link_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing Links From Russian Trolls\n",
    "by [Leon Yin](twitter.com/leonyin)<br>\n",
    "2018-02-20\n",
    "\n",
    "<a href=\"https://www.nbcnews.com/tech/social-media/now-available-more-200-000-deleted-russian-troll-tweets-n844731\">Link of dataset</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import itertools\n",
    "import requests\n",
    "from urllib.parse import urlparse\n",
    "import pandas as pd\n",
    "from tqdm._tqdm_notebook import tqdm_notebook as tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "203482"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweet_url = 'http://nodeassets.nbcnews.com/russian-twitter-trolls/tweets.csv'\n",
    "df_tweets = pd.read_csv(tweet_url, dtype={'id' : str, 'user_id' : str, 'tweet_id':str})\n",
    "len(df_tweets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "454"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_url = 'http://nodeassets.nbcnews.com/russian-twitter-trolls/users.csv'\n",
    "df_users = pd.read_csv(user_url, dtype={'id' : str})\n",
    "len(df_users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                   object\n",
       "location             object\n",
       "name                 object\n",
       "followers_count     float64\n",
       "statuses_count      float64\n",
       "time_zone            object\n",
       "verified             object\n",
       "lang                 object\n",
       "screen_name          object\n",
       "description          object\n",
       "created_at           object\n",
       "favourites_count    float64\n",
       "friends_count       float64\n",
       "listed_count        float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18710816</td>\n",
       "      <td>near Utah Ave &amp; Lighthouse an</td>\n",
       "      <td>Robby Delaware</td>\n",
       "      <td>304.0</td>\n",
       "      <td>11484.0</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>RobbyDelaware</td>\n",
       "      <td>I support the free movement of people, ideas a...</td>\n",
       "      <td>Wed Jan 07 04:38:02 +0000 2009</td>\n",
       "      <td>17.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100345056</td>\n",
       "      <td>still ⬆️Block⤵️Corner⬇️street</td>\n",
       "      <td>#Ezekiel2517✨...</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>31858.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>SCOTTGOHARD</td>\n",
       "      <td>CELEBRITY TRAINER ✨#424W147th✨ #CrossfitCoach ...</td>\n",
       "      <td>Tue Dec 29 23:15:22 +0000 2009</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>1055.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>247165706</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>B E C K S T E R✨</td>\n",
       "      <td>650.0</td>\n",
       "      <td>6742.0</td>\n",
       "      <td>Mountain Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Beckster319</td>\n",
       "      <td>Rebecca Lynn Hirschfeld Actress.Model.Writer.A...</td>\n",
       "      <td>Fri Feb 04 06:38:45 +0000 2011</td>\n",
       "      <td>7273.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>249538861</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chris Osborne</td>\n",
       "      <td>44.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>skatewake1994</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 09 07:38:44 +0000 2011</td>\n",
       "      <td>227.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>449689677</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Рамзан Кадыров</td>\n",
       "      <td>94773.0</td>\n",
       "      <td>10877.0</td>\n",
       "      <td>Moscow</td>\n",
       "      <td>False</td>\n",
       "      <td>ru</td>\n",
       "      <td>KadirovRussia</td>\n",
       "      <td>Пародийный аккаунт. Озвучиваю то, что политика...</td>\n",
       "      <td>Thu Dec 29 11:31:09 +0000 2011</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>691.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                       location              name  \\\n",
       "0   18710816  near Utah Ave & Lighthouse an    Robby Delaware   \n",
       "1  100345056  still ⬆️Block⤵️Corner⬇️street  #Ezekiel2517✨...   \n",
       "2  247165706                    Chicago, IL  B E C K S T E R✨   \n",
       "3  249538861                            NaN     Chris Osborne   \n",
       "4  449689677                            NaN    Рамзан Кадыров   \n",
       "\n",
       "   followers_count  statuses_count                    time_zone verified lang  \\\n",
       "0            304.0         11484.0   Pacific Time (US & Canada)    False   en   \n",
       "1           1053.0         31858.0                          NaN    False   en   \n",
       "2            650.0          6742.0  Mountain Time (US & Canada)    False   en   \n",
       "3             44.0           843.0                          NaN    False   en   \n",
       "4          94773.0         10877.0                       Moscow    False   ru   \n",
       "\n",
       "     screen_name                                        description  \\\n",
       "0  RobbyDelaware  I support the free movement of people, ideas a...   \n",
       "1    SCOTTGOHARD  CELEBRITY TRAINER ✨#424W147th✨ #CrossfitCoach ...   \n",
       "2    Beckster319  Rebecca Lynn Hirschfeld Actress.Model.Writer.A...   \n",
       "3  skatewake1994                                                NaN   \n",
       "4  KadirovRussia  Пародийный аккаунт. Озвучиваю то, что политика...   \n",
       "\n",
       "                       created_at  favourites_count  friends_count  \\\n",
       "0  Wed Jan 07 04:38:02 +0000 2009              17.0          670.0   \n",
       "1  Tue Dec 29 23:15:22 +0000 2009            2774.0         1055.0   \n",
       "2  Fri Feb 04 06:38:45 +0000 2011            7273.0          896.0   \n",
       "3  Wed Feb 09 07:38:44 +0000 2011             227.0          154.0   \n",
       "4  Thu Dec 29 11:31:09 +0000 2011               0.0            7.0   \n",
       "\n",
       "   listed_count  \n",
       "0          13.0  \n",
       "1          35.0  \n",
       "2          30.0  \n",
       "3           1.0  \n",
       "4         691.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "2570574680               1\n",
       "Name: user_id, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets['user_id'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>user_key</th>\n",
       "      <th>created_at</th>\n",
       "      <th>created_str</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>retweeted</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>source</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>posted</th>\n",
       "      <th>mentions</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1868981054</td>\n",
       "      <td>ryanmaxwell_1</td>\n",
       "      <td>1.458672e+12</td>\n",
       "      <td>2016-03-22 18:31:42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#IslamKills Are you trying to say that there w...</td>\n",
       "      <td>712346027861405696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[\"IslamKills\"]</td>\n",
       "      <td>[]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2571870453</td>\n",
       "      <td>detroitdailynew</td>\n",
       "      <td>1.476133e+12</td>\n",
       "      <td>2016-10-10 20:57:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinton: Trump should’ve apologized more, atta...</td>\n",
       "      <td>785584942356967425</td>\n",
       "      <td>&lt;a href=\"http://twitterfeed.com\" rel=\"nofollow...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[\"http://detne.ws/2e172jF\"]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1710804738</td>\n",
       "      <td>cookncooks</td>\n",
       "      <td>1.487767e+12</td>\n",
       "      <td>2017-02-22 12:43:43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RT @ltapoll: Who was/is the best president of ...</td>\n",
       "      <td>834383165359788032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2584152521</td>\n",
       "      <td>queenofthewo</td>\n",
       "      <td>1.482765e+12</td>\n",
       "      <td>2016-12-26 15:06:41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RT @jww372: I don't have to guess your religio...</td>\n",
       "      <td>813400649912217600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[\"ChristmasAftermath\"]</td>\n",
       "      <td>[]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1768259989</td>\n",
       "      <td>mrclydepratt</td>\n",
       "      <td>1.501987e+12</td>\n",
       "      <td>2017-08-06 02:36:24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RT @Shareblue: Pence and his lawyers decided w...</td>\n",
       "      <td>894024327049363456</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      user_id         user_key    created_at          created_str  \\\n",
       "0  1868981054    ryanmaxwell_1  1.458672e+12  2016-03-22 18:31:42   \n",
       "1  2571870453  detroitdailynew  1.476133e+12  2016-10-10 20:57:00   \n",
       "2  1710804738       cookncooks  1.487767e+12  2017-02-22 12:43:43   \n",
       "3  2584152521     queenofthewo  1.482765e+12  2016-12-26 15:06:41   \n",
       "4  1768259989     mrclydepratt  1.501987e+12  2017-08-06 02:36:24   \n",
       "\n",
       "   retweet_count retweeted  favorite_count  \\\n",
       "0            NaN       NaN             NaN   \n",
       "1            0.0     False             0.0   \n",
       "2            NaN       NaN             NaN   \n",
       "3            NaN       NaN             NaN   \n",
       "4            NaN       NaN             NaN   \n",
       "\n",
       "                                                text            tweet_id  \\\n",
       "0  #IslamKills Are you trying to say that there w...  712346027861405696   \n",
       "1  Clinton: Trump should’ve apologized more, atta...  785584942356967425   \n",
       "2  RT @ltapoll: Who was/is the best president of ...  834383165359788032   \n",
       "3  RT @jww372: I don't have to guess your religio...  813400649912217600   \n",
       "4  RT @Shareblue: Pence and his lawyers decided w...  894024327049363456   \n",
       "\n",
       "                                              source                hashtags  \\\n",
       "0                                                NaN          [\"IslamKills\"]   \n",
       "1  <a href=\"http://twitterfeed.com\" rel=\"nofollow...                      []   \n",
       "2                                                NaN                      []   \n",
       "3                                                NaN  [\"ChristmasAftermath\"]   \n",
       "4                                                NaN                      []   \n",
       "\n",
       "                 expanded_urls  posted mentions  retweeted_status_id  \\\n",
       "0                           []  POSTED       []                  NaN   \n",
       "1  [\"http://detne.ws/2e172jF\"]  POSTED       []                  NaN   \n",
       "2                           []  POSTED       []                  NaN   \n",
       "3                           []  POSTED       []                  NaN   \n",
       "4                           []  POSTED       []                  NaN   \n",
       "\n",
       "   in_reply_to_status_id  \n",
       "0                    NaN  \n",
       "1                    NaN  \n",
       "2                    NaN  \n",
       "3                    NaN  \n",
       "4                    NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tweets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_link(tweet):\n",
    "    '''\n",
    "    For pandas!\n",
    "    Returns a generator containing tweet metadata about media.\n",
    "    '''\n",
    "    row = {\n",
    "        'user.id': tweet['user_id'],\n",
    "        'tweet.id': tweet['tweet_id'],\n",
    "        'tweet.created_at': tweet['created_str'],\n",
    "        'tweet.text' : tweet['text']\n",
    "    }\n",
    "\n",
    "    list_urls = tweet['expanded_urls']\n",
    "    \n",
    "    if list_urls:\n",
    "        for url in list_urls:\n",
    "            r = row.copy()\n",
    "            r['link.url_long'] = url\n",
    "            if r['link.url_long']:\n",
    "                r['link.domain'] = urlparse(r['link.url_long']).netloc.lower()\n",
    "                yield r  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# df_tweets['expanded_urls'] = df_tweets['expanded_urls'].apply(lambda x: x[1:-1].strip('\"').split(','))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_tweets['expanded_urls'] = df_tweets['expanded_urls'].apply(json.loads)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'user.id': '2571870453', 'tweet.id': '785584942356967425', 'tweet.created_at': '2016-10-10 20:57:00', 'tweet.text': 'Clinton: Trump should’ve apologized more, attacked less https://t.co/eJampkoHFZ', 'link.url_long': 'http://detne.ws/2e172jF', 'link.domain': 'detne.ws'}\n"
     ]
    }
   ],
   "source": [
    "for link in get_link(df_tweets.iloc[1]):\n",
    "    print(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff89d445b67d4a5ba455b9a4842de86b"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "df_links = pd.DataFrame(\n",
    "    list(\n",
    "        itertools.chain.from_iterable(\n",
    "            [ get_link( tweet[1] ) for tweet in tqdm( df_tweets.iterrows() ) if tweet ]\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40768"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "twitter.com                 11449\n",
       "bit.ly                       5693\n",
       "youtu.be                     1353\n",
       "twibble.io                    945\n",
       "ln.is                         761\n",
       "www.youtube.com               592\n",
       "dlvr.it                       588\n",
       "www.breitbart.com             576\n",
       "wapo.st                       497\n",
       "ow.ly                         489\n",
       "goo.gl                        472\n",
       "buff.ly                       425\n",
       "dailycaller.com               382\n",
       "www.frontpagemag.com          309\n",
       "sh.st                         297\n",
       "fb.me                         266\n",
       "on.rt.com                     246\n",
       "www.huffingtonpost.com        227\n",
       "www.wcvb.com                  210\n",
       "ift.tt                        206\n",
       "shar.es                       206\n",
       "www.infowars.com              205\n",
       "truthfeed.com                 200\n",
       "hill.cm                       191\n",
       "dailym.ai                     190\n",
       "thehill.com                   187\n",
       "www.donaldjtrump.com          179\n",
       "politi.co                     175\n",
       "www.nytimes.com               172\n",
       "www.thegatewaypundit.com      156\n",
       "www.washingtonpost.com        150\n",
       "fxn.ws                        149\n",
       "www.foxnews.com               147\n",
       "wp.me                         142\n",
       "usat.ly                       128\n",
       "conscores.org                 127\n",
       "washex.am                     126\n",
       "www.facebook.com              125\n",
       "cnn.it                        122\n",
       "smq.tc                        122\n",
       "wikileaks.org                 122\n",
       "amp.twimg.com                 121\n",
       "nypost.com                    117\n",
       "statespoll.com                115\n",
       "www.politico.com              114\n",
       "www.lifezette.com             112\n",
       "www.cnn.com                   109\n",
       "www.cbsnews.com               108\n",
       "vine.co                       107\n",
       "trib.al                       106\n",
       "Name: link.domain, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# first 50 shared domains\n",
    "df_links['link.domain'].value_counts().head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1679279490    5340\n",
       "1671234620    3040\n",
       "1662779209    1619\n",
       "1661246144    1484\n",
       "2606301939    1286\n",
       "Name: user.id, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links['user.id'].value_counts().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Link Analysis <a id=\"link\"></a>\n",
    "Let's strip all the links out of the tweet.<br>\n",
    "We can't just return the value, as there can be multiple links per Tweet.<br>\n",
    "We can solve this by using a generator, and unpacking each using `itertools`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link.domain</th>\n",
       "      <th>link.url_long</th>\n",
       "      <th>tweet.created_at</th>\n",
       "      <th>tweet.id</th>\n",
       "      <th>tweet.text</th>\n",
       "      <th>user.id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>detne.ws</td>\n",
       "      <td>http://detne.ws/2e172jF</td>\n",
       "      <td>2016-10-10 20:57:00</td>\n",
       "      <td>785584942356967425</td>\n",
       "      <td>Clinton: Trump should’ve apologized more, atta...</td>\n",
       "      <td>2571870453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>www.feed24hnews.com</td>\n",
       "      <td>http://www.Feed24hNews.com/4MzaL</td>\n",
       "      <td>2016-10-30 01:48:19</td>\n",
       "      <td>792543622528892929</td>\n",
       "      <td>RT @AriaWilsonGOP: 3 Women Face Charges After ...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bit.ly</td>\n",
       "      <td>http://bit.ly/2axp6SI</td>\n",
       "      <td>2016-07-27 14:55:39</td>\n",
       "      <td>758314917355106304</td>\n",
       "      <td>Obama on Trump winning: 'Anything's possible' ...</td>\n",
       "      <td>2587843805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bgg2wl.com</td>\n",
       "      <td>http://bgg2wl.com/1CDJfQt</td>\n",
       "      <td>2016-10-30 09:29:28</td>\n",
       "      <td>792659678018887685</td>\n",
       "      <td>RT @bgg2wl: Walmart, Michelle Obama and The Ha...</td>\n",
       "      <td>1660375034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>twitter.com</td>\n",
       "      <td>https://twitter.com/profchrismjones/status/790...</td>\n",
       "      <td>2016-10-23 03:12:06</td>\n",
       "      <td>790027995343904769</td>\n",
       "      <td>RT @JoyAnnReid: Tried to tell the @amjoyshow s...</td>\n",
       "      <td>1510488662</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           link.domain                                      link.url_long  \\\n",
       "0             detne.ws                            http://detne.ws/2e172jF   \n",
       "1  www.feed24hnews.com                   http://www.Feed24hNews.com/4MzaL   \n",
       "2               bit.ly                              http://bit.ly/2axp6SI   \n",
       "3           bgg2wl.com                          http://bgg2wl.com/1CDJfQt   \n",
       "4          twitter.com  https://twitter.com/profchrismjones/status/790...   \n",
       "\n",
       "      tweet.created_at            tweet.id  \\\n",
       "0  2016-10-10 20:57:00  785584942356967425   \n",
       "1  2016-10-30 01:48:19  792543622528892929   \n",
       "2  2016-07-27 14:55:39  758314917355106304   \n",
       "3  2016-10-30 09:29:28  792659678018887685   \n",
       "4  2016-10-23 03:12:06  790027995343904769   \n",
       "\n",
       "                                          tweet.text     user.id  \n",
       "0  Clinton: Trump should’ve apologized more, atta...  2571870453  \n",
       "1  RT @AriaWilsonGOP: 3 Women Face Charges After ...  1679279490  \n",
       "2  Obama on Trump winning: 'Anything's possible' ...  2587843805  \n",
       "3  RT @bgg2wl: Walmart, Michelle Obama and The Ha...  1660375034  \n",
       "4  RT @JoyAnnReid: Tried to tell the @amjoyshow s...  1510488662  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_links = df_links[df_links['link.domain'] != 'twitter.com']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'constitution.com/Qg5CQ'"
      ]
     },
     "execution_count": 218,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 'ln.is'\n",
    "'http://ln.is/constitution.com/Qg5CQ'.strip('http://ln.is/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# should I unshorten publication links?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# twibble.io\n",
    "# social media manager\n",
    "# also twib.in\n",
    "\n",
    "# dlvr.it\n",
    "# social media manager\n",
    "\n",
    "# sh.st\n",
    "# showrens video, hard to expand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import unshortenit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('http://www.kmbc.com/no-longer-available', 200)"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unshortenit.unshorten('http://bit.ly/2axp6SI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['http://sh.st/8K1C2', 'http://sh.st/7tJuE', 'http://sh.st/5x58h',\n",
       "       'http://sh.st/4UGEH', 'http://sh.st/4w6gn'], dtype=object)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links[df_links['link.domain'] == 'sh.st'].head()['link.url_long'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# domains for links\n",
    "general_shorteners = [\n",
    "    'sh.st',  \n",
    "]\n",
    "\n",
    "trouble_shorteners = [\n",
    "    'dlvr.it', 'bit.ly', 'buff.ly',\n",
    "    'ow.ly',  'goo.gl', 'shar.es', \n",
    "    'ift.tt', 'fb.me',  'washex.am', 'smq.tc',  'trib.al',\n",
    "    'paper.li', 'waa.ai', 'tinyurl.com',\n",
    "]\n",
    "\n",
    "media_shorteners = [\n",
    "    'on.rt.com', 'wapo.st', 'hill.cm', 'dailym.ai',\n",
    "    'politi.co', 'fxn.ws', 'usat.ly', 'cnn.it',\n",
    "    'huff.to', 'nyp.st', 'cbsloc.al', 'nyti.ms',\n",
    "    'wpo.st', 'on.wsj.com', 'nydn.us',\n",
    "    \n",
    "]\n",
    "\n",
    "shortened_domains = general_shorteners\n",
    "shortened_domains_2 = media_shorteners + trouble_shorteners\n",
    "all_short_domains = shortened_domains + shortened_domains_2 + ['ln.is']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def parse_error(row):\n",
    "    if 'HTTPConnectionPool' in row:\n",
    "        vals = row.split(\"HTTPConnectionPool(host='\")[1].split(\"',\")\n",
    "        domain = vals[0]\n",
    "        url_endpoint = vals[1].split('Max retries exceeded with url: ')[-1].split(\" (Caused by\")[0]\n",
    "        url_endpoint = os.path.join('http://', domain + url_endpoint)\n",
    "    else:\n",
    "        domain, url_endpoint = -1, -1\n",
    "    return domain, url_endpoint\n",
    "\n",
    "def unshorten(link):\n",
    "    if link['link.domain'] in shortened_domains:\n",
    "        # expland long link\n",
    "        url_long, code = unshortenit.unshorten(link['link.url_long'])\n",
    "        time.sleep(.4)\n",
    "        domain = urlparse(url_long).netloc.lower()\n",
    "        return link['link.domain'], link['link.url_long'], domain, url_long\n",
    "#         else:\n",
    "#             print(\"ERROR CODE {}\\nURL-LONG {}\\n{} is fucked\\n\\n\".format(code, url_long, link))\n",
    "#             return link['link.domain'], link['link.url_long'], -2, url_long\n",
    "        \n",
    "    elif link['link.domain'] in shortened_domains_2:\n",
    "        try:\n",
    "            r = requests.head(link['link.url_long'], allow_redirects=True)\n",
    "            url_long = r.url\n",
    "            time.sleep(.4)\n",
    "            domain = urlparse(url_long).netloc.lower()\n",
    "            return link['link.domain'], link['link.url_long'], domain, url_long\n",
    "        \n",
    "        except requests.exceptions.RequestException as e:\n",
    "#             print(\"FUcked {}\".format(link))\n",
    "#             print(e)\n",
    "            domain, url_long = parse_error(str(e))\n",
    "            return link['link.domain'], link['link.url_long'], domain, url_long\n",
    "            \n",
    "            \n",
    "    elif link['link.domain'] == 'ln.is':\n",
    "        url_long = link['link.url_long'].replace('ln.is/', '')\n",
    "        time.sleep(.4)\n",
    "        domain = urlparse(url_long).netloc.lower()\n",
    "\n",
    "        return link['link.domain'], link['link.url_long'], domain, url_long"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link.domain</th>\n",
       "      <th>link.url_long</th>\n",
       "      <th>tweet.created_at</th>\n",
       "      <th>tweet.id</th>\n",
       "      <th>tweet.text</th>\n",
       "      <th>user.id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/kI3Uc</td>\n",
       "      <td>2016-09-12 17:48:32</td>\n",
       "      <td>775390654306226176</td>\n",
       "      <td>RT @GoldStarMomTX55: ChristiChat: RT LindaSuhl...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/mU6Uw</td>\n",
       "      <td>2016-09-18 01:05:05</td>\n",
       "      <td>777312455114559488</td>\n",
       "      <td>RT @apostlelaurinda: &amp;amp;it was a lie = FLASH...</td>\n",
       "      <td>1651693646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "      <td>2016-09-19 17:56:11</td>\n",
       "      <td>777929294471368704</td>\n",
       "      <td>RT @JeffreyGriese: Under Secretary Clinton, U....</td>\n",
       "      <td>2606301939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "      <td>2016-09-19 17:56:11</td>\n",
       "      <td>777929294471368704</td>\n",
       "      <td>RT @JeffreyGriese: Under Secretary Clinton, U....</td>\n",
       "      <td>2606301939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/wyZV9</td>\n",
       "      <td>2016-09-17 16:49:31</td>\n",
       "      <td>777187739364159488</td>\n",
       "      <td>RT @karen_erotoo1: Desperate Racist Black Cauc...</td>\n",
       "      <td>2491081213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/lonestarliberty.org/bWZGJ</td>\n",
       "      <td>2016-09-16 20:42:07</td>\n",
       "      <td>776883889189117952</td>\n",
       "      <td>RT @jstines3: As The GOP Sinks, The #GOPEXODUS...</td>\n",
       "      <td>1533813962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/constitution.com/Qg5CQ</td>\n",
       "      <td>2016-10-17 08:20:32</td>\n",
       "      <td>787931284916072448</td>\n",
       "      <td>RT @luvGodncountry: Green Party Candidate Jill...</td>\n",
       "      <td>2535818742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "      <td>2016-11-07 04:54:34</td>\n",
       "      <td>795489597065220096</td>\n",
       "      <td>RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "      <td>2016-11-07 04:54:34</td>\n",
       "      <td>795489597065220096</td>\n",
       "      <td>RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "      <td>2016-09-19 21:09:30</td>\n",
       "      <td>777977943800721408</td>\n",
       "      <td>RT @cmdorsey: Judge blasts State Dept. for slo...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "      <td>2016-09-19 21:09:30</td>\n",
       "      <td>777977943800721408</td>\n",
       "      <td>RT @cmdorsey: Judge blasts State Dept. for slo...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.weaselzippers.us/1TRkZ</td>\n",
       "      <td>2016-05-31 07:49:51</td>\n",
       "      <td>737551653323214849</td>\n",
       "      <td>RT @NahBabyNah: Hillary Clinton Has The Most S...</td>\n",
       "      <td>3083844539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "      <td>2016-09-18 19:07:39</td>\n",
       "      <td>777584890695090176</td>\n",
       "      <td>RT @topcota1SG: 'There will be more': Chilling...</td>\n",
       "      <td>3083844539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "      <td>2016-09-18 19:07:39</td>\n",
       "      <td>777584890695090176</td>\n",
       "      <td>RT @topcota1SG: 'There will be more': Chilling...</td>\n",
       "      <td>3083844539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/2s2SQ</td>\n",
       "      <td>2016-09-08 18:11:08</td>\n",
       "      <td>773946789292539905</td>\n",
       "      <td>RT @6549lmartin: WATCH - Richard Petty Endorse...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/43HU5</td>\n",
       "      <td>2016-10-06 16:36:09</td>\n",
       "      <td>784069745402273792</td>\n",
       "      <td>RT @RobHoey: Brain Flushings: Obama puts out a...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/foxbusiness.com/zl1WP</td>\n",
       "      <td>2016-09-19 09:50:24</td>\n",
       "      <td>777807043231043584</td>\n",
       "      <td>RT @FreedomChild3: Sheriff Clarke on Clinton a...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "      <td>2016-09-19 19:03:15</td>\n",
       "      <td>777946170182230016</td>\n",
       "      <td>RT @pinnie99: Hillary Clinton WILL LOSE if Eno...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "      <td>2016-09-19 19:03:15</td>\n",
       "      <td>777946170182230016</td>\n",
       "      <td>RT @pinnie99: Hillary Clinton WILL LOSE if Eno...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/ijr.com/2016/09/ZdHN3</td>\n",
       "      <td>2016-09-29 13:22:09</td>\n",
       "      <td>781484208590032896</td>\n",
       "      <td>RT @NimbleNavgater: Man in Trump Hat Is Beaten...</td>\n",
       "      <td>1662779209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/twitchy.com/loriz-31/WjCvz</td>\n",
       "      <td>2016-09-18 17:34:26</td>\n",
       "      <td>777561434121052160</td>\n",
       "      <td>RT @patriots928: Twitchy News Update. VILE: Wh...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/politi.co/gKRv7</td>\n",
       "      <td>2016-09-17 09:05:13</td>\n",
       "      <td>777070894908833792</td>\n",
       "      <td>RT @BevComstock: Network pools refuse to cover...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1557</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/townhall.com/tipshee/YjLdD</td>\n",
       "      <td>2016-11-12 02:35:13</td>\n",
       "      <td>797266468660449280</td>\n",
       "      <td>RT @prospectia: Memo to Liberals Obsessing Ove...</td>\n",
       "      <td>1649967228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/CpY69</td>\n",
       "      <td>2016-11-10 09:38:21</td>\n",
       "      <td>796648177092927488</td>\n",
       "      <td>RT @Ange6H777: The World's Richest People Lose...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1712</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/Luq0J</td>\n",
       "      <td>2016-09-18 18:18:59</td>\n",
       "      <td>777572641716723712</td>\n",
       "      <td>RT @rickybobby90210: Wikileaks: Obama Sold Gov...</td>\n",
       "      <td>1533813962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1844</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/cRSSz</td>\n",
       "      <td>2016-09-29 13:56:24</td>\n",
       "      <td>781492828723613696</td>\n",
       "      <td>RT @StacyBrewer18: Countdown To Fascist Contro...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/americanthinker.com/rwkyQ</td>\n",
       "      <td>2016-09-12 18:24:57</td>\n",
       "      <td>775399819204554756</td>\n",
       "      <td>RT @RobHoey: Blog: Forget Trump for now, Hilla...</td>\n",
       "      <td>1694026190</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39503</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/youtu.be/PFAon</td>\n",
       "      <td>2016-09-13 06:47:15</td>\n",
       "      <td>775586622750412800</td>\n",
       "      <td>RT @InfoHighwayGuy: Trump addresses Clinton's ...</td>\n",
       "      <td>2535166748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39583</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "      <td>2016-10-06 17:39:18</td>\n",
       "      <td>784085639134404609</td>\n",
       "      <td>RT @indigenous01: Global Bureaucrats Invited B...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39584</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "      <td>2016-10-06 17:39:18</td>\n",
       "      <td>784085639134404609</td>\n",
       "      <td>RT @indigenous01: Global Bureaucrats Invited B...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39593</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/paper.li/MangusColor/nOLi1</td>\n",
       "      <td>2016-09-30 11:59:00</td>\n",
       "      <td>781825670158639104</td>\n",
       "      <td>RT @MangusColorado: SWING STATE SURPRISE: Vote...</td>\n",
       "      <td>1679279490</td>\n",
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       "    <tr>\n",
       "      <th>39678</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39679</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39680</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39686</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/pZ2db</td>\n",
       "      <td>2016-09-18 18:33:57</td>\n",
       "      <td>777576410898698240</td>\n",
       "      <td>RT @RaymondBrogan: Wikileaks: Obama Sold Gover...</td>\n",
       "      <td>1661246144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39986</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39987</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39988</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39992</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/v8zqJ</td>\n",
       "      <td>2016-10-08 13:46:04</td>\n",
       "      <td>784751719259500544</td>\n",
       "      <td>RT @kcanderson30: \"BREAKING: Kathleen Willey S...</td>\n",
       "      <td>2535818742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40123</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "      <td>2016-10-22 20:08:24</td>\n",
       "      <td>789921368074752001</td>\n",
       "      <td>RT @luvGodncountry: Donald Trump calls for leg...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40124</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "      <td>2016-10-22 20:08:24</td>\n",
       "      <td>789921368074752001</td>\n",
       "      <td>RT @luvGodncountry: Donald Trump calls for leg...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40231</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/bJcag</td>\n",
       "      <td>2016-07-29 17:03:08</td>\n",
       "      <td>759071772184633344</td>\n",
       "      <td>RT @akawhit1: July 26, 2016: The Day that the ...</td>\n",
       "      <td>3083086600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40392</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/thehill.com/blogs/bl/pwG1f</td>\n",
       "      <td>2016-09-29 13:31:15</td>\n",
       "      <td>781486500638842880</td>\n",
       "      <td>RT @RobHoey: Giuliani whacks Kaine for missing...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40395</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youngcons.com/JmgX9</td>\n",
       "      <td>2016-10-07 00:06:34</td>\n",
       "      <td>784183096673468417</td>\n",
       "      <td>RT @indigenous01: Complaint Filed With FEC All...</td>\n",
       "      <td>2535818742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40439</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40440</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40441</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40465</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/HQUnS</td>\n",
       "      <td>2016-09-17 18:00:09</td>\n",
       "      <td>777205516107915264</td>\n",
       "      <td>RT @blessenkat: Wikileaks: Obama Sold Governme...</td>\n",
       "      <td>1679279490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40484</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.zerohedge.com/ne/CUNtu</td>\n",
       "      <td>2016-10-06 15:28:13</td>\n",
       "      <td>784052650765611008</td>\n",
       "      <td>RT @Kamani1147: Clinton Campaign Admits Hillar...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40564</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/dBZfa</td>\n",
       "      <td>2016-10-06 15:21:08</td>\n",
       "      <td>784050869079683072</td>\n",
       "      <td>RT @RobHoey: Brain Flushings: Trump tells term...</td>\n",
       "      <td>1671234620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40573</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "      <td>2016-09-17 09:36:09</td>\n",
       "      <td>777078680040251393</td>\n",
       "      <td>RT @EasyEarl: At United Nations, Clinton Gives...</td>\n",
       "      <td>1662779209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40574</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "      <td>2016-09-17 09:36:09</td>\n",
       "      <td>777078680040251393</td>\n",
       "      <td>RT @EasyEarl: At United Nations, Clinton Gives...</td>\n",
       "      <td>1662779209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40584</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "      <td>2016-09-18 17:39:07</td>\n",
       "      <td>777562608777830401</td>\n",
       "      <td>RT @EasyEarl: APPALLING: Clinton Foundation Sp...</td>\n",
       "      <td>1662779209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40585</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "      <td>2016-09-18 17:39:07</td>\n",
       "      <td>777562608777830401</td>\n",
       "      <td>RT @EasyEarl: APPALLING: Clinton Foundation Sp...</td>\n",
       "      <td>1662779209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40654</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40655</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40656</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>761 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      link.domain                            link.url_long  \\\n",
       "86          ln.is  http://ln.is/www.breitbart.com/20/kI3Uc   \n",
       "222         ln.is                   http://ln.is/com/mU6Uw   \n",
       "271         ln.is  http://ln.is/www.breitbart.com/20/wBmL5   \n",
       "272         ln.is  http://ln.is/www.breitbart.com/20/wBmL5   \n",
       "284         ln.is          http://ln.is/rickwells.us/wyZV9   \n",
       "354         ln.is   http://ln.is/lonestarliberty.org/bWZGJ   \n",
       "395         ln.is      http://ln.is/constitution.com/Qg5CQ   \n",
       "503         ln.is       http://ln.is/www.youtube.com/E88ol   \n",
       "504         ln.is       http://ln.is/www.youtube.com/E88ol   \n",
       "785         ln.is   http://ln.is/washingtontimes.com/2Pe5L   \n",
       "786         ln.is   http://ln.is/washingtontimes.com/2Pe5L   \n",
       "798         ln.is  http://ln.is/www.weaselzippers.us/1TRkZ   \n",
       "1005        ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP   \n",
       "1006        ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP   \n",
       "1195        ln.is                   http://ln.is/com/2s2SQ   \n",
       "1250        ln.is          http://ln.is/blogspot.com/43HU5   \n",
       "1280        ln.is       http://ln.is/foxbusiness.com/zl1WP   \n",
       "1295        ln.is   http://ln.is/subjectpolitics.com/OwVRM   \n",
       "1296        ln.is   http://ln.is/subjectpolitics.com/OwVRM   \n",
       "1374        ln.is       http://ln.is/ijr.com/2016/09/ZdHN3   \n",
       "1384        ln.is  http://ln.is/twitchy.com/loriz-31/WjCvz   \n",
       "1422        ln.is             http://ln.is/politi.co/gKRv7   \n",
       "1557        ln.is  http://ln.is/townhall.com/tipshee/YjLdD   \n",
       "1678        ln.is   http://ln.is/therealstrategy.com/CpY69   \n",
       "1712        ln.is   http://ln.is/therealstrategy.com/Luq0J   \n",
       "1844        ln.is                       http://ln.is/IhArq   \n",
       "1845        ln.is                       http://ln.is/IhArq   \n",
       "1846        ln.is                       http://ln.is/IhArq   \n",
       "1869        ln.is          http://ln.is/rickwells.us/cRSSz   \n",
       "1882        ln.is   http://ln.is/americanthinker.com/rwkyQ   \n",
       "...           ...                                      ...   \n",
       "39503       ln.is              http://ln.is/youtu.be/PFAon   \n",
       "39583       ln.is  http://ln.is/dailycaller.com/2016/q0Psk   \n",
       "39584       ln.is  http://ln.is/dailycaller.com/2016/q0Psk   \n",
       "39593       ln.is  http://ln.is/paper.li/MangusColor/nOLi1   \n",
       "39678       ln.is                       http://ln.is/enele   \n",
       "39679       ln.is                       http://ln.is/enele   \n",
       "39680       ln.is                       http://ln.is/enele   \n",
       "39686       ln.is   http://ln.is/therealstrategy.com/pZ2db   \n",
       "39986       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "39987       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "39988       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "39992       ln.is  http://ln.is/dailycaller.com/2016/v8zqJ   \n",
       "40123       ln.is                http://ln.is/goo.gl/7F8rP   \n",
       "40124       ln.is                http://ln.is/goo.gl/7F8rP   \n",
       "40231       ln.is   http://ln.is/therealstrategy.com/bJcag   \n",
       "40392       ln.is  http://ln.is/thehill.com/blogs/bl/pwG1f   \n",
       "40395       ln.is     http://ln.is/www.youngcons.com/JmgX9   \n",
       "40439       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "40440       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "40441       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "40465       ln.is                       http://ln.is/HQUnS   \n",
       "40484       ln.is  http://ln.is/www.zerohedge.com/ne/CUNtu   \n",
       "40564       ln.is          http://ln.is/blogspot.com/dBZfa   \n",
       "40573       ln.is  http://ln.is/www.breitbart.com/bi/aoQTy   \n",
       "40574       ln.is  http://ln.is/www.breitbart.com/bi/aoQTy   \n",
       "40584       ln.is        http://ln.is/dcwhispers.com/XtwdS   \n",
       "40585       ln.is        http://ln.is/dcwhispers.com/XtwdS   \n",
       "40654       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "40655       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "40656       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "\n",
       "          tweet.created_at            tweet.id  \\\n",
       "86     2016-09-12 17:48:32  775390654306226176   \n",
       "222    2016-09-18 01:05:05  777312455114559488   \n",
       "271    2016-09-19 17:56:11  777929294471368704   \n",
       "272    2016-09-19 17:56:11  777929294471368704   \n",
       "284    2016-09-17 16:49:31  777187739364159488   \n",
       "354    2016-09-16 20:42:07  776883889189117952   \n",
       "395    2016-10-17 08:20:32  787931284916072448   \n",
       "503    2016-11-07 04:54:34  795489597065220096   \n",
       "504    2016-11-07 04:54:34  795489597065220096   \n",
       "785    2016-09-19 21:09:30  777977943800721408   \n",
       "786    2016-09-19 21:09:30  777977943800721408   \n",
       "798    2016-05-31 07:49:51  737551653323214849   \n",
       "1005   2016-09-18 19:07:39  777584890695090176   \n",
       "1006   2016-09-18 19:07:39  777584890695090176   \n",
       "1195   2016-09-08 18:11:08  773946789292539905   \n",
       "1250   2016-10-06 16:36:09  784069745402273792   \n",
       "1280   2016-09-19 09:50:24  777807043231043584   \n",
       "1295   2016-09-19 19:03:15  777946170182230016   \n",
       "1296   2016-09-19 19:03:15  777946170182230016   \n",
       "1374   2016-09-29 13:22:09  781484208590032896   \n",
       "1384   2016-09-18 17:34:26  777561434121052160   \n",
       "1422   2016-09-17 09:05:13  777070894908833792   \n",
       "1557   2016-11-12 02:35:13  797266468660449280   \n",
       "1678   2016-11-10 09:38:21  796648177092927488   \n",
       "1712   2016-09-18 18:18:59  777572641716723712   \n",
       "1844   2016-09-17 01:56:14  776962937906946048   \n",
       "1845   2016-09-17 01:56:14  776962937906946048   \n",
       "1846   2016-09-17 01:56:14  776962937906946048   \n",
       "1869   2016-09-29 13:56:24  781492828723613696   \n",
       "1882   2016-09-12 18:24:57  775399819204554756   \n",
       "...                    ...                 ...   \n",
       "39503  2016-09-13 06:47:15  775586622750412800   \n",
       "39583  2016-10-06 17:39:18  784085639134404609   \n",
       "39584  2016-10-06 17:39:18  784085639134404609   \n",
       "39593  2016-09-30 11:59:00  781825670158639104   \n",
       "39678  2016-09-17 01:08:05  776950823083466752   \n",
       "39679  2016-09-17 01:08:05  776950823083466752   \n",
       "39680  2016-09-17 01:08:05  776950823083466752   \n",
       "39686  2016-09-18 18:33:57  777576410898698240   \n",
       "39986  2016-09-12 18:18:57  775398310123274240   \n",
       "39987  2016-09-12 18:18:57  775398310123274240   \n",
       "39988  2016-09-12 18:18:57  775398310123274240   \n",
       "39992  2016-10-08 13:46:04  784751719259500544   \n",
       "40123  2016-10-22 20:08:24  789921368074752001   \n",
       "40124  2016-10-22 20:08:24  789921368074752001   \n",
       "40231  2016-07-29 17:03:08  759071772184633344   \n",
       "40392  2016-09-29 13:31:15  781486500638842880   \n",
       "40395  2016-10-07 00:06:34  784183096673468417   \n",
       "40439  2016-11-16 17:13:28  798937040943464448   \n",
       "40440  2016-11-16 17:13:28  798937040943464448   \n",
       "40441  2016-11-16 17:13:28  798937040943464448   \n",
       "40465  2016-09-17 18:00:09  777205516107915264   \n",
       "40484  2016-10-06 15:28:13  784052650765611008   \n",
       "40564  2016-10-06 15:21:08  784050869079683072   \n",
       "40573  2016-09-17 09:36:09  777078680040251393   \n",
       "40574  2016-09-17 09:36:09  777078680040251393   \n",
       "40584  2016-09-18 17:39:07  777562608777830401   \n",
       "40585  2016-09-18 17:39:07  777562608777830401   \n",
       "40654  2016-09-18 18:18:48  777572597819203584   \n",
       "40655  2016-09-18 18:18:48  777572597819203584   \n",
       "40656  2016-09-18 18:18:48  777572597819203584   \n",
       "\n",
       "                                              tweet.text     user.id  \n",
       "86     RT @GoldStarMomTX55: ChristiChat: RT LindaSuhl...  1679279490  \n",
       "222    RT @apostlelaurinda: &amp;it was a lie = FLASH...  1651693646  \n",
       "271    RT @JeffreyGriese: Under Secretary Clinton, U....  2606301939  \n",
       "272    RT @JeffreyGriese: Under Secretary Clinton, U....  2606301939  \n",
       "284    RT @karen_erotoo1: Desperate Racist Black Cauc...  2491081213  \n",
       "354    RT @jstines3: As The GOP Sinks, The #GOPEXODUS...  1533813962  \n",
       "395    RT @luvGodncountry: Green Party Candidate Jill...  2535818742  \n",
       "503    RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...  1679279490  \n",
       "504    RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...  1679279490  \n",
       "785    RT @cmdorsey: Judge blasts State Dept. for slo...  1671234620  \n",
       "786    RT @cmdorsey: Judge blasts State Dept. for slo...  1671234620  \n",
       "798    RT @NahBabyNah: Hillary Clinton Has The Most S...  3083844539  \n",
       "1005   RT @topcota1SG: 'There will be more': Chilling...  3083844539  \n",
       "1006   RT @topcota1SG: 'There will be more': Chilling...  3083844539  \n",
       "1195   RT @6549lmartin: WATCH - Richard Petty Endorse...  1679279490  \n",
       "1250   RT @RobHoey: Brain Flushings: Obama puts out a...  1671234620  \n",
       "1280   RT @FreedomChild3: Sheriff Clarke on Clinton a...  1679279490  \n",
       "1295   RT @pinnie99: Hillary Clinton WILL LOSE if Eno...  1679279490  \n",
       "1296   RT @pinnie99: Hillary Clinton WILL LOSE if Eno...  1679279490  \n",
       "1374   RT @NimbleNavgater: Man in Trump Hat Is Beaten...  1662779209  \n",
       "1384   RT @patriots928: Twitchy News Update. VILE: Wh...  1671234620  \n",
       "1422   RT @BevComstock: Network pools refuse to cover...  1679279490  \n",
       "1557   RT @prospectia: Memo to Liberals Obsessing Ove...  1649967228  \n",
       "1678   RT @Ange6H777: The World's Richest People Lose...  1679279490  \n",
       "1712   RT @rickybobby90210: Wikileaks: Obama Sold Gov...  1533813962  \n",
       "1844   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490  \n",
       "1845   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490  \n",
       "1846   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490  \n",
       "1869   RT @StacyBrewer18: Countdown To Fascist Contro...  1679279490  \n",
       "1882   RT @RobHoey: Blog: Forget Trump for now, Hilla...  1694026190  \n",
       "...                                                  ...         ...  \n",
       "39503  RT @InfoHighwayGuy: Trump addresses Clinton's ...  2535166748  \n",
       "39583  RT @indigenous01: Global Bureaucrats Invited B...  1671234620  \n",
       "39584  RT @indigenous01: Global Bureaucrats Invited B...  1671234620  \n",
       "39593  RT @MangusColorado: SWING STATE SURPRISE: Vote...  1679279490  \n",
       "39678  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646  \n",
       "39679  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646  \n",
       "39680  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646  \n",
       "39686  RT @RaymondBrogan: Wikileaks: Obama Sold Gover...  1661246144  \n",
       "39986  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857  \n",
       "39987  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857  \n",
       "39988  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857  \n",
       "39992  RT @kcanderson30: \"BREAKING: Kathleen Willey S...  2535818742  \n",
       "40123  RT @luvGodncountry: Donald Trump calls for leg...  1671234620  \n",
       "40124  RT @luvGodncountry: Donald Trump calls for leg...  1671234620  \n",
       "40231  RT @akawhit1: July 26, 2016: The Day that the ...  3083086600  \n",
       "40392  RT @RobHoey: Giuliani whacks Kaine for missing...  1671234620  \n",
       "40395  RT @indigenous01: Complaint Filed With FEC All...  2535818742  \n",
       "40439  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190  \n",
       "40440  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190  \n",
       "40441  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190  \n",
       "40465  RT @blessenkat: Wikileaks: Obama Sold Governme...  1679279490  \n",
       "40484  RT @Kamani1147: Clinton Campaign Admits Hillar...  1671234620  \n",
       "40564  RT @RobHoey: Brain Flushings: Trump tells term...  1671234620  \n",
       "40573  RT @EasyEarl: At United Nations, Clinton Gives...  1662779209  \n",
       "40574  RT @EasyEarl: At United Nations, Clinton Gives...  1662779209  \n",
       "40584  RT @EasyEarl: APPALLING: Clinton Foundation Sp...  1662779209  \n",
       "40585  RT @EasyEarl: APPALLING: Clinton Foundation Sp...  1662779209  \n",
       "40654  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908  \n",
       "40655  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908  \n",
       "40656  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908  \n",
       "\n",
       "[761 rows x 6 columns]"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links_[df_links_['link.domain'] == 'ln.is']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r = requests.head('http://sh.st/8K1C2', allow_redirects=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://sh.st/8K1C2'"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which links will we unshorten?\n",
    "Lets filter all link domains for the ones in the lists ahove"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_match = df_links[df_links['link.domain'].isin(all_short_domains)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12187"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_link_match)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_match_unique = df_link_match.drop_duplicates(subset=['link.url_long'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_match_unique = df_link_match_unique[~df_link_match_unique['link.url_long'].isin(df_link_meta['link.url_long'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "427"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_link_match_unique)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_match_unique.to_csv('data/unique_links_v2.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "link.domain                                                    bit.ly\n",
       "link.url_long                                   http://bit.ly/2bxKxUA\n",
       "tweet.created_at                                  2016-08-22 19:07:09\n",
       "tweet.id                                           767800292687515648\n",
       "tweet.text          Colin Powell talks about his involvement in Hi...\n",
       "user.id                                                    2753146444\n",
       "Name: 1895, dtype: object"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_link_match_unique.iloc[394]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "potential catch for \n",
    "```HTTPConnectionPool(host='worldlibertynews.com', port=80): Max retries exceeded with url: /is-technology-causing-us-to-evolve-into-a-new-species/ (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x12b842550>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known',))```\n",
    "https://github.com/requests/requests/issues/4147"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# example of an error\n",
    "\"\"\"HTTPConnectionPool(host='worldlibertynews.com', port=80): \n",
    "Max retries exceeded with url: /is-technology-causing-us-to-evolve-into-a-new-species/ (Caused by \n",
    "NewConnectionError('<urllib3.connection.HTTPConnection object at 0x12b842550>: Failed to establish a new connection:\"\"\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FUcked link.domain                                                    bit.ly\n",
      "link.url_long                                   http://bit.ly/20pqEE4\n",
      "tweet.created_at                                  2016-08-18 10:02:24\n",
      "tweet.id                                           766213651846037504\n",
      "tweet.text          Is Technology Causing Us To ‘Evolve’ Into A Ne...\n",
      "user.id                                                    2540882036\n",
      "Name: 1902, dtype: object\n",
      "HTTPConnectionPool(host='worldlibertynews.com', port=80): Max retries exceeded with url: /is-technology-causing-us-to-evolve-into-a-new-species/ (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x1291239e8>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known',))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('bit.ly',\n",
       " 'http://bit.ly/20pqEE4',\n",
       " 'worldlibertynews.com',\n",
       " 'http://worldlibertynews.com/is-technology-causing-us-to-evolve-into-a-new-species/')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unshorten(df_link_match_unique.iloc[350])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unshorten all the links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3fecae997eaf4f62b1c718d38121f384"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sleeping\n",
      "sleeping\n",
      "sleeping\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open('data/link_cache_v3.json', 'w') as file: \n",
    "    new_stuff = []\n",
    "    for i, row in tqdm(df_link_match_unique.iterrows()):\n",
    "        if i % 100 == 0:\n",
    "            print(\"sleeping\")\n",
    "            time.sleep(15)\n",
    "        d = {}\n",
    "        (d['link.domain'], d['link.url_long'], \n",
    "         d['link.domain_resolved'], d['link.url_long_resolved']) = unshorten(row)\n",
    "        new_stuff.append( d )\n",
    "        file.write( json.dumps( d ) + '\\n' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('blacktolive.org',\n",
       " 'http://blacktolive.org/news/white-people-are-ready-to-boycott-nfl-but-not-ready-to-change-anything/')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is what happens when an error is encountered\n",
    "parse_error(\"\"\"HTTPConnectionPool(host='blacktolive.org', port=80): Max retries exceeded with url: /news/white-people-are-ready-to-boycott-nfl-but-not-ready-to-change-anything/ (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x129e61f60>: Failed to establish a new connection: [Errno 61] Connection refused',))\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_meta = pd.DataFrame(new_stuff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# df_link_meta_3 = df_link_meta_2.append(df_link_meta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# df_link_meta_3.to_csv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_resolved = pd.merge(left=df_links, right=df_link_meta, on=['link.url_long', 'link.domain'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([['AP FACT CHECK: Claims in the VP debate https://t.co/8McktemI8f',\n",
       "        'https://www.sfgate.com/news/politics/article/AP-FACT-CHECK-Claims-in-the-VP-debate-9718406.php?utm_source=twitterfeed&utm_medium=twitter'],\n",
       "       ['Trump and taxes could figure into Pennsylvania Senate debate https://t.co/ymHdMDxZoC',\n",
       "        'https://www.sfgate.com/news/article/Trump-and-taxes-could-figure-into-Pennsylvania-9975282.php?utm_source=twitterfeed&utm_medium=twitter'],\n",
       "       [\"Nebraska's Ben Sasse faces heat at home for Trump stance https://t.co/5FZWPKnyD4\",\n",
       "        'https://www.sfgate.com/news/politics/article/Nebraska-s-Ben-Sasse-faces-heat-at-home-for-Trump-9201715.php?utm_source=twitterfeed&utm_medium=twitter'],\n",
       "       [\"GOP senator: Trump's comments forced me to pull endorsement https://t.co/I6k1iDe6fV\",\n",
       "        'https://www.sfgate.com/news/article/GOP-s-Portman-Democrat-Strickland-face-off-in-9970691.php?utm_source=twitterfeed&utm_medium=twitter'],\n",
       "       [\"Trump: I reversed birther stance 'to get on with' campaign https://t.co/W3m5Ve0t9d\",\n",
       "        'https://www.sfgate.com/news/politics/article/Trump-I-reversed-birther-stance-to-get-on-with-9238309.php?utm_source=twitterfeed&utm_medium=twitter']],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_resolved[df_resolved['link.domain_resolved'] == 'www.sfgate.com'][['tweet.text', 'link.url_long_resolved']].head().values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These are what tweets look like from several link shorteners."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>247165706</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>B E C K S T E R✨</td>\n",
       "      <td>650.0</td>\n",
       "      <td>6742.0</td>\n",
       "      <td>Mountain Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Beckster319</td>\n",
       "      <td>Rebecca Lynn Hirschfeld Actress.Model.Writer.A...</td>\n",
       "      <td>Fri Feb 04 06:38:45 +0000 2011</td>\n",
       "      <td>7273.0</td>\n",
       "      <td>896.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1513801268</td>\n",
       "      <td>USA</td>\n",
       "      <td>CC Jack</td>\n",
       "      <td>2760.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>YouJustCtrlC</td>\n",
       "      <td>ProBlack | Stoner | even jesus was stoned befo...</td>\n",
       "      <td>Thu Jun 13 16:07:23 +0000 2013</td>\n",
       "      <td>2744.0</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1517678892</td>\n",
       "      <td>Philadelphia, PA</td>\n",
       "      <td>Mr Moran</td>\n",
       "      <td>879.0</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>MrMoraan</td>\n",
       "      <td>I'm getting too cool for this social media shi...</td>\n",
       "      <td>Fri Jun 14 21:58:48 +0000 2013</td>\n",
       "      <td>2981.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1518857420</td>\n",
       "      <td>USA</td>\n",
       "      <td>Jonathon Norwood</td>\n",
       "      <td>789.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NoJonathonNo</td>\n",
       "      <td>Strive not to be a success but rather to be of...</td>\n",
       "      <td>Sat Jun 15 08:47:02 +0000 2013</td>\n",
       "      <td>2170.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1533813962</td>\n",
       "      <td>USA</td>\n",
       "      <td>Lara Pretty</td>\n",
       "      <td>1795.0</td>\n",
       "      <td>3342.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PrettyLaraPlace</td>\n",
       "      <td>Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...</td>\n",
       "      <td>Thu Jun 20 12:35:59 +0000 2013</td>\n",
       "      <td>3555.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id          location              name  followers_count  \\\n",
       "2    247165706       Chicago, IL  B E C K S T E R✨            650.0   \n",
       "8   1513801268               USA           CC Jack           2760.0   \n",
       "9   1517678892  Philadelphia, PA          Mr Moran            879.0   \n",
       "10  1518857420               USA  Jonathon Norwood            789.0   \n",
       "12  1533813962               USA       Lara Pretty           1795.0   \n",
       "\n",
       "    statuses_count                    time_zone verified lang  \\\n",
       "2           6742.0  Mountain Time (US & Canada)    False   en   \n",
       "8           2100.0   Eastern Time (US & Canada)    False   en   \n",
       "9           2044.0   Eastern Time (US & Canada)    False   en   \n",
       "10          2002.0   Eastern Time (US & Canada)    False   en   \n",
       "12          3342.0   Eastern Time (US & Canada)    False   en   \n",
       "\n",
       "        screen_name                                        description  \\\n",
       "2       Beckster319  Rebecca Lynn Hirschfeld Actress.Model.Writer.A...   \n",
       "8      YouJustCtrlC  ProBlack | Stoner | even jesus was stoned befo...   \n",
       "9          MrMoraan  I'm getting too cool for this social media shi...   \n",
       "10     NoJonathonNo  Strive not to be a success but rather to be of...   \n",
       "12  PrettyLaraPlace  Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...   \n",
       "\n",
       "                        created_at  favourites_count  friends_count  \\\n",
       "2   Fri Feb 04 06:38:45 +0000 2011            7273.0          896.0   \n",
       "8   Thu Jun 13 16:07:23 +0000 2013            2744.0         2700.0   \n",
       "9   Fri Jun 14 21:58:48 +0000 2013            2981.0          758.0   \n",
       "10  Sat Jun 15 08:47:02 +0000 2013            2170.0          440.0   \n",
       "12  Thu Jun 20 12:35:59 +0000 2013            3555.0         1360.0   \n",
       "\n",
       "    listed_count  \n",
       "2           30.0  \n",
       "8           10.0  \n",
       "9           15.0  \n",
       "10           8.0  \n",
       "12          24.0  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users[df_users['id'].isin(df_links[df_links['link.domain'] == 'bit.ly']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2495567768</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>San Francisco Daily</td>\n",
       "      <td>16812.0</td>\n",
       "      <td>32546.0</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>DailySanFran</td>\n",
       "      <td>Follow for San Francisco's breaking news, spec...</td>\n",
       "      <td>Thu May 15 03:22:22 +0000 2014</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5128.0</td>\n",
       "      <td>159.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2570017414</td>\n",
       "      <td>Memphis, TN</td>\n",
       "      <td>Memphis Online</td>\n",
       "      <td>18704.0</td>\n",
       "      <td>4223.0</td>\n",
       "      <td>Central Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>OnlineMemphis</td>\n",
       "      <td>Breaking news, weather, traffic and more for M...</td>\n",
       "      <td>Thu May 29 01:01:16 +0000 2014</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5751.0</td>\n",
       "      <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2601235821</td>\n",
       "      <td>Pittsburgh, PA</td>\n",
       "      <td>Pittsburgh Today</td>\n",
       "      <td>18917.0</td>\n",
       "      <td>32006.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>TodayPittsburgh</td>\n",
       "      <td>Pittsburgh's local news on Twitter. Breaking n...</td>\n",
       "      <td>Wed Jun 11 14:24:00 +0000 2014</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6350.0</td>\n",
       "      <td>145.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2620614029</td>\n",
       "      <td>Philadelphia, PA</td>\n",
       "      <td>Philadelphia Online</td>\n",
       "      <td>15904.0</td>\n",
       "      <td>9725.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PhiladelphiaON</td>\n",
       "      <td>Breaking news, weather, traffic and more for P...</td>\n",
       "      <td>Wed Jun 18 17:42:55 +0000 2014</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5890.0</td>\n",
       "      <td>118.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2743327187</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "      <td>Washington Online</td>\n",
       "      <td>31729.0</td>\n",
       "      <td>28939.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>WashingtOnline</td>\n",
       "      <td>Breaking news, weather, traffic and more for W...</td>\n",
       "      <td>Fri Aug 15 07:33:02 +0000 2014</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>263.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             id           location                 name  followers_count  \\\n",
       "109  2495567768  San Francisco, CA  San Francisco Daily          16812.0   \n",
       "150  2570017414        Memphis, TN       Memphis Online          18704.0   \n",
       "172  2601235821     Pittsburgh, PA     Pittsburgh Today          18917.0   \n",
       "176  2620614029   Philadelphia, PA  Philadelphia Online          15904.0   \n",
       "184  2743327187   Washington, D.C.    Washington Online          31729.0   \n",
       "\n",
       "     statuses_count                   time_zone verified lang  \\\n",
       "109         32546.0  Pacific Time (US & Canada)    False   en   \n",
       "150          4223.0  Central Time (US & Canada)    False   en   \n",
       "172         32006.0  Eastern Time (US & Canada)    False   en   \n",
       "176          9725.0  Eastern Time (US & Canada)    False   en   \n",
       "184         28939.0  Eastern Time (US & Canada)    False   en   \n",
       "\n",
       "         screen_name                                        description  \\\n",
       "109     DailySanFran  Follow for San Francisco's breaking news, spec...   \n",
       "150    OnlineMemphis  Breaking news, weather, traffic and more for M...   \n",
       "172  TodayPittsburgh  Pittsburgh's local news on Twitter. Breaking n...   \n",
       "176   PhiladelphiaON  Breaking news, weather, traffic and more for P...   \n",
       "184   WashingtOnline  Breaking news, weather, traffic and more for W...   \n",
       "\n",
       "                         created_at  favourites_count  friends_count  \\\n",
       "109  Thu May 15 03:22:22 +0000 2014               1.0         5128.0   \n",
       "150  Thu May 29 01:01:16 +0000 2014               3.0         5751.0   \n",
       "172  Wed Jun 11 14:24:00 +0000 2014               7.0         6350.0   \n",
       "176  Wed Jun 18 17:42:55 +0000 2014               4.0         5890.0   \n",
       "184  Fri Aug 15 07:33:02 +0000 2014              31.0        12148.0   \n",
       "\n",
       "     listed_count  \n",
       "109         159.0  \n",
       "150         113.0  \n",
       "172         145.0  \n",
       "176         118.0  \n",
       "184         263.0  "
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# twibble is for news outlets\n",
    "df_users[df_users['id'].isin(df_links[df_links['link.domain'] == 'twibble.io']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>user_key</th>\n",
       "      <th>created_at</th>\n",
       "      <th>created_str</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>retweeted</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_id</th>\n",
       "      <th>source</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>expanded_urls</th>\n",
       "      <th>posted</th>\n",
       "      <th>mentions</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2944766250</td>\n",
       "      <td>atlanta_online</td>\n",
       "      <td>1.469997e+12</td>\n",
       "      <td>2016-07-31 20:36:26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hillary Clinton vows to fight, lead for all as...</td>\n",
       "      <td>759850227201290240</td>\n",
       "      <td>&lt;a href=\"http://twibble.io\" rel=\"nofollow\"&gt;Twi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[https://twibble.io, http://politics.blog.ajc....</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2601235821</td>\n",
       "      <td>todaypittsburgh</td>\n",
       "      <td>1.430607e+12</td>\n",
       "      <td>2015-05-02 22:51:46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#sports 2015 Steelers Fan Blitz takes over Hei...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[\"sports\"]</td>\n",
       "      <td>[]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2495567768</td>\n",
       "      <td>dailysanfran</td>\n",
       "      <td>1.475656e+12</td>\n",
       "      <td>2016-10-05 08:25:39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AP FACT CHECK: Claims in the VP debate https:/...</td>\n",
       "      <td>783583921216688129</td>\n",
       "      <td>&lt;a href=\"http://twitterfeed.com\" rel=\"nofollow...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[http://bit.ly/2dsz9Ks]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2753211010</td>\n",
       "      <td>phoenixdailynew</td>\n",
       "      <td>1.469014e+12</td>\n",
       "      <td>2016-07-20 11:18:41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Corey Lewandowski, mischief maker: Some Trump ...</td>\n",
       "      <td>755723599042928640</td>\n",
       "      <td>&lt;a href=\"http://twitterfeed.com\" rel=\"nofollow...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[http://politi.co/2abnhuq]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2753211010</td>\n",
       "      <td>phoenixdailynew</td>\n",
       "      <td>1.468990e+12</td>\n",
       "      <td>2016-07-20 04:49:55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>'LET'S SEE THIS THROUGH'  GOP brass rally part...</td>\n",
       "      <td>755625763756539904</td>\n",
       "      <td>&lt;a href=\"http://twitterfeed.com\" rel=\"nofollow...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[http://fxn.ws/2aaPIIY]</td>\n",
       "      <td>POSTED</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        user_id         user_key    created_at          created_str  \\\n",
       "67   2944766250   atlanta_online  1.469997e+12  2016-07-31 20:36:26   \n",
       "111  2601235821  todaypittsburgh  1.430607e+12  2015-05-02 22:51:46   \n",
       "132  2495567768     dailysanfran  1.475656e+12  2016-10-05 08:25:39   \n",
       "160  2753211010  phoenixdailynew  1.469014e+12  2016-07-20 11:18:41   \n",
       "188  2753211010  phoenixdailynew  1.468990e+12  2016-07-20 04:49:55   \n",
       "\n",
       "     retweet_count retweeted  favorite_count  \\\n",
       "67             0.0     False             0.0   \n",
       "111            NaN       NaN             NaN   \n",
       "132            0.0     False             0.0   \n",
       "160            0.0     False             0.0   \n",
       "188            0.0     False             0.0   \n",
       "\n",
       "                                                  text            tweet_id  \\\n",
       "67   Hillary Clinton vows to fight, lead for all as...  759850227201290240   \n",
       "111  #sports 2015 Steelers Fan Blitz takes over Hei...                 NaN   \n",
       "132  AP FACT CHECK: Claims in the VP debate https:/...  783583921216688129   \n",
       "160  Corey Lewandowski, mischief maker: Some Trump ...  755723599042928640   \n",
       "188  'LET'S SEE THIS THROUGH'  GOP brass rally part...  755625763756539904   \n",
       "\n",
       "                                                source    hashtags  \\\n",
       "67   <a href=\"http://twibble.io\" rel=\"nofollow\">Twi...          []   \n",
       "111                                                NaN  [\"sports\"]   \n",
       "132  <a href=\"http://twitterfeed.com\" rel=\"nofollow...          []   \n",
       "160  <a href=\"http://twitterfeed.com\" rel=\"nofollow...          []   \n",
       "188  <a href=\"http://twitterfeed.com\" rel=\"nofollow...          []   \n",
       "\n",
       "                                         expanded_urls  posted mentions  \\\n",
       "67   [https://twibble.io, http://politics.blog.ajc....  POSTED       []   \n",
       "111                                                 []  POSTED       []   \n",
       "132                            [http://bit.ly/2dsz9Ks]  POSTED       []   \n",
       "160                         [http://politi.co/2abnhuq]  POSTED       []   \n",
       "188                            [http://fxn.ws/2aaPIIY]  POSTED       []   \n",
       "\n",
       "     retweeted_status_id  in_reply_to_status_id  \n",
       "67                   NaN                    NaN  \n",
       "111                  NaN                    NaN  \n",
       "132                  NaN                    NaN  \n",
       "160                  NaN                    NaN  \n",
       "188                  NaN                    NaN  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tweets from those fake local news outlets.\n",
    "df_tweets[df_tweets['user_id'].isin(df_links[df_links['link.domain'] == 'twibble.io']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1513801268</td>\n",
       "      <td>USA</td>\n",
       "      <td>CC Jack</td>\n",
       "      <td>2760.0</td>\n",
       "      <td>2100.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>YouJustCtrlC</td>\n",
       "      <td>ProBlack | Stoner | even jesus was stoned befo...</td>\n",
       "      <td>Thu Jun 13 16:07:23 +0000 2013</td>\n",
       "      <td>2744.0</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1518857420</td>\n",
       "      <td>USA</td>\n",
       "      <td>Jonathon Norwood</td>\n",
       "      <td>789.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NoJonathonNo</td>\n",
       "      <td>Strive not to be a success but rather to be of...</td>\n",
       "      <td>Sat Jun 15 08:47:02 +0000 2013</td>\n",
       "      <td>2170.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1533813962</td>\n",
       "      <td>USA</td>\n",
       "      <td>Lara Pretty</td>\n",
       "      <td>1795.0</td>\n",
       "      <td>3342.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PrettyLaraPlace</td>\n",
       "      <td>Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...</td>\n",
       "      <td>Thu Jun 20 12:35:59 +0000 2013</td>\n",
       "      <td>3555.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1617939218</td>\n",
       "      <td>USA</td>\n",
       "      <td>Pauline Gunn</td>\n",
       "      <td>908.0</td>\n",
       "      <td>1906.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PaulineTT</td>\n",
       "      <td>I be trying to chill, I swear do, because I lu...</td>\n",
       "      <td>Wed Jul 24 14:50:02 +0000 2013</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1620474397</td>\n",
       "      <td>USA</td>\n",
       "      <td>Ramona Mcintosh</td>\n",
       "      <td>877.0</td>\n",
       "      <td>1745.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>RamonasNails</td>\n",
       "      <td>Mom, Global Nail Artist, Consultant, blah,blah...</td>\n",
       "      <td>Thu Jul 25 14:06:28 +0000 2013</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id location              name  followers_count  statuses_count  \\\n",
       "8   1513801268      USA           CC Jack           2760.0          2100.0   \n",
       "10  1518857420      USA  Jonathon Norwood            789.0          2002.0   \n",
       "12  1533813962      USA       Lara Pretty           1795.0          3342.0   \n",
       "16  1617939218      USA      Pauline Gunn            908.0          1906.0   \n",
       "17  1620474397      USA   Ramona Mcintosh            877.0          1745.0   \n",
       "\n",
       "                     time_zone verified lang      screen_name  \\\n",
       "8   Eastern Time (US & Canada)    False   en     YouJustCtrlC   \n",
       "10  Eastern Time (US & Canada)    False   en     NoJonathonNo   \n",
       "12  Eastern Time (US & Canada)    False   en  PrettyLaraPlace   \n",
       "16  Eastern Time (US & Canada)    False   en        PaulineTT   \n",
       "17  Eastern Time (US & Canada)    False   en     RamonasNails   \n",
       "\n",
       "                                          description  \\\n",
       "8   ProBlack | Stoner | even jesus was stoned befo...   \n",
       "10  Strive not to be a success but rather to be of...   \n",
       "12  Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...   \n",
       "16  I be trying to chill, I swear do, because I lu...   \n",
       "17  Mom, Global Nail Artist, Consultant, blah,blah...   \n",
       "\n",
       "                        created_at  favourites_count  friends_count  \\\n",
       "8   Thu Jun 13 16:07:23 +0000 2013            2744.0         2700.0   \n",
       "10  Sat Jun 15 08:47:02 +0000 2013            2170.0          440.0   \n",
       "12  Thu Jun 20 12:35:59 +0000 2013            3555.0         1360.0   \n",
       "16  Wed Jul 24 14:50:02 +0000 2013            1983.0         1075.0   \n",
       "17  Thu Jul 25 14:06:28 +0000 2013            1992.0         1138.0   \n",
       "\n",
       "    listed_count  \n",
       "8           10.0  \n",
       "10           8.0  \n",
       "12          24.0  \n",
       "16           5.0  \n",
       "17           6.0  "
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users[df_users['id'].isin(df_links[df_links['link.domain'] == 'dlvr.it']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1518857420</td>\n",
       "      <td>USA</td>\n",
       "      <td>Jonathon Norwood</td>\n",
       "      <td>789.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NoJonathonNo</td>\n",
       "      <td>Strive not to be a success but rather to be of...</td>\n",
       "      <td>Sat Jun 15 08:47:02 +0000 2013</td>\n",
       "      <td>2170.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1533813962</td>\n",
       "      <td>USA</td>\n",
       "      <td>Lara Pretty</td>\n",
       "      <td>1795.0</td>\n",
       "      <td>3342.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PrettyLaraPlace</td>\n",
       "      <td>Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...</td>\n",
       "      <td>Thu Jun 20 12:35:59 +0000 2013</td>\n",
       "      <td>3555.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1584279696</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>Jasiah Jenkins</td>\n",
       "      <td>728.0</td>\n",
       "      <td>1918.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BigBoyJasiah</td>\n",
       "      <td>Visionary..... don't put me in a box.... Enigm...</td>\n",
       "      <td>Wed Jul 10 23:55:16 +0000 2013</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1623180199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jeffrey Kahunas</td>\n",
       "      <td>1565.0</td>\n",
       "      <td>2320.0</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>JeffreyKahunas</td>\n",
       "      <td>Honor God &amp; Jesus &amp; Your Parents Country, GOP,...</td>\n",
       "      <td>Fri Jul 26 15:01:14 +0000 2013</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>1586.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1629828379</td>\n",
       "      <td>New York, USA</td>\n",
       "      <td>Lovely Cass</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>3831.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>cassishere</td>\n",
       "      <td>Fun-loving conservative sharing the truth that...</td>\n",
       "      <td>Mon Jul 29 07:59:27 +0000 2013</td>\n",
       "      <td>4154.0</td>\n",
       "      <td>2220.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id       location              name  followers_count  \\\n",
       "10  1518857420            USA  Jonathon Norwood            789.0   \n",
       "12  1533813962            USA       Lara Pretty           1795.0   \n",
       "13  1584279696    Chicago, IL    Jasiah Jenkins            728.0   \n",
       "18  1623180199            NaN   Jeffrey Kahunas           1565.0   \n",
       "21  1629828379  New York, USA       Lovely Cass           2121.0   \n",
       "\n",
       "    statuses_count                   time_zone verified lang      screen_name  \\\n",
       "10          2002.0  Eastern Time (US & Canada)    False   en     NoJonathonNo   \n",
       "12          3342.0  Eastern Time (US & Canada)    False   en  PrettyLaraPlace   \n",
       "13          1918.0  Eastern Time (US & Canada)    False   en     BigBoyJasiah   \n",
       "18          2320.0  Pacific Time (US & Canada)    False   en   JeffreyKahunas   \n",
       "21          3831.0  Eastern Time (US & Canada)    False   en       cassishere   \n",
       "\n",
       "                                          description  \\\n",
       "10  Strive not to be a success but rather to be of...   \n",
       "12  Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...   \n",
       "13  Visionary..... don't put me in a box.... Enigm...   \n",
       "18  Honor God & Jesus & Your Parents Country, GOP,...   \n",
       "21  Fun-loving conservative sharing the truth that...   \n",
       "\n",
       "                        created_at  favourites_count  friends_count  \\\n",
       "10  Sat Jun 15 08:47:02 +0000 2013            2170.0          440.0   \n",
       "12  Thu Jun 20 12:35:59 +0000 2013            3555.0         1360.0   \n",
       "13  Wed Jul 10 23:55:16 +0000 2013            2342.0          393.0   \n",
       "18  Fri Jul 26 15:01:14 +0000 2013            1090.0         1586.0   \n",
       "21  Mon Jul 29 07:59:27 +0000 2013            4154.0         2220.0   \n",
       "\n",
       "    listed_count  \n",
       "10           8.0  \n",
       "12          24.0  \n",
       "13          19.0  \n",
       "18          18.0  \n",
       "21          36.0  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users[df_users['id'].isin(df_links[df_links['link.domain'] == 'ln.is']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>time_zone</th>\n",
       "      <th>verified</th>\n",
       "      <th>lang</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>listed_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1517678892</td>\n",
       "      <td>Philadelphia, PA</td>\n",
       "      <td>Mr Moran</td>\n",
       "      <td>879.0</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>MrMoraan</td>\n",
       "      <td>I'm getting too cool for this social media shi...</td>\n",
       "      <td>Fri Jun 14 21:58:48 +0000 2013</td>\n",
       "      <td>2981.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1518857420</td>\n",
       "      <td>USA</td>\n",
       "      <td>Jonathon Norwood</td>\n",
       "      <td>789.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NoJonathonNo</td>\n",
       "      <td>Strive not to be a success but rather to be of...</td>\n",
       "      <td>Sat Jun 15 08:47:02 +0000 2013</td>\n",
       "      <td>2170.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1533813962</td>\n",
       "      <td>USA</td>\n",
       "      <td>Lara Pretty</td>\n",
       "      <td>1795.0</td>\n",
       "      <td>3342.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>PrettyLaraPlace</td>\n",
       "      <td>Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...</td>\n",
       "      <td>Thu Jun 20 12:35:59 +0000 2013</td>\n",
       "      <td>3555.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1584279696</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>Jasiah Jenkins</td>\n",
       "      <td>728.0</td>\n",
       "      <td>1918.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BigBoyJasiah</td>\n",
       "      <td>Visionary..... don't put me in a box.... Enigm...</td>\n",
       "      <td>Wed Jul 10 23:55:16 +0000 2013</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1612106972</td>\n",
       "      <td>USA</td>\n",
       "      <td>Reuben Littlejohn</td>\n",
       "      <td>738.0</td>\n",
       "      <td>1899.0</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>LILJordamn</td>\n",
       "      <td>young nigga just trying to make# also do music#</td>\n",
       "      <td>Mon Jul 22 05:34:20 +0000 2013</td>\n",
       "      <td>2251.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id          location               name  followers_count  \\\n",
       "9   1517678892  Philadelphia, PA           Mr Moran            879.0   \n",
       "10  1518857420               USA   Jonathon Norwood            789.0   \n",
       "12  1533813962               USA        Lara Pretty           1795.0   \n",
       "13  1584279696       Chicago, IL     Jasiah Jenkins            728.0   \n",
       "15  1612106972               USA  Reuben Littlejohn            738.0   \n",
       "\n",
       "    statuses_count                   time_zone verified lang      screen_name  \\\n",
       "9           2044.0  Eastern Time (US & Canada)    False   en         MrMoraan   \n",
       "10          2002.0  Eastern Time (US & Canada)    False   en     NoJonathonNo   \n",
       "12          3342.0  Eastern Time (US & Canada)    False   en  PrettyLaraPlace   \n",
       "13          1918.0  Eastern Time (US & Canada)    False   en     BigBoyJasiah   \n",
       "15          1899.0  Eastern Time (US & Canada)    False   en       LILJordamn   \n",
       "\n",
       "                                          description  \\\n",
       "9   I'm getting too cool for this social media shi...   \n",
       "10  Strive not to be a success but rather to be of...   \n",
       "12  Bitter Clinger #USAFVet #NRA #2A #bluestarmom ...   \n",
       "13  Visionary..... don't put me in a box.... Enigm...   \n",
       "15    young nigga just trying to make# also do music#   \n",
       "\n",
       "                        created_at  favourites_count  friends_count  \\\n",
       "9   Fri Jun 14 21:58:48 +0000 2013            2981.0          758.0   \n",
       "10  Sat Jun 15 08:47:02 +0000 2013            2170.0          440.0   \n",
       "12  Thu Jun 20 12:35:59 +0000 2013            3555.0         1360.0   \n",
       "13  Wed Jul 10 23:55:16 +0000 2013            2342.0          393.0   \n",
       "15  Mon Jul 22 05:34:20 +0000 2013            2251.0          608.0   \n",
       "\n",
       "    listed_count  \n",
       "9           15.0  \n",
       "10           8.0  \n",
       "12          24.0  \n",
       "13          19.0  \n",
       "15          16.0  "
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_users[df_users['id'].isin(df_links[df_links['link.domain'] == 'ow.ly']['user.id'])].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Analyzing the resolved links."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_link_meta = pd.read_csv('data/resolved_links_yt_ls.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "www.sfgate.com                   395\n",
       "ksnt.com                         367\n",
       "www.cleveland.com                354\n",
       "www.kmbc.com                     330\n",
       "www.nola.com                     237\n",
       "www.reuters.com                  220\n",
       "ksn.com                          206\n",
       "kron4.com                        187\n",
       "www.nj.com                       185\n",
       "www.breitbart.com                143\n",
       "www.azcentral.com                 98\n",
       "www.nbcchicago.com                88\n",
       "www.wafb.com                      69\n",
       "www.philly.com                    68\n",
       "www.stltoday.com                  65\n",
       "www.mysanantonio.com              65\n",
       "www.nbc12.com                     50\n",
       "www.usatoday.com                  48\n",
       "blacktolive.org                   37\n",
       "www.patdollard.com                35\n",
       "www.seattletimes.com              33\n",
       "www.abc15.com                     29\n",
       "www.wkyc.com                      26\n",
       "www.detroitnews.com               26\n",
       "www.post-gazette.com              24\n",
       "www.kctv5.com                     24\n",
       "www.wtae.com                      23\n",
       "www.americanthinker.com           23\n",
       "www.nbcwashington.com             21\n",
       "www.politicususa.com              20\n",
       "                                ... \n",
       "www.youngcons.com                  1\n",
       "politicalillusionsexposed.com      1\n",
       "www.thedailybeast.com              1\n",
       "polling.reuters.com                1\n",
       "thelibertarianrepublic.com         1\n",
       "shawsblog2011.blogspot.com         1\n",
       "www.ooyuz.com                      1\n",
       "deborahleejarrett.com              1\n",
       "blogs.wsj.com                      1\n",
       "hiphopdx.com                       1\n",
       "www.laprogressive.com              1\n",
       "www.sott.net                       1\n",
       "blog.blackbusiness.org             1\n",
       "www.globalresearch.ca              1\n",
       "wtop.com                           1\n",
       "equip.sbts.edu                     1\n",
       "www.academia.org                   1\n",
       "www.counterpunch.org               1\n",
       "www.star-telegram.com              1\n",
       "bit.ly                             1\n",
       "drive.google.com                   1\n",
       "republicbuzz.com                   1\n",
       "spectator.org                      1\n",
       "conservativefiringline.com         1\n",
       "www.freep.com                      1\n",
       "www.google.co.uk                   1\n",
       "one-simple-idea.com                1\n",
       "www.thedenverchannel.com           1\n",
       "www.inquisitr.com                  1\n",
       "www.realcleardefense.com           1\n",
       "Name: link.domain_resolved, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_link_meta[df_link_meta['link.domain'] == 'bit.ly']['link.domain_resolved'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "www.washingtonpost.com                           473\n",
       "www.sfgate.com                                   395\n",
       "ksnt.com                                         367\n",
       "www.cleveland.com                                355\n",
       "www.kmbc.com                                     330\n",
       "www.nola.com                                     237\n",
       "www.reuters.com                                  220\n",
       "www.breitbart.com                                216\n",
       "ksn.com                                          206\n",
       "kron4.com                                        187\n",
       "www.nj.com                                       185\n",
       "thehill.com                                      140\n",
       "www.dailymail.co.uk                              137\n",
       "www.politico.com                                 119\n",
       "www.foxnews.com                                  107\n",
       "www.rt.com                                       102\n",
       "www.libertywritersnews.com                       101\n",
       "truthfeed.com                                    100\n",
       "www.azcentral.com                                 98\n",
       "www.thegatewaypundit.com                          95\n",
       "www.washingtonexaminer.com                        91\n",
       "www.nbcchicago.com                                88\n",
       "dailycaller.com                                   81\n",
       "www.nydailynews.com                               75\n",
       "www.usatoday.com                                  73\n",
       "www.wafb.com                                      69\n",
       "www.philly.com                                    69\n",
       "chicago.cbslocal.com                              67\n",
       "www.stltoday.com                                  65\n",
       "www.mysanantonio.com                              65\n",
       "                                                ... \n",
       "blackpoliticsontheweb.com                          1\n",
       "www.upi.com                                        1\n",
       "electiondefensealliance.org                        1\n",
       "www.futuredanger.com                               1\n",
       "gopthedailydose.com                                1\n",
       "blackamericansfortrump.net                         1\n",
       "ww1.theearthchild.co.za                            1\n",
       "www.valuesvotersummit.org                          1\n",
       "managedhealthcareexecutive.modernmedicine.com      1\n",
       "www.cafepress.com                                  1\n",
       "usatoday30.usatoday.com                            1\n",
       "www.designntrend.com                               1\n",
       "graphics.latimes.com                               1\n",
       "www.gopusa.com                                     1\n",
       "libertyalliance.com                                1\n",
       "dailyheadlines.net                                 1\n",
       "www.change.org                                     1\n",
       "rightalerts.com                                    1\n",
       "www.joseph-jett.com                                1\n",
       "www.newstarget.com                                 1\n",
       "rollingout.com                                     1\n",
       "bossip.com                                         1\n",
       "www.tnjn.com                                       1\n",
       "www.christianpost.com                              1\n",
       "wolfradio933.iheart.com                            1\n",
       "www.vdare.com                                      1\n",
       "www.tagesanzeiger.ch                               1\n",
       "www.nativesunnews.today                            1\n",
       "snip.ly                                            1\n",
       "www.therebel.media                                 1\n",
       "Name: link.domain_resolved, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_link_meta['link.domain_resolved'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link.domain</th>\n",
       "      <th>link.domain_resolved</th>\n",
       "      <th>link.url_long</th>\n",
       "      <th>link.url_long_resolved</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>dlvr.it</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://dlvr.it/MHKyRk</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>ift.tt</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://ift.tt/2eCfkRH</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920</th>\n",
       "      <td>on.rt.com</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://on.rt.com/7rcg</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>bit.ly</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://bit.ly/2dzRVTA</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4366</th>\n",
       "      <td>goo.gl</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://goo.gl/xrd3mx</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4684</th>\n",
       "      <td>bit.ly</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://bit.ly/2cvhgsu</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5195</th>\n",
       "      <td>fb.me</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://fb.me/5aiYDy6tz</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5515</th>\n",
       "      <td>goo.gl</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://goo.gl/fb/kvNWQ9</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7082</th>\n",
       "      <td>fb.me</td>\n",
       "      <td>-1</td>\n",
       "      <td>http://fb.me/1wvYf2bMU</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     link.domain link.domain_resolved            link.url_long  \\\n",
       "1003     dlvr.it                   -1    http://dlvr.it/MHKyRk   \n",
       "1177      ift.tt                   -1    http://ift.tt/2eCfkRH   \n",
       "1920   on.rt.com                   -1    http://on.rt.com/7rcg   \n",
       "2170      bit.ly                   -1    http://bit.ly/2dzRVTA   \n",
       "4366      goo.gl                   -1     http://goo.gl/xrd3mx   \n",
       "4684      bit.ly                   -1    http://bit.ly/2cvhgsu   \n",
       "5195       fb.me                   -1   http://fb.me/5aiYDy6tz   \n",
       "5515      goo.gl                   -1  http://goo.gl/fb/kvNWQ9   \n",
       "7082       fb.me                   -1   http://fb.me/1wvYf2bMU   \n",
       "\n",
       "     link.url_long_resolved  \n",
       "1003                     -1  \n",
       "1177                     -1  \n",
       "1920                     -1  \n",
       "2170                     -1  \n",
       "4366                     -1  \n",
       "4684                     -1  \n",
       "5195                     -1  \n",
       "5515                     -1  \n",
       "7082                     -1  "
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# these failed!\n",
    "df_link_meta[df_link_meta['link.domain_resolved'] == -1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the most common words associated with each link using a simple count sans-stop words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What does his own site focus on?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Trump', 19),\n",
       " ('FBI', 13),\n",
       " ('Over', 13),\n",
       " ('GOP', 12),\n",
       " ('The', 11),\n",
       " ('https://t.co/9hkyEX1UVi', 11),\n",
       " ('@realDonaldTrump', 10),\n",
       " ('Tax', 10),\n",
       " ('After', 8),\n",
       " ('Cuts', 8)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count = Counter()\n",
    "for sent in df_links[df_links['link.domain'] == 'hannity.com']['tweet.text'].values:\n",
    "    word_count.update([w for w in sent.split() if w not in stopwords.words('English')])\n",
    "\n",
    "word_count.most_common(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What about Amazon?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('radio', 26),\n",
       " ('joins', 19),\n",
       " ('new', 19),\n",
       " ('book', 15),\n",
       " ('discuss', 11),\n",
       " ('great', 7),\n",
       " ('talk', 7),\n",
       " ('#Hannity', 7),\n",
       " ('author', 4),\n",
       " ('.@newtgingrich', 4)]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_count = Counter()\n",
    "for sent in df_links[df_links['link.domain'] == 'amzn.to']['tweet.text']:\n",
    "    word_count.update([w for w in sent.split() if w not in stopwords.words('English')])\n",
    "\n",
    "word_count.most_common(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Questionable Media Domains <a id=\"fake\"></a>\n",
    "We can use the open sources dataset to filter domains on various criteria.<br>\n",
    "Here is a <a href=\"https://nbviewer.jupyter.org/github/yinleon/fake_news/blob/master/opensources-lite.ipynb\">notebook</a> that makes the data machine-readible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "opensorces_clean_url = 'https://raw.githubusercontent.com/yinleon/fake_news/master/data/sources_clean.tsv'\n",
    "df_os = pd.read_csv(opensorces_clean_url, sep='\\t')\n",
    "len(df_os)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>domain</th>\n",
       "      <th>bias</th>\n",
       "      <th>clickbait</th>\n",
       "      <th>conspiracy</th>\n",
       "      <th>fake</th>\n",
       "      <th>hate</th>\n",
       "      <th>junksci</th>\n",
       "      <th>political</th>\n",
       "      <th>reliable</th>\n",
       "      <th>rumor</th>\n",
       "      <th>satire</th>\n",
       "      <th>state</th>\n",
       "      <th>unreliable</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100percentfedup.com</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16wmpo.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>http://www.politifact.com/punditfact/article/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21stcenturywire.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24newsflash.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24wpn.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>http://www.politifact.com/punditfact/article/2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                domain  bias  clickbait  conspiracy  fake  hate  junksci  \\\n",
       "0  100percentfedup.com     1          0           0     0     0        0   \n",
       "1           16wmpo.com     0          0           0     1     0        0   \n",
       "2  21stcenturywire.com     0          0           1     0     0        0   \n",
       "3      24newsflash.com     0          0           0     1     0        0   \n",
       "4            24wpn.com     0          0           0     1     0        0   \n",
       "\n",
       "   political  reliable  rumor  satire  state  unreliable  \\\n",
       "0          0         0      0       0      0           0   \n",
       "1          0         0      0       0      0           0   \n",
       "2          0         0      0       0      0           0   \n",
       "3          0         0      0       0      0           0   \n",
       "4          0         0      0       0      0           0   \n",
       "\n",
       "                                               notes  \n",
       "0                                                NaN  \n",
       "1  http://www.politifact.com/punditfact/article/2...  \n",
       "2                                                NaN  \n",
       "3                                                NaN  \n",
       "4  http://www.politifact.com/punditfact/article/2...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_os.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>domain</th>\n",
       "      <th>bias</th>\n",
       "      <th>clickbait</th>\n",
       "      <th>conspiracy</th>\n",
       "      <th>fake</th>\n",
       "      <th>hate</th>\n",
       "      <th>junksci</th>\n",
       "      <th>political</th>\n",
       "      <th>reliable</th>\n",
       "      <th>rumor</th>\n",
       "      <th>satire</th>\n",
       "      <th>state</th>\n",
       "      <th>unreliable</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>infowars.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           domain  bias  clickbait  conspiracy  fake  hate  junksci  \\\n",
       "384  infowars.com     0          0           1     0     0        0   \n",
       "\n",
       "     political  reliable  rumor  satire  state  unreliable notes  \n",
       "384          0         0      0       0      0           0   NaN  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_os[df_os['domain'] == 'infowars.com']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bit.ly         4139\n",
       "wapo.st         441\n",
       "sh.st           295\n",
       "dlvr.it         281\n",
       "fb.me           224\n",
       "ow.ly           189\n",
       "goo.gl          173\n",
       "buff.ly         170\n",
       "ift.tt          133\n",
       "hill.cm         132\n",
       "dailym.ai       131\n",
       "politi.co       113\n",
       "on.rt.com       101\n",
       "shar.es          97\n",
       "washex.am        83\n",
       "trib.al          81\n",
       "fxn.ws           80\n",
       "cbsloc.al        78\n",
       "cnn.it           59\n",
       "nyti.ms          46\n",
       "huff.to          44\n",
       "nydn.us          43\n",
       "tinyurl.com      31\n",
       "nyp.st           28\n",
       "usat.ly          26\n",
       "wpo.st           26\n",
       "smq.tc           21\n",
       "waa.ai           20\n",
       "on.wsj.com       20\n",
       "paper.li         14\n",
       "Name: link.domain, dtype: int64"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_link_meta['link.domain'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_merged = df_links.merge(df_link_meta, on =['link.url_long', 'link.domain'], how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link.domain</th>\n",
       "      <th>link.url_long</th>\n",
       "      <th>tweet.created_at</th>\n",
       "      <th>tweet.id</th>\n",
       "      <th>tweet.text</th>\n",
       "      <th>user.id</th>\n",
       "      <th>link.domain_resolved</th>\n",
       "      <th>link.url_long_resolved</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/kI3Uc</td>\n",
       "      <td>2016-09-12 17:48:32</td>\n",
       "      <td>775390654306226176</td>\n",
       "      <td>RT @GoldStarMomTX55: ChristiChat: RT LindaSuhl...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/kI3Uc</td>\n",
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       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/mU6Uw</td>\n",
       "      <td>2016-09-18 01:05:05</td>\n",
       "      <td>777312455114559488</td>\n",
       "      <td>RT @apostlelaurinda: &amp;amp;it was a lie = FLASH...</td>\n",
       "      <td>1651693646</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/mU6Uw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "      <td>2016-09-19 17:56:11</td>\n",
       "      <td>777929294471368704</td>\n",
       "      <td>RT @JeffreyGriese: Under Secretary Clinton, U....</td>\n",
       "      <td>2606301939</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "      <td>2016-09-19 17:56:11</td>\n",
       "      <td>777929294471368704</td>\n",
       "      <td>RT @JeffreyGriese: Under Secretary Clinton, U....</td>\n",
       "      <td>2606301939</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/20/wBmL5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/wyZV9</td>\n",
       "      <td>2016-09-17 16:49:31</td>\n",
       "      <td>777187739364159488</td>\n",
       "      <td>RT @karen_erotoo1: Desperate Racist Black Cauc...</td>\n",
       "      <td>2491081213</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/wyZV9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/lonestarliberty.org/bWZGJ</td>\n",
       "      <td>2016-09-16 20:42:07</td>\n",
       "      <td>776883889189117952</td>\n",
       "      <td>RT @jstines3: As The GOP Sinks, The #GOPEXODUS...</td>\n",
       "      <td>1533813962</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/lonestarliberty.org/bWZGJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/constitution.com/Qg5CQ</td>\n",
       "      <td>2016-10-17 08:20:32</td>\n",
       "      <td>787931284916072448</td>\n",
       "      <td>RT @luvGodncountry: Green Party Candidate Jill...</td>\n",
       "      <td>2535818742</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/constitution.com/Qg5CQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "      <td>2016-11-07 04:54:34</td>\n",
       "      <td>795489597065220096</td>\n",
       "      <td>RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "      <td>2016-11-07 04:54:34</td>\n",
       "      <td>795489597065220096</td>\n",
       "      <td>RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/E88ol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "      <td>2016-09-19 21:09:30</td>\n",
       "      <td>777977943800721408</td>\n",
       "      <td>RT @cmdorsey: Judge blasts State Dept. for slo...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "      <td>2016-09-19 21:09:30</td>\n",
       "      <td>777977943800721408</td>\n",
       "      <td>RT @cmdorsey: Judge blasts State Dept. for slo...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/washingtontimes.com/2Pe5L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.weaselzippers.us/1TRkZ</td>\n",
       "      <td>2016-05-31 07:49:51</td>\n",
       "      <td>737551653323214849</td>\n",
       "      <td>RT @NahBabyNah: Hillary Clinton Has The Most S...</td>\n",
       "      <td>3083844539</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.weaselzippers.us/1TRkZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "      <td>2016-09-18 19:07:39</td>\n",
       "      <td>777584890695090176</td>\n",
       "      <td>RT @topcota1SG: 'There will be more': Chilling...</td>\n",
       "      <td>3083844539</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "      <td>2016-09-18 19:07:39</td>\n",
       "      <td>777584890695090176</td>\n",
       "      <td>RT @topcota1SG: 'There will be more': Chilling...</td>\n",
       "      <td>3083844539</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/nypost.com/2016/09/1/PwUPP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/2s2SQ</td>\n",
       "      <td>2016-09-08 18:11:08</td>\n",
       "      <td>773946789292539905</td>\n",
       "      <td>RT @6549lmartin: WATCH - Richard Petty Endorse...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/com/2s2SQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/43HU5</td>\n",
       "      <td>2016-10-06 16:36:09</td>\n",
       "      <td>784069745402273792</td>\n",
       "      <td>RT @RobHoey: Brain Flushings: Obama puts out a...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/43HU5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/foxbusiness.com/zl1WP</td>\n",
       "      <td>2016-09-19 09:50:24</td>\n",
       "      <td>777807043231043584</td>\n",
       "      <td>RT @FreedomChild3: Sheriff Clarke on Clinton a...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/foxbusiness.com/zl1WP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "      <td>2016-09-19 19:03:15</td>\n",
       "      <td>777946170182230016</td>\n",
       "      <td>RT @pinnie99: Hillary Clinton WILL LOSE if Eno...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "      <td>2016-09-19 19:03:15</td>\n",
       "      <td>777946170182230016</td>\n",
       "      <td>RT @pinnie99: Hillary Clinton WILL LOSE if Eno...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/subjectpolitics.com/OwVRM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/ijr.com/2016/09/ZdHN3</td>\n",
       "      <td>2016-09-29 13:22:09</td>\n",
       "      <td>781484208590032896</td>\n",
       "      <td>RT @NimbleNavgater: Man in Trump Hat Is Beaten...</td>\n",
       "      <td>1662779209</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/ijr.com/2016/09/ZdHN3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/twitchy.com/loriz-31/WjCvz</td>\n",
       "      <td>2016-09-18 17:34:26</td>\n",
       "      <td>777561434121052160</td>\n",
       "      <td>RT @patriots928: Twitchy News Update. VILE: Wh...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/twitchy.com/loriz-31/WjCvz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/politi.co/gKRv7</td>\n",
       "      <td>2016-09-17 09:05:13</td>\n",
       "      <td>777070894908833792</td>\n",
       "      <td>RT @BevComstock: Network pools refuse to cover...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/politi.co/gKRv7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/townhall.com/tipshee/YjLdD</td>\n",
       "      <td>2016-11-12 02:35:13</td>\n",
       "      <td>797266468660449280</td>\n",
       "      <td>RT @prospectia: Memo to Liberals Obsessing Ove...</td>\n",
       "      <td>1649967228</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/townhall.com/tipshee/YjLdD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/CpY69</td>\n",
       "      <td>2016-11-10 09:38:21</td>\n",
       "      <td>796648177092927488</td>\n",
       "      <td>RT @Ange6H777: The World's Richest People Lose...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/CpY69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/Luq0J</td>\n",
       "      <td>2016-09-18 18:18:59</td>\n",
       "      <td>777572641716723712</td>\n",
       "      <td>RT @rickybobby90210: Wikileaks: Obama Sold Gov...</td>\n",
       "      <td>1533813962</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/Luq0J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "      <td>2016-09-17 01:56:14</td>\n",
       "      <td>776962937906946048</td>\n",
       "      <td>RT @johnchurilla1: Watch Jesse Jackson Praise ...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/IhArq</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/cRSSz</td>\n",
       "      <td>2016-09-29 13:56:24</td>\n",
       "      <td>781492828723613696</td>\n",
       "      <td>RT @StacyBrewer18: Countdown To Fascist Contro...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/rickwells.us/cRSSz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/americanthinker.com/rwkyQ</td>\n",
       "      <td>2016-09-12 18:24:57</td>\n",
       "      <td>775399819204554756</td>\n",
       "      <td>RT @RobHoey: Blog: Forget Trump for now, Hilla...</td>\n",
       "      <td>1694026190</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/americanthinker.com/rwkyQ</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>28413</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/youtu.be/PFAon</td>\n",
       "      <td>2016-09-13 06:47:15</td>\n",
       "      <td>775586622750412800</td>\n",
       "      <td>RT @InfoHighwayGuy: Trump addresses Clinton's ...</td>\n",
       "      <td>2535166748</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/youtu.be/PFAon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28467</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "      <td>2016-10-06 17:39:18</td>\n",
       "      <td>784085639134404609</td>\n",
       "      <td>RT @indigenous01: Global Bureaucrats Invited B...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28468</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "      <td>2016-10-06 17:39:18</td>\n",
       "      <td>784085639134404609</td>\n",
       "      <td>RT @indigenous01: Global Bureaucrats Invited B...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/q0Psk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28475</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/paper.li/MangusColor/nOLi1</td>\n",
       "      <td>2016-09-30 11:59:00</td>\n",
       "      <td>781825670158639104</td>\n",
       "      <td>RT @MangusColorado: SWING STATE SURPRISE: Vote...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/paper.li/MangusColor/nOLi1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28537</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28538</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28539</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "      <td>2016-09-17 01:08:05</td>\n",
       "      <td>776950823083466752</td>\n",
       "      <td>RT @flame4him: Clinton lied to FBI, smashed ph...</td>\n",
       "      <td>1651693646</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/enele</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28543</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/pZ2db</td>\n",
       "      <td>2016-09-18 18:33:57</td>\n",
       "      <td>777576410898698240</td>\n",
       "      <td>RT @RaymondBrogan: Wikileaks: Obama Sold Gover...</td>\n",
       "      <td>1661246144</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/pZ2db</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28752</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28753</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28754</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "      <td>2016-09-12 18:18:57</td>\n",
       "      <td>775398310123274240</td>\n",
       "      <td>RT @PositivelyJoan: RT @GodandtheBear The FBI’...</td>\n",
       "      <td>1877492857</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.wsj.com/articles/2hpEI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28758</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/v8zqJ</td>\n",
       "      <td>2016-10-08 13:46:04</td>\n",
       "      <td>784751719259500544</td>\n",
       "      <td>RT @kcanderson30: \"BREAKING: Kathleen Willey S...</td>\n",
       "      <td>2535818742</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dailycaller.com/2016/v8zqJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28851</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "      <td>2016-10-22 20:08:24</td>\n",
       "      <td>789921368074752001</td>\n",
       "      <td>RT @luvGodncountry: Donald Trump calls for leg...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28852</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "      <td>2016-10-22 20:08:24</td>\n",
       "      <td>789921368074752001</td>\n",
       "      <td>RT @luvGodncountry: Donald Trump calls for leg...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/goo.gl/7F8rP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/bJcag</td>\n",
       "      <td>2016-07-29 17:03:08</td>\n",
       "      <td>759071772184633344</td>\n",
       "      <td>RT @akawhit1: July 26, 2016: The Day that the ...</td>\n",
       "      <td>3083086600</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/therealstrategy.com/bJcag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29057</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/thehill.com/blogs/bl/pwG1f</td>\n",
       "      <td>2016-09-29 13:31:15</td>\n",
       "      <td>781486500638842880</td>\n",
       "      <td>RT @RobHoey: Giuliani whacks Kaine for missing...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/thehill.com/blogs/bl/pwG1f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29060</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youngcons.com/JmgX9</td>\n",
       "      <td>2016-10-07 00:06:34</td>\n",
       "      <td>784183096673468417</td>\n",
       "      <td>RT @indigenous01: Complaint Filed With FEC All...</td>\n",
       "      <td>2535818742</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youngcons.com/JmgX9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29095</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29096</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29097</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "      <td>2016-11-16 17:13:28</td>\n",
       "      <td>798937040943464448</td>\n",
       "      <td>RT @Linnlondon1: Gohmert Forces #FBI Director ...</td>\n",
       "      <td>1694026190</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.youtube.com/Met5j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29117</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/HQUnS</td>\n",
       "      <td>2016-09-17 18:00:09</td>\n",
       "      <td>777205516107915264</td>\n",
       "      <td>RT @blessenkat: Wikileaks: Obama Sold Governme...</td>\n",
       "      <td>1679279490</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/HQUnS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29129</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.zerohedge.com/ne/CUNtu</td>\n",
       "      <td>2016-10-06 15:28:13</td>\n",
       "      <td>784052650765611008</td>\n",
       "      <td>RT @Kamani1147: Clinton Campaign Admits Hillar...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.zerohedge.com/ne/CUNtu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29181</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/dBZfa</td>\n",
       "      <td>2016-10-06 15:21:08</td>\n",
       "      <td>784050869079683072</td>\n",
       "      <td>RT @RobHoey: Brain Flushings: Trump tells term...</td>\n",
       "      <td>1671234620</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/blogspot.com/dBZfa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29189</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "      <td>2016-09-17 09:36:09</td>\n",
       "      <td>777078680040251393</td>\n",
       "      <td>RT @EasyEarl: At United Nations, Clinton Gives...</td>\n",
       "      <td>1662779209</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29190</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "      <td>2016-09-17 09:36:09</td>\n",
       "      <td>777078680040251393</td>\n",
       "      <td>RT @EasyEarl: At United Nations, Clinton Gives...</td>\n",
       "      <td>1662779209</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/www.breitbart.com/bi/aoQTy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29198</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "      <td>2016-09-18 17:39:07</td>\n",
       "      <td>777562608777830401</td>\n",
       "      <td>RT @EasyEarl: APPALLING: Clinton Foundation Sp...</td>\n",
       "      <td>1662779209</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29199</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "      <td>2016-09-18 17:39:07</td>\n",
       "      <td>777562608777830401</td>\n",
       "      <td>RT @EasyEarl: APPALLING: Clinton Foundation Sp...</td>\n",
       "      <td>1662779209</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/dcwhispers.com/XtwdS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29244</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29245</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29246</th>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "      <td>2016-09-18 18:18:48</td>\n",
       "      <td>777572597819203584</td>\n",
       "      <td>RT @spieckerman: LA Times/USC Poll: @realDonal...</td>\n",
       "      <td>1833223908</td>\n",
       "      <td>ln.is</td>\n",
       "      <td>http://ln.is/graphics.latimes.com/pxJUc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>761 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      link.domain                            link.url_long  \\\n",
       "55          ln.is  http://ln.is/www.breitbart.com/20/kI3Uc   \n",
       "142         ln.is                   http://ln.is/com/mU6Uw   \n",
       "181         ln.is  http://ln.is/www.breitbart.com/20/wBmL5   \n",
       "182         ln.is  http://ln.is/www.breitbart.com/20/wBmL5   \n",
       "191         ln.is          http://ln.is/rickwells.us/wyZV9   \n",
       "246         ln.is   http://ln.is/lonestarliberty.org/bWZGJ   \n",
       "274         ln.is      http://ln.is/constitution.com/Qg5CQ   \n",
       "361         ln.is       http://ln.is/www.youtube.com/E88ol   \n",
       "362         ln.is       http://ln.is/www.youtube.com/E88ol   \n",
       "552         ln.is   http://ln.is/washingtontimes.com/2Pe5L   \n",
       "553         ln.is   http://ln.is/washingtontimes.com/2Pe5L   \n",
       "564         ln.is  http://ln.is/www.weaselzippers.us/1TRkZ   \n",
       "712         ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP   \n",
       "713         ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP   \n",
       "817         ln.is                   http://ln.is/com/2s2SQ   \n",
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       "882         ln.is   http://ln.is/subjectpolitics.com/OwVRM   \n",
       "938         ln.is       http://ln.is/ijr.com/2016/09/ZdHN3   \n",
       "946         ln.is  http://ln.is/twitchy.com/loriz-31/WjCvz   \n",
       "973         ln.is             http://ln.is/politi.co/gKRv7   \n",
       "1062        ln.is  http://ln.is/townhall.com/tipshee/YjLdD   \n",
       "1126        ln.is   http://ln.is/therealstrategy.com/CpY69   \n",
       "1149        ln.is   http://ln.is/therealstrategy.com/Luq0J   \n",
       "1249        ln.is                       http://ln.is/IhArq   \n",
       "1250        ln.is                       http://ln.is/IhArq   \n",
       "1251        ln.is                       http://ln.is/IhArq   \n",
       "1263        ln.is          http://ln.is/rickwells.us/cRSSz   \n",
       "1275        ln.is   http://ln.is/americanthinker.com/rwkyQ   \n",
       "...           ...                                      ...   \n",
       "28413       ln.is              http://ln.is/youtu.be/PFAon   \n",
       "28467       ln.is  http://ln.is/dailycaller.com/2016/q0Psk   \n",
       "28468       ln.is  http://ln.is/dailycaller.com/2016/q0Psk   \n",
       "28475       ln.is  http://ln.is/paper.li/MangusColor/nOLi1   \n",
       "28537       ln.is                       http://ln.is/enele   \n",
       "28538       ln.is                       http://ln.is/enele   \n",
       "28539       ln.is                       http://ln.is/enele   \n",
       "28543       ln.is   http://ln.is/therealstrategy.com/pZ2db   \n",
       "28752       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "28753       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "28754       ln.is  http://ln.is/www.wsj.com/articles/2hpEI   \n",
       "28758       ln.is  http://ln.is/dailycaller.com/2016/v8zqJ   \n",
       "28851       ln.is                http://ln.is/goo.gl/7F8rP   \n",
       "28852       ln.is                http://ln.is/goo.gl/7F8rP   \n",
       "28927       ln.is   http://ln.is/therealstrategy.com/bJcag   \n",
       "29057       ln.is  http://ln.is/thehill.com/blogs/bl/pwG1f   \n",
       "29060       ln.is     http://ln.is/www.youngcons.com/JmgX9   \n",
       "29095       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "29096       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "29097       ln.is       http://ln.is/www.youtube.com/Met5j   \n",
       "29117       ln.is                       http://ln.is/HQUnS   \n",
       "29129       ln.is  http://ln.is/www.zerohedge.com/ne/CUNtu   \n",
       "29181       ln.is          http://ln.is/blogspot.com/dBZfa   \n",
       "29189       ln.is  http://ln.is/www.breitbart.com/bi/aoQTy   \n",
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       "29199       ln.is        http://ln.is/dcwhispers.com/XtwdS   \n",
       "29244       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "29245       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "29246       ln.is  http://ln.is/graphics.latimes.com/pxJUc   \n",
       "\n",
       "          tweet.created_at            tweet.id  \\\n",
       "55     2016-09-12 17:48:32  775390654306226176   \n",
       "142    2016-09-18 01:05:05  777312455114559488   \n",
       "181    2016-09-19 17:56:11  777929294471368704   \n",
       "182    2016-09-19 17:56:11  777929294471368704   \n",
       "191    2016-09-17 16:49:31  777187739364159488   \n",
       "246    2016-09-16 20:42:07  776883889189117952   \n",
       "274    2016-10-17 08:20:32  787931284916072448   \n",
       "361    2016-11-07 04:54:34  795489597065220096   \n",
       "362    2016-11-07 04:54:34  795489597065220096   \n",
       "552    2016-09-19 21:09:30  777977943800721408   \n",
       "553    2016-09-19 21:09:30  777977943800721408   \n",
       "564    2016-05-31 07:49:51  737551653323214849   \n",
       "712    2016-09-18 19:07:39  777584890695090176   \n",
       "713    2016-09-18 19:07:39  777584890695090176   \n",
       "817    2016-09-08 18:11:08  773946789292539905   \n",
       "849    2016-10-06 16:36:09  784069745402273792   \n",
       "869    2016-09-19 09:50:24  777807043231043584   \n",
       "881    2016-09-19 19:03:15  777946170182230016   \n",
       "882    2016-09-19 19:03:15  777946170182230016   \n",
       "938    2016-09-29 13:22:09  781484208590032896   \n",
       "946    2016-09-18 17:34:26  777561434121052160   \n",
       "973    2016-09-17 09:05:13  777070894908833792   \n",
       "1062   2016-11-12 02:35:13  797266468660449280   \n",
       "1126   2016-11-10 09:38:21  796648177092927488   \n",
       "1149   2016-09-18 18:18:59  777572641716723712   \n",
       "1249   2016-09-17 01:56:14  776962937906946048   \n",
       "1250   2016-09-17 01:56:14  776962937906946048   \n",
       "1251   2016-09-17 01:56:14  776962937906946048   \n",
       "1263   2016-09-29 13:56:24  781492828723613696   \n",
       "1275   2016-09-12 18:24:57  775399819204554756   \n",
       "...                    ...                 ...   \n",
       "28413  2016-09-13 06:47:15  775586622750412800   \n",
       "28467  2016-10-06 17:39:18  784085639134404609   \n",
       "28468  2016-10-06 17:39:18  784085639134404609   \n",
       "28475  2016-09-30 11:59:00  781825670158639104   \n",
       "28537  2016-09-17 01:08:05  776950823083466752   \n",
       "28538  2016-09-17 01:08:05  776950823083466752   \n",
       "28539  2016-09-17 01:08:05  776950823083466752   \n",
       "28543  2016-09-18 18:33:57  777576410898698240   \n",
       "28752  2016-09-12 18:18:57  775398310123274240   \n",
       "28753  2016-09-12 18:18:57  775398310123274240   \n",
       "28754  2016-09-12 18:18:57  775398310123274240   \n",
       "28758  2016-10-08 13:46:04  784751719259500544   \n",
       "28851  2016-10-22 20:08:24  789921368074752001   \n",
       "28852  2016-10-22 20:08:24  789921368074752001   \n",
       "28927  2016-07-29 17:03:08  759071772184633344   \n",
       "29057  2016-09-29 13:31:15  781486500638842880   \n",
       "29060  2016-10-07 00:06:34  784183096673468417   \n",
       "29095  2016-11-16 17:13:28  798937040943464448   \n",
       "29096  2016-11-16 17:13:28  798937040943464448   \n",
       "29097  2016-11-16 17:13:28  798937040943464448   \n",
       "29117  2016-09-17 18:00:09  777205516107915264   \n",
       "29129  2016-10-06 15:28:13  784052650765611008   \n",
       "29181  2016-10-06 15:21:08  784050869079683072   \n",
       "29189  2016-09-17 09:36:09  777078680040251393   \n",
       "29190  2016-09-17 09:36:09  777078680040251393   \n",
       "29198  2016-09-18 17:39:07  777562608777830401   \n",
       "29199  2016-09-18 17:39:07  777562608777830401   \n",
       "29244  2016-09-18 18:18:48  777572597819203584   \n",
       "29245  2016-09-18 18:18:48  777572597819203584   \n",
       "29246  2016-09-18 18:18:48  777572597819203584   \n",
       "\n",
       "                                              tweet.text     user.id  \\\n",
       "55     RT @GoldStarMomTX55: ChristiChat: RT LindaSuhl...  1679279490   \n",
       "142    RT @apostlelaurinda: &amp;it was a lie = FLASH...  1651693646   \n",
       "181    RT @JeffreyGriese: Under Secretary Clinton, U....  2606301939   \n",
       "182    RT @JeffreyGriese: Under Secretary Clinton, U....  2606301939   \n",
       "191    RT @karen_erotoo1: Desperate Racist Black Cauc...  2491081213   \n",
       "246    RT @jstines3: As The GOP Sinks, The #GOPEXODUS...  1533813962   \n",
       "274    RT @luvGodncountry: Green Party Candidate Jill...  2535818742   \n",
       "361    RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...  1679279490   \n",
       "362    RT @ladymacbeth1212: HOMELESS WOMAN WHO PROTEC...  1679279490   \n",
       "552    RT @cmdorsey: Judge blasts State Dept. for slo...  1671234620   \n",
       "553    RT @cmdorsey: Judge blasts State Dept. for slo...  1671234620   \n",
       "564    RT @NahBabyNah: Hillary Clinton Has The Most S...  3083844539   \n",
       "712    RT @topcota1SG: 'There will be more': Chilling...  3083844539   \n",
       "713    RT @topcota1SG: 'There will be more': Chilling...  3083844539   \n",
       "817    RT @6549lmartin: WATCH - Richard Petty Endorse...  1679279490   \n",
       "849    RT @RobHoey: Brain Flushings: Obama puts out a...  1671234620   \n",
       "869    RT @FreedomChild3: Sheriff Clarke on Clinton a...  1679279490   \n",
       "881    RT @pinnie99: Hillary Clinton WILL LOSE if Eno...  1679279490   \n",
       "882    RT @pinnie99: Hillary Clinton WILL LOSE if Eno...  1679279490   \n",
       "938    RT @NimbleNavgater: Man in Trump Hat Is Beaten...  1662779209   \n",
       "946    RT @patriots928: Twitchy News Update. VILE: Wh...  1671234620   \n",
       "973    RT @BevComstock: Network pools refuse to cover...  1679279490   \n",
       "1062   RT @prospectia: Memo to Liberals Obsessing Ove...  1649967228   \n",
       "1126   RT @Ange6H777: The World's Richest People Lose...  1679279490   \n",
       "1149   RT @rickybobby90210: Wikileaks: Obama Sold Gov...  1533813962   \n",
       "1249   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490   \n",
       "1250   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490   \n",
       "1251   RT @johnchurilla1: Watch Jesse Jackson Praise ...  1679279490   \n",
       "1263   RT @StacyBrewer18: Countdown To Fascist Contro...  1679279490   \n",
       "1275   RT @RobHoey: Blog: Forget Trump for now, Hilla...  1694026190   \n",
       "...                                                  ...         ...   \n",
       "28413  RT @InfoHighwayGuy: Trump addresses Clinton's ...  2535166748   \n",
       "28467  RT @indigenous01: Global Bureaucrats Invited B...  1671234620   \n",
       "28468  RT @indigenous01: Global Bureaucrats Invited B...  1671234620   \n",
       "28475  RT @MangusColorado: SWING STATE SURPRISE: Vote...  1679279490   \n",
       "28537  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646   \n",
       "28538  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646   \n",
       "28539  RT @flame4him: Clinton lied to FBI, smashed ph...  1651693646   \n",
       "28543  RT @RaymondBrogan: Wikileaks: Obama Sold Gover...  1661246144   \n",
       "28752  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857   \n",
       "28753  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857   \n",
       "28754  RT @PositivelyJoan: RT @GodandtheBear The FBI’...  1877492857   \n",
       "28758  RT @kcanderson30: \"BREAKING: Kathleen Willey S...  2535818742   \n",
       "28851  RT @luvGodncountry: Donald Trump calls for leg...  1671234620   \n",
       "28852  RT @luvGodncountry: Donald Trump calls for leg...  1671234620   \n",
       "28927  RT @akawhit1: July 26, 2016: The Day that the ...  3083086600   \n",
       "29057  RT @RobHoey: Giuliani whacks Kaine for missing...  1671234620   \n",
       "29060  RT @indigenous01: Complaint Filed With FEC All...  2535818742   \n",
       "29095  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190   \n",
       "29096  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190   \n",
       "29097  RT @Linnlondon1: Gohmert Forces #FBI Director ...  1694026190   \n",
       "29117  RT @blessenkat: Wikileaks: Obama Sold Governme...  1679279490   \n",
       "29129  RT @Kamani1147: Clinton Campaign Admits Hillar...  1671234620   \n",
       "29181  RT @RobHoey: Brain Flushings: Trump tells term...  1671234620   \n",
       "29189  RT @EasyEarl: At United Nations, Clinton Gives...  1662779209   \n",
       "29190  RT @EasyEarl: At United Nations, Clinton Gives...  1662779209   \n",
       "29198  RT @EasyEarl: APPALLING: Clinton Foundation Sp...  1662779209   \n",
       "29199  RT @EasyEarl: APPALLING: Clinton Foundation Sp...  1662779209   \n",
       "29244  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908   \n",
       "29245  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908   \n",
       "29246  RT @spieckerman: LA Times/USC Poll: @realDonal...  1833223908   \n",
       "\n",
       "      link.domain_resolved                   link.url_long_resolved  \n",
       "55                   ln.is  http://ln.is/www.breitbart.com/20/kI3Uc  \n",
       "142                  ln.is                   http://ln.is/com/mU6Uw  \n",
       "181                  ln.is  http://ln.is/www.breitbart.com/20/wBmL5  \n",
       "182                  ln.is  http://ln.is/www.breitbart.com/20/wBmL5  \n",
       "191                  ln.is          http://ln.is/rickwells.us/wyZV9  \n",
       "246                  ln.is   http://ln.is/lonestarliberty.org/bWZGJ  \n",
       "274                  ln.is      http://ln.is/constitution.com/Qg5CQ  \n",
       "361                  ln.is       http://ln.is/www.youtube.com/E88ol  \n",
       "362                  ln.is       http://ln.is/www.youtube.com/E88ol  \n",
       "552                  ln.is   http://ln.is/washingtontimes.com/2Pe5L  \n",
       "553                  ln.is   http://ln.is/washingtontimes.com/2Pe5L  \n",
       "564                  ln.is  http://ln.is/www.weaselzippers.us/1TRkZ  \n",
       "712                  ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP  \n",
       "713                  ln.is  http://ln.is/nypost.com/2016/09/1/PwUPP  \n",
       "817                  ln.is                   http://ln.is/com/2s2SQ  \n",
       "849                  ln.is          http://ln.is/blogspot.com/43HU5  \n",
       "869                  ln.is       http://ln.is/foxbusiness.com/zl1WP  \n",
       "881                  ln.is   http://ln.is/subjectpolitics.com/OwVRM  \n",
       "882                  ln.is   http://ln.is/subjectpolitics.com/OwVRM  \n",
       "938                  ln.is       http://ln.is/ijr.com/2016/09/ZdHN3  \n",
       "946                  ln.is  http://ln.is/twitchy.com/loriz-31/WjCvz  \n",
       "973                  ln.is             http://ln.is/politi.co/gKRv7  \n",
       "1062                 ln.is  http://ln.is/townhall.com/tipshee/YjLdD  \n",
       "1126                 ln.is   http://ln.is/therealstrategy.com/CpY69  \n",
       "1149                 ln.is   http://ln.is/therealstrategy.com/Luq0J  \n",
       "1249                 ln.is                       http://ln.is/IhArq  \n",
       "1250                 ln.is                       http://ln.is/IhArq  \n",
       "1251                 ln.is                       http://ln.is/IhArq  \n",
       "1263                 ln.is          http://ln.is/rickwells.us/cRSSz  \n",
       "1275                 ln.is   http://ln.is/americanthinker.com/rwkyQ  \n",
       "...                    ...                                      ...  \n",
       "28413                ln.is              http://ln.is/youtu.be/PFAon  \n",
       "28467                ln.is  http://ln.is/dailycaller.com/2016/q0Psk  \n",
       "28468                ln.is  http://ln.is/dailycaller.com/2016/q0Psk  \n",
       "28475                ln.is  http://ln.is/paper.li/MangusColor/nOLi1  \n",
       "28537                ln.is                       http://ln.is/enele  \n",
       "28538                ln.is                       http://ln.is/enele  \n",
       "28539                ln.is                       http://ln.is/enele  \n",
       "28543                ln.is   http://ln.is/therealstrategy.com/pZ2db  \n",
       "28752                ln.is  http://ln.is/www.wsj.com/articles/2hpEI  \n",
       "28753                ln.is  http://ln.is/www.wsj.com/articles/2hpEI  \n",
       "28754                ln.is  http://ln.is/www.wsj.com/articles/2hpEI  \n",
       "28758                ln.is  http://ln.is/dailycaller.com/2016/v8zqJ  \n",
       "28851                ln.is                http://ln.is/goo.gl/7F8rP  \n",
       "28852                ln.is                http://ln.is/goo.gl/7F8rP  \n",
       "28927                ln.is   http://ln.is/therealstrategy.com/bJcag  \n",
       "29057                ln.is  http://ln.is/thehill.com/blogs/bl/pwG1f  \n",
       "29060                ln.is     http://ln.is/www.youngcons.com/JmgX9  \n",
       "29095                ln.is       http://ln.is/www.youtube.com/Met5j  \n",
       "29096                ln.is       http://ln.is/www.youtube.com/Met5j  \n",
       "29097                ln.is       http://ln.is/www.youtube.com/Met5j  \n",
       "29117                ln.is                       http://ln.is/HQUnS  \n",
       "29129                ln.is  http://ln.is/www.zerohedge.com/ne/CUNtu  \n",
       "29181                ln.is          http://ln.is/blogspot.com/dBZfa  \n",
       "29189                ln.is  http://ln.is/www.breitbart.com/bi/aoQTy  \n",
       "29190                ln.is  http://ln.is/www.breitbart.com/bi/aoQTy  \n",
       "29198                ln.is        http://ln.is/dcwhispers.com/XtwdS  \n",
       "29199                ln.is        http://ln.is/dcwhispers.com/XtwdS  \n",
       "29244                ln.is  http://ln.is/graphics.latimes.com/pxJUc  \n",
       "29245                ln.is  http://ln.is/graphics.latimes.com/pxJUc  \n",
       "29246                ln.is  http://ln.is/graphics.latimes.com/pxJUc  \n",
       "\n",
       "[761 rows x 8 columns]"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merged[df_merged['link.domain_resolved'] == 'ln.is']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def fill_resolved(row):\n",
    "    if (not row['link.domain_resolved'] or \n",
    "       pd.isnull(row['link.domain_resolved']) or\n",
    "       row['link.domain_resolved'] == '-1'):\n",
    "                \n",
    "        return row['link.domain'], row['link.url_long']\n",
    "    else:\n",
    "        return row['link.domain_resolved'], row['link.url_long_resolved']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_merged['link.domain_resolved'], \\\n",
    "df_merged['link.url_long_resolved'] = zip(*df_merged.apply(fill_resolved, axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_questionable = pd.merge(left= df_merged, left_on= 'link.domain', \n",
    "                           right= df_os, right_on= 'domain', how= 'left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_questionable['tweet.created_at'] = pd.to_datetime(df_questionable['tweet.created_at'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from scipy.stats import spearmanr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the breakdown of links shared from questionable sites?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do some simple matrix math to see the breakdown of quesitonable links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bias          1161.0\n",
       "clickbait      576.0\n",
       "conspiracy     408.0\n",
       "fake           157.0\n",
       "hate           227.0\n",
       "junksci         35.0\n",
       "political      630.0\n",
       "reliable        18.0\n",
       "rumor           25.0\n",
       "satire           6.0\n",
       "state           13.0\n",
       "unreliable     341.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# these are the columns we'll base out calculations on.\n",
    "media_classes = [c for c in df_os.columns if c not in ['domain', 'notes']]\n",
    "breakdown = df_questionable[media_classes].sum(axis=0)\n",
    "breakdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x128ff6a20>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GtqrPtwGu7lrFNXXaPUg6SNICSQuWLFky1k2MiIhV6Kc6aDPK2f12wAOAjSTt1z2PbQNe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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128ff6c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we'll filter out the non-represented classes, sort them, and plot it!\n",
    "breakdown[breakdown != 0].sort_values().plot(\n",
    "    kind='bar', title='Russian Trolls Number of Links per Topic'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One hot encode all domains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_dumb = pd.get_dummies(df_questionable, columns=['link.domain_resolved'], \n",
    "                         prefix='link_latent_')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "youtu.be                          1355\n",
       "www.breitbart.com                 1180\n",
       "twibble.io                         945\n",
       "www.youtube.com                    925\n",
       "www.washingtonpost.com             713\n",
       "dailycaller.com                    553\n",
       "thehill.com                        398\n",
       "www.sfgate.com                     396\n",
       "ksnt.com                           390\n",
       "www.cleveland.com                  360\n",
       "www.foxnews.com                    349\n",
       "www.kmbc.com                       331\n",
       "www.thegatewaypundit.com           326\n",
       "www.politico.com                   316\n",
       "www.huffingtonpost.com             315\n",
       "www.frontpagemag.com               312\n",
       "truthfeed.com                      308\n",
       "www.dailymail.co.uk                290\n",
       "www.rt.com                         283\n",
       "www.reuters.com                    280\n",
       "www.nytimes.com                    262\n",
       "www.usatoday.com                   260\n",
       "www.nola.com                       240\n",
       "www.americanthinker.com            234\n",
       "nypost.com                         222\n",
       "ksn.com                            216\n",
       "www.infowars.com                   211\n",
       "www.wcvb.com                       210\n",
       "www.washingtonexaminer.com         201\n",
       "www.cnn.com                        198\n",
       "                                  ... \n",
       "www.deadlinedetroit.com              1\n",
       "www.charlotteobserver.com            1\n",
       "wonkette.com                         1\n",
       "www.deseretnews.com                  1\n",
       "apnewsarchive.com                    1\n",
       "www.ushmm.org                        1\n",
       "www.mtv.com                          1\n",
       "www.defenseone.com                   1\n",
       "www.hughniverse.com                  1\n",
       "thelightmedia.com                    1\n",
       "www.elcomercio.com                   1\n",
       "media.wix.com                        1\n",
       "libertyalliance.com                  1\n",
       "hquns                                1\n",
       "www.stuttgarter-nachrichten.de       1\n",
       "econ.st                              1\n",
       "ussanews.com                         1\n",
       "www.mrconservative.com               1\n",
       "www.nationalmemo.com                 1\n",
       "russia-insider.com                   1\n",
       "en.news-front.info                   1\n",
       "dailypoliticsusa.com                 1\n",
       "www.indiewire.com                    1\n",
       "f24.my                               1\n",
       "www.klove.com                        1\n",
       "power1051.iheart.com                 1\n",
       "dqfuz                                1\n",
       "play.google.com                      1\n",
       "one.npr.org                          1\n",
       "www.laobserved.com                   1\n",
       "Name: link.domain_resolved, dtype: int64"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vc = df_questionable['link.domain_resolved'].value_counts()\n",
    "vc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# all domains shared over 4 times\n",
    "sites = vc[vc > 4].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dumb_cols = [c for c in df_dumb.columns if 'link_latent' in c and any(x in c for x in sites)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "one_hot_domains = df_dumb.groupby('user.id')[dumb_cols].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def normalize(row):\n",
    "    return row / row.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "one_hot_domains = one_hot_domains.apply(normalize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
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       "<p>5 rows × 1355 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            link_latent__100percentfedup.com  \\\n",
       "user.id                                        \n",
       "100345056                                0.0   \n",
       "1039581360                               0.0   \n",
       "1497280638                               0.0   \n",
       "1504356343                               0.0   \n",
       "1510488662                               0.0   \n",
       "\n",
       "            link_latent__21stcenturywire.com  link_latent__2dopeboyz.com  \\\n",
       "user.id                                                                    \n",
       "100345056                                0.0                         0.0   \n",
       "1039581360                               0.0                         0.0   \n",
       "1497280638                               0.0                         0.0   \n",
       "1504356343                               0.0                         0.0   \n",
       "1510488662                               0.0                         0.0   \n",
       "\n",
       "            link_latent__2ndamendmentfight.com  \\\n",
       "user.id                                          \n",
       "100345056                                  0.0   \n",
       "1039581360                                 0.0   \n",
       "1497280638                                 0.0   \n",
       "1504356343                                 0.0   \n",
       "1510488662                                 0.0   \n",
       "\n",
       "            link_latent__3chicspolitico.com  link_latent__3tags.org  \\\n",
       "user.id                                                               \n",
       "100345056                               0.0                     0.0   \n",
       "1039581360                              0.0                     0.0   \n",
       "1497280638                              0.0                     0.0   \n",
       "1504356343                              0.0                     0.0   \n",
       "1510488662                              0.0                     0.0   \n",
       "\n",
       "            link_latent__4.nbcla.com  link_latent__4votingrights.com  \\\n",
       "user.id                                                                \n",
       "100345056                        0.0                             0.0   \n",
       "1039581360                       0.0                             0.0   \n",
       "1497280638                       0.0                             0.0   \n",
       "1504356343                       0.0                             0.0   \n",
       "1510488662                       0.0                             0.0   \n",
       "\n",
       "            link_latent__53eig.ht  link_latent__5csch  \\\n",
       "user.id                                                 \n",
       "100345056                     0.0                 0.0   \n",
       "1039581360                    0.0                 0.0   \n",
       "1497280638                    0.0                 0.0   \n",
       "1504356343                    0.0                 0.0   \n",
       "1510488662                    0.0                 0.0   \n",
       "\n",
       "                       ...               link_latent__www.zerohedge.com  \\\n",
       "user.id                ...                                                \n",
       "100345056              ...                                          0.0   \n",
       "1039581360             ...                                          0.0   \n",
       "1497280638             ...                                          0.0   \n",
       "1504356343             ...                                          0.0   \n",
       "1510488662             ...                                          0.0   \n",
       "\n",
       "            link_latent__yen.com.gh  link_latent__youcaring.com  \\\n",
       "user.id                                                           \n",
       "100345056                       0.0                         0.0   \n",
       "1039581360                      0.0                         0.0   \n",
       "1497280638                      0.0                         0.0   \n",
       "1504356343                      0.0                         0.0   \n",
       "1510488662                      0.0                         0.0   \n",
       "\n",
       "            link_latent__yourblackworld.net  link_latent__yournewswire.com  \\\n",
       "user.id                                                                      \n",
       "100345056                               0.0                            0.0   \n",
       "1039581360                              0.0                            0.0   \n",
       "1497280638                              0.0                            0.0   \n",
       "1504356343                              0.0                            0.0   \n",
       "1510488662                              0.0                            0.0   \n",
       "\n",
       "            link_latent__youtu.be  link_latent__youtube.com  \\\n",
       "user.id                                                       \n",
       "100345056                0.002952                       0.0   \n",
       "1039581360               0.000000                       0.0   \n",
       "1497280638               0.000000                       0.0   \n",
       "1504356343               0.000000                       0.0   \n",
       "1510488662               0.000000                       0.0   \n",
       "\n",
       "            link_latent__ytaclub.com  link_latent__zite.to  \\\n",
       "user.id                                                      \n",
       "100345056                        0.0                   0.0   \n",
       "1039581360                       0.0                   0.0   \n",
       "1497280638                       0.0                   0.0   \n",
       "1504356343                       0.0                   0.0   \n",
       "1510488662                       0.0                   0.0   \n",
       "\n",
       "            link_latent__zombietime.com  \n",
       "user.id                                  \n",
       "100345056                           0.0  \n",
       "1039581360                          0.0  \n",
       "1497280638                          0.0  \n",
       "1504356343                          0.0  \n",
       "1510488662                          0.0  \n",
       "\n",
       "[5 rows x 1355 columns]"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_hot_domains.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "one_hot_domains_questionable = df_questionable.groupby('user.id')[media_classes].sum().fillna(0)\n",
    "one_hot_domains_questionable = one_hot_domains_questionable.apply(normalize, axis=1).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 335 samples in 0.000s...\n",
      "[t-SNE] Computed neighbors for 335 samples in 0.004s...\n",
      "[t-SNE] Computed conditional probabilities for sample 335 / 335\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] Computed conditional probabilities in 0.024s\n",
      "[t-SNE] Iteration 50: error = 56.1994743, gradient norm = 0.5941228 (50 iterations in 0.335s)\n",
      "[t-SNE] Iteration 100: error = 58.6886673, gradient norm = 0.5355276 (50 iterations in 0.339s)\n",
      "[t-SNE] Iteration 150: error = 55.3053513, gradient norm = 0.5972278 (50 iterations in 0.334s)\n",
      "[t-SNE] Iteration 200: error = 58.9182205, gradient norm = 0.5205286 (50 iterations in 0.331s)\n",
      "[t-SNE] Iteration 250: error = 55.5216179, gradient norm = 0.5873144 (50 iterations in 0.325s)\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 55.521618\n",
      "[t-SNE] Iteration 300: error = 0.4028957, gradient norm = 0.0030278 (50 iterations in 0.297s)\n",
      "[t-SNE] Iteration 350: error = 0.3909960, gradient norm = 0.0003483 (50 iterations in 0.288s)\n",
      "[t-SNE] Iteration 400: error = 0.3895563, gradient norm = 0.0002050 (50 iterations in 0.289s)\n",
      "[t-SNE] Iteration 450: error = 0.3888751, gradient norm = 0.0002269 (50 iterations in 0.286s)\n",
      "[t-SNE] Iteration 500: error = 0.3889244, gradient norm = 0.0001280 (50 iterations in 0.289s)\n",
      "[t-SNE] Iteration 550: error = 0.3884664, gradient norm = 0.0001334 (50 iterations in 0.290s)\n",
      "[t-SNE] Iteration 600: error = 0.3885443, gradient norm = 0.0001486 (50 iterations in 0.293s)\n",
      "[t-SNE] Iteration 650: error = 0.3854955, gradient norm = 0.0001600 (50 iterations in 0.288s)\n",
      "[t-SNE] Iteration 700: error = 0.3861535, gradient norm = 0.0001187 (50 iterations in 0.282s)\n",
      "[t-SNE] Iteration 750: error = 0.3875287, gradient norm = 0.0001559 (50 iterations in 0.285s)\n",
      "[t-SNE] Iteration 800: error = 0.3847414, gradient norm = 0.0001452 (50 iterations in 0.285s)\n",
      "[t-SNE] Iteration 850: error = 0.3855268, gradient norm = 0.0001197 (50 iterations in 0.281s)\n",
      "[t-SNE] Iteration 900: error = 0.3829171, gradient norm = 0.0001559 (50 iterations in 0.291s)\n",
      "[t-SNE] Iteration 950: error = 0.3825899, gradient norm = 0.0001633 (50 iterations in 0.294s)\n",
      "[t-SNE] Iteration 1000: error = 0.3816102, gradient norm = 0.0001667 (50 iterations in 0.295s)\n",
      "[t-SNE] Error after 1000 iterations: 0.381610\n"
     ]
    }
   ],
   "source": [
    "tsne = TSNE(n_components=2, learning_rate=150, verbose=2).fit_transform(one_hot_domains_questionable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tx, ty = tsne[:,0], tsne[:,1]\n",
    "tx = (tx-np.min(tx)) / (np.max(tx) - np.min(tx))\n",
    "ty = (ty-np.min(ty)) / (np.max(ty) - np.min(ty))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1225e06d8>"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Im3Yq67H7QBexiJPfEH73gS6+dt2GGQefwWSG3uE0TTUR6qrDJWmfqiwaFJQK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\npfL+fwM/TFAiG/XbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122517be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(list(zip(tx,ty))).plot.scatter(\n",
    "    x=0, y=1, alpha = .4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XbxWxq7Ou0iisblyItTPtwfjzKKxuXIp103k66yqfUm1zsYIawDXA0c66yu6E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\nsury9wFsVl4fcE6p007lOKi0z2YAuqrSioRL1JEgCIIgCIIg/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37eNyq1g2YSnqBoeTjP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89CoAjHi3K7/oqSUTlfwEtAw0Vx2YvSBc9NSSOUfPcZwdsojjL1t2unPAXvfHc8MrN+dtWO3Z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\nqzH7fJCW0Pt4aoIBJ9ZUfr8s4945fuypmQC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6PQHjRwBmQncmFUAf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DuSfzUp4Q/CRsuc3iG5cluXXtlzNSVZPTbtN2cOn7+gCNmX5+qNqibndECAtf3+8w8f/o8X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\nAICxAKinBFYnfM1mAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123459160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d1, d2 = 0, 1\n",
    "\n",
    "dat = tsne\n",
    "plt.figure(figsize=(15,15))\n",
    "for label, x, y in zip(also_dope.index.values, dat[:, d1], dat[:, d2]):\n",
    "    plt.text(x, y, label, color=np.random.rand(3)*0.7,\n",
    "             fontsize=8, alpha = .4)\n",
    "\n",
    "x_min, x_max = dat[:, 0].min() - 1, dat[:, 0].max() + 1\n",
    "y_min, y_max = dat[:, 1].min() - 1, dat[:, 1].max() + 1\n",
    "plt.xlim(x_min, x_max)\n",
    "plt.ylim(y_min, y_max)\n",
    "\n",
    "plt.axis('off')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Temporal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dat1 = (df_questionable[(df_questionable['domain'].isnull()) \n",
    "                      & (df_questionable['tweet.created_at'] >= datetime.datetime(2016,6,1) )]\n",
    " ['tweet.created_at'].dt.date.value_counts()\n",
    ").reset_index()\n",
    "\n",
    "dat2 = (df_questionable[ ~df_questionable['domain'].isnull() ]\n",
    " ['tweet.created_at'].dt.date.value_counts()).reset_index()\n",
    "\n",
    "dat1.sort_values(by='index', inplace=True)\n",
    "dat2.sort_values(by='index', inplace=True)\n",
    "\n",
    "merge = dat1.merge(dat2, on='index', how='outer')\n",
    "\n",
    "def ratio(row):\n",
    "    return row['tweet.created_at_y'] / row['tweet.created_at_x'] \n",
    "\n",
    "merge['ratio'] = merge.apply(ratio, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merge['index'] = pd.to_datetime(merge['index'])\n",
    "merge_ = merge[(~merge['ratio'].isnull()) & \n",
    "               (merge['index'] >= datetime.datetime(2016,7,17))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BwDju4AqSxjEIx6H1UAVwFuL3BFa4DMC9zOyZNmY+zcyObED/CQhqqgPM/HFmvoSZL5ma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\n4AsEHz58+PABwP8HzkBdCnujhrQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129a80f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = merge_.plot(x='index', y='ratio', legend=False, \n",
    "                 title='Ratio of Questionable Links Shared by Russian Trolls')\n",
    "ax.xaxis.label.set_visible(False)\n",
    "fig = ax.get_figure()\n",
    "fig.savefig('figs/ratio_questionable.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wClXG0OBk4MeFLrJ/LYZhAJBOt/bMSkIBUv0wzyw4bIxrT9aSpg3AZ/a8eWaG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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1252671d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1, y1 = dat1['index'], dat1['tweet.created_at']\n",
    "x2, y2 = dat2['index'], dat2['tweet.created_at']\n",
    "\n",
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.plot(x1, y1, color='k')\n",
    "ax1.set_ylabel('Non-Suspicious Links Shared')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x2, y2, '--')\n",
    "ax2.set_ylabel('Questionable Links Shared', color='C0')\n",
    "for tl in ax2.get_yticklabels():\n",
    "    tl.set_color('C0')\n",
    "plt.title(\"Links Shared by Russian Trolls\")\n",
    "plt.savefig('figs/links_shared.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SpearmanrResult(correlation=0.8141942124014467, pvalue=4.5753648467005305e-26)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spearmanr(merge_['tweet.created_at_x'], merge_['tweet.created_at_y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}