done  Iloveseniortrav\n",
      "3079 done  AmitAgarwal_77\n",
      "3080 done  comicsvibecom\n",
      "3081 done  GaragesiGuide\n",
      "3082 done  idigdisco1\n",
      "3083 done  idigjamesbond1\n",
      "3084 done  idigmichaelj\n",
      "3085 done  Iloveburgbeer\n",
      "3086 done  Ilove_finewine\n",
      "3087 done  assistedLiGuide\n",
      "3088 done  Senioripadiguid\n",
      "3089 done  idigabba\n",
      "3090 done  barryjames3\n",
      "3091 done  jessicabrasher1\n",
      "3092 done  iloveairsupply\n",
      "3093 done  ilovedavieallan\n",
      "3094 done  iloverexallen\n",
      "3095 done  ilovesteveallen\n",
      "3096 done  ilovegenealliso\n",
      "3097 done  ilovetheamazing\n",
      "3098 done  ilovetheamboydu\n",
      "3099 done  iloveambrosia\n",
      "3100 done  idigamerica\n",
      "3101 done  PaulaFoster54\n",
      "3102 done  neilleonard1\n",
      "3103 done  ilovetheaquaton\n",
      "3104 done  iloverussellarm\n",
      "3105 done  ilovesilaustin\n",
      "3106 done  ilovefrankieava\n",
      "3107 done  iloveaveragewhi\n",
      "3108 done  thebabys1\n",
      "3109 done  martybalin1\n",
      "3110 done  theband4\n",
      "3111 done  keithbarbour1\n",
      "3112 done  hbbarnum1\n",
      "3113 done  bobbybland1\n",
      "3114 done  bloodsweatandt1\n",
      "3115 done  bluesbrothers5\n",
      "3116 done  blueswede1\n",
      "3117 done  garyusbonds\n",
      "3118 done  boston103\n",
      "3119 done  tommyboyceandbo\n",
      "3120 done  brassconstructi\n",
      "3121 done  beverlybremers\n",
      "3122 done  brewerandshiple\n",
      "3123 done  donniebrooks\n",
      "3124 done  jamesbrown136\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3125 nappybrown2\n",
      "3126 done  jacksonbrowne1\n",
      "3127 done  anitabryant1\n",
      "3128 done  lindseybuckingh\n",
      "3129 done  thebuggles1\n",
      "3130 done  ericburdonandwa\n",
      "3131 done  thebyrds1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3132 thebiziguide\n",
      "3133 done  SherrieSwirl\n",
      "3134 done  JohnSwirl\n",
      "3135 done  GabbyLifeSwirl\n",
      "3136 done  GraysonSwirl\n",
      "3137 done  IDigLinks\n",
      "3138 done  InfIDigWebSites\n",
      "3139 done  InfoArticleYell\n",
      "3140 done  InfoFactYell\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3141 PostZapper\n",
      "3142 done  GawkAtMe\n",
      "3143 done  Sweetbonana\n",
      "3144 done  iloveashfordan1\n",
      "Not authorized. 3145 TheArchies1\n",
      "3146 done  ToniArden\n",
      "Not authorized. 3147 Argent9\n",
      "3148 done  LouisArmstrong5\n",
      "3149 done  EddyArnold1\n",
      "3150 done  BillBlacksComb1\n",
      "3151 done  Blackfoot10\n",
      "3152 done  MurderByTheBook\n",
      "3153 done  Georgia_Green_\n",
      "3154 done  KunzHinsonzfn\n",
      "3155 done  PromoGodMother\n",
      "3156 done  InfoQuoteYell\n",
      "3157 done  ATTORNEYVIBE\n",
      "3158 done  DEGREEVIBE\n",
      "3159 done  LAWYERVIBE\n",
      "3160 done  LOANSVIBE\n",
      "3161 done  REHABVIBE\n",
      "3162 done  CREDITIGUIDE\n",
      "3163 done  HOSTINGIGUIDE\n",
      "3164 done  INSURANCEIGUIDE\n",
      "3165 done  MORTGAGEIGUIDE\n",
      "3166 done  2020WEBSTRATEGY\n",
      "3167 done  RosilloCPA\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3168 NerdVibe1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3169 PetGawker\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3170 TechGawker\n",
      "3171 done  GeekBling\n",
      "3172 done  NerdyBling\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3173 SuperGeekZing\n",
      "3174 done  PercyIngalls\n",
      "3175 done  WillieAthena\n",
      "3176 done  ComGoodVibes\n",
      "3177 done  SiriVibes\n",
      "3178 done  HaymitchEvergr7\n",
      "3179 done  GalbatorixRide7\n",
      "3180 done  PlurtarchWilde7\n",
      "3181 done  GrimmrHalfVibe\n",
      "3182 done  BrunardVibes\n",
      "3183 done  EldestEragon7\n",
      "3184 done  LucyVibes\n",
      "3185 done  DierdrelostVibe\n",
      "3186 done  Augerrevenants\n",
      "3187 done  PierreKnocknow\n",
      "3188 done  Prusiasdemonhid\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3189 Maryvibesite3\n",
      "3190 done  Percychironcamp\n",
      "3191 done  HadesNico\n",
      "3192 done  HazelBianca\n",
      "3193 done  Thaliajacksonjr\n",
      "3194 done  grovercharon\n",
      "3195 done  JasonJacksonLeo\n",
      "3196 done  NixoAnnabethNic\n",
      "3197 done  kronosTyphoon\n",
      "3198 done  primrosethorn1\n",
      "3199 done  Ingvarstronger\n",
      "3200 done  CarolineOceans\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3201 MarknowStorm\n",
      "3202 done  Loraxic\n",
      "3203 done  AthenaChannel\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3204 Toorvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3205 Lelahvibe\n",
      "3206 done  Rennellvibe\n",
      "3207 done  Shanbergdig\n",
      "3208 done  Bobakdig\n",
      "3209 done  Gramblevibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3210 Banikvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3211 Solarzanodig\n",
      "3212 done  Flecherdig\n",
      "3213 done  Gronadig\n",
      "Not authorized. 3214 Arntvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3215 Yanchikdig\n",
      "3216 done  Eisensteindig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3217 Anderbergdig\n",
      "3218 done  Caspersonvibe\n",
      "3219 done  Truvervibe\n",
      "3220 done  Ducasvibe\n",
      "3221 done  Cerradig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3222 Greensfeldervib\n",
      "3223 done  Wamhoffdig\n",
      "3224 done  Gundlachdig\n",
      "3225 done  Roskopfvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3226 Lopzevibe\n",
      "3227 done  Lamirandvibe\n",
      "3228 done  Diedevibe\n",
      "3229 done  Ciampavibe\n",
      "3230 done  Olivarridig\n",
      "3231 done  Godekvibe\n",
      "3232 done  Hattendig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3233 Gitelmandig\n",
      "3234 done  Rebeckvibe\n",
      "3235 done  Vallancedig\n",
      "3236 done  Saxtondig\n",
      "3237 done  Courtoyvibe\n",
      "3238 done  Strazzullovibe\n",
      "3239 done  Krumwiededig\n",
      "3240 done  Blanchettedig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3241 Arnevibe\n",
      "3242 done  Fushimidig\n",
      "3243 done  Clouserdig\n",
      "3244 done  Thuringerdig\n",
      "3245 done  Sadlowdig\n",
      "3246 done  Cregovibe\n",
      "3247 done  Innarellivibe\n",
      "3248 done  Copseydig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3249 Glocknerdig\n",
      "3250 done  Szerszendig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3251 Mahomesvibe\n",
      "3252 done  Gloshenvibe\n",
      "3253 done  Percivaldig\n",
      "3254 done  Muckledig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3255 Junesdig\n",
      "3256 done  Traphagendig\n",
      "3257 done  Bristlevibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3258 Milbrandtdig\n",
      "3259 done  Lynnevibe\n",
      "3260 done  Streiffdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3261 Simoniandig\n",
      "3262 done  Roshiadig\n",
      "3263 done  Angerondig\n",
      "3264 done  Stylervibe\n",
      "3265 done  Prellwitzvibe\n",
      "3266 done  Bartosiewiczvib\n",
      "3267 done  Laucknerdig\n",
      "3268 done  Sikesvibe\n",
      "3269 done  Fischbachvibe\n",
      "3270 done  Catinovibe\n",
      "3271 done  Blinevibe\n",
      "3272 done  Stutzdig\n",
      "3273 done  Vonstadendig\n",
      "3274 done  Rumphdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3275 Lilladig\n",
      "3276 done  Buhldig\n",
      "3277 done  Whitforddig\n",
      "3278 done  Bautchvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3279 Goetzkedig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3280 Losneckdig\n",
      "3281 done  Ryantvibe\n",
      "3282 done  Drechslerdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3283 Flahavenvibe\n",
      "3284 done  Sidelldig\n",
      "3285 done  Wolleydig\n",
      "3286 done  Sultanvibes\n",
      "3287 done  Cazarezvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3288 Habbenvibe\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3289 Dallasdigs\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3290 Luxvibesdig\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3291 Stchurdig\n",
      "3292 done  Eclarinalvibe\n",
      "3293 done  Blickervibe\n",
      "3294 done  Darwishvibe\n",
      "3295 done  Gibbingsdig\n",
      "3296 done  Filsondig\n",
      "3297 done  Featheroffdig\n",
      "3298 done  Szymulavibe\n",
      "3299 done  Melearvibe\n",
      "3300 done  Herldig\n",
      "3301 done  Hartensteindig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3302 Ahyoudig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3303 Behlkedig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3304 Haganvibe\n",
      "3305 done  Badruddindig\n",
      "3306 done  Converydig\n",
      "3307 done  Biggerdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3308 Hirtzvibe\n",
      "3309 done  Wehrsigvibe\n",
      "3310 done  Hawvervibe\n",
      "3311 done  Stvrestildig\n",
      "3312 done  Bazartevibe\n",
      "3313 done  Sodergrendig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3314 Oestmanndig\n",
      "3315 done  Staneartvibe\n",
      "3316 done  Waeyaertdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3317 Nixiondig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3318 Koganvibe\n",
      "3319 done  Pewittdig\n",
      "3320 done  Tanejadig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3321 Geffrarddig\n",
      "3322 done  Cuthillvibe\n",
      "3323 done  Fontelroyvibe\n",
      "3324 done  Grounddig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3325 Martillodig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3326 Chestnutdig\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3327 Zabenkodig\n",
      "3328 done  New_Age_of_Biz\n",
      "3329 done  FrancesPricilla\n",
      "3330 done  FranTapianella\n",
      "3331 done  RolandSprandi\n",
      "3332 done  ILSC777\n",
      "3333 done  MentalItch\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3334 thementalitch\n",
      "3335 done  SandyRoma1\n",
      "3336 done  ClaireHiggin1\n",
      "3337 done  KymYung\n",
      "3338 done  RhondaWagon\n",
      "3339 done  NikkiRockham\n",
      "3340 done  SherriJones99\n",
      "3341 done  DebbieBonds\n",
      "3342 done  EllieBlanken\n",
      "3343 done  GraciSmith99\n",
      "3344 done  SophieBrides\n",
      "3345 done  ChanelleRosso\n",
      "3346 done  MariaSantelli99\n",
      "3347 done  Global_Buzz\n",
      "3348 done  Jabber_Box_\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3349 txrangersgear\n",
      "3350 done  Frick_n_Frack_\n",
      "3351 done  JanetNerdrum\n",
      "3352 done  New_EnglandNews\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3353 shoegawker\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3354 MrFitnessGadget\n",
      "3355 done  DaveIanLloyd\n",
      "3356 done  wtdiwdotcom\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3357 onlinedegrees99\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3358 theautogeek\n",
      "Not authorized. 3359 gigglystuff\n",
      "3360 done  Tweet4RealMoney\n",
      "3361 done  SearchJobHelper\n",
      "3362 done  CelebrityGoo\n",
      "3363 done  Moab_News\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3364 TotalPetMania\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3365 60s70s70sTop100\n",
      "3366 done  TheFashionBlast\n",
      "3367 done  ROFLGiggle\n",
      "3368 done  TheHappyFitMe\n",
      "3369 done  HopefulFlowers\n",
      "3370 done  DFWBizDirectory\n",
      "3371 done  ConsumerLawMan\n",
      "3372 done  jamalthejuke\n",
      "3373 done  WendyRavenstock\n",
      "3374 done  babenbrook\n",
      "3375 done  TylaSchoen\n",
      "3376 done  MariaKLarsson\n",
      "3377 done  CherylColeFun\n",
      "3378 done  MandyPalenki\n",
      "3379 done  KBizResources\n",
      "Not authorized. 3380 fitness0012\n",
      "3381 done  NewToHR\n",
      "3382 done  McGeehan_M\n",
      "3383 done  Rosa_Cooper1\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3384 DriaCiptaKreasi\n",
      "3385 done  MooreDarrel\n",
      "3386 done  ReynoldsSolutns\n",
      "3387 done  GraceBizSoltns\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3388 victory100sa\n",
      "3389 done  AADecoConcrete\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3390 BAABizOp\n",
      "3391 done  MomSellsApps\n",
      "3392 done  Flickinger_LC\n",
      "3393 done  ZempCareers\n",
      "3394 done  Life_Swirl\n",
      "3395 done  BizBayArea\n",
      "3396 done  Best_Biz_Books\n",
      "3397 done  LikeMindedPpl\n",
      "3398 done  UrBestPhonesBiz\n",
      "3399 done  BestIncomeOpp\n",
      "3400 done  SGBizSolutions\n",
      "3401 done  KharasSmallBiz\n",
      "3402 done  JKharasBiz\n",
      "3403 done  SpearsResources\n",
      "3404 done  laughportal\n",
      "[{'code': 34, 'message': 'Sorry, that page does not exist.'}] 3405 GKFG_JA\n",
      "3406 done  DWJBizSolutions\n",
      "3407 done  AldridgeBizOpp\n",
      "3408 done  DLBusinessOpp\n",
      "3409 done  LFCareerOptions\n",
      "3410 done  RickChou_TD\n",
      "3411 done  CKSmallBizOpp\n"
     ]
    }
   ],
   "source": [
    "df_bot_tweets = get_tweets(bot_screen_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bsknair1967</td>\n",
       "      <td>2013-05-07 06:09:31</td>\n",
       "      <td>@AnjaliTheSlave super</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bsknair1967</td>\n",
       "      <td>2013-05-07 06:09:08</td>\n",
       "      <td>@AnjaliTheSlave ummahhhhhhhh</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>surajjadhao</td>\n",
       "      <td>2013-07-06 03:30:40</td>\n",
       "      <td>CONFUSE IN ADMISSION IN MSC</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://dev.twitter.com/docs/tfw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>surajjadhao</td>\n",
       "      <td>2013-06-07 12:33:26</td>\n",
       "      <td>@Asli_Jacqueline SIS SEE THE COMEDY  SHOW</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>surajjadhao</td>\n",
       "      <td>2013-05-21 17:47:12</td>\n",
       "      <td>@Riteishd kabar dada kay zal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>tl</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>surajjadhao</td>\n",
       "      <td>2013-05-17 06:20:18</td>\n",
       "      <td>@PC_Forever_FC @priyankachopra love u tai gm h...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-06-07 03:19:27</td>\n",
       "      <td>Hey watcha say'?</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-06-07 00:36:39</td>\n",
       "      <td>Nunca menos!</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>pt</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-06-06 21:16:35</td>\n",
       "      <td>Auto consignment sales can be easier than you ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-06-06 14:52:04</td>\n",
       "      <td>You can never quit. Winners never quit, and qu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-17 01:28:18</td>\n",
       "      <td>takecare\\nBest Album Of  the Year Officially d...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-15 12:28:56</td>\n",
       "      <td>종편으로 김연아 까대는데 소시와 아이유도 종편 간단다 이를 어쩌나\\n좀비들 패닉이네...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ko</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-15 11:07:36</td>\n",
       "      <td>I dont care what anyone says, I'll never be to...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-15 09:26:15</td>\n",
       "      <td>Irish stew and pints of stella...yeah buddy</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-15 08:03:09</td>\n",
       "      <td>What a smart Twitter stream you are!</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>2013-05-15 06:02:21</td>\n",
       "      <td>tlc\\nViendo  brew masters en tlc</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>es</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-06-07 00:56:07</td>\n",
       "      <td>alicebucketlist\\nalicebucketlist\\nalicebucketl...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>de</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-06-06 18:54:50</td>\n",
       "      <td>that Foot Locker  commercial go hard haha</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-06-06 16:52:29</td>\n",
       "      <td>Ouvindo \"Red hotn chilli pepers\".</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>et</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-06-06 08:12:33</td>\n",
       "      <td>Hello :)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-05-15 16:30:50</td>\n",
       "      <td>Im new to this Twitter shit, I dont know where...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-05-15 10:26:22</td>\n",
       "      <td>and now for a movie... ok it doesn't come in t...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-05-15 08:04:33</td>\n",
       "      <td>Zoey Dawg,We Can Be Done If You Want Too!</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-05-15 04:01:14</td>\n",
       "      <td>\" aku memang maunisa biasa yang tak sempurna d...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-05-15 01:20:26</td>\n",
       "      <td>Ofelia, this time they blogged pious platitudes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>maryannawerzs</td>\n",
       "      <td>2013-04-27 12:37:01</td>\n",
       "      <td>smh i gotta reschedule my driving test.,</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>littlescgii</td>\n",
       "      <td>2013-06-07 03:14:37</td>\n",
       "      <td>pulang sekolah cuma kayak gini aja, geje ah..</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>in</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>littlescgii</td>\n",
       "      <td>2013-06-07 00:08:04</td>\n",
       "      <td>coooold.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>littlescgii</td>\n",
       "      <td>2013-06-06 20:42:28</td>\n",
       "      <td>iya</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>littlescgii</td>\n",
       "      <td>2013-05-15 15:59:16</td>\n",
       "      <td>Que te porculen;</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>es</td>\n",
       "      <td>http://twitter.com</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6283</th>\n",
       "      <td>DLBusinessOpp</td>\n",
       "      <td>2015-05-30 00:56:11</td>\n",
       "      <td>\"The will to succeed is important, but what's ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6284</th>\n",
       "      <td>DLBusinessOpp</td>\n",
       "      <td>2015-05-29 22:56:15</td>\n",
       "      <td>Make measurable progress in reasonable time. -...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6285</th>\n",
       "      <td>DLBusinessOpp</td>\n",
       "      <td>2015-05-29 20:56:09</td>\n",
       "      <td>Effort only fully releases its reward after a ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6286</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-16 00:35:10</td>\n",
       "      <td>Nothing so conclusively proves a man's ability...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6287</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 22:35:28</td>\n",
       "      <td>Losers visualize the penalties of failure. Win...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6288</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 20:35:13</td>\n",
       "      <td>Successful and unsuccessful people do not vary...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6289</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 18:35:10</td>\n",
       "      <td>Management is doing things right; leadership i...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6290</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 16:35:24</td>\n",
       "      <td>Every young man would do well to remember that...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6291</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 02:35:12</td>\n",
       "      <td>I buy when other people are selling. - J. Paul...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6292</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-15 00:35:09</td>\n",
       "      <td>Begin to be now what you will be hereafter. - ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6293</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-14 22:35:13</td>\n",
       "      <td>Building a better you is the first step to bui...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6294</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-14 20:35:13</td>\n",
       "      <td>The world does not reward perfectionists. It r...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6295</th>\n",
       "      <td>LFCareerOptions</td>\n",
       "      <td>2014-12-14 18:35:13</td>\n",
       "      <td>\"Success is simple. Do what's right, the right...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://www.socialoomph.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6296</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-11-01 05:27:55</td>\n",
       "      <td>Lonsdale is wishing everyone a spooky and safe...</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6297</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-10-24 06:47:54</td>\n",
       "      <td>North Vancouver Centre is locked in for #Futur...</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6298</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-09-28 20:54:02</td>\n",
       "      <td>#OrangeShirtDay raises awareness and educates ...</td>\n",
       "      <td>71</td>\n",
       "      <td>5</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6299</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-08-01 18:22:32</td>\n",
       "      <td>Celebrating Pride on the Pier last night with ...</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6300</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-07-13 18:28:32</td>\n",
       "      <td>We’re back with @NorthVanRC at Civic Plaza las...</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6301</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-07-06 03:30:34</td>\n",
       "      <td>We may have found the next Picasso at the Live...</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6302</th>\n",
       "      <td>RickChou_TD</td>\n",
       "      <td>2018-06-22 23:14:03</td>\n",
       "      <td>Wrapping up Employee appreciation week with a ...</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6303</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-20 02:27:53</td>\n",
       "      <td>It is the mark of an educated mind to be able ...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6304</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-20 01:24:22</td>\n",
       "      <td>Eighty percent of success is showing up. - Woo...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6305</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-20 00:23:04</td>\n",
       "      <td>\"The will to succeed is important, but what's ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6306</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-19 22:29:19</td>\n",
       "      <td>You miss 100% of the shots you don�t take.�Way...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6307</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-19 21:16:11</td>\n",
       "      <td>Time is the scarcest resource and unless it is...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6308</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-19 18:57:11</td>\n",
       "      <td>\"The entrepreneur always searches for change, ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6309</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-19 02:11:24</td>\n",
       "      <td>I want to put a ding in the universe.  - Steve...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6310</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-19 00:15:23</td>\n",
       "      <td>I've failed over and over and over again in my...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6311</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-18 22:24:29</td>\n",
       "      <td>We don't have a monopoly. We have market share...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6312</th>\n",
       "      <td>CKSmallBizOpp</td>\n",
       "      <td>2014-05-18 02:56:34</td>\n",
       "      <td>\"You cannot change your destination overnight,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://tweetadder.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6313 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          screen_name          created_at  \\\n",
       "0         bsknair1967 2013-05-07 06:09:31   \n",
       "1         bsknair1967 2013-05-07 06:09:08   \n",
       "2         surajjadhao 2013-07-06 03:30:40   \n",
       "3         surajjadhao 2013-06-07 12:33:26   \n",
       "4         surajjadhao 2013-05-21 17:47:12   \n",
       "5         surajjadhao 2013-05-17 06:20:18   \n",
       "6     toniajacobsoeoi 2013-06-07 03:19:27   \n",
       "7     toniajacobsoeoi 2013-06-07 00:36:39   \n",
       "8     toniajacobsoeoi 2013-06-06 21:16:35   \n",
       "9     toniajacobsoeoi 2013-06-06 14:52:04   \n",
       "10    toniajacobsoeoi 2013-05-17 01:28:18   \n",
       "11    toniajacobsoeoi 2013-05-15 12:28:56   \n",
       "12    toniajacobsoeoi 2013-05-15 11:07:36   \n",
       "13    toniajacobsoeoi 2013-05-15 09:26:15   \n",
       "14    toniajacobsoeoi 2013-05-15 08:03:09   \n",
       "15    toniajacobsoeoi 2013-05-15 06:02:21   \n",
       "16      maryannawerzs 2013-06-07 00:56:07   \n",
       "17      maryannawerzs 2013-06-06 18:54:50   \n",
       "18      maryannawerzs 2013-06-06 16:52:29   \n",
       "19      maryannawerzs 2013-06-06 08:12:33   \n",
       "20      maryannawerzs 2013-05-15 16:30:50   \n",
       "21      maryannawerzs 2013-05-15 10:26:22   \n",
       "22      maryannawerzs 2013-05-15 08:04:33   \n",
       "23      maryannawerzs 2013-05-15 04:01:14   \n",
       "24      maryannawerzs 2013-05-15 01:20:26   \n",
       "25      maryannawerzs 2013-04-27 12:37:01   \n",
       "26        littlescgii 2013-06-07 03:14:37   \n",
       "27        littlescgii 2013-06-07 00:08:04   \n",
       "28        littlescgii 2013-06-06 20:42:28   \n",
       "29        littlescgii 2013-05-15 15:59:16   \n",
       "...               ...                 ...   \n",
       "6283    DLBusinessOpp 2015-05-30 00:56:11   \n",
       "6284    DLBusinessOpp 2015-05-29 22:56:15   \n",
       "6285    DLBusinessOpp 2015-05-29 20:56:09   \n",
       "6286  LFCareerOptions 2014-12-16 00:35:10   \n",
       "6287  LFCareerOptions 2014-12-15 22:35:28   \n",
       "6288  LFCareerOptions 2014-12-15 20:35:13   \n",
       "6289  LFCareerOptions 2014-12-15 18:35:10   \n",
       "6290  LFCareerOptions 2014-12-15 16:35:24   \n",
       "6291  LFCareerOptions 2014-12-15 02:35:12   \n",
       "6292  LFCareerOptions 2014-12-15 00:35:09   \n",
       "6293  LFCareerOptions 2014-12-14 22:35:13   \n",
       "6294  LFCareerOptions 2014-12-14 20:35:13   \n",
       "6295  LFCareerOptions 2014-12-14 18:35:13   \n",
       "6296      RickChou_TD 2018-11-01 05:27:55   \n",
       "6297      RickChou_TD 2018-10-24 06:47:54   \n",
       "6298      RickChou_TD 2018-09-28 20:54:02   \n",
       "6299      RickChou_TD 2018-08-01 18:22:32   \n",
       "6300      RickChou_TD 2018-07-13 18:28:32   \n",
       "6301      RickChou_TD 2018-07-06 03:30:34   \n",
       "6302      RickChou_TD 2018-06-22 23:14:03   \n",
       "6303    CKSmallBizOpp 2014-05-20 02:27:53   \n",
       "6304    CKSmallBizOpp 2014-05-20 01:24:22   \n",
       "6305    CKSmallBizOpp 2014-05-20 00:23:04   \n",
       "6306    CKSmallBizOpp 2014-05-19 22:29:19   \n",
       "6307    CKSmallBizOpp 2014-05-19 21:16:11   \n",
       "6308    CKSmallBizOpp 2014-05-19 18:57:11   \n",
       "6309    CKSmallBizOpp 2014-05-19 02:11:24   \n",
       "6310    CKSmallBizOpp 2014-05-19 00:15:23   \n",
       "6311    CKSmallBizOpp 2014-05-18 22:24:29   \n",
       "6312    CKSmallBizOpp 2014-05-18 02:56:34   \n",
       "\n",
       "                                               eng_twts  fav_count  \\\n",
       "0                                 @AnjaliTheSlave super          0   \n",
       "1                          @AnjaliTheSlave ummahhhhhhhh          0   \n",
       "2                           CONFUSE IN ADMISSION IN MSC          1   \n",
       "3             @Asli_Jacqueline SIS SEE THE COMEDY  SHOW          0   \n",
       "4                          @Riteishd kabar dada kay zal          0   \n",
       "5     @PC_Forever_FC @priyankachopra love u tai gm h...          0   \n",
       "6                                      Hey watcha say'?          4   \n",
       "7                                          Nunca menos!          0   \n",
       "8     Auto consignment sales can be easier than you ...          0   \n",
       "9     You can never quit. Winners never quit, and qu...          0   \n",
       "10    takecare\\nBest Album Of  the Year Officially d...          0   \n",
       "11    종편으로 김연아 까대는데 소시와 아이유도 종편 간단다 이를 어쩌나\\n좀비들 패닉이네...          0   \n",
       "12    I dont care what anyone says, I'll never be to...          0   \n",
       "13          Irish stew and pints of stella...yeah buddy          0   \n",
       "14                 What a smart Twitter stream you are!          0   \n",
       "15                     tlc\\nViendo  brew masters en tlc          0   \n",
       "16    alicebucketlist\\nalicebucketlist\\nalicebucketl...          0   \n",
       "17            that Foot Locker  commercial go hard haha          0   \n",
       "18                    Ouvindo \"Red hotn chilli pepers\".          0   \n",
       "19                                             Hello :)          0   \n",
       "20    Im new to this Twitter shit, I dont know where...          0   \n",
       "21    and now for a movie... ok it doesn't come in t...          0   \n",
       "22            Zoey Dawg,We Can Be Done If You Want Too!          0   \n",
       "23    \" aku memang maunisa biasa yang tak sempurna d...          0   \n",
       "24      Ofelia, this time they blogged pious platitudes          0   \n",
       "25             smh i gotta reschedule my driving test.,          0   \n",
       "26        pulang sekolah cuma kayak gini aja, geje ah..          3   \n",
       "27                                             coooold.          0   \n",
       "28                                                  iya          0   \n",
       "29                                     Que te porculen;          0   \n",
       "...                                                 ...        ...   \n",
       "6283  \"The will to succeed is important, but what's ...          0   \n",
       "6284  Make measurable progress in reasonable time. -...          0   \n",
       "6285  Effort only fully releases its reward after a ...          0   \n",
       "6286  Nothing so conclusively proves a man's ability...          2   \n",
       "6287  Losers visualize the penalties of failure. Win...          0   \n",
       "6288  Successful and unsuccessful people do not vary...          0   \n",
       "6289  Management is doing things right; leadership i...          0   \n",
       "6290  Every young man would do well to remember that...          0   \n",
       "6291  I buy when other people are selling. - J. Paul...          0   \n",
       "6292  Begin to be now what you will be hereafter. - ...          0   \n",
       "6293  Building a better you is the first step to bui...          0   \n",
       "6294  The world does not reward perfectionists. It r...          0   \n",
       "6295  \"Success is simple. Do what's right, the right...          0   \n",
       "6296  Lonsdale is wishing everyone a spooky and safe...         33   \n",
       "6297  North Vancouver Centre is locked in for #Futur...         60   \n",
       "6298  #OrangeShirtDay raises awareness and educates ...         71   \n",
       "6299  Celebrating Pride on the Pier last night with ...         33   \n",
       "6300  We’re back with @NorthVanRC at Civic Plaza las...         27   \n",
       "6301  We may have found the next Picasso at the Live...         42   \n",
       "6302  Wrapping up Employee appreciation week with a ...         28   \n",
       "6303  It is the mark of an educated mind to be able ...          4   \n",
       "6304  Eighty percent of success is showing up. - Woo...          3   \n",
       "6305  \"The will to succeed is important, but what's ...          2   \n",
       "6306  You miss 100% of the shots you don�t take.�Way...          0   \n",
       "6307  Time is the scarcest resource and unless it is...          0   \n",
       "6308  \"The entrepreneur always searches for change, ...          0   \n",
       "6309  I want to put a ding in the universe.  - Steve...          0   \n",
       "6310  I've failed over and over and over again in my...          0   \n",
       "6311  We don't have a monopoly. We have market share...          0   \n",
       "6312  \"You cannot change your destination overnight,...          0   \n",
       "\n",
       "      retwt_count lang                             src_url  \n",
       "0               0   en                  http://twitter.com  \n",
       "1               0   en                  http://twitter.com  \n",
       "2               0   en    https://dev.twitter.com/docs/tfw  \n",
       "3               0   en                  http://twitter.com  \n",
       "4               0   tl                  http://twitter.com  \n",
       "5               0   en                  http://twitter.com  \n",
       "6               0   en                  http://twitter.com  \n",
       "7               0   pt                  http://twitter.com  \n",
       "8               0   en                  http://twitter.com  \n",
       "9               0   en                  http://twitter.com  \n",
       "10              0   en                  http://twitter.com  \n",
       "11              0   ko                  http://twitter.com  \n",
       "12              0   en                  http://twitter.com  \n",
       "13              0   en                  http://twitter.com  \n",
       "14              0   en                  http://twitter.com  \n",
       "15              0   es                  http://twitter.com  \n",
       "16              0   de                  http://twitter.com  \n",
       "17              0   en                  http://twitter.com  \n",
       "18              0   et                  http://twitter.com  \n",
       "19              0   en                  http://twitter.com  \n",
       "20              0   en                  http://twitter.com  \n",
       "21              0   en                  http://twitter.com  \n",
       "22              0   en                  http://twitter.com  \n",
       "23              0   in                  http://twitter.com  \n",
       "24              0   en                  http://twitter.com  \n",
       "25              0   en                  http://twitter.com  \n",
       "26              0   in                  http://twitter.com  \n",
       "27              0   en                  http://twitter.com  \n",
       "28              0  und                  http://twitter.com  \n",
       "29              0   es                  http://twitter.com  \n",
       "...           ...  ...                                 ...  \n",
       "6283            0   en         https://www.socialoomph.com  \n",
       "6284            0   en         https://www.socialoomph.com  \n",
       "6285            0   en         https://www.socialoomph.com  \n",
       "6286            2   en         https://www.socialoomph.com  \n",
       "6287            0   en         https://www.socialoomph.com  \n",
       "6288            0   en         https://www.socialoomph.com  \n",
       "6289            0   en         https://www.socialoomph.com  \n",
       "6290            0   en         https://www.socialoomph.com  \n",
       "6291            0   en         https://www.socialoomph.com  \n",
       "6292            0   en         https://www.socialoomph.com  \n",
       "6293            0   en         https://www.socialoomph.com  \n",
       "6294            0   en         https://www.socialoomph.com  \n",
       "6295            0   en         https://www.socialoomph.com  \n",
       "6296            1   en  http://twitter.com/download/iphone  \n",
       "6297            3   en  http://twitter.com/download/iphone  \n",
       "6298            5   en  http://twitter.com/download/iphone  \n",
       "6299            1   en  http://twitter.com/download/iphone  \n",
       "6300            1   en  http://twitter.com/download/iphone  \n",
       "6301            3   en  http://twitter.com/download/iphone  \n",
       "6302            0   en  http://twitter.com/download/iphone  \n",
       "6303            5   en               http://tweetadder.com  \n",
       "6304            0   en               http://tweetadder.com  \n",
       "6305            0   en               http://tweetadder.com  \n",
       "6306            0   en               http://tweetadder.com  \n",
       "6307            0   en               http://tweetadder.com  \n",
       "6308            0   en               http://tweetadder.com  \n",
       "6309            0   en               http://tweetadder.com  \n",
       "6310            0   en               http://tweetadder.com  \n",
       "6311            0   en               http://tweetadder.com  \n",
       "6312            0   en               http://tweetadder.com  \n",
       "\n",
       "[6313 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bot_tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "790"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_bot_tweets.screen_name.unique())\n",
    "\n",
    "# only 790 accounts were accessed, among 3411 total accounts \n",
    "# only 6313 tweets were retrieved and that too they were dispersed over 2013, 2015 and few from 2019\n",
    "# while most of the real user tweets were from current days (2018, Nov.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCwAAAEKCAYAAADZ38QcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHmNJREFUeJzt3X20ZWV9H/DvT/AVX0CZUBxQiCUadBm0U8RoUxNUEK2Y1FhcSyWGhiQLE23TlaBNY0xql0mNVlvrKhEixigSX8LE0CgSG9+VQRF5kTgqykzRGUURtVXAX/84e5qbce7MHTgv+977+ay1193n2fvs89vPPXPu3O/dz36quwMAAAAwJndZdAEAAAAAuxNYAAAAAKMjsAAAAABGR2ABAAAAjI7AAgAAABgdgQUAAAAwOgILAAAAYHQEFgAAAMDoCCwAAACA0Tlw0QXMwqGHHtpHHXXUossAAAAAdnP55Zd/rbs37Gu/NRlYHHXUUdmyZcuiywAAAAB2U1VfWsl+hoQAAAAAozOzwKKq7lFVn6iqT1fV1VX1sqH96Kr6eFVtraq3VdXdhva7D4+3DtuPWnKsFw/t11XVSbOqGQAAABiHWV5h8b0kP9PdP5HkuCQnV9UJSf4gyau7+x8n+UaSM4b9z0jyjaH91cN+qapjk5yW5OFJTk7y36vqgBnWDQAAACzYzAKLnvj28PCuw9JJfibJ24f285M8Y1g/dXicYfuJVVVD+wXd/b3u/mKSrUmOn1XdAAAAwOLN9B4WVXVAVV2RZEeSS5J8Psk3u/u2YZdtSTYO6xuT3JAkw/abkzxgafsengMAAACsQTMNLLr79u4+LskRmVwV8bBZvVZVnVlVW6pqy86dO2f1MgAAAMAczGWWkO7+ZpL3J3lskoOratd0qkck2T6sb09yZJIM2++X5OtL2/fwnKWvcU53b+ruTRs27HM6VwAAAGDEZjlLyIaqOnhYv2eSJyW5NpPg4pnDbqcnuWhY3zw8zrD9b7q7h/bThllEjk5yTJJPzKpuAAAAYPEO3Pcud9jhSc4fZvS4S5ILu/vdVXVNkguq6j8m+VSSc4f9z03yp1W1NclNmcwMku6+uqouTHJNktuSnNXdt8+wbgAAAGDBanIRw9qyadOm3rJly6LLAAAYlaPO/qt97nP9K546h0oAWM+q6vLu3rSv/eZyDwsAAACA/SGwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZnZoFFVR1ZVe+vqmuq6uqqeuHQ/rtVtb2qrhiWU5Y858VVtbWqrquqk5a0nzy0ba2qs2dVMwAAADAOB87w2Lcl+Y3u/mRV3SfJ5VV1ybDt1d39yqU7V9WxSU5L8vAkD0zyvqr6sWHz65I8Kcm2JJdV1ebuvmaGtQMAAAALNLPAortvTHLjsH5LVV2bZONennJqkgu6+3tJvlhVW5McP2zb2t1fSJKqumDYV2ABAAAAa9Rc7mFRVUcleVSSjw9NL6iqK6vqvKo6ZGjbmOSGJU/bNrQt1w4AAACsUTMPLKrq3knekeRF3f2tJK9P8pAkx2VyBcYfTel1zqyqLVW1ZefOndM4JAAAALAgMw0sququmYQVf9bd70yS7v5qd9/e3T9I8sf5+2Ef25McueTpRwxty7X/A919Tndv6u5NGzZsmP7JAAAAAHMzy1lCKsm5Sa7t7lctaT98yW4/m+SqYX1zktOq6u5VdXSSY5J8IsllSY6pqqOr6m6Z3Jhz86zqBgAAABZvlrOEPC7Jc5N8pqquGNpekuTZVXVckk5yfZJfTpLuvrqqLszkZpq3JTmru29Pkqp6QZL3JDkgyXndffUM6wYAAAAWbJazhHwoSe1h08V7ec7Lk7x8D+0X7+15AAAAwNoyl1lCAAAAAPaHwAIAAAAYHYEFAAAAMDoCCwAAAGB0BBYAAADA6AgsAAAAgNERWAAAAACjI7AAAAAARkdgAQAAAIyOwAIAAAAYHYEFAAAAMDoCCwAAAGB0BBYAAADA6AgsAAAAgNERWAAAAACjI7AAAAAARkdgAQAAAIyOwAIAAAAYHYEFAAAAMDoCCwAAAGB0BBYAAADA6AgsAAAAgNERWAAAAACjI7AAAAAARkdgAQAAAIyOwAIAAAAYHYEFAAAAMDozCyyq6siqen9VXVNVV1fVC4f2+1fVJVX1ueHrIUN7VdVrq2prVV1ZVY9ecqzTh/0/V1Wnz6pmAAAAYBxmeYXFbUl+o7uPTXJCkrOq6tgkZye5tLuPSXLp8DhJnpLkmGE5M8nrk0nAkeSlSR6T5PgkL90VcgAAAABr08wCi+6+sbs/OazfkuTaJBuTnJrk/GG385M8Y1g/NcmbeuJjSQ6uqsOTnJTkku6+qbu/keSSJCfPqm4AAABg8eZyD4uqOirJo5J8PMlh3X3jsOkrSQ4b1jcmuWHJ07YNbcu17/4aZ1bVlqrasnPnzqnWDwAAAMzXzAOLqrp3knckeVF3f2vptu7uJD2N1+nuc7p7U3dv2rBhwzQOCQAAACzITAOLqrprJmHFn3X3O4fmrw5DPTJ83TG0b09y5JKnHzG0LdcOAAAArFGznCWkkpyb5NruftWSTZuT7Jrp4/QkFy1pf94wW8gJSW4eho68J8mTq+qQ4WabTx7aAAAAgDXqwP3ZuarukuTeuw/tWMbjkjw3yWeq6oqh7SVJXpHkwqo6I8mXkjxr2HZxklOSbE3y3STPT5Luvqmqfj/JZcN+v9fdN+1P3QAAAMDqss/AoqrekuRXktyeSWhw36p6TXf/5709r7s/lKSW2XziHvbvJGctc6zzkpy3r1oBAACAtWElQ0KOHa6oeEaS/5nk6EyunAAAAACYiZUEFncdbp75jCSbu/vWGdcEAAAArHMrCSz+R5LrkxyU5ANV9eAkN8+yKAAAAGB9W0lg8ZfdvbG7TxnuM/HlJL8447oAAACAdWwlgcU7lj4YQosLZlMOAAAAwF5mCamqhyV5eJL7VdXPLdl03yT3mHVhAAAAwPq1t2lNH5rkaUkOTvIvlrTfkuSXZlkUAAAAsL4tG1h090VJLqqqx3b3R+dYEwAAALDOreQeFl+vqkur6qokqapHVtVvz7guAAAAYB1bSWDxx0lenOTWJOnuK5OcNsuiAAAAgPVtJYHFvbr7E7u13TaLYgAAAACSlQUWX6uqhyTpJKmqZya5caZVAQAAAOva3mYJ2eWsJOckeVhVbU/yxSTPmWlVAAAAwLq2z8Ciu7+Q5IlVdVCSu3T3LbMvCwAAAFjP9jkkpKoOq6pzk7y9u2+pqmOr6ow51AYAAACsUyu5h8Ubk7wnyQOHx3+X5EWzKggAAABgJYHFod19YZIfJEl335bk9plWBQAAAKxrKwksvlNVD8jfzxJyQpKbZ1oVAAAAsK6tZJaQ30iyOclDqurDSTYkeeZMqwIAAADWtZXMEnJ5Vf3zJA9NUkmu6+5bZ14ZAAAAsG7tM7Coqg8l+dskH0zyYWEFAAAAMGsruYfFc5Ncl+RfJvlIVW2pqlfPtiwAAABgPVvJkJAvVtX/TfL9YfnpJD8+68IAAACA9WufV1hU1eeT/EWSw5Kcm+QR3X3yrAsDAAAA1q+VDAl5bZIvJ3l2kl9PcnpVPWSmVQEAAADr2j4Di+5+TXf/fJInJrk8ye8m+bsZ1wUAAACsYysZEvJHVfXxJB9P8sgkv5PkmBU877yq2lFVVy1p+92q2l5VVwzLKUu2vbiqtlbVdVV10pL2k4e2rVV19v6eIAAAALD67POmm0k+muQPu/ur+3nsNyb5b0netFv7q7v7lUsbqurYJKcleXiSByZ5X1X92LD5dUmelGRbksuqanN3X7OftQAAAACryEruYfGru4cVVXXpvp7U3R9IctMK6zg1yQXd/b3u/mKSrUmOH5at3f2F7v5+kguGfQEAAIA1bNnAoqruUVX3T3JoVR1SVfcflqOSbLwTr/mCqrpyGDJyyNC2MckNS/bZNrQt176nes+sqi1VtWXnzp13ojwAAABg0fZ2hcUvZ3KTzYcNX3ctF2Uy1OOOeH2ShyQ5LsmNSf7oDh7nh3T3Od29qbs3bdiwYVqHBQAAABZg2XtYdPdrkrymqn6tu//rNF5s6dCSqvrjJO8eHm5PcuSSXY8Y2rKXdgAAAGCNWsm0plMJK5Kkqg5f8vBnk+yaQWRzktOq6u5VdXQms5B8IsllSY6pqqOr6m6Z3Jhz87TqAQAAAMZpJbOE3CFV9dYkT8jkHhjbkrw0yROq6rgkneT6TIadpLuvrqoLk1yT5LYkZ3X37cNxXpDkPUkOSHJed189q5oBAACAcVg2sKiqx3X3h6vq7t39vf09cHc/ew/N5+5l/5cnefke2i9OcvH+vj4AAACweu1tSMhrh68fnUchAAAAALvsbUjIrVV1TpKNVfXa3Td296/PriwAAABgPdtbYPG0JE9MclIm05kCAAAAzMXepjX9WpILqura7v70HGsCAAAA1rl9Tmua5OtV9a6q2jEs76iqI2ZeGQAAALBurSSw+JMkm5M8cFj+cmgDAAAAmImVBBY/0t1/0t23Dcsbk2yYcV0AAADAOraSwOJrVfWcqjpgWJ6T5OuzLgwAAABYv1YSWPxikmcl+UqSG5M8M8nzZ1kUAAAAsL7tbVrTJEl3fynJ0+dQCwAAAECSlV1hAQAAADBXAgsAAABgdAQWAAAAwOjsM7Coqt9esn732ZYDAAAAsJfAoqp+q6oem8msILt8dPYlAQAAAOvd3mYJ+WySn0/yo1X1weHxA6rqod193VyqAwAAANalvQ0J+WaSlyTZmuQJSV4ztJ9dVR+ZcV0AAADAOra3KyxOSvI7SR6S5FVJrkzyne5+/jwKAwAAANavZa+w6O6XdPeJSa5P8qdJDkiyoao+VFV/Oaf6AAAAgHVob1dY7PKe7t6SZEtV/Wp3P76qDp11YQAAAMD6tc9pTbv7N5c8/IWh7WuzKggAAABgn4HFUt396VkVAgAAALDLfgUWAAAAAPMgsAAAAABGR2ABAAAAjI7AAgAAABidmQUWVXVeVe2oqquWtN2/qi6pqs8NXw8Z2quqXltVW6vqyqp69JLnnD7s/7mqOn1W9QIAAADjMcsrLN6Y5OTd2s5Ocml3H5Pk0uFxkjwlyTHDcmaS1yeTgCPJS5M8JsnxSV66K+QAAAAA1q6ZBRbd/YEkN+3WfGqS84f185M8Y0n7m3riY0kOrqrDk5yU5JLuvqm7v5HkkvxwCAIAAACsMfO+h8Vh3X3jsP6VJIcN6xuT3LBkv21D23LtAAAAwBq2sJtudncn6Wkdr6rOrKotVbVl586d0zosAAAAsADzDiy+Ogz1yPB1x9C+PcmRS/Y7Ymhbrv2HdPc53b2puzdt2LBh6oUDAAAA8zPvwGJzkl0zfZye5KIl7c8bZgs5IcnNw9CR9yR5clUdMtxs88lDGwAAALCGHTirA1fVW5M8IcmhVbUtk9k+XpHkwqo6I8mXkjxr2P3iJKck2Zrku0menyTdfVNV/X6Sy4b9fq+7d7+RJwAAALDGzCyw6O5nL7PpxD3s20nOWuY45yU5b4qlAQAAACO3sJtuAgAAACxHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6AgsAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMzkICi6q6vqo+U1VXVNWWoe3+VXVJVX1u+HrI0F5V9dqq2lpVV1bVoxdRMwAAADA/i7zC4qe7+7ju3jQ8PjvJpd19TJJLh8dJ8pQkxwzLmUleP/dKAQAAgLka05CQU5OcP6yfn+QZS9rf1BMfS3JwVR2+iAIBAACA+VhUYNFJ3ltVl1fVmUPbYd1947D+lSSHDesbk9yw5LnbhjYAAABgjTpwQa/7+O7eXlU/kuSSqvrs0o3d3VXV+3PAIfg4M0ke9KAHTa9SAAAAYO4WcoVFd28fvu5I8q4kxyf56q6hHsPXHcPu25McueTpRwxtux/znO7e1N2bNmzYMMvyAQAAgBmbe2BRVQdV1X12rSd5cpKrkmxOcvqw2+lJLhrWNyd53jBbyAlJbl4ydAQAAABYgxYxJOSwJO+qql2v/5bu/uuquizJhVV1RpIvJXnWsP/FSU5JsjXJd5M8f/4lAwAAAPM098Ciu7+Q5Cf20P71JCfuob2TnDWH0gAAAICRGNO0pgAAAABJBBYAAADACAksAAAAgNERWAAAAACjs4hZQgCAJY46+6/2uc/1r3jqHCoBABgPV1gAAAAAoyOwAAAAAEbHkBAAAAAYGUNGXWEBAAAAjJDAAgAAABgdgQUAAAAwOgILAAAAYHTcdBMAVgE33gIA1htXWAAAAACjI7AAAAAARseQEABYIwwbAQDWEoEFAOxmLf/iv5bPDQBYWwwJAQAAAEbHFRYArCsrucIAAIDFc4UFAAAAMDoCCwAAAGB0DAkBgBkx/AQA4I5zhQUAAAAwOq6wAADYT6aHBYDZc4UFAAAAMDoCCwAAAGB0Vs2QkKo6OclrkhyQ5A3d/YoFlwTACkzr0vmx3cBybPUAAKw1qyKwqKoDkrwuyZOSbEtyWVVt7u5rFlsZsFat9JfR1ThG3dh7YDVZy5/HwPrlDx8rsyoCiyTHJ9na3V9Ikqq6IMmpSQQWrCur9RfNaX0gj/Gv8PP8nqzlH2xr+dzYt7F9tk3r/bje39dj+74C7IvPrfGp7l50DftUVc9McnJ3/+vh8XOTPKa7X7Cn/Tdt2tRbtmyZZ4lzs1YvrU7mW/dKP2jG2E8AwGKN8f9aY6tpbPUk46tpLf/fd1rnNrbv2Rit1gClqi7v7k373G+tBBZVdWaSM4eHD01y3dwL/XuHJvnaAl9/vdLvi6HfF0O/L46+Xwz9vhj6fTH0+2Lo98XQ74ux6H5/cHdv2NdOq2VIyPYkRy55fMTQ9v919zlJzplnUcupqi0rSYuYLv2+GPp9MfT74uj7xdDvi6HfF0O/L4Z+Xwz9vhirpd9Xy7SmlyU5pqqOrqq7JTktyeYF1wQAAADMyKq4wqK7b6uqFyR5TybTmp7X3VcvuCwAAABgRlZFYJEk3X1xkosXXccKjWJoyjqk3xdDvy+Gfl8cfb8Y+n0x9Pti6PfF0O+Lod8XY1X0+6q46SYAAACwvqyWe1gAAAAA64jAYgWq6siqen9VXVNVV1fVC4f2+1fVJVX1ueHrIUN7VdVrq2prVV1ZVY9ecqw/qKqrhuVfLeqcVoM70O8Pq6qPVtX3qurf7Xask6vquuF7cvYizme1mHK/n1dVO6rqqkWcy2oyrX5f7jgsb4p9f4+q+kRVfXo4zssWdU6rwTQ/a4btB1TVp6rq3fM+l9Vkyp/x11fVZ6rqiqrasojzWS2m3O8HV9Xbq+qzVXVtVT12Eee0Gkzx8/2hw/t81/KtqnrRos5r7Kb8fv83wzGuqqq3VtU9FnFOq8GU+/2FQ59fvej3uiEhK1BVhyc5vLs/WVX3SXJ5kmck+YUkN3X3K2ryS/Ah3f1bVXVKkl9LckqSxyR5TXc/pqqemuRFSZ6S5O5J/leSE7v7W3M/qVXgDvT7jyR58LDPN7r7lcNxDkjyd0melGRbJrPOPLu7r5n7Sa0C0+r34Vg/leTbSd7U3Y+Y97msJlN8v+/xON7vy5ti31eSg7r721V11yQfSvLC7v7YAk5r9Kb5WTMc798m2ZTkvt39tHmey2oy5c/465Ns6u6vzfs8Vpsp9/v5ST7Y3W+oyex59+rub877nFaDaX/ODMc8IMn2JI/p7i/N61xWkyn+XN2Yyc/SY7v7/1TVhUku7u43zv+sxm+K/f6IJBckOT7J95P8dZJf6e6tcz+puMJiRbr7xu7+5LB+S5Jrk2xMcmqS84fdzs/km52h/U098bEkBw9voGOTfKC7b+vu7yS5MsnJczyVVWV/+727d3T3ZUlu3e1QxyfZ2t1f6O7vZ/IP8NQ5nMKqNMV+T3d/IMlN86h7tZtWv+/lOCxjin3f3f3t4eFdh8VfBZYxzc+aqjoiyVOTvGEOpa9q0+x3Vm5a/V5V90vyU0nOHfb7vrBieTN6v5+Y5PPCiuVNud8PTHLPqjowyb2S/O8Zl79qTbHffzzJx7v7u919W5K/TfJzcziFPRJY7KeqOirJo5J8PMlh3X3jsOkrSQ4b1jcmuWHJ07YNbZ9OcnJV3auqDk3y00mOnEPZq94K+305y30/2Ic72e/cQdPq992Owwrc2b6vybCEK5LsSHJJd+v7FZjCe/6/JPnNJD+YRX1r1RT6vZO8t6our6ozZ1LkGnQn+/3oJDuT/ElNhkC9oaoOmlWta8kU/09zWpK3TrW4NezO9Ht3b0/yyiRfTnJjkpu7+70zK3YNuZPv96uS/LOqekBV3SuTUQML+51VYLEfqureSd6R5EW92zCO7u7s4y9pwz+wi5N8JJMPuo8muX021a4dd7bfuWP0+2JMq9/3dhz2bBp93923d/dxSY5IcvxwWSV7cWf7vaqelmRHd18+uyrXnil91jy+ux+dyVDXs4ZhgOzFFPr9wCSPTvL67n5Uku8kcW+ufZjiz9a7JXl6kj+fepFr0BQ+3w/J5OqAo5M8MMlBVfWcGZW7Zkzhd9Zrk/xBkvdmMhzkiizwd1aBxQoN45HfkeTPuvudQ/NXh6Eeu8YM7Rjat+cfplBHDG3p7pd393Hd/aQklcm9FVjGfvb7cpb9frBnU+p39tO0+n2Z47AX037PD5dovz+G/e3VlPr9cUmePtxP4YIkP1NVb55RyWvCtN7vw18/0907krwrkyGYLGNK/b4tybYlV2+9PZMAg2VM+fP9KUk+2d1fnX6la8uU+v2JSb7Y3Tu7+9Yk70zyk7OqeS2Y4uf7ud39T7r7p5J8Iwv8nVVgsQLDjdTOTXJtd79qyabNSU4f1k9PctGS9ufVxAmZXL5043Cp8AOGYz4yySMzSa7YgzvQ78u5LMkxVXX0kIyfNhyDPZhiv7MfptXvezkOy5hi32+oqoOH9XtmcqPfz06/4rVhWv3e3S/u7iO6+6hMPt//prv9BW4ZU3y/HzTc1C3DkIQnZ3IZMXswxff7V5LcUFUPHZpOTOKmysuYwf9pnh3DQfZpiv3+5SQnDMPpK5P3+7XTrnetmOb7fbghZ6rqQZncv+It0612P3S3ZR9LksdncunMlZlcEnNFJmN5HpDk0iSfS/K+JPcf9q8kr0vy+SSfyeQO2klyj0x+qFyT5GNJjlv0uY15uQP9/o8y+cvDt5J8c1i/77DtlEySwc8n+feLPrcxL1Pu97dmMubw1qH9jEWf31iXafX7csdZ9PmNeZli3z8yyaeG41yV5HcWfW5jXqb5WbPkmE9I8u5Fn9uYlym+3380k3tzfTrJ1X62zqffh23HJdkyHOsvMrnj/8LPcYzLlPv9oCRfT3K/RZ/X2Jcp9/vLMgn/r0ryp0nuvujzG+sy5X7/YCa/s346k1ktF3ZepjUFAAAARseQEAAAAGB0BBYAAADA6AgsAAAAgNERWAAAAACjI7AAAAAARkdgAQDMTU18qKqesqTt56vqrxdZFwAwPqY1BQDmqqoekeTPkzwqyYFJPpXk5O7+/J045oHdfduUSgQARkBgAQDMXVX9YZLvJDkoyS3d/ftVdXqSs5LcLclHkrygu39QVeckeXSSeyZ5W3f/3nCMbUnenOSkJP8pyRFJfinJbUmu7O7nzPm0AIApOnDRBQAA69LLknwyyfeTbBquuvjZJD/Z3bcNIcVpSd6S5OzuvqmqDkzy/qp6e3dfMxxnR3c/Kkmq6sYkD+7u71fVwXM/IwBgqgQWAMDcdfd3quptSb7d3d+rqicm+adJtlRVMrma4oZh92dX1RmZ/L/lgUmOTbIrsHjbksNeneTNVXVRkr+Yw2kAADMksAAAFuUHw5IkleS87v4PS3eoqmOSvDDJ8d39zap6c5J7LNnlO0vWT0ryz5M8PclLquqR3X37zKoHAGbKLCEAwBi8L8mzqurQJKmqB1TVg5LcN8ktSb5VVYdnEkr8kKo6IMkR3f03SX4zyaFJ7jWXygGAmXCFBQCwcN39map6WZL3VdVdktya5FeSbMlk+Mdnk3wpyYeXOcSBSd5SVffJ5A8yr+zuW2ZfOQAwK2YJAQAAAEbHkBAAAABgdAQWAAAAwOgILAAAAIDREVgAAAAAoyOwAAAAAEZHYAEAAACMjsACAAAAGB2BBQAAADA6/w/+eAAsbJq70AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,4))\n",
    "plt.hist(df_bot_tweets.created_at.sort_values(ascending=False), bins=100)\n",
    "plt.xlabel('Years')\n",
    "plt.ylabel('# of tweets')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# most bot tweets are from 2015 and very few from 2019. The ones from 2019 is mostly from the ones we could access. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# But anyways, we are going to save this data \n",
    "df_bot_tweets.to_csv('Data/Untitled Folder/bot_tweets_past.csv', encoding='utf-8', index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tweets from the data collected in scripts 2\n",
    "\n",
    "t_fake_user_1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TWT.csv/tweets.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = t_fake_user_1.sample(n=50000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['created_at', 'id', 'text', 'source', 'user_id', 'truncated',\n",
       "       'in_reply_to_status_id', 'in_reply_to_user_id',\n",
       "       'in_reply_to_screen_name', 'retweeted_status_id', 'geo', 'place',\n",
       "       'retweet_count', 'reply_count', 'favorite_count', 'num_hashtags',\n",
       "       'num_urls', 'num_mentions', 'timestamp'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                     text            timestamp\n",
      "51261   o notebook. ja esta descarregando e to com pre...  2011-12-06 05:08:10\n",
      "25497   @giveadamnn @Silvannazreineh SHAUSHAUSHAUSHAUS...  2012-02-28 15:51:54\n",
      "31808   아이폰타이머어플쓰면됨미다^^RT @youngahy: 멀티터치2(sph-m4655)도...  2009-12-23 15:43:09\n",
      "48191   Deu Brasil no derbi inglês entre Chelsea e M. ...  2011-03-20 20:02:36\n",
      "88160   RT @Grindei666: купить футболки с логотипом ки...  2013-02-01 15:37:08\n",
      "97606   Aytekin Gazi Ataş-Seyyah(Yer Gök Aşk) http://t...  2012-05-27 22:23:22\n",
      "51873        @MairaBenigna tbm to assistindo #FINAESTAMPA  2011-10-26 01:24:36\n",
      "56992   Нашествие 2012. Электричка до Москвы.  3 день....  2012-07-08 21:12:44\n",
      "11946   RT @Salute_the_DJ: life is a LOT of things. ea...  2011-09-03 19:05:22\n",
      "70222         Pharell .... &lt;3 &lt;3 Magnifiqueeeee !!!  2011-07-09 11:52:58\n",
      "52595                            @IM_Zaya 넵...ㅠㅠ안그를께여...ㅠ  2010-10-05 01:49:34\n",
      "34284                              http://t.co/N9mzmV4sQ1  2013-04-15 06:34:36\n",
      "112038       android сайт приложений http://t.co/vi4hsmQx  2013-02-11 17:15:35\n",
      "31680   저도 늦깍이로 도전중이라 남일같지않아서요 RT @whitelyger: @pmsoo ...  2009-12-26 16:33:58\n",
      "6447            I like my beats fast and my bass down low  2010-08-21 19:21:18\n",
      "60068                  HERE WE GO !! http://t.co/HFqDWwi9  2012-11-11 04:16:28\n",
      "36409   Telmex Disco Night. esencia de los 70, Infield...  2011-03-25 01:44:53\n",
      "18405   تعلم الانجليزيه بنفسك اون لاين.. http://www.ns...  2010-08-08 20:28:14\n",
      "44861                                              으악 십마넌  2012-09-15 12:39:47\n",
      "71869   J'ai mangéé comme une grosse today chauud :S M...  2011-05-11 23:18:02\n",
      "41435                             https://t.co/xxzzylU7qC  2013-05-05 11:31:38\n",
      "15138   I uploaded a YouTube video -- Fórmulas y Funci...  2011-04-06 19:02:32\n",
      "76638   picjoke.net — Every day new photo effect !!! h...  2011-02-12 22:15:06\n",
      "92431                                http://t.co/7X8Q0Eji  2012-09-12 02:41:22\n",
      "81584                                http://t.co/js70yHiK  2012-03-06 11:00:16\n",
      "69243                        De retour sur Twitter #AuMax  2011-10-09 21:54:28\n",
      "58611   RT @norik_1987: http://t.co/PFR7xNiN0C составл...  2013-04-30 16:47:17\n",
      "15291   Todos los Equipos, después de entregar el OTI,...  2010-11-20 16:45:55\n",
      "22467   @Hullus no vayas La escuela va a srguir ahi pa...  2012-05-02 18:24:02\n",
      "23176   How did the day just disappear like this, I st...  2011-10-25 09:13:07\n",
      "...                                                   ...                  ...\n",
      "76510   Уронил айфон. так сказать кинул понты:) #дешев...  2012-12-24 16:39:27\n",
      "76509   взять биту и будет у меня и айфон,а iMac.Сегод...  2012-12-24 17:02:28\n",
      "113951                                  Buenas noches !!!  2013-03-22 01:01:38\n",
      "9055    Improve Your Health with Raspberry Ketone http...  2012-10-30 07:49:04\n",
      "93122   El hombre tiene el poder en la mente las virtu...  2011-07-07 20:52:53\n",
      "15780                          hi joju follow @iamtrixxie  2011-08-05 06:38:26\n",
      "56071        Lost almost 20? pounds! http://t.co/DvIUxcMq  2012-12-17 20:10:11\n",
      "43713   me justa la pepsi me justa la coca pero lo que...  2010-05-22 19:43:22\n",
      "107297                                      Estoyy Felizz  2011-12-23 02:46:08\n",
      "112923         Raspberry Ketone Diet http://t.co/Rx5XNdCU  2012-12-13 01:58:21\n",
      "33934   serious about starting your own biz this year?...  2011-09-17 22:16:15\n",
      "43711   \"Don't even talk to me until I've Instagrammed...  2012-11-10 09:13:15\n",
      "9567    Nice try Asian guy in porns. http://t.co/4nkGUru1  2013-01-17 13:46:07\n",
      "113049                                   @Smiles_Heatherr  2013-01-02 01:13:10\n",
      "9243    Disponível p/ download o audio do curso de Hun...  2010-08-16 14:46:02\n",
      "13297   juss Trimmed my long hair ;-) http://t.co/d8ni...  2012-01-24 09:08:03\n",
      "5138    @djmotwister dude, join us when we drink at Re...  2010-05-28 02:09:03\n",
      "101680  finalmente posso trasportare le unità rack in ...  2011-10-20 16:25:04\n",
      "113011  BRASIL DE PELOTAS ENTRA COM AÇÃO NA JUSTIÇA CO...  2012-04-20 15:02:08\n",
      "108640  CRIAÇÃO DIVINA - ZEZÉ DI CAMARGO E LUCIANO (PA...  2013-02-21 20:47:46\n",
      "15784               @geydygarcia que mas mujer como estas  2010-12-08 23:59:26\n",
      "113034       @Rapid_kaikyo2 Rothmann http://t.co/gkChEr8X  2012-08-27 13:02:22\n",
      "84934                            siii ii Vamos a Bailarrr  2012-03-03 23:14:26\n",
      "39634                                  sleeeepinnnggggggg  2010-03-08 14:36:43\n",
      "15781   Bueno fue mas suave de lo que se esperaba la c...  2010-12-17 16:55:09\n",
      "32609                                  es una mierda esto  2010-12-19 04:52:25\n",
      "89976                                 me encanta di a dia  2011-08-16 22:19:21\n",
      "63167                                                 Con  2011-04-21 02:13:39\n",
      "63168   Just earned \"First timer\" badge. @eType_com co...  2011-01-12 16:54:11\n",
      "42376   Echa un vistazo a este vídeo. -- CHANGA SOUNDC...  2010-08-27 04:31:01\n",
      "\n",
      "[2574 rows x 2 columns]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'2009-02-24 00:26:02'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dcf = sample.groupby(['user_id'],as_index=False)['text', 'timestamp'].head()\n",
    "print(dcf)\n",
    "\n",
    "#get 2 largest rows by column C\n",
    "dcf.timestamp.sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_fake_user_2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/fake_followers.csv/tweets.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>created_at</th>\n",
       "      <th>id</th>\n",
       "      <th>text</th>\n",
       "      <th>source</th>\n",
       "      <th>user_id</th>\n",
       "      <th>truncated</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>in_reply_to_screen_name</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>geo</th>\n",
       "      <th>place</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>reply_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>num_hashtags</th>\n",
       "      <th>num_urls</th>\n",
       "      <th>num_mentions</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sat Apr 20 13:19:19 +0000 2013</td>\n",
       "      <td>325599560959393793</td>\n",
       "      <td>https://t.co/iocNIgHxXH. @LovesOfaLDNgirl  her...</td>\n",
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       "      <td>1</td>\n",
       "      <td>2013-04-20 15:19:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tue Apr 16 19:31:39 +0000 2013</td>\n",
       "      <td>324243711443730434</td>\n",
       "      <td>Well done hubby @Allan_76 http://t.co/AaeTwLucUG</td>\n",
       "      <td>&lt;a href=\"http://instagram.com\" rel=\"nofollow\"&gt;...</td>\n",
       "      <td>10935572</td>\n",
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       "      <td>1</td>\n",
       "      <td>2013-04-16 21:31:39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tue Apr 16 17:38:06 +0000 2013</td>\n",
       "      <td>324215137055670274</td>\n",
       "      <td>Two years with my lovely husband - thank you f...</td>\n",
       "      <td>&lt;a href=\"http://instagram.com\" rel=\"nofollow\"&gt;...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-04-16 19:38:06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sun Apr 14 15:33:00 +0000 2013</td>\n",
       "      <td>323458877003792386</td>\n",
       "      <td>Sorry bunny about your ears but I was hungry.....</td>\n",
       "      <td>&lt;a href=\"http://instagram.com\" rel=\"nofollow\"&gt;...</td>\n",
       "      <td>10935572</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2013-04-14 17:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fri Apr 12 15:37:59 +0000 2013</td>\n",
       "      <td>322735354148945920</td>\n",
       "      <td>Small man, big drink @Allan_76 http://t.co/4NU...</td>\n",
       "      <td>&lt;a href=\"http://instagram.com\" rel=\"nofollow\"&gt;...</td>\n",
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       "      <td>1</td>\n",
       "      <td>2013-04-12 17:37:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       created_at                  id  \\\n",
       "0  Sat Apr 20 13:19:19 +0000 2013  325599560959393793   \n",
       "1  Tue Apr 16 19:31:39 +0000 2013  324243711443730434   \n",
       "2  Tue Apr 16 17:38:06 +0000 2013  324215137055670274   \n",
       "3  Sun Apr 14 15:33:00 +0000 2013  323458877003792386   \n",
       "4  Fri Apr 12 15:37:59 +0000 2013  322735354148945920   \n",
       "\n",
       "                                                text  \\\n",
       "0  https://t.co/iocNIgHxXH. @LovesOfaLDNgirl  her...   \n",
       "1   Well done hubby @Allan_76 http://t.co/AaeTwLucUG   \n",
       "2  Two years with my lovely husband - thank you f...   \n",
       "3  Sorry bunny about your ears but I was hungry.....   \n",
       "4  Small man, big drink @Allan_76 http://t.co/4NU...   \n",
       "\n",
       "                                              source   user_id  truncated  \\\n",
       "0  <a href=\"http://twitter.com/download/iphone\" r...  10935572        NaN   \n",
       "1  <a href=\"http://instagram.com\" rel=\"nofollow\">...  10935572        NaN   \n",
       "2  <a href=\"http://instagram.com\" rel=\"nofollow\">...  10935572        NaN   \n",
       "3  <a href=\"http://instagram.com\" rel=\"nofollow\">...  10935572        NaN   \n",
       "4  <a href=\"http://instagram.com\" rel=\"nofollow\">...  10935572        NaN   \n",
       "\n",
       "   in_reply_to_status_id  in_reply_to_user_id in_reply_to_screen_name  \\\n",
       "0                      0                    0                     NaN   \n",
       "1                      0                    0                     NaN   \n",
       "2                      0                    0                     NaN   \n",
       "3                      0                    0                     NaN   \n",
       "4                      0                    0                     NaN   \n",
       "\n",
       "   retweeted_status_id  geo place  retweet_count  reply_count  favorite_count  \\\n",
       "0                  NaN  NaN   NaN              0            0               0   \n",
       "1                  NaN  NaN   NaN              0            0               0   \n",
       "2                  NaN  NaN   NaN              0            0               0   \n",
       "3                  NaN  NaN   NaN              0            0               0   \n",
       "4                  NaN  NaN   NaN              0            1               0   \n",
       "\n",
       "   num_hashtags  num_urls  num_mentions            timestamp  \n",
       "0             0         1             1  2013-04-20 15:19:19  \n",
       "1             0         1             1  2013-04-16 21:31:39  \n",
       "2             0         1             1  2013-04-16 19:38:06  \n",
       "3             0         1             0  2013-04-14 17:33:00  \n",
       "4             0         1             1  2013-04-12 17:37:59  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(563693, 19)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hum1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TFP.csv/tweets.csv')\n",
    "t_hum1.shape\n",
    "#hum1.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2068037, 19)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Italian tweets only discard.\n",
    "#t_hum2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/E13.csv/tweets.csv')\n",
    "#t_hum2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hum3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2839362, 25)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hum3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/tweets.csv')\n",
    "t_hum3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'text', 'source', 'user_id', 'truncated', 'in_reply_to_status_id',\n",
       "       'in_reply_to_user_id', 'in_reply_to_screen_name', 'retweeted_status_id',\n",
       "       'geo', 'place', 'contributors', 'retweet_count', 'reply_count',\n",
       "       'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive',\n",
       "       'num_hashtags', 'num_urls', 'num_mentions', 'created_at', 'timestamp',\n",
       "       'crawled_at', 'updated'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_hum3.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_hum3[[t_hum3.user_id, t_hum3.text]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19276, 8)\n"
     ]
    }
   ],
   "source": [
    "hum4 = pd.read_csv('/Users/pbiswas/Desktop/social_honeypot_icwsm_2011/legitimate_users.txt', sep= \"\\t\", header=None)\n",
    "print(hum4.shape)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "hum4.columns = ['id', 'created_at', 'collected_at', 'friends_count', 'followers_count', 'tweet_count', 'len_screen_ame', 'len_description']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>collected_at</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>tweet_count</th>\n",
       "      <th>len_screen_ame</th>\n",
       "      <th>len_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>614</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>2009-11-20 23:56:21</td>\n",
       "      <td>510</td>\n",
       "      <td>350</td>\n",
       "      <td>3265</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1038</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>2009-11-16 05:12:11</td>\n",
       "      <td>304</td>\n",
       "      <td>443</td>\n",
       "      <td>4405</td>\n",
       "      <td>7</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1437</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>2009-11-16 16:25:12</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>725</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2615</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>2009-11-27 18:34:36</td>\n",
       "      <td>211</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3148</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>2009-11-20 17:35:18</td>\n",
       "      <td>7346</td>\n",
       "      <td>7244</td>\n",
       "      <td>11438</td>\n",
       "      <td>8</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id           created_at         collected_at  friends_count  \\\n",
       "0   614  2006-07-13 15:30:05  2009-11-20 23:56:21            510   \n",
       "1  1038  2006-07-15 16:12:15  2009-11-16 05:12:11            304   \n",
       "2  1437  2006-07-16 12:29:24  2009-11-16 16:25:12             45   \n",
       "3  2615  2006-07-19 23:23:55  2009-11-27 18:34:36            211   \n",
       "4  3148  2006-07-26 14:17:22  2009-11-20 17:35:18           7346   \n",
       "\n",
       "   followers_count  tweet_count  len_screen_ame  len_description  \n",
       "0              350         3265              10               34  \n",
       "1              443         4405               7              156  \n",
       "2               73          725               6               37  \n",
       "3              230          211               7                0  \n",
       "4             7244        11438               8               97  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2573, 1)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# not using right now as they are just account ids\n",
    "hum5 = pd.read_csv('/Users/pbiswas/Desktop/varol-2017_dat.txt', header=None)\n",
    "hum5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(991, 41) (3457, 40) (464, 41) (1000, 40) (100, 40) (403, 40) (1128, 40) (1337, 34) (1169, 34)\n"
     ]
    }
   ],
   "source": [
    "bot1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_1.csv/users.csv')\n",
    "bot2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_2.csv/users.csv')\n",
    "bot3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_3.csv/users.csv')\n",
    "bot4 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_1.csv/users.csv')\n",
    "bot5 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_2.csv/users.csv')\n",
    "bot6 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_3.csv/users.csv')\n",
    "bot7 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_4.csv/users.csv')\n",
    "bot8 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/INT.csv/users.csv')\n",
    "bot9 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/FSF.csv/users.csv')\n",
    "\n",
    "print(bot1.shape, bot2.shape, bot3.shape, bot4.shape, bot5.shape, bot6.shape, bot7.shape, bot8.shape, bot9.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOutput(data):\n",
    "    \n",
    "    header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    \n",
    "    bots = pd.DataFrame(columns=header)\n",
    "    \n",
    "    for key in header:\n",
    "        if key not in data.columns:\n",
    "            bots[key] = np.NAN\n",
    "        else:\n",
    "            bots[key] = data[key]\n",
    "    \n",
    "    bots.bot = 1\n",
    "    #df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "    # df['bot'] = isbot\n",
    "    return bots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "b1 = createOutput(bot1)\n",
    "b2 = createOutput(bot2)\n",
    "b3 = createOutput(bot3)\n",
    "b4 = createOutput(bot4)\n",
    "b5 = createOutput(bot5)\n",
    "b6 = createOutput(bot6)\n",
    "b7 = createOutput(bot7)\n",
    "b8 = createOutput(bot8)\n",
    "b9 = createOutput(bot9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_bots = pd.concat([b1, b2, b3, b4, b5, b6, b7, b8, b9], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10049, 20)"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_bots.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "#all_bots.isna().sum()\n",
    "\n",
    "# will update later for null values \n",
    "\n",
    "all_bots.to_csv('Data/all_bots.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOutput(data):\n",
    "    \n",
    "    header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    \n",
    "    hums = pd.DataFrame(columns=header)\n",
    "    \n",
    "    for key in header:\n",
    "        if key not in data.columns:\n",
    "            hums[key] = np.NAN\n",
    "        else:\n",
    "            hums[key] = data[key]\n",
    "    \n",
    "    hums.bot = 0\n",
    "    #df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "    # df['bot'] = isbot\n",
    "    return hums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# converting humans data\n",
    "\n",
    "h1 = createOutput(hum1)\n",
    "h2 = createOutput(hum2)\n",
    "h3 = createOutput(hum3)\n",
    "h4 = createOutput(hum4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_hums = pd.concat([h1, h2, h3, h4], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24700, 20)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_hums.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bot</th>\n",
       "      <th>created_at</th>\n",
       "      <th>default_profile</th>\n",
       "      <th>default_profile_image</th>\n",
       "      <th>description</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>has_extended_profile</th>\n",
       "      <th>id</th>\n",
       "      <th>id_str</th>\n",
       "      <th>lang</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>status</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>url</th>\n",
       "      <th>verified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443</td>\n",
       "      <td>304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1038</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7244</td>\n",
       "      <td>7346</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bot           created_at  default_profile  default_profile_image  \\\n",
       "0    0  2006-07-13 15:30:05              NaN                    NaN   \n",
       "1    0  2006-07-15 16:12:15              NaN                    NaN   \n",
       "2    0  2006-07-16 12:29:24              NaN                    NaN   \n",
       "3    0  2006-07-19 23:23:55              NaN                    NaN   \n",
       "4    0  2006-07-26 14:17:22              NaN                    NaN   \n",
       "\n",
       "   description  favourites_count  followers_count  friends_count  \\\n",
       "0          NaN               NaN              350            510   \n",
       "1          NaN               NaN              443            304   \n",
       "2          NaN               NaN               73             45   \n",
       "3          NaN               NaN              230            211   \n",
       "4          NaN               NaN             7244           7346   \n",
       "\n",
       "   has_extended_profile    id  id_str  lang  listed_count  location  name  \\\n",
       "0                   NaN   614     NaN   NaN           NaN       NaN   NaN   \n",
       "1                   NaN  1038     NaN   NaN           NaN       NaN   NaN   \n",
       "2                   NaN  1437     NaN   NaN           NaN       NaN   NaN   \n",
       "3                   NaN  2615     NaN   NaN           NaN       NaN   NaN   \n",
       "4                   NaN  3148     NaN   NaN           NaN       NaN   NaN   \n",
       "\n",
       "   screen_name  status  statuses_count  url  verified  \n",
       "0          NaN     NaN             NaN  NaN       NaN  \n",
       "1          NaN     NaN             NaN  NaN       NaN  \n",
       "2          NaN     NaN             NaN  NaN       NaN  \n",
       "3          NaN     NaN             NaN  NaN       NaN  \n",
       "4          NaN     NaN             NaN  NaN       NaN  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_hums.to_csv('Data/all_hums.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24700, 20)"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_hums.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>created_at</th>\n",
       "      <th>collected_at</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>tweet_count</th>\n",
       "      <th>len_screen_ame</th>\n",
       "      <th>len_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>614</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>2009-11-20 23:56:21</td>\n",
       "      <td>510</td>\n",
       "      <td>350</td>\n",
       "      <td>3265</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1038</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>2009-11-16 05:12:11</td>\n",
       "      <td>304</td>\n",
       "      <td>443</td>\n",
       "      <td>4405</td>\n",
       "      <td>7</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1437</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>2009-11-16 16:25:12</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>725</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2615</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>2009-11-27 18:34:36</td>\n",
       "      <td>211</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3148</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>2009-11-20 17:35:18</td>\n",
       "      <td>7346</td>\n",
       "      <td>7244</td>\n",
       "      <td>11438</td>\n",
       "      <td>8</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5593</td>\n",
       "      <td>2006-09-08 10:58:49</td>\n",
       "      <td>2009-11-24 06:08:27</td>\n",
       "      <td>898</td>\n",
       "      <td>1024</td>\n",
       "      <td>2897</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9375</td>\n",
       "      <td>2006-10-18 09:58:09</td>\n",
       "      <td>2009-11-18 04:07:12</td>\n",
       "      <td>53</td>\n",
       "      <td>131</td>\n",
       "      <td>566</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10336</td>\n",
       "      <td>2006-10-24 10:05:24</td>\n",
       "      <td>2009-11-17 16:32:35</td>\n",
       "      <td>754</td>\n",
       "      <td>4103</td>\n",
       "      <td>6181</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10455</td>\n",
       "      <td>2006-10-25 04:02:13</td>\n",
       "      <td>2009-11-15 02:51:26</td>\n",
       "      <td>140</td>\n",
       "      <td>222</td>\n",
       "      <td>1192</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10698</td>\n",
       "      <td>2006-10-26 19:04:29</td>\n",
       "      <td>2009-11-16 02:20:01</td>\n",
       "      <td>140</td>\n",
       "      <td>1329</td>\n",
       "      <td>17457</td>\n",
       "      <td>8</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11718</td>\n",
       "      <td>2006-11-07 14:02:03</td>\n",
       "      <td>2009-11-24 13:41:16</td>\n",
       "      <td>254</td>\n",
       "      <td>3639</td>\n",
       "      <td>8245</td>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12527</td>\n",
       "      <td>2006-11-15 09:13:50</td>\n",
       "      <td>2009-11-27 17:29:53</td>\n",
       "      <td>108</td>\n",
       "      <td>92</td>\n",
       "      <td>815</td>\n",
       "      <td>12</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13602</td>\n",
       "      <td>2006-11-21 13:27:43</td>\n",
       "      <td>2009-11-29 07:08:59</td>\n",
       "      <td>145</td>\n",
       "      <td>395</td>\n",
       "      <td>7468</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15313</td>\n",
       "      <td>2006-11-22 09:20:12</td>\n",
       "      <td>2009-11-14 05:55:52</td>\n",
       "      <td>189</td>\n",
       "      <td>1665</td>\n",
       "      <td>3180</td>\n",
       "      <td>9</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>16683</td>\n",
       "      <td>2006-11-22 19:16:32</td>\n",
       "      <td>2009-11-13 08:35:18</td>\n",
       "      <td>70</td>\n",
       "      <td>322</td>\n",
       "      <td>4458</td>\n",
       "      <td>8</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17363</td>\n",
       "      <td>2006-11-23 02:05:21</td>\n",
       "      <td>2009-11-18 01:33:20</td>\n",
       "      <td>277</td>\n",
       "      <td>868</td>\n",
       "      <td>4693</td>\n",
       "      <td>10</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>21833</td>\n",
       "      <td>2006-11-25 09:10:53</td>\n",
       "      <td>2009-11-13 04:22:28</td>\n",
       "      <td>87</td>\n",
       "      <td>94</td>\n",
       "      <td>269</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25723</td>\n",
       "      <td>2006-11-27 15:40:13</td>\n",
       "      <td>2009-11-14 03:38:29</td>\n",
       "      <td>242</td>\n",
       "      <td>722</td>\n",
       "      <td>16787</td>\n",
       "      <td>7</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>32613</td>\n",
       "      <td>2006-11-30 12:03:39</td>\n",
       "      <td>2009-11-27 10:50:31</td>\n",
       "      <td>182</td>\n",
       "      <td>490</td>\n",
       "      <td>8384</td>\n",
       "      <td>15</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>46183</td>\n",
       "      <td>2006-12-06 12:46:08</td>\n",
       "      <td>2009-11-18 19:01:28</td>\n",
       "      <td>71</td>\n",
       "      <td>174</td>\n",
       "      <td>300</td>\n",
       "      <td>13</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>47203</td>\n",
       "      <td>2006-12-06 22:15:45</td>\n",
       "      <td>2009-11-14 01:53:53</td>\n",
       "      <td>259</td>\n",
       "      <td>485</td>\n",
       "      <td>4605</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50263</td>\n",
       "      <td>2006-12-08 05:45:09</td>\n",
       "      <td>2009-11-29 05:55:58</td>\n",
       "      <td>130</td>\n",
       "      <td>150</td>\n",
       "      <td>3498</td>\n",
       "      <td>4</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>56733</td>\n",
       "      <td>2006-12-10 23:31:28</td>\n",
       "      <td>2009-11-24 23:49:59</td>\n",
       "      <td>672</td>\n",
       "      <td>780</td>\n",
       "      <td>6795</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>60663</td>\n",
       "      <td>2006-12-12 08:22:13</td>\n",
       "      <td>2009-11-21 22:38:21</td>\n",
       "      <td>2855</td>\n",
       "      <td>5413</td>\n",
       "      <td>21166</td>\n",
       "      <td>12</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>63093</td>\n",
       "      <td>2006-12-13 03:20:17</td>\n",
       "      <td>2009-11-20 03:37:49</td>\n",
       "      <td>133</td>\n",
       "      <td>160</td>\n",
       "      <td>549</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>157763</td>\n",
       "      <td>2006-12-22 06:54:25</td>\n",
       "      <td>2009-11-16 21:09:59</td>\n",
       "      <td>262</td>\n",
       "      <td>325</td>\n",
       "      <td>2701</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198623</td>\n",
       "      <td>2006-12-23 10:18:05</td>\n",
       "      <td>2009-11-26 07:58:23</td>\n",
       "      <td>152</td>\n",
       "      <td>249</td>\n",
       "      <td>2871</td>\n",
       "      <td>8</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>304713</td>\n",
       "      <td>2006-12-27 19:26:47</td>\n",
       "      <td>2009-11-23 11:39:43</td>\n",
       "      <td>235</td>\n",
       "      <td>385</td>\n",
       "      <td>50356</td>\n",
       "      <td>6</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>451373</td>\n",
       "      <td>2007-01-02 07:13:51</td>\n",
       "      <td>2009-11-22 10:04:15</td>\n",
       "      <td>315</td>\n",
       "      <td>198</td>\n",
       "      <td>4694</td>\n",
       "      <td>9</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>627303</td>\n",
       "      <td>2007-01-11 16:19:38</td>\n",
       "      <td>2009-11-15 16:01:01</td>\n",
       "      <td>234</td>\n",
       "      <td>1845</td>\n",
       "      <td>5411</td>\n",
       "      <td>7</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19246</th>\n",
       "      <td>93055692</td>\n",
       "      <td>2009-11-27 15:52:51</td>\n",
       "      <td>2009-11-27 17:22:40</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19247</th>\n",
       "      <td>93058189</td>\n",
       "      <td>2009-11-27 16:07:06</td>\n",
       "      <td>2009-11-29 00:44:22</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19248</th>\n",
       "      <td>93061925</td>\n",
       "      <td>2009-11-27 16:30:13</td>\n",
       "      <td>2009-11-28 21:43:19</td>\n",
       "      <td>59</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19249</th>\n",
       "      <td>93070321</td>\n",
       "      <td>2009-11-27 17:20:02</td>\n",
       "      <td>2009-11-27 17:31:55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19250</th>\n",
       "      <td>93071458</td>\n",
       "      <td>2009-11-27 17:26:10</td>\n",
       "      <td>2009-11-27 17:35:19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19251</th>\n",
       "      <td>93099375</td>\n",
       "      <td>2009-11-27 20:16:02</td>\n",
       "      <td>2009-11-28 21:59:01</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19252</th>\n",
       "      <td>93118174</td>\n",
       "      <td>2009-11-27 22:26:16</td>\n",
       "      <td>2009-11-29 06:43:43</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>52</td>\n",
       "      <td>12</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19253</th>\n",
       "      <td>93121803</td>\n",
       "      <td>2009-11-27 22:54:47</td>\n",
       "      <td>2009-11-29 08:26:55</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19254</th>\n",
       "      <td>93129749</td>\n",
       "      <td>2009-11-27 23:59:56</td>\n",
       "      <td>2009-11-29 00:53:43</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19255</th>\n",
       "      <td>93139606</td>\n",
       "      <td>2009-11-28 01:28:32</td>\n",
       "      <td>2009-11-28 22:03:18</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19256</th>\n",
       "      <td>93156080</td>\n",
       "      <td>2009-11-28 04:07:58</td>\n",
       "      <td>2009-11-29 00:26:37</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19257</th>\n",
       "      <td>93179406</td>\n",
       "      <td>2009-11-28 06:56:30</td>\n",
       "      <td>2009-11-29 10:08:18</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19258</th>\n",
       "      <td>93189641</td>\n",
       "      <td>2009-11-28 08:05:48</td>\n",
       "      <td>2009-11-29 04:24:49</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19259</th>\n",
       "      <td>93213066</td>\n",
       "      <td>2009-11-28 10:25:15</td>\n",
       "      <td>2009-11-29 06:44:59</td>\n",
       "      <td>37</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19260</th>\n",
       "      <td>93229688</td>\n",
       "      <td>2009-11-28 12:04:18</td>\n",
       "      <td>2009-11-29 07:38:33</td>\n",
       "      <td>166</td>\n",
       "      <td>44</td>\n",
       "      <td>118</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19261</th>\n",
       "      <td>93258789</td>\n",
       "      <td>2009-11-28 15:02:50</td>\n",
       "      <td>2009-11-29 04:42:59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19262</th>\n",
       "      <td>93271119</td>\n",
       "      <td>2009-11-28 16:21:25</td>\n",
       "      <td>2009-11-29 05:45:06</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19263</th>\n",
       "      <td>93314424</td>\n",
       "      <td>2009-11-28 21:18:43</td>\n",
       "      <td>2009-11-28 22:46:49</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19264</th>\n",
       "      <td>93337503</td>\n",
       "      <td>2009-11-29 00:02:06</td>\n",
       "      <td>2009-11-29 00:18:38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19265</th>\n",
       "      <td>93340898</td>\n",
       "      <td>2009-11-29 00:32:49</td>\n",
       "      <td>2009-11-29 00:47:15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19266</th>\n",
       "      <td>93342019</td>\n",
       "      <td>2009-11-29 00:43:50</td>\n",
       "      <td>2009-11-29 01:11:31</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19267</th>\n",
       "      <td>93362225</td>\n",
       "      <td>2009-11-29 03:13:03</td>\n",
       "      <td>2009-11-29 03:59:17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19268</th>\n",
       "      <td>93378157</td>\n",
       "      <td>2009-11-29 04:59:11</td>\n",
       "      <td>2009-11-29 05:25:44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19269</th>\n",
       "      <td>93386957</td>\n",
       "      <td>2009-11-29 06:08:02</td>\n",
       "      <td>2009-11-29 07:58:27</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19270</th>\n",
       "      <td>93390803</td>\n",
       "      <td>2009-11-29 06:33:25</td>\n",
       "      <td>2009-11-29 07:26:04</td>\n",
       "      <td>172</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19271</th>\n",
       "      <td>93390990</td>\n",
       "      <td>2009-11-29 06:34:30</td>\n",
       "      <td>2009-11-29 07:50:54</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19272</th>\n",
       "      <td>93402679</td>\n",
       "      <td>2009-11-29 07:47:50</td>\n",
       "      <td>2009-11-29 07:56:28</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19273</th>\n",
       "      <td>93419256</td>\n",
       "      <td>2009-11-29 09:23:30</td>\n",
       "      <td>2009-11-29 09:30:48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19274</th>\n",
       "      <td>93426370</td>\n",
       "      <td>2009-11-29 10:04:26</td>\n",
       "      <td>2009-11-29 10:13:17</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19275</th>\n",
       "      <td>93442002</td>\n",
       "      <td>2009-11-29 11:27:25</td>\n",
       "      <td>2009-11-29 11:36:52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19276 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id           created_at         collected_at  friends_count  \\\n",
       "0           614  2006-07-13 15:30:05  2009-11-20 23:56:21            510   \n",
       "1          1038  2006-07-15 16:12:15  2009-11-16 05:12:11            304   \n",
       "2          1437  2006-07-16 12:29:24  2009-11-16 16:25:12             45   \n",
       "3          2615  2006-07-19 23:23:55  2009-11-27 18:34:36            211   \n",
       "4          3148  2006-07-26 14:17:22  2009-11-20 17:35:18           7346   \n",
       "5          5593  2006-09-08 10:58:49  2009-11-24 06:08:27            898   \n",
       "6          9375  2006-10-18 09:58:09  2009-11-18 04:07:12             53   \n",
       "7         10336  2006-10-24 10:05:24  2009-11-17 16:32:35            754   \n",
       "8         10455  2006-10-25 04:02:13  2009-11-15 02:51:26            140   \n",
       "9         10698  2006-10-26 19:04:29  2009-11-16 02:20:01            140   \n",
       "10        11718  2006-11-07 14:02:03  2009-11-24 13:41:16            254   \n",
       "11        12527  2006-11-15 09:13:50  2009-11-27 17:29:53            108   \n",
       "12        13602  2006-11-21 13:27:43  2009-11-29 07:08:59            145   \n",
       "13        15313  2006-11-22 09:20:12  2009-11-14 05:55:52            189   \n",
       "14        16683  2006-11-22 19:16:32  2009-11-13 08:35:18             70   \n",
       "15        17363  2006-11-23 02:05:21  2009-11-18 01:33:20            277   \n",
       "16        21833  2006-11-25 09:10:53  2009-11-13 04:22:28             87   \n",
       "17        25723  2006-11-27 15:40:13  2009-11-14 03:38:29            242   \n",
       "18        32613  2006-11-30 12:03:39  2009-11-27 10:50:31            182   \n",
       "19        46183  2006-12-06 12:46:08  2009-11-18 19:01:28             71   \n",
       "20        47203  2006-12-06 22:15:45  2009-11-14 01:53:53            259   \n",
       "21        50263  2006-12-08 05:45:09  2009-11-29 05:55:58            130   \n",
       "22        56733  2006-12-10 23:31:28  2009-11-24 23:49:59            672   \n",
       "23        60663  2006-12-12 08:22:13  2009-11-21 22:38:21           2855   \n",
       "24        63093  2006-12-13 03:20:17  2009-11-20 03:37:49            133   \n",
       "25       157763  2006-12-22 06:54:25  2009-11-16 21:09:59            262   \n",
       "26       198623  2006-12-23 10:18:05  2009-11-26 07:58:23            152   \n",
       "27       304713  2006-12-27 19:26:47  2009-11-23 11:39:43            235   \n",
       "28       451373  2007-01-02 07:13:51  2009-11-22 10:04:15            315   \n",
       "29       627303  2007-01-11 16:19:38  2009-11-15 16:01:01            234   \n",
       "...         ...                  ...                  ...            ...   \n",
       "19246  93055692  2009-11-27 15:52:51  2009-11-27 17:22:40             21   \n",
       "19247  93058189  2009-11-27 16:07:06  2009-11-29 00:44:22              6   \n",
       "19248  93061925  2009-11-27 16:30:13  2009-11-28 21:43:19             59   \n",
       "19249  93070321  2009-11-27 17:20:02  2009-11-27 17:31:55              1   \n",
       "19250  93071458  2009-11-27 17:26:10  2009-11-27 17:35:19              1   \n",
       "19251  93099375  2009-11-27 20:16:02  2009-11-28 21:59:01              4   \n",
       "19252  93118174  2009-11-27 22:26:16  2009-11-29 06:43:43             15   \n",
       "19253  93121803  2009-11-27 22:54:47  2009-11-29 08:26:55             29   \n",
       "19254  93129749  2009-11-27 23:59:56  2009-11-29 00:53:43             18   \n",
       "19255  93139606  2009-11-28 01:28:32  2009-11-28 22:03:18             75   \n",
       "19256  93156080  2009-11-28 04:07:58  2009-11-29 00:26:37             32   \n",
       "19257  93179406  2009-11-28 06:56:30  2009-11-29 10:08:18              6   \n",
       "19258  93189641  2009-11-28 08:05:48  2009-11-29 04:24:49              4   \n",
       "19259  93213066  2009-11-28 10:25:15  2009-11-29 06:44:59             37   \n",
       "19260  93229688  2009-11-28 12:04:18  2009-11-29 07:38:33            166   \n",
       "19261  93258789  2009-11-28 15:02:50  2009-11-29 04:42:59              0   \n",
       "19262  93271119  2009-11-28 16:21:25  2009-11-29 05:45:06             21   \n",
       "19263  93314424  2009-11-28 21:18:43  2009-11-28 22:46:49             24   \n",
       "19264  93337503  2009-11-29 00:02:06  2009-11-29 00:18:38              0   \n",
       "19265  93340898  2009-11-29 00:32:49  2009-11-29 00:47:15              3   \n",
       "19266  93342019  2009-11-29 00:43:50  2009-11-29 01:11:31              1   \n",
       "19267  93362225  2009-11-29 03:13:03  2009-11-29 03:59:17              4   \n",
       "19268  93378157  2009-11-29 04:59:11  2009-11-29 05:25:44              0   \n",
       "19269  93386957  2009-11-29 06:08:02  2009-11-29 07:58:27              5   \n",
       "19270  93390803  2009-11-29 06:33:25  2009-11-29 07:26:04            172   \n",
       "19271  93390990  2009-11-29 06:34:30  2009-11-29 07:50:54              5   \n",
       "19272  93402679  2009-11-29 07:47:50  2009-11-29 07:56:28             20   \n",
       "19273  93419256  2009-11-29 09:23:30  2009-11-29 09:30:48              0   \n",
       "19274  93426370  2009-11-29 10:04:26  2009-11-29 10:13:17             20   \n",
       "19275  93442002  2009-11-29 11:27:25  2009-11-29 11:36:52              1   \n",
       "\n",
       "       followers_count  tweet_count  len_screen_ame  len_description  \n",
       "0                  350         3265              10               34  \n",
       "1                  443         4405               7              156  \n",
       "2                   73          725               6               37  \n",
       "3                  230          211               7                0  \n",
       "4                 7244        11438               8               97  \n",
       "5                 1024         2897               8               56  \n",
       "6                  131          566               9               11  \n",
       "7                 4103         6181               6                0  \n",
       "8                  222         1192               9               15  \n",
       "9                 1329        17457               8               63  \n",
       "10                3639         8245              11               31  \n",
       "11                  92          815              12               49  \n",
       "12                 395         7468               6               28  \n",
       "13                1665         3180               9               20  \n",
       "14                 322         4458               8               75  \n",
       "15                 868         4693              10              128  \n",
       "16                  94          269               8               18  \n",
       "17                 722        16787               7              139  \n",
       "18                 490         8384              15               51  \n",
       "19                 174          300              13              110  \n",
       "20                 485         4605               3               25  \n",
       "21                 150         3498               4              117  \n",
       "22                 780         6795               8                0  \n",
       "23                5413        21166              12              158  \n",
       "24                 160          549               7               11  \n",
       "25                 325         2701               6                0  \n",
       "26                 249         2871               8               69  \n",
       "27                 385        50356               6               85  \n",
       "28                 198         4694               9               84  \n",
       "29                1845         5411               7               70  \n",
       "...                ...          ...             ...              ...  \n",
       "19246                4            4              15                0  \n",
       "19247                3            9              14                0  \n",
       "19248                6           14               6                0  \n",
       "19249                1            6               8                0  \n",
       "19250                0            1              10                0  \n",
       "19251                3            5               8               11  \n",
       "19252                1           52              12               42  \n",
       "19253                1           31               8                0  \n",
       "19254                3            9               8                0  \n",
       "19255               21           49               9               40  \n",
       "19256                2           12               8                0  \n",
       "19257                1            4               9                0  \n",
       "19258                1           22               9                0  \n",
       "19259               15           35              10               37  \n",
       "19260               44          118              15                0  \n",
       "19261                0            3               8                0  \n",
       "19262                1            1              11                0  \n",
       "19263                1            5              13                0  \n",
       "19264                0            1              10               15  \n",
       "19265                1            8              14               23  \n",
       "19266                0            5              13              160  \n",
       "19267                0            5               8                0  \n",
       "19268                0            1              12                0  \n",
       "19269                0           15              12                0  \n",
       "19270                3            2              13                0  \n",
       "19271                0            5              11                0  \n",
       "19272                1            1              12                0  \n",
       "19273                0            1               8                0  \n",
       "19274                1            1              10                0  \n",
       "19275                0            1               7                0  \n",
       "\n",
       "[19276 rows x 8 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'name', 'screen_name', 'statuses_count', 'followers_count',\n",
       "       'friends_count', 'favourites_count', 'listed_count', 'url', 'lang',\n",
       "       'time_zone', 'location', 'default_profile', 'default_profile_image',\n",
       "       'geo_enabled', 'profile_image_url', 'profile_banner_url',\n",
       "       'profile_use_background_image', 'profile_background_image_url_https',\n",
       "       'profile_text_color', 'profile_image_url_https',\n",
       "       'profile_sidebar_border_color', 'profile_background_tile',\n",
       "       'profile_sidebar_fill_color', 'profile_background_image_url',\n",
       "       'profile_background_color', 'profile_link_color', 'utc_offset',\n",
       "       'is_translator', 'follow_request_sent', 'protected', 'verified',\n",
       "       'notifications', 'description', 'contributors_enabled', 'following',\n",
       "       'created_at', 'timestamp', 'crawled_at', 'updated', 'test_set_1'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    1128\n",
       "Name: lang, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot7.lang.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en                    3178\n",
       "es                     123\n",
       "en-gb                   50\n",
       "ja                      32\n",
       "fr                      18\n",
       "zh-tw                   17\n",
       "pt                      13\n",
       "id                       7\n",
       "de                       6\n",
       "nl                       5\n",
       "ru                       4\n",
       "en-GB                    4\n",
       "zh-TW                    3\n",
       "Select Language...       2\n",
       "tr                       2\n",
       "da                       2\n",
       "ar                       1\n",
       "pl                       1\n",
       "ko                       1\n",
       "el                       1\n",
       "sv                       1\n",
       "xx-lc                    1\n",
       "fil                      1\n",
       "en-AU                    1\n",
       "Name: lang, dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum3.lang.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
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 "nbformat": 4,
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