Twitter Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Twitter Exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a potential Data Analysis project I explored the publically available Tweeter API and what data can be easily accessed with it. I used the Tweepy library to wrap the Twitter API. I initially created a number of methods in Twitter_Access.py to exercise the search, home_timeline and user_timeline API methods and save the resulting data into .csv files for analysis with pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/alisonkline/Code/TwitterExploration\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "from datetime import datetime \n",
    "from Twitter_Access import get_twitter_api_obj\n",
    "from Twitter_Access import get_users_timeline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from IPython.display import Markdown, display, HTML\n",
    "\n",
    "cwd = os.getcwd()\n",
    "print(cwd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I manually collected the twitter screen_names for some of the key democrate and republican twitter accounts.\n",
    "\n",
    "Here they are:\n",
    "\n",
    "Republican\n",
    "\n",
    "| Twitter Screen Name | Description of account |\n",
    "|---------------------|------------------------|\n",
    "| @GOP | The Grand Old Party, aka The Republicans |\n",
    "| @NRCC | The Republican Congressional Committee |\n",
    "| @HouseGOP | The House Republicans |\n",
    "| @SenateGOP | The Senate Republicans |\n",
    "\n",
    "Democrat\n",
    "\n",
    "| Twitter Screen Name | Description of account |\n",
    "|---------------------|------------------------|\n",
    "| @TheDemocrats | The Democrats |\n",
    "| @DNC | The Democratic National Committee |\n",
    "| @HouseDemocrats | The House Democrats |\n",
    "| @SenateDemocrats | The Senate Democrats |\n",
    "\n",
    "Note this reference list of politicians twitter accounts https://gwu-libraries.github.io/sfm-ui/posts/2017-05-23-congress-seed-list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then ran the user time_line method created in Twitter_Access.py on each account in turn to gather their tweet data.\n",
    "\n",
    "So far only @GOP and @TheDemocrats\n",
    "\n",
    "I need to create an API object first to handle the actual Twitter API authentication. This loads in the account keys I created and are linked to my private personal account. You can exchange them for your own by passing in a dictionary containing your values for 'consumer_key', 'consumer_secret', 'access_token', 'access_token_secret'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "api = get_twitter_api_obj()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#get_users_timeline(api, \"TheDemocrats\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initially just the two users @GOP and @TheDemocrats\n",
    "The dumped .csv files are available in the Data directory so the first task is to import the data into two Pandas Dataframes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rep = pd.read_csv(cwd+'/data/tweetsTimelineGOP.csv')\n",
    "dem = pd.read_csv(cwd+'/data/tweetsTimelineTheDemocrats.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These 12 columns are in both files:\n",
      "    truncated\n",
      "    favorite_count\n",
      "    reply_count\n",
      "    text\n",
      "    in_reply_to_screen_name\n",
      "    quote_count\n",
      "    user.screen_name\n",
      "    id_str\n",
      "    lang\n",
      "    from\n",
      "    retweet_count\n",
      "    created_at\n"
     ]
    }
   ],
   "source": [
    "def explore_columns(df1, df2):\n",
    "    in_both = set(df1.columns.tolist()).intersection(df2.columns.tolist())\n",
    "    print('These {} columns are in both files:'.format(len(in_both)))\n",
    "    print('    {}'.format('\\n    '.join(in_both)))\n",
    "            \n",
    "\n",
    "explore_columns(rep, dem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of Republican tweets 2507 vs Democrat tweets 2675\n"
     ]
    }
   ],
   "source": [
    "print('Total number of Republican tweets {} vs Democrat tweets {}'.format(rep.shape[0], dem.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This includes all tweets in the data set, the 'from' field captures if a tweet was 'retweeted' or 'quoted' from another user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Republican tweets - 'regular' are all those they authored, inc quoted and retweeted ones\n",
      "from\n",
      "from_quoted_status        118\n",
      "from_retweeted_status      52\n",
      "regular                  2337\n",
      "dtype: int64\n",
      "Democrat tweets - 'regular' are all those they authored, inc quoted and retweeted ones\n",
      "from\n",
      "from_quoted_status        190\n",
      "from_retweeted_status      59\n",
      "regular                  2426\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"Republican tweets - 'regular' are all those they authored, inc quoted and retweeted ones\")\n",
    "print(rep.groupby('from').size())\n",
    "print(\"Democrat tweets - 'regular' are all those they authored, inc quoted and retweeted ones\")\n",
    "print(dem.groupby('from').size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Giving a quick look at the top 5 entries in both data sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <th>from</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>996453465386823680</td>\n",
       "      <td>GOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 18:13:14</td>\n",
       "      <td>746</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>261</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Today, @realDonaldTrump invited the family of ...</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>996443844957917184</td>\n",
       "      <td>GOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 17:35:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>RT @RNCData: Our next Campaign Data College is...</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>996387031474429952</td>\n",
       "      <td>RNCData</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 13:49:14</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Our next Campaign Data College is June 18-20 i...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>996426767551356928</td>\n",
       "      <td>GOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 16:27:08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>RT @GOPChairwoman: So proud of our community l...</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>996417420565929984</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 15:50:00</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>So proud of our community leaders across Ameri...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id_str user.screen_name in_reply_to_screen_name  \\\n",
       "0  996453465386823680              GOP                     NaN   \n",
       "1  996443844957917184              GOP                     NaN   \n",
       "2  996387031474429952          RNCData                     NaN   \n",
       "3  996426767551356928              GOP                     NaN   \n",
       "4  996417420565929984    GOPChairwoman                     NaN   \n",
       "\n",
       "            created_at  favorite_count  quote_count  reply_count  \\\n",
       "0  2018-05-15 18:13:14             746            0            0   \n",
       "1  2018-05-15 17:35:00               0            0            0   \n",
       "2  2018-05-15 13:49:14              47            0            0   \n",
       "3  2018-05-15 16:27:08               0            0            0   \n",
       "4  2018-05-15 15:50:00             155            0            0   \n",
       "\n",
       "   retweet_count  truncated lang  \\\n",
       "0            261      False   en   \n",
       "1             21      False   en   \n",
       "2             21      False   en   \n",
       "3             55      False   en   \n",
       "4             55      False   en   \n",
       "\n",
       "                                                text                   from  \n",
       "0  Today, @realDonaldTrump invited the family of ...                regular  \n",
       "1  RT @RNCData: Our next Campaign Data College is...                regular  \n",
       "2  Our next Campaign Data College is June 18-20 i...  from_retweeted_status  \n",
       "3  RT @GOPChairwoman: So proud of our community l...                regular  \n",
       "4  So proud of our community leaders across Ameri...  from_retweeted_status  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rep.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>TheDemocrats</td>\n",
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       "      <td>en</td>\n",
       "      <td>RT @NebraskaDems: Polls open TODAY 8am-8pm CT....</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>996361759551315968</td>\n",
       "      <td>NebraskaDems</td>\n",
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       "      <td>2018-05-15 12:08:49</td>\n",
       "      <td>32</td>\n",
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       "      <td>0</td>\n",
       "      <td>21</td>\n",
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       "      <td>en</td>\n",
       "      <td>Polls open TODAY 8am-8pm CT.\\nFind your pollin...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>996456438913527808</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 18:25:02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>RT @PADems: Polls are OPEN! Make sure you vote...</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>996344440989011975</td>\n",
       "      <td>PADems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 11:00:00</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Polls are OPEN! Make sure you vote for @Wolffo...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>996156902139719681</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 22:34:47</td>\n",
       "      <td>547</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>292</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thanks to Republicans, American jobs are movin...</td>\n",
       "      <td>regular</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id_str user.screen_name in_reply_to_screen_name  \\\n",
       "0  996470547415486464     TheDemocrats                     NaN   \n",
       "1  996361759551315968     NebraskaDems                     NaN   \n",
       "2  996456438913527808     TheDemocrats                     NaN   \n",
       "3  996344440989011975           PADems                     NaN   \n",
       "4  996156902139719681     TheDemocrats                     NaN   \n",
       "\n",
       "            created_at  favorite_count  quote_count  reply_count  \\\n",
       "0  2018-05-15 19:21:06               0            0            0   \n",
       "1  2018-05-15 12:08:49              32            0            0   \n",
       "2  2018-05-15 18:25:02               0            0            0   \n",
       "3  2018-05-15 11:00:00              81            0            0   \n",
       "4  2018-05-14 22:34:47             547            0            0   \n",
       "\n",
       "   retweet_count  truncated lang  \\\n",
       "0             21      False   en   \n",
       "1             21      False   en   \n",
       "2             70      False   en   \n",
       "3             70      False   en   \n",
       "4            292      False   en   \n",
       "\n",
       "                                                text                   from  \n",
       "0  RT @NebraskaDems: Polls open TODAY 8am-8pm CT....                regular  \n",
       "1  Polls open TODAY 8am-8pm CT.\\nFind your pollin...  from_retweeted_status  \n",
       "2  RT @PADems: Polls are OPEN! Make sure you vote...                regular  \n",
       "3  Polls are OPEN! Make sure you vote for @Wolffo...  from_retweeted_status  \n",
       "4  Thanks to Republicans, American jobs are movin...                regular  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Neither data set should have many or any non-english tweets - but lets check:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tweets in english : 2505 from a total of 2507 tweets so 2 foreign language tweets\n",
      "Number of tweets in english : 2674 from a total of 2675 tweets so 1 foreign language tweets\n"
     ]
    }
   ],
   "source": [
    "str = 'Number of tweets in english : {0} from a total of {1} tweets so {2} foreign language tweets'\n",
    "rep_en = rep['lang'].str.contains('en').value_counts()[True]\n",
    "dem_en = dem['lang'].str.contains('en').value_counts()[True]\n",
    "print(str.format(rep_en, rep.shape[0], rep.shape[0]-rep_en))\n",
    "print(str.format(dem_en, dem.shape[0], dem.shape[0]-dem_en))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And looking at those tweets - they are authored by others. (und is undetected language)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Republican non english tweets\n"
     ]
    },
    {
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       "     lang user.screen_name                from\n",
       "1939  und            POTUS  from_quoted_status\n",
       "2124  und        netanyahu  from_quoted_status"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Democrate non english tweets\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lang</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>from</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>ro</td>\n",
       "      <td>MinnesotaDFL</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    lang user.screen_name                from\n",
       "630   ro     MinnesotaDFL  from_quoted_status"
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Republican non english tweets')\n",
    "display(rep.loc[~rep['lang'].str.contains('en'), ['lang', 'user.screen_name', 'from']])\n",
    "print('Democrate non english tweets')\n",
    "display(dem.loc[~dem['lang'].str.contains('en'), ['lang', 'user.screen_name', 'from']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets see how many tweets were retweets and display any that were created by users that are not our two accounts of interest:\n",
    "\n",
    "**** RETWEET & QUOTED status **** \n",
    "retweets and quoted now correctly captured, 'from' field needs to be enhanced to make it easy to id and process out retweeted or quoted tweets, using from as it is not can ensure no double counting\n",
    "also need to be able to easily find which tweet was the retweet - ie keeps the pairs together - although idx in the df may be enough\n",
    "\n",
    "meaning on retweet flag given text \"RT @CTDems: .@MayorMark won't stand up for our...\" 4th from top - https://stackoverflow.com/questions/18869688/twitter-api-check-if-a-tweet-is-a-retweet\n",
    "Retweeting: the old way was to add 'RT @' to the tweet but now their is a new formal Twitter API Retweet, the 'retweeted_status' appears only if retweeted and contains the original , "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Republicans have retweeted 52 times\n",
      "Democrats have retweeted 59 times\n"
     ]
    }
   ],
   "source": [
    "print('Republicans have retweeted {} times'.format(len(rep[rep['from']=='from_retweeted_status']['id_str'])))\n",
    "print('Democrats have retweeted {} times'.format(len(dem[dem['from']=='from_retweeted_status']['id_str'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_str</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>in_reply_to_screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>quote_count</th>\n",
       "      <th>reply_count</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>truncated</th>\n",
       "      <th>lang</th>\n",
       "      <th>text</th>\n",
       "      <th>from</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>996387031474429952</td>\n",
       "      <td>RNCData</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 13:49:14</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Our next Campaign Data College is June 18-20 i...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>996417420565929984</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 15:50:00</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>So proud of our community leaders across Ameri...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>996366330436648960</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-15 12:26:59</td>\n",
       "      <td>103717</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14335</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Our great First Lady is doing really well. Wil...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>995924688139366400</td>\n",
       "      <td>IvankaTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 07:12:03</td>\n",
       "      <td>9878</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2107</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you Prime Minister @netanyahu &amp;amp; Mrs....</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>996138468219777024</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 21:21:32</td>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Praying for a swift recovery for our First Lad...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>994903244127244289</td>\n",
       "      <td>NRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-11 11:33:12</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Democrats’ ‘Resistance’ Narrative Starts to Un...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>996031133543477250</td>\n",
       "      <td>netanyahu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 14:15:02</td>\n",
       "      <td>14826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4728</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you, President Trump, for having the cou...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>996004708098682880</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 12:30:01</td>\n",
       "      <td>1375</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>356</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>A promise made; a promise kept. An honor to be...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>996012453195649024</td>\n",
       "      <td>WhiteHouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-14 13:00:48</td>\n",
       "      <td>8035</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2091</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Watch LIVE the dedication of @usembassyjlm: ht...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>994741305908649985</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-11 00:49:43</td>\n",
       "      <td>82054</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17911</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you Indiana! #MAGA🇺🇸\\nhttps://t.co/fCv76...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>994600749295390722</td>\n",
       "      <td>RNCResearch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-10 15:31:12</td>\n",
       "      <td>894</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>364</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>CNN Poll: Approval of Trump’s handling of Nort...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>994587349718847489</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-10 14:37:57</td>\n",
       "      <td>236249</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63101</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The highly anticipated meeting between Kim Jon...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>994517833357946882</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-10 10:01:43</td>\n",
       "      <td>188624</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49810</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>On behalf of the American people, WELCOME HOME...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>994309533257424897</td>\n",
       "      <td>WhiteHouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-09 20:14:00</td>\n",
       "      <td>8952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2094</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Today, President Trump issued an executive ord...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>994233028263243777</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-09 15:10:00</td>\n",
       "      <td>767</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>218</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The bipartisan praise for @realDonaldTrump adm...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>994233403582107648</td>\n",
       "      <td>RNCResearch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-09 15:11:30</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>181</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Gina Haspel fact checks Senator Feinstein in r...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>994194233111273472</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-09 12:35:51</td>\n",
       "      <td>120529</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27747</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Secretary Pompeo and his “guests” will be land...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>993810085540491264</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 11:09:23</td>\n",
       "      <td>91302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20787</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Gina Haspel, my highly respected nominee to le...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>993973294914260992</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 21:57:55</td>\n",
       "      <td>2192</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>598</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>With today’s announcement, President @realDona...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>993931142729519104</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 19:10:25</td>\n",
       "      <td>2672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>786</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The Iran Deal was built on the lies of a leadi...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>993126990784819200</td>\n",
       "      <td>usedgov</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-06 13:55:00</td>\n",
       "      <td>1396</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>857</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>We are kicking off Teacher Appreciation Week! ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>992923231878172673</td>\n",
       "      <td>GOPVets</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-06 00:25:20</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Great event today with the @NVGOP honoring our...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>992904233627217920</td>\n",
       "      <td>OtherDanCoats</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-05 23:09:51</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Incredible event today honoring our Military S...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>992193330082664450</td>\n",
       "      <td>DCGOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-04 00:04:58</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Tonight our Chairman, Committeeman &amp;amp; Commi...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>991028027785138177</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-04-30 18:54:28</td>\n",
       "      <td>115492</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27368</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>I recently had a terrific meeting with a bipar...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>992018899200827392</td>\n",
       "      <td>AP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-03 12:31:51</td>\n",
       "      <td>5057</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2020</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BREAKING: Record exports trim US trade deficit...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>992022713207312384</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-03 12:47:00</td>\n",
       "      <td>2069</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>584</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>On the National Day of Prayer, we humbly seek ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>991781870965837826</td>\n",
       "      <td>RNCResearch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 20:49:59</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Hillary Clinton: Being a capitalist probably h...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>991776286489169920</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 20:27:47</td>\n",
       "      <td>94881</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19983</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>I have been briefed on the U.S. C-130 “Hercule...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>991359497963753472</td>\n",
       "      <td>HouseSmallBiz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-01 16:51:37</td>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>One of our favorite stats about #SmallBusiness...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2175</th>\n",
       "      <td>860501163044741120</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-05 14:27:19</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>I work alongside many distinguished Mexican-Am...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2184</th>\n",
       "      <td>859092994858909698</td>\n",
       "      <td>SBALinda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-05-01 17:11:45</td>\n",
       "      <td>186</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>What makes a business successful? \"Entrepreneu...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2211</th>\n",
       "      <td>848984273755533313</td>\n",
       "      <td>SecretaryZinke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-03 19:43:18</td>\n",
       "      <td>10410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5404</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Proud to accept $78k donation from @POTUS of h...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2220</th>\n",
       "      <td>852288147589406725</td>\n",
       "      <td>GaRepublicans</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-12 22:31:43</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Georgia Republicans are working around the clo...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2237</th>\n",
       "      <td>851434336381530113</td>\n",
       "      <td>WhiteHouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-10 13:58:59</td>\n",
       "      <td>14252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2560</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Watch LIVE as @POTUS attends the swearing-in o...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2258</th>\n",
       "      <td>849289632089075712</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-04-04 15:56:41</td>\n",
       "      <td>171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>74</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The basic principle that women deserve equal p...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2265</th>\n",
       "      <td>847863297454084099</td>\n",
       "      <td>POTUS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-31 17:28:57</td>\n",
       "      <td>25709</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4813</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Great meeting with a wonderful woman today, fo...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2271</th>\n",
       "      <td>847481210225938432</td>\n",
       "      <td>SenateGOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-30 16:10:40</td>\n",
       "      <td>443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>\"There were no meaningful, substantive concern...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>846500695637417984</td>\n",
       "      <td>nikkihaley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-27 23:14:27</td>\n",
       "      <td>1923</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>664</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you for the awesome reception @AIPAC! We...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>844328420490313728</td>\n",
       "      <td>thehill</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-21 23:22:36</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>NEW: RNC drops six-figure ad buy to gain suppo...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2301</th>\n",
       "      <td>842740452180803584</td>\n",
       "      <td>FoxNewsSunday</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-17 14:12:35</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>You're not going to want to miss this week's #...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>842027676009398273</td>\n",
       "      <td>SecPriceMD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-15 15:00:16</td>\n",
       "      <td>482</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>209</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>#RepealAndReplace is a priority for @POTUS &amp;am...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>841338416889491458</td>\n",
       "      <td>POTUS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-13 17:21:24</td>\n",
       "      <td>11814</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2170</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Healthcare listening session w/ @VP &amp;amp; @Sec...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2335</th>\n",
       "      <td>837446581657939972</td>\n",
       "      <td>KellyannePolls</td>\n",
       "      <td>GOPChairwoman</td>\n",
       "      <td>2017-03-02 23:36:38</td>\n",
       "      <td>1113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>528</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>@RRMGOP is boss RNC Chairwoman slams sexist De...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2339</th>\n",
       "      <td>837306669755482113</td>\n",
       "      <td>SecretaryZinke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-02 14:20:41</td>\n",
       "      <td>822</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>315</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Honored to stand with the brave officers of @U...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2358</th>\n",
       "      <td>836754787207106560</td>\n",
       "      <td>SpeakerRyan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-01 01:47:42</td>\n",
       "      <td>4547</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>687</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Glad to have my good friend @VP Pence back in ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2365</th>\n",
       "      <td>836322373364236295</td>\n",
       "      <td>WhiteHouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-27 21:09:26</td>\n",
       "      <td>3472</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1148</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Everything you need to know about @POTUS Trump...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2374</th>\n",
       "      <td>835148598996152320</td>\n",
       "      <td>CPAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-24 15:25:16</td>\n",
       "      <td>396</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>216</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>.@realDonaldTrump gets standing ovation at #CP...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2376</th>\n",
       "      <td>835124485632180224</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-24 13:49:27</td>\n",
       "      <td>68484</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8498</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Going to CPAC!</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2378</th>\n",
       "      <td>834930042849345538</td>\n",
       "      <td>CPAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-24 00:56:49</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Watch @VP LIVE on Twitter #CPAC2017 https://t....</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2380</th>\n",
       "      <td>834847078614458368</td>\n",
       "      <td>esqonfire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-23 19:27:08</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>#ourhouse Is a very very very fine house 🎵 #CP...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2389</th>\n",
       "      <td>834467412435169284</td>\n",
       "      <td>CPAC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-22 18:18:29</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Highlighting our schedule tomorrow: @tedcruz, ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2394</th>\n",
       "      <td>834053843801538561</td>\n",
       "      <td>SenatorTimScott</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-21 14:55:06</td>\n",
       "      <td>1280</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>349</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Touring the amazing @NMAAHC with @POTUS this m...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2401</th>\n",
       "      <td>832636569689354241</td>\n",
       "      <td>Stcrow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-17 17:03:22</td>\n",
       "      <td>1423</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>465</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Joseph, the son of Ivanka Trump and Jared Kush...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>831908433896968193</td>\n",
       "      <td>PRyan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-15 16:50:01</td>\n",
       "      <td>241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>68</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Like my friend @ScottWalker says, there must b...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2412</th>\n",
       "      <td>831612495517380608</td>\n",
       "      <td>netanyahu</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-14 21:14:04</td>\n",
       "      <td>16623</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3887</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Looking forward to meeting President Trump tom...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2416</th>\n",
       "      <td>830426965538660352</td>\n",
       "      <td>MIGOP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-11 14:43:11</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Thank you @RRMGOP for all you've done for our ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>829323300925034496</td>\n",
       "      <td>foxandfriends</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-08 13:37:37</td>\n",
       "      <td>269</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>.@RRMGOP on HRC saying 'the future is female':...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2436</th>\n",
       "      <td>826894979511488513</td>\n",
       "      <td>GeorgeHWBush</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-01 20:48:20</td>\n",
       "      <td>10297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2914</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Getting fired up for Sunday and #SuperBowl. ht...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2499</th>\n",
       "      <td>819574919067484160</td>\n",
       "      <td>TrumpInaugural</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-12 16:01:02</td>\n",
       "      <td>3308</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>958</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Inauguration stages are being built. Will you ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>152 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id_str user.screen_name in_reply_to_screen_name  \\\n",
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       "\n",
       "                                                   text                   from  \n",
       "2     Our next Campaign Data College is June 18-20 i...  from_retweeted_status  \n",
       "4     So proud of our community leaders across Ameri...  from_retweeted_status  \n",
       "7     Our great First Lady is doing really well. Wil...  from_retweeted_status  \n",
       "11    Thank you Prime Minister @netanyahu &amp; Mrs....  from_retweeted_status  \n",
       "13    Praying for a swift recovery for our First Lad...  from_retweeted_status  \n",
       "15    Democrats’ ‘Resistance’ Narrative Starts to Un...     from_quoted_status  \n",
       "17    Thank you, President Trump, for having the cou...  from_retweeted_status  \n",
       "22    A promise made; a promise kept. An honor to be...  from_retweeted_status  \n",
       "24    Watch LIVE the dedication of @usembassyjlm: ht...  from_retweeted_status  \n",
       "36    Thank you Indiana! #MAGA🇺🇸\\nhttps://t.co/fCv76...  from_retweeted_status  \n",
       "39    CNN Poll: Approval of Trump’s handling of Nort...  from_retweeted_status  \n",
       "42    The highly anticipated meeting between Kim Jon...  from_retweeted_status  \n",
       "48    On behalf of the American people, WELCOME HOME...  from_retweeted_status  \n",
       "52    Today, President Trump issued an executive ord...  from_retweeted_status  \n",
       "58    The bipartisan praise for @realDonaldTrump adm...  from_retweeted_status  \n",
       "61    Gina Haspel fact checks Senator Feinstein in r...  from_retweeted_status  \n",
       "65    Secretary Pompeo and his “guests” will be land...  from_retweeted_status  \n",
       "70    Gina Haspel, my highly respected nominee to le...  from_retweeted_status  \n",
       "72    With today’s announcement, President @realDona...  from_retweeted_status  \n",
       "76    The Iran Deal was built on the lies of a leadi...  from_retweeted_status  \n",
       "86    We are kicking off Teacher Appreciation Week! ...  from_retweeted_status  \n",
       "93    Great event today with the @NVGOP honoring our...  from_retweeted_status  \n",
       "95    Incredible event today honoring our Military S...  from_retweeted_status  \n",
       "108   Tonight our Chairman, Committeeman &amp; Commi...  from_retweeted_status  \n",
       "110   I recently had a terrific meeting with a bipar...     from_quoted_status  \n",
       "124   BREAKING: Record exports trim US trade deficit...  from_retweeted_status  \n",
       "126   On the National Day of Prayer, we humbly seek ...  from_retweeted_status  \n",
       "129   Hillary Clinton: Being a capitalist probably h...  from_retweeted_status  \n",
       "132   I have been briefed on the U.S. C-130 “Hercule...  from_retweeted_status  \n",
       "135   One of our favorite stats about #SmallBusiness...  from_retweeted_status  \n",
       "...                                                 ...                    ...  \n",
       "2175  I work alongside many distinguished Mexican-Am...     from_quoted_status  \n",
       "2184  What makes a business successful? \"Entrepreneu...     from_quoted_status  \n",
       "2211  Proud to accept $78k donation from @POTUS of h...     from_quoted_status  \n",
       "2220  Georgia Republicans are working around the clo...     from_quoted_status  \n",
       "2237  Watch LIVE as @POTUS attends the swearing-in o...     from_quoted_status  \n",
       "2258  The basic principle that women deserve equal p...     from_quoted_status  \n",
       "2265  Great meeting with a wonderful woman today, fo...     from_quoted_status  \n",
       "2271  \"There were no meaningful, substantive concern...     from_quoted_status  \n",
       "2280  Thank you for the awesome reception @AIPAC! We...     from_quoted_status  \n",
       "2291  NEW: RNC drops six-figure ad buy to gain suppo...     from_quoted_status  \n",
       "2301  You're not going to want to miss this week's #...     from_quoted_status  \n",
       "2313  #RepealAndReplace is a priority for @POTUS &am...     from_quoted_status  \n",
       "2322  Healthcare listening session w/ @VP &amp; @Sec...     from_quoted_status  \n",
       "2335  @RRMGOP is boss RNC Chairwoman slams sexist De...     from_quoted_status  \n",
       "2339  Honored to stand with the brave officers of @U...     from_quoted_status  \n",
       "2358  Glad to have my good friend @VP Pence back in ...     from_quoted_status  \n",
       "2365  Everything you need to know about @POTUS Trump...     from_quoted_status  \n",
       "2374  .@realDonaldTrump gets standing ovation at #CP...     from_quoted_status  \n",
       "2376                                     Going to CPAC!     from_quoted_status  \n",
       "2378  Watch @VP LIVE on Twitter #CPAC2017 https://t....     from_quoted_status  \n",
       "2380  #ourhouse Is a very very very fine house 🎵 #CP...     from_quoted_status  \n",
       "2389  Highlighting our schedule tomorrow: @tedcruz, ...     from_quoted_status  \n",
       "2394  Touring the amazing @NMAAHC with @POTUS this m...     from_quoted_status  \n",
       "2401  Joseph, the son of Ivanka Trump and Jared Kush...     from_quoted_status  \n",
       "2410  Like my friend @ScottWalker says, there must b...     from_quoted_status  \n",
       "2412  Looking forward to meeting President Trump tom...     from_quoted_status  \n",
       "2416  Thank you @RRMGOP for all you've done for our ...     from_quoted_status  \n",
       "2427  .@RRMGOP on HRC saying 'the future is female':...     from_quoted_status  \n",
       "2436  Getting fired up for Sunday and #SuperBowl. ht...     from_quoted_status  \n",
       "2499  Inauguration stages are being built. Will you ...     from_quoted_status  \n",
       "\n",
       "[152 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rep[rep['user.screen_name'] != 'GOP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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       "      <td>nowthisnews</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-10 18:22:27</td>\n",
       "      <td>87798</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37553</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>'I do not yield. Not one second to you. Not on...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>994672675439153157</td>\n",
       "      <td>Grace4NY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-10 20:17:00</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The administration is refusing to answer for t...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>994304001867964416</td>\n",
       "      <td>Grace4NY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-09 19:52:01</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>.@TheDemocrats won't let rural voices go unhea...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>993573335845015553</td>\n",
       "      <td>femaregion9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-07 19:28:37</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Hawaii officials are asking the public not to ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>993621084208549888</td>\n",
       "      <td>latinovictoryus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-07 22:38:21</td>\n",
       "      <td>931</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>273</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>👋🏾 Hey, it’s us! We’re making America great......</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>993815309529296896</td>\n",
       "      <td>NCDemParty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 11:30:08</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>It's Primary Day, North Carolina! Need to find...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>993792692277653504</td>\n",
       "      <td>OHDems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 10:00:16</td>\n",
       "      <td>202</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Today's the day! It's Primary Election Day, yo...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>993800177377923072</td>\n",
       "      <td>wvdemocrats</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 10:30:00</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Today is the day! Polls are open so #GoVoteWV!...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>993843209045467137</td>\n",
       "      <td>INDems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-08 13:21:00</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Who voted today? Let's see those \"I voted\" sti...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>993592306711310344</td>\n",
       "      <td>NCDemParty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-07 20:44:00</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Primary Election Day is TOMORROW! Are you read...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>993498901083811845</td>\n",
       "      <td>XochitlHinojosa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-07 14:32:50</td>\n",
       "      <td>399</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>New report shows an increase in DNC diversity ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>991750459500179456</td>\n",
       "      <td>KansasDems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 18:45:10</td>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>For Democrats to win big in 2018 🌊, we’ve all ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>992425224435126278</td>\n",
       "      <td>BetoORourke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-04 15:26:26</td>\n",
       "      <td>11869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2772</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>7 days. 14 town halls. 1,300 miles.\\n🚙San Ange...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>992096450728247296</td>\n",
       "      <td>Grace4NY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-03 17:40:00</td>\n",
       "      <td>266</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>In North Dakota, Arizona, and Nevada, voter I....</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>992423101911597058</td>\n",
       "      <td>nowthisnews</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-04 15:18:00</td>\n",
       "      <td>974</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>644</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>‘The lied to us.’ — This father of a sick chil...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>992792276693897216</td>\n",
       "      <td>harrisonjaime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-05 15:44:58</td>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Another testament to why it’s important to win...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>992172449742585862</td>\n",
       "      <td>SaveMyCare</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-03 22:42:00</td>\n",
       "      <td>206</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>One year ago, House Republicans voted to kick ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>992273001751003141</td>\n",
       "      <td>scdp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-04 05:21:33</td>\n",
       "      <td>380</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>You did it South Carolina! We asked you to sho...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>992145308472827906</td>\n",
       "      <td>sabrinasingh24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-03 20:54:09</td>\n",
       "      <td>438</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>206</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>South Carolina Republicans are pushing a bill ...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>991760860950482949</td>\n",
       "      <td>TheDLCC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 19:26:29</td>\n",
       "      <td>472</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>190</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BIG NEWS: Michigan Democrats are running a can...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>991491972350337024</td>\n",
       "      <td>DemGovs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 01:38:01</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>✔️Another state taking action to prevent gun v...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>991730119860342784</td>\n",
       "      <td>nvdems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 17:24:20</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>ICYMI, Dems widened our voter registration adv...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>991357847538675719</td>\n",
       "      <td>SenSchumer</td>\n",
       "      <td>SenSchumer</td>\n",
       "      <td>2018-05-01 16:45:04</td>\n",
       "      <td>887</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>362</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The American people know the Trump admin is re...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>991473594801754112</td>\n",
       "      <td>NMDEMS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-05-02 00:25:00</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Your vote matters! Make sure you’re registered...</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2390</th>\n",
       "      <td>841739828903448576</td>\n",
       "      <td>sethmoulton</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-14 19:56:28</td>\n",
       "      <td>370</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>This is @TheDemocrats: fighting for counties t...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2394</th>\n",
       "      <td>842016820982894593</td>\n",
       "      <td>AP_Politics</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-15 14:17:08</td>\n",
       "      <td>808</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>771</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BREAKING: Government says more than 12 million...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2417</th>\n",
       "      <td>840245979102236672</td>\n",
       "      <td>UpshotNYT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-10 17:00:27</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The Americans who stand to lose the most under...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2426</th>\n",
       "      <td>839679555099033602</td>\n",
       "      <td>politico</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-09 03:29:41</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Ryan defends bumpy Obamacare repeal rollout ht...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2428</th>\n",
       "      <td>839837672701054976</td>\n",
       "      <td>ReutersUS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-09 13:57:59</td>\n",
       "      <td>1650</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2839</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>JUST IN: EPA chief Scott Pruitt disagrees that...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2449</th>\n",
       "      <td>837432064752369665</td>\n",
       "      <td>SenateDems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-02 22:38:57</td>\n",
       "      <td>1459</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>760</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Why can’t the Trump Administration tell the tr...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2459</th>\n",
       "      <td>792150505015377920</td>\n",
       "      <td>mike_pence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-28 23:46:12</td>\n",
       "      <td>19570</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12239</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>.@realDonaldTrump and I commend the FBI for re...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2466</th>\n",
       "      <td>837319275308253187</td>\n",
       "      <td>TomPerez</td>\n",
       "      <td>TomPerez</td>\n",
       "      <td>2017-03-02 15:10:46</td>\n",
       "      <td>2102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>819</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Jeff Sessions is 100% unfit to oversee investi...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2472</th>\n",
       "      <td>837287512783597569</td>\n",
       "      <td>BraddJaffy</td>\n",
       "      <td>BraddJaffy</td>\n",
       "      <td>2017-03-02 13:04:33</td>\n",
       "      <td>4522</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3623</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Here is Jeff Sessions in 1999 talking about th...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2536</th>\n",
       "      <td>834248121769197568</td>\n",
       "      <td>mattmfm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-22 03:47:06</td>\n",
       "      <td>18211</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13402</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Town hall scenes from Colorado, North Carolina...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2540</th>\n",
       "      <td>834213873435676672</td>\n",
       "      <td>FoxNews</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-22 01:31:01</td>\n",
       "      <td>1713</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>600</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Trump adviser says new travel ban will have 's...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2544</th>\n",
       "      <td>834103479199203330</td>\n",
       "      <td>BraddJaffy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-21 18:12:20</td>\n",
       "      <td>40852</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21714</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Angry constituents confront Chuck Grassley in ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2553</th>\n",
       "      <td>347191326112112640</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-19 03:17:17</td>\n",
       "      <td>56807</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72336</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Do you think Putin will be going to The Miss U...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>829836231802515457</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-09 23:35:49</td>\n",
       "      <td>227518</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63760</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>SEE YOU IN COURT, THE SECURITY OF OUR NATION I...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>831830548565852160</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-15 11:40:32</td>\n",
       "      <td>99913</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24705</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The fake news media is going crazy with their ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>832708293516632065</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-17 21:48:22</td>\n",
       "      <td>156085</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50902</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The FAKE NEWS media (failing @nytimes, @NBCNew...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>796900183955095552</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-11-11 02:19:44</td>\n",
       "      <td>218752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64735</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Just had a very open and successful presidenti...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2576</th>\n",
       "      <td>832684804869017600</td>\n",
       "      <td>CBSNews</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-17 20:15:02</td>\n",
       "      <td>661</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1133</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Mile-long iceberg breaks off of Antarctic glac...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>832323669175238656</td>\n",
       "      <td>HispanicCaucus</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-16 20:20:01</td>\n",
       "      <td>509</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>857</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>.@HispanicCaucus members were denied entry to ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2592</th>\n",
       "      <td>831539930434240512</td>\n",
       "      <td>WaysMeansCmte</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-14 16:25:43</td>\n",
       "      <td>9038</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15894</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>By a vote of 23-15, Republicans just voted to ...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2595</th>\n",
       "      <td>831966535249977347</td>\n",
       "      <td>AP_Politics</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-15 20:40:53</td>\n",
       "      <td>3915</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2638</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BREAKING: In statement, Andrew Puzder says he'...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>831853862281699331</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-15 13:13:10</td>\n",
       "      <td>123165</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30438</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The real scandal here is that classified infor...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2612</th>\n",
       "      <td>830873769321304067</td>\n",
       "      <td>letamericavote</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-12 20:18:38</td>\n",
       "      <td>1470</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1279</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The Trump Administration isn't lying for the s...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2624</th>\n",
       "      <td>830060260165611520</td>\n",
       "      <td>ppppolls</td>\n",
       "      <td>ppppolls</td>\n",
       "      <td>2017-02-10 14:26:02</td>\n",
       "      <td>180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Another problem for Trump is that the Affordab...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2628</th>\n",
       "      <td>829898876421169152</td>\n",
       "      <td>ddiamond</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-10 03:44:45</td>\n",
       "      <td>11128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6700</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Cancer survivor — who relies on Planned Parent...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>829830807409815552</td>\n",
       "      <td>AP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-09 23:14:16</td>\n",
       "      <td>61236</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36107</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>BREAKING: US appeals court refuses to reinstat...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2638</th>\n",
       "      <td>829462582977130496</td>\n",
       "      <td>spencerwoodman</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-08 22:51:05</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Complaint from minimum wage worker at a franch...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2641</th>\n",
       "      <td>829511835007188992</td>\n",
       "      <td>RonWyden</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-09 02:06:47</td>\n",
       "      <td>691</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>516</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>The Price Playbook: Buy, Legislate, Profit \\n#...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2652</th>\n",
       "      <td>829109059009773568</td>\n",
       "      <td>NateSilver538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-07 23:26:18</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>635</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>Not much dissent in the House. 212 House Repub...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2663</th>\n",
       "      <td>828667591354937344</td>\n",
       "      <td>SenateDems</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-02-06 18:12:04</td>\n",
       "      <td>5326</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2395</td>\n",
       "      <td>False</td>\n",
       "      <td>en</td>\n",
       "      <td>We're listening to students, teachers &amp;amp; pa...</td>\n",
       "      <td>from_quoted_status</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>242 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id_str user.screen_name in_reply_to_screen_name  \\\n",
       "1     996361759551315968     NebraskaDems                     NaN   \n",
       "3     996344440989011975           PADems                     NaN   \n",
       "8     995998454345338882   texasdemocrats                     NaN   \n",
       "12    995456464717262848           CTDems                     NaN   \n",
       "15    994615044884254720           INDems                     NaN   \n",
       "18    994275112684851201     tammybaldwin                     NaN   \n",
       "22    994643849132806144      nowthisnews                     NaN   \n",
       "24    994672675439153157         Grace4NY                     NaN   \n",
       "33    994304001867964416         Grace4NY                     NaN   \n",
       "39    993573335845015553      femaregion9                     NaN   \n",
       "42    993621084208549888  latinovictoryus                     NaN   \n",
       "55    993815309529296896       NCDemParty                     NaN   \n",
       "57    993792692277653504           OHDems                     NaN   \n",
       "59    993800177377923072      wvdemocrats                     NaN   \n",
       "61    993843209045467137           INDems                     NaN   \n",
       "66    993592306711310344       NCDemParty                     NaN   \n",
       "70    993498901083811845  XochitlHinojosa                     NaN   \n",
       "73    991750459500179456       KansasDems                     NaN   \n",
       "75    992425224435126278      BetoORourke                     NaN   \n",
       "79    992096450728247296         Grace4NY                     NaN   \n",
       "81    992423101911597058      nowthisnews                     NaN   \n",
       "84    992792276693897216    harrisonjaime                     NaN   \n",
       "87    992172449742585862       SaveMyCare                     NaN   \n",
       "94    992273001751003141             scdp                     NaN   \n",
       "96    992145308472827906   sabrinasingh24                     NaN   \n",
       "100   991760860950482949          TheDLCC                     NaN   \n",
       "102   991491972350337024          DemGovs                     NaN   \n",
       "104   991730119860342784           nvdems                     NaN   \n",
       "113   991357847538675719       SenSchumer              SenSchumer   \n",
       "115   991473594801754112           NMDEMS                     NaN   \n",
       "...                  ...              ...                     ...   \n",
       "2390  841739828903448576      sethmoulton                     NaN   \n",
       "2394  842016820982894593      AP_Politics                     NaN   \n",
       "2417  840245979102236672        UpshotNYT                     NaN   \n",
       "2426  839679555099033602         politico                     NaN   \n",
       "2428  839837672701054976        ReutersUS                     NaN   \n",
       "2449  837432064752369665       SenateDems                     NaN   \n",
       "2459  792150505015377920       mike_pence                     NaN   \n",
       "2466  837319275308253187         TomPerez                TomPerez   \n",
       "2472  837287512783597569       BraddJaffy              BraddJaffy   \n",
       "2536  834248121769197568          mattmfm                     NaN   \n",
       "2540  834213873435676672          FoxNews                     NaN   \n",
       "2544  834103479199203330       BraddJaffy                     NaN   \n",
       "2553  347191326112112640  realDonaldTrump                     NaN   \n",
       "2555  829836231802515457  realDonaldTrump                     NaN   \n",
       "2557  831830548565852160  realDonaldTrump                     NaN   \n",
       "2559  832708293516632065  realDonaldTrump                     NaN   \n",
       "2561  796900183955095552  realDonaldTrump                     NaN   \n",
       "2576  832684804869017600          CBSNews                     NaN   \n",
       "2585  832323669175238656   HispanicCaucus                     NaN   \n",
       "2592  831539930434240512    WaysMeansCmte                     NaN   \n",
       "2595  831966535249977347      AP_Politics                     NaN   \n",
       "2602  831853862281699331  realDonaldTrump                     NaN   \n",
       "2612  830873769321304067   letamericavote                     NaN   \n",
       "2624  830060260165611520         ppppolls                ppppolls   \n",
       "2628  829898876421169152         ddiamond                     NaN   \n",
       "2635  829830807409815552               AP                     NaN   \n",
       "2638  829462582977130496   spencerwoodman                     NaN   \n",
       "2641  829511835007188992         RonWyden                     NaN   \n",
       "2652  829109059009773568    NateSilver538                     NaN   \n",
       "2663  828667591354937344       SenateDems                     NaN   \n",
       "\n",
       "               created_at  favorite_count  quote_count  reply_count  \\\n",
       "1     2018-05-15 12:08:49              32            0            0   \n",
       "3     2018-05-15 11:00:00              81            0            0   \n",
       "8     2018-05-14 12:05:10             152            0            0   \n",
       "12    2018-05-13 00:11:30             106            0            0   \n",
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       "115   2018-05-02 00:25:00              30            0            0   \n",
       "...                   ...             ...          ...          ...   \n",
       "2390  2017-03-14 19:56:28             370            0            0   \n",
       "2394  2017-03-15 14:17:08             808            0            0   \n",
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       "2459  2016-10-28 23:46:12           19570            0            0   \n",
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       "2553  2013-06-19 03:17:17           56807            0            0   \n",
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       "2652  2017-02-07 23:26:18             560            0            0   \n",
       "2663  2017-02-06 18:12:04            5326            0            0   \n",
       "\n",
       "      retweet_count  truncated lang  \\\n",
       "1                21      False   en   \n",
       "3                70      False   en   \n",
       "8               105      False   en   \n",
       "12               61      False   en   \n",
       "15               71      False   en   \n",
       "18               65      False   en   \n",
       "22            37553      False   en   \n",
       "24               66      False   en   \n",
       "33               35      False   en   \n",
       "39               95      False   en   \n",
       "42              273      False   en   \n",
       "55               58      False   en   \n",
       "57              176      False   en   \n",
       "59               44      False   en   \n",
       "61               26      False   en   \n",
       "66               63      False   en   \n",
       "70              161      False   en   \n",
       "73               71      False   en   \n",
       "75             2772      False   en   \n",
       "79              177      False   en   \n",
       "81              644      False   en   \n",
       "84               61      False   en   \n",
       "87              135      False   en   \n",
       "94              124      False   en   \n",
       "96              206      False   en   \n",
       "100             190      False   en   \n",
       "102              58      False   en   \n",
       "104              48      False   en   \n",
       "113             362      False   en   \n",
       "115              22      False   en   \n",
       "...             ...        ...  ...   \n",
       "2390            217      False   en   \n",
       "2394            771      False   en   \n",
       "2417             64      False   en   \n",
       "2426             28      False   en   \n",
       "2428           2839      False   en   \n",
       "2449            760      False   en   \n",
       "2459          12239      False   en   \n",
       "2466            819      False   en   \n",
       "2472           3623      False   en   \n",
       "2536          13402      False   en   \n",
       "2540            600      False   en   \n",
       "2544          21714      False   en   \n",
       "2553          72336      False   en   \n",
       "2555          63760      False   en   \n",
       "2557          24705      False   en   \n",
       "2559          50902      False   en   \n",
       "2561          64735      False   en   \n",
       "2576           1133      False   en   \n",
       "2585            857      False   en   \n",
       "2592          15894      False   en   \n",
       "2595           2638      False   en   \n",
       "2602          30438      False   en   \n",
       "2612           1279      False   en   \n",
       "2624            130      False   en   \n",
       "2628           6700      False   en   \n",
       "2635          36107      False   en   \n",
       "2638             20      False   en   \n",
       "2641            516      False   en   \n",
       "2652            635      False   en   \n",
       "2663           2395      False   en   \n",
       "\n",
       "                                                   text                   from  \n",
       "1     Polls open TODAY 8am-8pm CT.\\nFind your pollin...  from_retweeted_status  \n",
       "3     Polls are OPEN! Make sure you vote for @Wolffo...  from_retweeted_status  \n",
       "8     Polls are open! Go vote in the primary runoff ...  from_retweeted_status  \n",
       "12    .@MayorMark won't stand up for our workers, fo...  from_retweeted_status  \n",
       "15    Ready to elect more Hoosier Democrats up and d...  from_retweeted_status  \n",
       "18    Working women get the job done. I’m teaming up...  from_retweeted_status  \n",
       "22    'I do not yield. Not one second to you. Not on...     from_quoted_status  \n",
       "24    The administration is refusing to answer for t...  from_retweeted_status  \n",
       "33    .@TheDemocrats won't let rural voices go unhea...  from_retweeted_status  \n",
       "39    Hawaii officials are asking the public not to ...  from_retweeted_status  \n",
       "42    👋🏾 Hey, it’s us! We’re making America great......  from_retweeted_status  \n",
       "55    It's Primary Day, North Carolina! Need to find...  from_retweeted_status  \n",
       "57    Today's the day! It's Primary Election Day, yo...  from_retweeted_status  \n",
       "59    Today is the day! Polls are open so #GoVoteWV!...  from_retweeted_status  \n",
       "61    Who voted today? Let's see those \"I voted\" sti...     from_quoted_status  \n",
       "66    Primary Election Day is TOMORROW! Are you read...  from_retweeted_status  \n",
       "70    New report shows an increase in DNC diversity ...  from_retweeted_status  \n",
       "73    For Democrats to win big in 2018 🌊, we’ve all ...  from_retweeted_status  \n",
       "75    7 days. 14 town halls. 1,300 miles.\\n🚙San Ange...  from_retweeted_status  \n",
       "79    In North Dakota, Arizona, and Nevada, voter I....  from_retweeted_status  \n",
       "81    ‘The lied to us.’ — This father of a sick chil...  from_retweeted_status  \n",
       "84    Another testament to why it’s important to win...  from_retweeted_status  \n",
       "87    One year ago, House Republicans voted to kick ...  from_retweeted_status  \n",
       "94    You did it South Carolina! We asked you to sho...  from_retweeted_status  \n",
       "96    South Carolina Republicans are pushing a bill ...  from_retweeted_status  \n",
       "100   BIG NEWS: Michigan Democrats are running a can...     from_quoted_status  \n",
       "102   ✔️Another state taking action to prevent gun v...  from_retweeted_status  \n",
       "104   ICYMI, Dems widened our voter registration adv...  from_retweeted_status  \n",
       "113   The American people know the Trump admin is re...  from_retweeted_status  \n",
       "115   Your vote matters! Make sure you’re registered...  from_retweeted_status  \n",
       "...                                                 ...                    ...  \n",
       "2390  This is @TheDemocrats: fighting for counties t...     from_quoted_status  \n",
       "2394  BREAKING: Government says more than 12 million...     from_quoted_status  \n",
       "2417  The Americans who stand to lose the most under...     from_quoted_status  \n",
       "2426  Ryan defends bumpy Obamacare repeal rollout ht...     from_quoted_status  \n",
       "2428  JUST IN: EPA chief Scott Pruitt disagrees that...     from_quoted_status  \n",
       "2449  Why can’t the Trump Administration tell the tr...     from_quoted_status  \n",
       "2459  .@realDonaldTrump and I commend the FBI for re...     from_quoted_status  \n",
       "2466  Jeff Sessions is 100% unfit to oversee investi...     from_quoted_status  \n",
       "2472  Here is Jeff Sessions in 1999 talking about th...     from_quoted_status  \n",
       "2536  Town hall scenes from Colorado, North Carolina...     from_quoted_status  \n",
       "2540  Trump adviser says new travel ban will have 's...     from_quoted_status  \n",
       "2544  Angry constituents confront Chuck Grassley in ...     from_quoted_status  \n",
       "2553  Do you think Putin will be going to The Miss U...     from_quoted_status  \n",
       "2555  SEE YOU IN COURT, THE SECURITY OF OUR NATION I...     from_quoted_status  \n",
       "2557  The fake news media is going crazy with their ...     from_quoted_status  \n",
       "2559  The FAKE NEWS media (failing @nytimes, @NBCNew...     from_quoted_status  \n",
       "2561  Just had a very open and successful presidenti...     from_quoted_status  \n",
       "2576  Mile-long iceberg breaks off of Antarctic glac...     from_quoted_status  \n",
       "2585  .@HispanicCaucus members were denied entry to ...     from_quoted_status  \n",
       "2592  By a vote of 23-15, Republicans just voted to ...     from_quoted_status  \n",
       "2595  BREAKING: In statement, Andrew Puzder says he'...     from_quoted_status  \n",
       "2602  The real scandal here is that classified infor...     from_quoted_status  \n",
       "2612  The Trump Administration isn't lying for the s...     from_quoted_status  \n",
       "2624  Another problem for Trump is that the Affordab...     from_quoted_status  \n",
       "2628  Cancer survivor — who relies on Planned Parent...     from_quoted_status  \n",
       "2635  BREAKING: US appeals court refuses to reinstat...     from_quoted_status  \n",
       "2638  Complaint from minimum wage worker at a franch...     from_quoted_status  \n",
       "2641  The Price Playbook: Buy, Legislate, Profit \\n#...     from_quoted_status  \n",
       "2652  Not much dissent in the House. 212 House Repub...     from_quoted_status  \n",
       "2663  We're listening to students, teachers &amp; pa...     from_quoted_status  \n",
       "\n",
       "[242 rows x 12 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem[dem['user.screen_name'] != 'TheDemocrats']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets look at the in_reply_to_screen_name column: Have either party answered someone's tweets and if so who?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GOP                41\n",
      "POTUS               1\n",
      "realDonaldTrump     1\n",
      "Name: in_reply_to_screen_name, dtype: int64\n",
      "Total tweets in response to someone: 43 \n",
      "\n",
      "TheDemocrats    76\n",
      "keithellison     1\n",
      "Name: in_reply_to_screen_name, dtype: int64\n",
      "Total tweets in response to someone: 77\n"
     ]
    }
   ],
   "source": [
    "#len(rep.loc[rep['in_reply_to_screen_name'].notnull(),['in_reply_to_screen_name','text']])\n",
    "#len(dem.loc[dem['in_reply_to_screen_name'].notnull(),['in_reply_to_screen_name','text']])\n",
    "\n",
    "drep = rep.loc[rep['from'].str.contains('regular'),:]     # only analysing target accounts direct tweets\n",
    "ddem = dem.loc[dem['from'].str.contains('regular'),:]\n",
    "\n",
    "print(drep.in_reply_to_screen_name.value_counts())\n",
    "print('Total tweets in response to someone: {} \\n'.format(len(drep[drep['in_reply_to_screen_name'].notnull()])))\n",
    "print(ddem.in_reply_to_screen_name.value_counts())\n",
    "print('Total tweets in response to someone: {}'.format(len(ddem[ddem['in_reply_to_screen_name'].notnull()])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Its interesting to note that by far the most common reply for both parties is replying to their own tweet, likely in an effort drive its interest and reach - Time to start looking at likes and favorites and maybe see if these relate to which tweets got responded too!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tweet with the smallest number of favorites has 0 favorites for the Democrats and 0 for Republicans.\n",
      "In fact the Democrats have 59 tweets with 0 favorites and the Republicans have 52.\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "**5 of the Republican direct tweets with smallest favorite_count :**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
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       "      <td>RT @IvankaTrump: Thank you Prime Minister @net...</td>\n",
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       "      <td>2018-05-14 21:52:00</td>\n",
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       "      <td>205</td>\n",
       "      <td>False</td>\n",
       "      <td>RT @GOPChairwoman: Praying for a swift recover...</td>\n",
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       "             created_at user.screen_name  favorite_count  retweet_count  \\\n",
       "1   2018-05-15 17:35:00              GOP               0             21   \n",
       "3   2018-05-15 16:27:08              GOP               0             55   \n",
       "6   2018-05-15 16:04:00              GOP               0          14335   \n",
       "10  2018-05-14 22:40:00              GOP               0           2107   \n",
       "12  2018-05-14 21:52:00              GOP               0            205   \n",
       "\n",
       "    truncated                                               text  \n",
       "1       False  RT @RNCData: Our next Campaign Data College is...  \n",
       "3       False  RT @GOPChairwoman: So proud of our community l...  \n",
       "6       False  RT @realDonaldTrump: Our great First Lady is d...  \n",
       "10      False  RT @IvankaTrump: Thank you Prime Minister @net...  \n",
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       "**5 Republican tweets with largest favorite_count :**"
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       "               created_at user.screen_name  favorite_count  retweet_count  \\\n",
       "289   2018-04-15 21:02:31              GOP           26555           5077   \n",
       "1700  2017-08-30 21:22:56              GOP           26090           7497   \n",
       "1679  2017-09-06 19:55:02              GOP           21914           5090   \n",
       "2468  2017-01-20 22:36:08              GOP           21025           5887   \n",
       "953   2018-01-09 01:40:54              GOP           18673           5061   \n",
       "\n",
       "      truncated                                               text  \n",
       "289       False  Our entire RNC family offers prayers of comfor...  \n",
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       "**5 of the Democrat direct tweets with smallest favorite_count :**"
      ],
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       "      <td>105</td>\n",
       "      <td>False</td>\n",
       "      <td>RT @texasdemocrats: Polls are open! Go vote in...</td>\n",
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       "      <th>11</th>\n",
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       "      <td>RT @CTDems: .@MayorMark won't stand up for our...</td>\n",
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       "      <td>71</td>\n",
       "      <td>False</td>\n",
       "      <td>RT @INDems: Ready to elect more Hoosier Democr...</td>\n",
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       "             created_at user.screen_name  favorite_count  retweet_count  \\\n",
       "0   2018-05-15 19:21:06     TheDemocrats               0             21   \n",
       "2   2018-05-15 18:25:02     TheDemocrats               0             70   \n",
       "7   2018-05-14 19:17:08     TheDemocrats               0            105   \n",
       "11  2018-05-13 00:44:51     TheDemocrats               0             61   \n",
       "14  2018-05-12 20:14:16     TheDemocrats               0             71   \n",
       "\n",
       "    truncated                                               text  \n",
       "0       False  RT @NebraskaDems: Polls open TODAY 8am-8pm CT....  \n",
       "2       False  RT @PADems: Polls are OPEN! Make sure you vote...  \n",
       "7       False  RT @texasdemocrats: Polls are open! Go vote in...  \n",
       "11      False  RT @CTDems: .@MayorMark won't stand up for our...  \n",
       "14      False  RT @INDems: Ready to elect more Hoosier Democr...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**5 Democrat tweets with largest favorite_count :**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>created_at</th>\n",
       "      <th>user.screen_name</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>retweet_count</th>\n",
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       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>2017-11-08 03:23:50</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>21883</td>\n",
       "      <td>6217</td>\n",
       "      <td>False</td>\n",
       "      <td>Hey @GOP, looks like America wants to be great...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2522</th>\n",
       "      <td>2017-02-24 17:15:38</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>13739</td>\n",
       "      <td>6230</td>\n",
       "      <td>False</td>\n",
       "      <td>A message from @HillaryClinton: \"Let resistanc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>2018-03-14 05:13:46</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>11034</td>\n",
       "      <td>3145</td>\n",
       "      <td>False</td>\n",
       "      <td>We have our first flipped House seat of 2018! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>2018-02-07 02:25:15</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>10158</td>\n",
       "      <td>3177</td>\n",
       "      <td>False</td>\n",
       "      <td>We're coming for every Republican in every sea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>2018-01-07 16:07:11</td>\n",
       "      <td>TheDemocrats</td>\n",
       "      <td>10002</td>\n",
       "      <td>3788</td>\n",
       "      <td>False</td>\n",
       "      <td>Let's elect:\\n\\n✅Black women\\n✅LGBT women\\n✅Mu...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               created_at user.screen_name  favorite_count  retweet_count  \\\n",
       "1074  2017-11-08 03:23:50     TheDemocrats           21883           6217   \n",
       "2522  2017-02-24 17:15:38     TheDemocrats           13739           6230   \n",
       "470   2018-03-14 05:13:46     TheDemocrats           11034           3145   \n",
       "660   2018-02-07 02:25:15     TheDemocrats           10158           3177   \n",
       "814   2018-01-07 16:07:11     TheDemocrats           10002           3788   \n",
       "\n",
       "      truncated                                               text  \n",
       "1074      False  Hey @GOP, looks like America wants to be great...  \n",
       "2522      False  A message from @HillaryClinton: \"Let resistanc...  \n",
       "470       False  We have our first flipped House seat of 2018! ...  \n",
       "660       False  We're coming for every Republican in every sea...  \n",
       "814       False  Let's elect:\\n\\n✅Black women\\n✅LGBT women\\n✅Mu...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"The tweet with the smallest number of favorites has {} favorites for the Democrats and {} for Republicans.\".format(min(ddem['favorite_count']), min(drep['favorite_count'])))\n",
    "print(\"In fact the Democrats have {} tweets with 0 favorites and the Republicans have {}.\".format(len(ddem[ddem['favorite_count'] == 0]),len(drep[drep['favorite_count'] == 0])))\n",
    "\n",
    "display(Markdown('**5 of the Republican direct tweets with smallest favorite_count :**'))\n",
    "display(drep.nsmallest(5,['favorite_count'])[['created_at', 'user.screen_name', 'favorite_count', 'retweet_count', 'truncated', 'text']])\n",
    "display(Markdown('**5 Republican tweets with largest favorite_count :**'))\n",
    "display(drep.nlargest(5,['favorite_count'])[['created_at', 'user.screen_name', 'favorite_count', 'retweet_count', 'truncated', 'text']])\n",
    "\n",
    "display(Markdown('**5 of the Democrat direct tweets with smallest favorite_count :**'))\n",
    "display(ddem.nsmallest(5,['favorite_count'])[['created_at', 'user.screen_name', 'favorite_count', 'retweet_count', 'truncated', 'text']])\n",
    "display(Markdown('**5 Democrat tweets with largest favorite_count :**'))\n",
    "display(ddem.nlargest(5,['favorite_count'])[['created_at','user.screen_name', 'favorite_count', 'retweet_count', 'truncated', 'text']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Its interesting to notice that all these high performing tweets are nothing in comparison to some of the tweets the accounts have quoted or retweeted:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**5 Republican retweets or quoted tweets with largest favorite_count :**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "      <th>created_at</th>\n",
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       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2018-05-10 14:37:57</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "      <td>236249</td>\n",
       "      <td>63101</td>\n",
       "      <td>False</td>\n",
       "      <td>The highly anticipated meeting between Kim Jon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>2018-04-25 19:38:27</td>\n",
       "      <td>kanyewest</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>218030</td>\n",
       "      <td>60331</td>\n",
       "      <td>False</td>\n",
       "      <td>my MAGA hat is signed 🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2018-05-10 10:01:43</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "      <td>188624</td>\n",
       "      <td>49810</td>\n",
       "      <td>False</td>\n",
       "      <td>On behalf of the American people, WELCOME HOME...</td>\n",
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       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2018-05-09 12:35:51</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_retweeted_status</td>\n",
       "      <td>120529</td>\n",
       "      <td>27747</td>\n",
       "      <td>False</td>\n",
       "      <td>Secretary Pompeo and his “guests” will be land...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2018-04-30 18:54:28</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>115492</td>\n",
       "      <td>27368</td>\n",
       "      <td>False</td>\n",
       "      <td>I recently had a terrific meeting with a bipar...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              created_at user.screen_name                   from  \\\n",
       "42   2018-05-10 14:37:57  realDonaldTrump  from_retweeted_status   \n",
       "217  2018-04-25 19:38:27        kanyewest     from_quoted_status   \n",
       "48   2018-05-10 10:01:43  realDonaldTrump  from_retweeted_status   \n",
       "65   2018-05-09 12:35:51  realDonaldTrump  from_retweeted_status   \n",
       "110  2018-04-30 18:54:28  realDonaldTrump     from_quoted_status   \n",
       "\n",
       "     favorite_count  retweet_count  truncated  \\\n",
       "42           236249          63101      False   \n",
       "217          218030          60331      False   \n",
       "48           188624          49810      False   \n",
       "65           120529          27747      False   \n",
       "110          115492          27368      False   \n",
       "\n",
       "                                                  text  \n",
       "42   The highly anticipated meeting between Kim Jon...  \n",
       "217  my MAGA hat is signed 🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥...  \n",
       "48   On behalf of the American people, WELCOME HOME...  \n",
       "65   Secretary Pompeo and his “guests” will be land...  \n",
       "110  I recently had a terrific meeting with a bipar...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**5 Democrat retweets or quoted tweets with largest favorite_count :**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "      <th>2555</th>\n",
       "      <td>2017-02-09 23:35:49</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>227518</td>\n",
       "      <td>63760</td>\n",
       "      <td>False</td>\n",
       "      <td>SEE YOU IN COURT, THE SECURITY OF OUR NATION I...</td>\n",
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       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>2016-11-11 02:19:44</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>218752</td>\n",
       "      <td>64735</td>\n",
       "      <td>False</td>\n",
       "      <td>Just had a very open and successful presidenti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>2017-02-17 21:48:22</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>156085</td>\n",
       "      <td>50902</td>\n",
       "      <td>False</td>\n",
       "      <td>The FAKE NEWS media (failing @nytimes, @NBCNew...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>2017-06-16 13:07:55</td>\n",
       "      <td>realDonaldTrump</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>147384</td>\n",
       "      <td>46512</td>\n",
       "      <td>False</td>\n",
       "      <td>I am being investigated for firing the FBI Dir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>2018-03-14 19:18:03</td>\n",
       "      <td>ConorLambPA</td>\n",
       "      <td>from_quoted_status</td>\n",
       "      <td>143234</td>\n",
       "      <td>21893</td>\n",
       "      <td>False</td>\n",
       "      <td>We did it. \\n\\nFrom the bottom of my heart, th...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               created_at user.screen_name                from  \\\n",
       "2555  2017-02-09 23:35:49  realDonaldTrump  from_quoted_status   \n",
       "2561  2016-11-11 02:19:44  realDonaldTrump  from_quoted_status   \n",
       "2559  2017-02-17 21:48:22  realDonaldTrump  from_quoted_status   \n",
       "1822  2017-06-16 13:07:55  realDonaldTrump  from_quoted_status   \n",
       "464   2018-03-14 19:18:03      ConorLambPA  from_quoted_status   \n",
       "\n",
       "      favorite_count  retweet_count  truncated  \\\n",
       "2555          227518          63760      False   \n",
       "2561          218752          64735      False   \n",
       "2559          156085          50902      False   \n",
       "1822          147384          46512      False   \n",
       "464           143234          21893      False   \n",
       "\n",
       "                                                   text  \n",
       "2555  SEE YOU IN COURT, THE SECURITY OF OUR NATION I...  \n",
       "2561  Just had a very open and successful presidenti...  \n",
       "2559  The FAKE NEWS media (failing @nytimes, @NBCNew...  \n",
       "1822  I am being investigated for firing the FBI Dir...  \n",
       "464   We did it. \\n\\nFrom the bottom of my heart, th...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown('**5 Republican retweets or quoted tweets with largest favorite_count :**'))\n",
    "display(rep.nlargest(5,['favorite_count'])[['created_at', 'user.screen_name', 'from', 'favorite_count', 'retweet_count', 'truncated', 'text']])\n",
    "display(Markdown('**5 Democrat retweets or quoted tweets with largest favorite_count :**'))\n",
    "display(dem.nlargest(5,['favorite_count'])[['created_at','user.screen_name', 'from', 'favorite_count', 'retweet_count', 'truncated', 'text']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO: need to explore what % of tweets are these 'quoted tweets' and what quote was added by the dems - ie validate that we are likely to be able to see valid features without confusing our model with the original tweek. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# When they tweet\n",
    "Lets look at when they tweet:\n",
    "To manipulate the tweet created_at times effectively you need to create a Datetime object from the string:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "These 13 columns are in both files:\n",
      "    truncated\n",
      "    favorite_count\n",
      "    reply_count\n",
      "    text\n",
      "    created_at_date_col\n",
      "    in_reply_to_screen_name\n",
      "    quote_count\n",
      "    user.screen_name\n",
      "    id_str\n",
      "    lang\n",
      "    from\n",
      "    retweet_count\n",
      "    created_at\n"
     ]
    }
   ],
   "source": [
    "def add_created_at_date_col(df):\n",
    "    df['created_at_date_col'] = df['created_at'].apply(lambda x: datetime.strptime(x, '%Y-%m-%d %H:%M:%S'))\n",
    "\n",
    "add_created_at_date_col(rep)\n",
    "add_created_at_date_col(dem)\n",
    "\n",
    "explore_columns(rep, dem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pYMEYQgghpHxU0gGllNoPYP+mTZveVfRna+OFRg0hhPjBjSAhpEhYMIYQQggpJ5V0QA0a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FvFNA0KQuDOPSfQP8+RaQt863M2bekdYTauY1ZZN/KmAMoSrANKSjkOYFwI8YdSyr/f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\nKEARQgghhBBCCCGEkEz5/wF7Q2Aus4nroAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1115bcb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (20,6)\n",
    "\n",
    "drep = rep.loc[rep['from'].str.contains('regular'),:]     # only analysing target accounts direct tweets\n",
    "ddem = dem.loc[dem['from'].str.contains('regular'),:]\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "dates = [matplotlib.dates.date2num(i) for i in drep['created_at_date_col']]\n",
    "plt.plot_date(dates, drep['favorite_count'])\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Tweet created date')\n",
    "plt.ylabel('Number of favorites/likes')\n",
    "plt.title('Democrat tweets')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "dates = [matplotlib.dates.date2num(i) for i in ddem['created_at_date_col']]\n",
    "plt.plot_date(dates, ddem['favorite_count'])\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Tweet created date')\n",
    "plt.ylabel('Number of favorites/likes')\n",
    "plt.title('Republican tweets')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/69KO27t75PNQ3tVQkq7pymHmuW80jz/b429V2fTjb0fFIb+YD8ClL764+Wct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znTwjRz+2lzrmnvWJmkxWBqsmrpo024IY5Ja/pjxswmjxLDbqhLyRd2hpl7iYR6ohKMUUEyep7+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11997eeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demdates = [matplotlib.dates.date2num(i) for i in ddem['created_at_date_col']]\n",
    "repdates = [matplotlib.dates.date2num(i) for i in drep['created_at_date_col']]\n",
    "plt.plot_date(repdates, drep['favorite_count'], 'r+', label='Republicans')\n",
    "plt.plot_date(demdates, ddem['favorite_count'], 'b+', label='Democrats')\n",
    "plt.yscale('log')\n",
    "plt.legend(loc='lower center')\n",
    "plt.ylabel('Number of favorites/likes (Log scale)')\n",
    "plt.title('@GOP and @TheDemocrats tweets, Favorite Count vs Date')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the plots above it looks like both parties get most of their tweets to be favorited between 100 and 5000 times, although the democrats have some low performing (from a favorited perspective) in Apr 2018. Both parties are also fairly consistent in volumn of tweets through out the 2+ year data period. It looks like the republicans may have been getting a little more frequent. Lets look at the most favoirted few tweets from each account:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BEUqFL0mSJEmSJM1BLStEZeZXqN7H6do657wHeE+V+LXVzsvMO9m3tE+SJEmSJElzWFt2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\ntO3rls2fMNaTSbpk0Yna9fywym+3lgYsT0tv/4A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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a05dba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1,2,1)\n",
    "plt.scatter(drep['retweet_count'], drep['favorite_count'])\n",
    "plt.xlabel('Number of times tweet was retweeted')\n",
    "plt.ylabel('Number of favorites/likes')\n",
    "plt.title('Republican tweets')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(ddem['retweet_count'], ddem['favorite_count'])\n",
    "plt.xlabel('Number of times tweet was retweeted')\n",
    "plt.ylabel('Number of favorites/likes')\n",
    "plt.title('Democrat tweets')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "** Text lengths **\n",
    "\n",
    "looking at the distribution of the text lengths of the tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2qnprkhOT3FpVR3X3LVV1VJLbVnnu+UnOT5I9e/b0VtUZFpm+DLDTmVYGALBA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\nf0B4I+HEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a2e6550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (20,6)\n",
    "\n",
    "rep['text_len'] = rep['text'].apply(len)\n",
    "dem['text_len'] = dem['text'].apply(len)\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(rep['text_len'], bins=100)\n",
    "plt.title('Republican tweets')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.hist(dem['text_len'], bins=100)\n",
    "plt.title('Democrat tweets')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}