Initial Follower Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring 6000 followers of @GOP and @TheDemocrats\n",
    "Initial look to see if there are going to be 500 active users - need 5 other indicative accounts also"
   ]
  },
  {
   "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",
    "\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've previously collecting data sets of 6000 followers for @GOP and @TheDemocrats. Lets load that data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rep = pd.read_csv(cwd+'/data/followersOfGOP.csv')\n",
    "dem = pd.read_csv(cwd+'/data/followersOfTheDemocrats.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exploring the columns of both data sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total columns in rep date = 19 and in dem data = 19\n",
      "These 19 columns are in both files:\n",
      "    favourites_count\n",
      "    name\n",
      "    created_at\n",
      "    default_profile_image\n",
      "    id_str\n",
      "    profile_use_backgroud_image\n",
      "    protected\n",
      "    location\n",
      "    geo_enabled\n",
      "    default_profile\n",
      "    lang\n",
      "    friends_count\n",
      "    listed_count\n",
      "    followers_count\n",
      "    statuses_count\n",
      "    verified\n",
      "    screen_name\n",
      "    description\n",
      "    utc_offset\n"
     ]
    }
   ],
   "source": [
    "print('Total columns in rep date = {} and in dem data = {}'.format(rep.shape[1], dem.shape[1]))\n",
    "in_both = set(rep.columns.tolist()).intersection(dem.columns.tolist())\n",
    "print('These {} columns are in both files:'.format(len(in_both)))\n",
    "print('    {}'.format('\\n    '.join(in_both)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "statuses_count are the number of tweets a user has ever put out and favourites_count is the number of tweets the user has favorited. Exploring distributions of these:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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HT7IOWLdmzZppVkNjWH3CWcvyvg0nHrkc1dnmfQ87j+Ws07SPt5LZlpK0dMZg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\nAABAb5JMAAAAAPT2/wGRi96hmBYzlgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112830b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (20,8)\n",
    "\n",
    "plt.subplot(2,2,1)\n",
    "plt.hist(rep['statuses_count'], bins=100, log=True)\n",
    "plt.title('Republican Data, Status Counts')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "plt.hist(dem['statuses_count'], bins=100, log=True)\n",
    "plt.title('Democrat Data, Status Counts')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.hist(rep['favourites_count'], bins=100, log=True)\n",
    "plt.title('Republican Data, Favorite Counts')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "plt.hist(dem['favourites_count'], bins=100, log=True)\n",
    "plt.title('Democrat Data, Favorite Counts')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Republicans look to be a lot more active on Twitter!\n",
    "\n",
    "Lets look at more information from some of the more active accounts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**first 20 of the 1192 qualifing active followers of @GOP:**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>statuses_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PurpleAbby</td>\n",
       "      <td>xXAbbyNicole</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12106</td>\n",
       "      <td>2800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Liam Norton</td>\n",
       "      <td>Liam_Norton3</td>\n",
       "      <td>Scituate Hockey #12 Suffolk ‘22</td>\n",
       "      <td>10098</td>\n",
       "      <td>4866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>José Julio Gómez</td>\n",
       "      <td>josejulio12</td>\n",
       "      <td>Lic. en Relaciones Internacionales, Politólogo...</td>\n",
       "      <td>671</td>\n",
       "      <td>15764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Justin Teufel</td>\n",
       "      <td>TeufelJpt10</td>\n",
       "      <td>In love with COUNTRY MUSIC, Live life to the f...</td>\n",
       "      <td>7807</td>\n",
       "      <td>6461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Brax</td>\n",
       "      <td>massey_braxton</td>\n",
       "      <td>📱insta: _braxton0612_ 👻snap: braxtonmassey3</td>\n",
       "      <td>3447</td>\n",
       "      <td>1527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Salvador</td>\n",
       "      <td>Salvado97304180</td>\n",
       "      <td>NaN</td>\n",
       "      <td>645</td>\n",
       "      <td>1138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Tazzmaniac 🔱🇬🇧 #QAnon</td>\n",
       "      <td>kjbtazz</td>\n",
       "      <td>Pro Aris et Focis</td>\n",
       "      <td>76679</td>\n",
       "      <td>120025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Oakley Fortin</td>\n",
       "      <td>OakleyFortin65</td>\n",
       "      <td>Aquarius • Husson • Pharmacy • Baltimore Ravens</td>\n",
       "      <td>8570</td>\n",
       "      <td>2376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>WOTUS</td>\n",
       "      <td>WalterEACyr2</td>\n",
       "      <td>Walter of the United States\\n\\n\\n\\n\\n       Ad...</td>\n",
       "      <td>1745</td>\n",
       "      <td>2409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ezra Yott</td>\n",
       "      <td>Ezzyott</td>\n",
       "      <td>Romans 6:23 Jeremiah 29:11 Isaiah 40:31 #GoDaw...</td>\n",
       "      <td>19590</td>\n",
       "      <td>6341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Cameo6</td>\n",
       "      <td>cameo610cameo6</td>\n",
       "      <td>I love my family &amp; my Country, Christian, Cons...</td>\n",
       "      <td>9649</td>\n",
       "      <td>11664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Ben Hess</td>\n",
       "      <td>BGHess11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6390</td>\n",
       "      <td>3413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>TEXAS 2A</td>\n",
       "      <td>LoneStarLuv</td>\n",
       "      <td>Proud Texan. #NRA #2A GOD COUNTRY and Cold bee...</td>\n",
       "      <td>854</td>\n",
       "      <td>1519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Zach Faust</td>\n",
       "      <td>Zachfaust</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4675</td>\n",
       "      <td>4797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Guns And Range</td>\n",
       "      <td>GunsAndRange</td>\n",
       "      <td>NaN</td>\n",
       "      <td>382</td>\n",
       "      <td>1224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>deez</td>\n",
       "      <td>Phillip4420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3924</td>\n",
       "      <td>1060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>ahmet çetin/sakarya</td>\n",
       "      <td>acetin109</td>\n",
       "      <td>kamudan emekli</td>\n",
       "      <td>1327</td>\n",
       "      <td>1107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Joseph Michaels1st</td>\n",
       "      <td>joemichaels1st</td>\n",
       "      <td>Private Investor,Everyday is a bank account, a...</td>\n",
       "      <td>5138</td>\n",
       "      <td>12800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>White Zaddy! 💰</td>\n",
       "      <td>Jeffrey_S_Baril</td>\n",
       "      <td>Believe in financial independence,, not Govern...</td>\n",
       "      <td>226</td>\n",
       "      <td>1955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Ray White</td>\n",
       "      <td>Ray_White</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>1097</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name      screen_name  \\\n",
       "0              PurpleAbby     xXAbbyNicole   \n",
       "19            Liam Norton     Liam_Norton3   \n",
       "20       José Julio Gómez      josejulio12   \n",
       "22          Justin Teufel      TeufelJpt10   \n",
       "30                   Brax   massey_braxton   \n",
       "33               Salvador  Salvado97304180   \n",
       "42  Tazzmaniac 🔱🇬🇧 #QAnon          kjbtazz   \n",
       "43          Oakley Fortin   OakleyFortin65   \n",
       "44                  WOTUS     WalterEACyr2   \n",
       "45              Ezra Yott          Ezzyott   \n",
       "51                 Cameo6   cameo610cameo6   \n",
       "52               Ben Hess         BGHess11   \n",
       "57               TEXAS 2A      LoneStarLuv   \n",
       "59             Zach Faust        Zachfaust   \n",
       "61         Guns And Range     GunsAndRange   \n",
       "62                   deez      Phillip4420   \n",
       "64    ahmet çetin/sakarya        acetin109   \n",
       "76     Joseph Michaels1st   joemichaels1st   \n",
       "87         White Zaddy! 💰  Jeffrey_S_Baril   \n",
       "95              Ray White        Ray_White   \n",
       "\n",
       "                                          description  favourites_count  \\\n",
       "0                                                 NaN             12106   \n",
       "19                    Scituate Hockey #12 Suffolk ‘22             10098   \n",
       "20  Lic. en Relaciones Internacionales, Politólogo...               671   \n",
       "22  In love with COUNTRY MUSIC, Live life to the f...              7807   \n",
       "30        📱insta: _braxton0612_ 👻snap: braxtonmassey3              3447   \n",
       "33                                                NaN               645   \n",
       "42                                  Pro Aris et Focis             76679   \n",
       "43    Aquarius • Husson • Pharmacy • Baltimore Ravens              8570   \n",
       "44  Walter of the United States\\n\\n\\n\\n\\n       Ad...              1745   \n",
       "45  Romans 6:23 Jeremiah 29:11 Isaiah 40:31 #GoDaw...             19590   \n",
       "51  I love my family & my Country, Christian, Cons...              9649   \n",
       "52                                                NaN              6390   \n",
       "57  Proud Texan. #NRA #2A GOD COUNTRY and Cold bee...               854   \n",
       "59                                                NaN              4675   \n",
       "61                                                NaN               382   \n",
       "62                                                NaN              3924   \n",
       "64                                     kamudan emekli              1327   \n",
       "76  Private Investor,Everyday is a bank account, a...              5138   \n",
       "87  Believe in financial independence,, not Govern...               226   \n",
       "95                                                NaN                 6   \n",
       "\n",
       "    statuses_count  \n",
       "0             2800  \n",
       "19            4866  \n",
       "20           15764  \n",
       "22            6461  \n",
       "30            1527  \n",
       "33            1138  \n",
       "42          120025  \n",
       "43            2376  \n",
       "44            2409  \n",
       "45            6341  \n",
       "51           11664  \n",
       "52            3413  \n",
       "57            1519  \n",
       "59            4797  \n",
       "61            1224  \n",
       "62            1060  \n",
       "64            1107  \n",
       "76           12800  \n",
       "87            1955  \n",
       "95            1097  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**first 20 of the 1393 qualifing active followers of @TheDemocrats:**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>description</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>statuses_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SURAJ SUSHIL DUBEY</td>\n",
       "      <td>SurajSDubeyINC</td>\n",
       "      <td>Spokesperson @INCIndia Activists/Socialist\\n'G...</td>\n",
       "      <td>138371</td>\n",
       "      <td>68357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Chris Gillen</td>\n",
       "      <td>Iseetomorrow</td>\n",
       "      <td>I love to share my passion for ⛳\\n\\nMarine VET...</td>\n",
       "      <td>170</td>\n",
       "      <td>1503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>MaterSammich 🍅</td>\n",
       "      <td>ewillis7</td>\n",
       "      <td>Pragmatic progressive, storyteller, fledgling ...</td>\n",
       "      <td>15169</td>\n",
       "      <td>5387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>KT</td>\n",
       "      <td>TrujilloKim</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25347</td>\n",
       "      <td>3107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Carole</td>\n",
       "      <td>caboo14</td>\n",
       "      <td>#FBR Blue girl in a red state. Snarky Twitter ...</td>\n",
       "      <td>1612</td>\n",
       "      <td>1752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>BrendaRuns</td>\n",
       "      <td>BrendaRuns</td>\n",
       "      <td>112x 26.2, 38x 50k, 28x 50M, 4x 100k, 100m, ru...</td>\n",
       "      <td>63563</td>\n",
       "      <td>21494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>just.mahedi</td>\n",
       "      <td>just_mahedi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26478</td>\n",
       "      <td>11038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Laura Faulkner</td>\n",
       "      <td>L_Faulkner_</td>\n",
       "      <td>Passionate about human capital and economic mo...</td>\n",
       "      <td>1127</td>\n",
       "      <td>3195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Dr. Nancy</td>\n",
       "      <td>anastunya</td>\n",
       "      <td>Creator of #GIFOP =Great Ideas For Other Peopl...</td>\n",
       "      <td>39289</td>\n",
       "      <td>41434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Meredith Russell</td>\n",
       "      <td>piprussell7</td>\n",
       "      <td>Mother. Guinea Pig whisperer. Nature lover. De...</td>\n",
       "      <td>12160</td>\n",
       "      <td>2116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>S Dee</td>\n",
       "      <td>SDee36</td>\n",
       "      <td>#REVIRESCO</td>\n",
       "      <td>1102</td>\n",
       "      <td>1234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Vanessa McGrady</td>\n",
       "      <td>VanessaMcGrady</td>\n",
       "      <td>I write about #personalfinance, #health, #femi...</td>\n",
       "      <td>4916</td>\n",
       "      <td>6072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Danny Ballgame💵</td>\n",
       "      <td>dannyballgame86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255</td>\n",
       "      <td>1462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Ashlyn</td>\n",
       "      <td>ajdonnahoe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1040</td>\n",
       "      <td>3401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Joseph Michaels1st</td>\n",
       "      <td>joemichaels1st</td>\n",
       "      <td>Private Investor,Everyday is a bank account, a...</td>\n",
       "      <td>5140</td>\n",
       "      <td>12830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Keisuke Ozeki</td>\n",
       "      <td>keisuke_ozeki</td>\n",
       "      <td>@umich alumnus</td>\n",
       "      <td>5379</td>\n",
       "      <td>3382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>White Zaddy! 💰</td>\n",
       "      <td>Jeffrey_S_Baril</td>\n",
       "      <td>Believe in financial independence,, not Govern...</td>\n",
       "      <td>227</td>\n",
       "      <td>1961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Drew Waldrop</td>\n",
       "      <td>bu11inchinashop</td>\n",
       "      <td>🏳️‍🌈 Xennial ♊️. UA BSCE 09. ΘΤ. Hufflepuff. Β...</td>\n",
       "      <td>6634</td>\n",
       "      <td>5590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Michael</td>\n",
       "      <td>TVPhotogMichael</td>\n",
       "      <td>I’m a photojournalist.</td>\n",
       "      <td>833</td>\n",
       "      <td>3347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>⚜KreoleKween👸🏽</td>\n",
       "      <td>DannieBoo72</td>\n",
       "      <td>AKA~NOLA~XULA~LSU~SAINTS~CyWoods Football Mom</td>\n",
       "      <td>25116</td>\n",
       "      <td>9362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name      screen_name  \\\n",
       "4   SURAJ SUSHIL DUBEY   SurajSDubeyINC   \n",
       "8         Chris Gillen     Iseetomorrow   \n",
       "9       MaterSammich 🍅         ewillis7   \n",
       "12                  KT      TrujilloKim   \n",
       "14              Carole          caboo14   \n",
       "26          BrendaRuns       BrendaRuns   \n",
       "28         just.mahedi      just_mahedi   \n",
       "33      Laura Faulkner      L_Faulkner_   \n",
       "37           Dr. Nancy        anastunya   \n",
       "39    Meredith Russell      piprussell7   \n",
       "46               S Dee           SDee36   \n",
       "50     Vanessa McGrady   VanessaMcGrady   \n",
       "51     Danny Ballgame💵  dannyballgame86   \n",
       "55              Ashlyn       ajdonnahoe   \n",
       "62  Joseph Michaels1st   joemichaels1st   \n",
       "64       Keisuke Ozeki    keisuke_ozeki   \n",
       "68      White Zaddy! 💰  Jeffrey_S_Baril   \n",
       "72        Drew Waldrop  bu11inchinashop   \n",
       "76             Michael  TVPhotogMichael   \n",
       "88      ⚜KreoleKween👸🏽      DannieBoo72   \n",
       "\n",
       "                                          description  favourites_count  \\\n",
       "4   Spokesperson @INCIndia Activists/Socialist\\n'G...            138371   \n",
       "8   I love to share my passion for ⛳\\n\\nMarine VET...               170   \n",
       "9   Pragmatic progressive, storyteller, fledgling ...             15169   \n",
       "12                                                NaN             25347   \n",
       "14  #FBR Blue girl in a red state. Snarky Twitter ...              1612   \n",
       "26  112x 26.2, 38x 50k, 28x 50M, 4x 100k, 100m, ru...             63563   \n",
       "28                                                NaN             26478   \n",
       "33  Passionate about human capital and economic mo...              1127   \n",
       "37  Creator of #GIFOP =Great Ideas For Other Peopl...             39289   \n",
       "39  Mother. Guinea Pig whisperer. Nature lover. De...             12160   \n",
       "46                                         #REVIRESCO              1102   \n",
       "50  I write about #personalfinance, #health, #femi...              4916   \n",
       "51                                                NaN               255   \n",
       "55                                                NaN              1040   \n",
       "62  Private Investor,Everyday is a bank account, a...              5140   \n",
       "64                                     @umich alumnus              5379   \n",
       "68  Believe in financial independence,, not Govern...               227   \n",
       "72  🏳️‍🌈 Xennial ♊️. UA BSCE 09. ΘΤ. Hufflepuff. Β...              6634   \n",
       "76                             I’m a photojournalist.               833   \n",
       "88      AKA~NOLA~XULA~LSU~SAINTS~CyWoods Football Mom             25116   \n",
       "\n",
       "    statuses_count  \n",
       "4            68357  \n",
       "8             1503  \n",
       "9             5387  \n",
       "12            3107  \n",
       "14            1752  \n",
       "26           21494  \n",
       "28           11038  \n",
       "33            3195  \n",
       "37           41434  \n",
       "39            2116  \n",
       "46            1234  \n",
       "50            6072  \n",
       "51            1462  \n",
       "55            3401  \n",
       "62           12830  \n",
       "64            3382  \n",
       "68            1961  \n",
       "72            5590  \n",
       "76            3347  \n",
       "88            9362  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "active_threshold = 1000\n",
    "isGOPActive = rep['statuses_count'] > active_threshold\n",
    "isDemActive = dem['statuses_count'] > active_threshold\n",
    "inc_columns = ['name', 'screen_name','description','favourites_count','statuses_count']\n",
    "\n",
    "display(Markdown('**first 20 of the {} qualifing active followers of @GOP:**'.format(len(rep.loc[isGOPActive,inc_columns]))))\n",
    "display(rep.loc[isGOPActive,inc_columns].head(20))\n",
    "display(Markdown('**first 20 of the {} qualifing active followers of @TheDemocrats:**'.format(len(dem.loc[isDemActive,inc_columns]))))\n",
    "display(dem.loc[isDemActive,inc_columns].head(20))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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