data/attention-index-january-2018.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "date_filename = \"2018-01-01_2018-01-31\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>num_articles_on_front</th>\n",
       "      <th>fb_brand_page</th>\n",
       "      <th>fb_brand_page_likes</th>\n",
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       "      <th>alexa_rank</th>\n",
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       "      <td>https://www.thetimes.co.uk/article/the-ashes-e...</td>\n",
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       "      <td>https://www.thetimes.co.uk/article/british-ceo...</td>\n",
       "      <td>British CEO Richard Cousins and family killed ...</td>\n",
       "      <td>2018-01-01 10:44:08.985</td>\n",
       "      <td>2018-01-01</td>\n",
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       "      <td>Referee Jon Moss in wrong place to award penalty</td>\n",
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       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919  https://www.thetimes.co.uk/article/the-ashes-e...   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90  https://www.thetimes.co.uk/article/wilfried-za...   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01  https://www.thetimes.co.uk/article/crystal-pal...   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c  https://www.thetimes.co.uk/article/british-ceo...   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1  https://www.thetimes.co.uk/article/referee-jon...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919  The Ashes: England need 90mph-plus bowlers, sa...   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90  Wilfried Zaha did well and should not face ban...   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01  Crystal Palace worked hard to stem Manchester ...   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c  British CEO Richard Cousins and family killed ...   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1   Referee Jon Moss in wrong place to award penalty   \n",
       "\n",
       "                                                      discovered  published  \\\n",
       "id                                                                            \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919 2018-01-01 11:44:10.414 2018-01-01   \n",
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       "295570fc56f70ffec0f5c1c13028640a988f90e1 2018-01-01 11:39:07.331 2018-01-01   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919               6   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90               0   \n",
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       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919                    0.032787   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90                    0.000000   \n",
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       "295570fc56f70ffec0f5c1c13028640a988f90e1                    0.000000   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919        2018-01-01T19:02:07.273Z   \n",
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       "295570fc56f70ffec0f5c1c13028640a988f90e1        2018-01-01T19:57:06.317Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919            0             4   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90            0             0   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01            0             0   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c            0             0   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1            0             0   \n",
       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919          2      The Times   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90          0      The Times   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01          0      The Times   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c          2      The Times   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1          0      The Times   \n",
       "\n",
       "                                            publisher_id  mins_as_lead  \\\n",
       "id                                                                       \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919  thetimes_co_uk             0   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90  thetimes_co_uk             0   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01  thetimes_co_uk             0   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c  thetimes_co_uk           724   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1  thetimes_co_uk             0   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919            735   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90            270   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01            735   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c            795   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1            740   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919                  224.0   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90                  224.0   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01                  224.0   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c                  224.0   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1                  224.0   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919          False                  NaN   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90          False                  NaN   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01          False                  NaN   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c          False                  NaN   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1          False                  NaN   \n",
       "\n",
       "                                         fb_brand_page_time  alexa_rank  \\\n",
       "id                                                                        \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919                NaN        6435   \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90                NaN        6435   \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01                NaN        6435   \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c                NaN        6435   \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1                NaN        6435   \n",
       "\n",
       "                                          word_count  \n",
       "id                                                    \n",
       "6709592f25cbe37c8c42157a3e31529a6997d919       125.0  \n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90       125.0  \n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01       125.0  \n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c       125.0  \n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1       125.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"articles_\" + date_filename + \".csv\", index_col=\"id\", \\\n",
    "                   parse_dates=[\"published\", \"discovered\"])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Response Score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The response score is a number between 0 and 50 that indicates the level of response to an article.\n",
    "\n",
    "\n",
    "\n",
    "Perhaps in the future we may choose to include other factors, but for now we just include engagements on Facebook. The maximum score of 50 should be achieved by an article that does really well compared with others."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    153117.00\n",
       "mean       1108.49\n",
       "std        8278.99\n",
       "min           0.00\n",
       "50%          26.00\n",
       "75%         256.00\n",
       "90%        1621.00\n",
       "95%        4095.20\n",
       "99%       19918.88\n",
       "99.5%     32935.68\n",
       "99.9%     89239.94\n",
       "max     1077082.00\n",
       "Name: fb_engagements, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.float_format = '{:.2f}'.format\n",
    "data.fb_engagements.describe([0.5, 0.75, 0.9, 0.95, 0.99, 0.995, 0.999])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There's 1 article with more than 1 million engagements this month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>url</th>\n",
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       "      <th>discovered</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bff3221285a08a6b4a931a08fa55a8dab8dcd83a</th>\n",
       "      <td>https://www.washingtonpost.com/politics/trump-...</td>\n",
       "      <td>Trump attacks protections for immigrants from ...</td>\n",
       "      <td>2018-01-11 21:43:16.311</td>\n",
       "      <td>2018-01-11 21:37:00</td>\n",
       "      <td>1077082</td>\n",
       "      <td>2928.83</td>\n",
       "      <td>2018-01-11T22:16:05.460Z</td>\n",
       "      <td>362995</td>\n",
       "      <td>622561</td>\n",
       "      <td>91526</td>\n",
       "      <td>The Washington Post</td>\n",
       "      <td>washingtonpost_com</td>\n",
       "      <td>725</td>\n",
       "      <td>2158</td>\n",
       "      <td>87.00</td>\n",
       "      <td>True</td>\n",
       "      <td>6113598.00</td>\n",
       "      <td>2018-01-11T21:41:41.000Z</td>\n",
       "      <td>191</td>\n",
       "      <td>313.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a  https://www.washingtonpost.com/politics/trump-...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a  Trump attacks protections for immigrants from ...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a 2018-01-11 21:43:16.311   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a 2018-01-11 21:37:00         1077082   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a                     2928.83   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a        2018-01-11T22:16:05.460Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a       362995        622561   \n",
       "\n",
       "                                          fb_shares       publisher_name  \\\n",
       "id                                                                         \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a      91526  The Washington Post   \n",
       "\n",
       "                                                publisher_id  mins_as_lead  \\\n",
       "id                                                                           \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a  washingtonpost_com           725   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a           2158   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a                  87.00   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a           True           6113598.00   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a  2018-01-11T21:41:41.000Z   \n",
       "\n",
       "                                          alexa_rank  word_count  \n",
       "id                                                                \n",
       "bff3221285a08a6b4a931a08fa55a8dab8dcd83a         191      313.00  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.fb_engagements > 1000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.fb_engagements.mode()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*november* Going back to the enagement counts, we see the mean is 1,117, mode is zero, median is 24, 90th percentile is 1,453, 99th percentile is 21,166, 99.5th percentile is 33,982. The standard deviation is 8,083, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*december* Going back to the enagement counts, we see the mean is 1,106, mode is zero, median is 24, 90th percentile is 1,545, 99th percentile is 20,228, 99.5th percentile is 32,446. The standard deviation is 9,852, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*january 2018* Going back to the enagement counts, we see the mean is 1,108, mode is zero, median is 26, 90th percentile is 1,621, 99th percentile is 19,918, 99.5th percentile is 32,935. The standard deviation is 8,278, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Key publishers stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "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>\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th colspan=\"3\" halign=\"left\">fb_engagements</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>sum</th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publisher_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>anotherangryvoice_blogspot_co_uk</th>\n",
       "      <td>28</td>\n",
       "      <td>68554</td>\n",
       "      <td>1762.00</td>\n",
       "      <td>2448.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>12656</td>\n",
       "      <td>8743859</td>\n",
       "      <td>29.00</td>\n",
       "      <td>690.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>2661</td>\n",
       "      <td>11465343</td>\n",
       "      <td>275.00</td>\n",
       "      <td>4308.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>49</td>\n",
       "      <td>39390</td>\n",
       "      <td>232.00</td>\n",
       "      <td>803.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>1457</td>\n",
       "      <td>4642842</td>\n",
       "      <td>215.00</td>\n",
       "      <td>3186.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>4435</td>\n",
       "      <td>19180181</td>\n",
       "      <td>541.00</td>\n",
       "      <td>4324.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>24668</td>\n",
       "      <td>16357051</td>\n",
       "      <td>28.00</td>\n",
       "      <td>663.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>484</td>\n",
       "      <td>122211</td>\n",
       "      <td>36.00</td>\n",
       "      <td>252.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>64</td>\n",
       "      <td>200556</td>\n",
       "      <td>1325.50</td>\n",
       "      <td>3133.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>6824</td>\n",
       "      <td>17698744</td>\n",
       "      <td>48.00</td>\n",
       "      <td>2593.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>4725</td>\n",
       "      <td>400374</td>\n",
       "      <td>4.00</td>\n",
       "      <td>84.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>6443</td>\n",
       "      <td>10846012</td>\n",
       "      <td>25.00</td>\n",
       "      <td>1683.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>6278</td>\n",
       "      <td>4906592</td>\n",
       "      <td>38.00</td>\n",
       "      <td>781.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>525</td>\n",
       "      <td>555345</td>\n",
       "      <td>94.00</td>\n",
       "      <td>1057.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>3835</td>\n",
       "      <td>1942400</td>\n",
       "      <td>66.00</td>\n",
       "      <td>506.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>156</td>\n",
       "      <td>1952</td>\n",
       "      <td>7.00</td>\n",
       "      <td>12.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>11168</td>\n",
       "      <td>8388679</td>\n",
       "      <td>45.00</td>\n",
       "      <td>751.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>2061</td>\n",
       "      <td>6240679</td>\n",
       "      <td>432.00</td>\n",
       "      <td>3027.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>470</td>\n",
       "      <td>65882</td>\n",
       "      <td>20.00</td>\n",
       "      <td>140.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>2105</td>\n",
       "      <td>7155373</td>\n",
       "      <td>258.00</td>\n",
       "      <td>3399.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>4605</td>\n",
       "      <td>18833832</td>\n",
       "      <td>249.00</td>\n",
       "      <td>4089.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>246</td>\n",
       "      <td>86229</td>\n",
       "      <td>162.50</td>\n",
       "      <td>350.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>31</td>\n",
       "      <td>46538</td>\n",
       "      <td>279.00</td>\n",
       "      <td>1501.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>5849</td>\n",
       "      <td>1964369</td>\n",
       "      <td>21.00</td>\n",
       "      <td>335.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2521</td>\n",
       "      <td>2049423</td>\n",
       "      <td>297.00</td>\n",
       "      <td>812.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>121</td>\n",
       "      <td>45462</td>\n",
       "      <td>241.00</td>\n",
       "      <td>375.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>6619</td>\n",
       "      <td>2342935</td>\n",
       "      <td>21.00</td>\n",
       "      <td>353.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>175</td>\n",
       "      <td>172030</td>\n",
       "      <td>636.00</td>\n",
       "      <td>983.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>8208</td>\n",
       "      <td>8937561</td>\n",
       "      <td>125.00</td>\n",
       "      <td>1088.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>9479</td>\n",
       "      <td>342359</td>\n",
       "      <td>1.00</td>\n",
       "      <td>36.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>23426</td>\n",
       "      <td>13972718</td>\n",
       "      <td>0.00</td>\n",
       "      <td>596.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>330</td>\n",
       "      <td>348369</td>\n",
       "      <td>34.00</td>\n",
       "      <td>1055.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>415</td>\n",
       "      <td>1564515</td>\n",
       "      <td>137.00</td>\n",
       "      <td>3769.92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    url fb_engagements                \n",
       "                                  count            sum  median    mean\n",
       "publisher_id                                                          \n",
       "anotherangryvoice_blogspot_co_uk     28          68554 1762.00 2448.36\n",
       "bbc_co_uk                         12656        8743859   29.00  690.89\n",
       "breitbart_com                      2661       11465343  275.00 4308.66\n",
       "brexitcentral_com                    49          39390  232.00  803.88\n",
       "buzzfeed_com                       1457        4642842  215.00 3186.58\n",
       "cnn_com                            4435       19180181  541.00 4324.73\n",
       "dailymail_co_uk                   24668       16357051   28.00  663.09\n",
       "economist_com                       484         122211   36.00  252.50\n",
       "evolvepolitics_com                   64         200556 1325.50 3133.69\n",
       "foxnews_com                        6824       17698744   48.00 2593.60\n",
       "ft_com                             4725         400374    4.00   84.74\n",
       "huffingtonpost_com                 6443       10846012   25.00 1683.38\n",
       "independent_co_uk                  6278        4906592   38.00  781.55\n",
       "indy100_com                         525         555345   94.00 1057.80\n",
       "lemonde_fr                         3835        1942400   66.00  506.49\n",
       "libdemvoice_org                     156           1952    7.00   12.51\n",
       "mirror_co_uk                      11168        8388679   45.00  751.14\n",
       "nbcnews_com                        2061        6240679  432.00 3027.99\n",
       "newstatesman_com                    470          65882   20.00  140.17\n",
       "npr_org                            2105        7155373  258.00 3399.23\n",
       "nytimes_com                        4605       18833832  249.00 4089.87\n",
       "order-order_com                     246          86229  162.50  350.52\n",
       "propublica_org                       31          46538  279.00 1501.23\n",
       "reuters_com                        5849        1964369   21.00  335.85\n",
       "rt_com                             2521        2049423  297.00  812.94\n",
       "skwawkbox_org                       121          45462  241.00  375.72\n",
       "telegraph_co_uk                    6619        2342935   21.00  353.97\n",
       "thecanary_co                        175         172030  636.00  983.03\n",
       "theguardian_com                    8208        8937561  125.00 1088.88\n",
       "thetimes_co_uk                     9479         342359    1.00   36.12\n",
       "washingtonpost_com                23426       13972718    0.00  596.46\n",
       "westmonster_com                     330         348369   34.00 1055.66\n",
       "yournewswire_com                    415        1564515  137.00 3769.92"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(\"publisher_id\").agg({'url': 'count', 'fb_engagements': ['sum', 'median', 'mean']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "mean = data.fb_engagements.mean()\n",
    "median = data.fb_engagements.median()\n",
    "\n",
    "non_zero_fb_enagagements = data.fb_engagements[data.fb_engagements > 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a bit better, but still way too clustered at the low end. Let's look at a log normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w888/wdjYGHPmzAcAJCR8AX//idi583O8//4ixMdvRW5uDhwdnaq17+09EADQ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\nAAAAAAjyt15hgKIIAGAQZwAAGAJYyoJtUXYN1QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111050278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean = data.fb_engagements.mean()\n",
    "median = data.fb_engagements.median()\n",
    "ninety = data.fb_engagements.quantile(.90)\n",
    "ninetyfive = data.fb_engagements.quantile(.95)\n",
    "ninetynine = data.fb_engagements.quantile(.99)\n",
    "\n",
    "plt.figure(figsize=(12,4.5))\n",
    "plt.hist(np.log(non_zero_fb_enagagements + median), bins=50)\n",
    "plt.axvline(np.log(mean), linestyle=':', label=f'Mean ({mean:,.0f})', color='green')\n",
    "plt.axvline(np.log(median), label=f'Median ({median:,.0f})', color='green')\n",
    "plt.axvline(np.log(ninety), linestyle='--', label=f'90% percentile ({ninety:,.0f})', color='red')\n",
    "plt.axvline(np.log(ninetyfive), linestyle='-.', label=f'95% percentile ({ninetyfive:,.0f})', color='red')\n",
    "plt.axvline(np.log(ninetynine), linestyle=':', label=f'99% percentile ({ninetynine:,.0f})', color='red')\n",
    "leg = plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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R2QMsJvbxFUaHAAAASulGlbibff3XevV6UunpRzR69Ai1aXOvWrRoKR8fH128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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11db405c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eng = data.fb_engagements[(data.fb_engagements < 5000)]\n",
    "mean = data.fb_engagements.mean()\n",
    "median = data.fb_engagements.median()\n",
    "ninety = data.fb_engagements.quantile(.90)\n",
    "ninetyfive = data.fb_engagements.quantile(.95)\n",
    "ninetynine = data.fb_engagements.quantile(.99)\n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "plt.hist(eng, bins=50)\n",
    "plt.title(\"Article count by engagements\")\n",
    "plt.axvline(median, label=f'Median ({median:,.0f})', color='green')\n",
    "plt.axvline(mean, linestyle=':', label=f'Mean ({mean:,.0f})', color='green')\n",
    "plt.axvline(ninety, linestyle='--', label=f'90% percentile ({ninety:,.0f})', color='red')\n",
    "plt.axvline(ninetyfive, linestyle='-.', label=f'95% percentile ({ninetyfive:,.0f})', color='red')\n",
    "# plt.axvline(ninetynine, linestyle=':', label=f'99% percentile ({ninetynine:,.0f})', color='red')\n",
    "leg = plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count   124439.00\n",
       "mean         5.04\n",
       "std          1.75\n",
       "min          3.30\n",
       "25%          3.56\n",
       "50%          4.44\n",
       "75%          6.10\n",
       "max         11.40\n",
       "Name: fb_engagements, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_engagements = (non_zero_fb_enagagements\n",
    "                   .clip_upper(data.fb_engagements.quantile(.999))\n",
    "                   .apply(lambda x: np.log(x + median))\n",
    "                  )\n",
    "log_engagements.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use standard feature scaling to bring that to a 1 to 50 range\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count   124439.00\n",
       "mean        11.22\n",
       "std         10.81\n",
       "min          0.00\n",
       "25%          2.00\n",
       "50%          8.00\n",
       "75%         18.00\n",
       "max         50.00\n",
       "Name: fb_engagements, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def scale_log_engagements(engagements_logged):\n",
    "    return np.ceil(\n",
    "        50 * (engagements_logged - log_engagements.min()) / (log_engagements.max() - log_engagements.min())\n",
    "    )\n",
    "\n",
    "def scale_engagements(engagements):\n",
    "    return scale_log_engagements(np.log(engagements + median))\n",
    "\n",
    "scaled_non_zero_engagements = scale_log_engagements(log_engagements)\n",
    "scaled_non_zero_engagements.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add in the zeros, as zero\n",
    "scaled_engagements = pd.concat([scaled_non_zero_engagements, data.fb_engagements[data.fb_engagements == 0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11db3e320>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9//zz+tWvfqXLLrtMr7zyiubMmaNJkyZ1OP6pp57S119/rXXr1mndunWSpMcee0xLly7V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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aea6828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proposed = pd.DataFrame({\"fb_engagements\": data.fb_engagements, \"response_score\": scaled_engagements})\n",
    "proposed.response_score.plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks good to me, lets save that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data[\"response_score\"] = proposed.response_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Proposal\n",
    "\n",
    "The maximum of 50 points is awarded when the engagements are greater than the 99.9th percentile, rolling over the last month. \n",
    "\n",
    "i.e. where $limit$ is the 99.5th percentile of engagements calculated over the previous month, the response score for article $a$ is:\n",
    "\n",
    "\\begin{align}\n",
    "basicScore_a & = \n",
    "\\begin{cases} \n",
    "   0 & \\text{if } engagements_a = 0 \\\\\n",
    "   \\log(\\min(engagements_a,limit) + median(engagements))      & \\text{if } engagements_a > 0\n",
    "\\end{cases} \\\\\n",
    "responseScore_a & = \n",
    "\\begin{cases} \n",
    "   0 & \\text{if } engagements_a = 0 \\\\\n",
    "   50 \\cdot \\frac{basicScore_a - \\min(basicScore)}{\\max(basicScore) - \\min(basicScore)}       & \\text{if } engagements_a > 0\n",
    "\\end{cases} \\\\\n",
    "\\\\\n",
    "\\text{The latter equation can be expanded to:} \\\\\n",
    "responseScore_a & = \n",
    "\\begin{cases} \n",
    "   0 & \\text{if } engagements_a = 0 \\\\\n",
    "   50 \\cdot \n",
    "   \\frac{\\log(\\min(engagements_a,limit) + median(engagements)) - \\log(1 + median(engagements))}\n",
    "   {\\log(limit + median(engagements)) - \\log(1 + median(engagements))}       & \\text{if } engagements_a > 0\n",
    "\\end{cases} \\\\\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Promotion Score\n",
    "\n",
    "The aim of the promotion score is to indicate how important the article was to the publisher, by tracking where they chose to promote it. This is a number between 0 and 50 comprised of:\n",
    "\n",
    "- 20 points based on whether the article was promoted as the \"lead\" story on the publisher's home page\n",
    "- 15 points based on how long the article was promoted anywhere on the publisher's home page\n",
    "- 15 points based on whether the article was promoted on the publisher's main facebook brand page\n",
    "\n",
    "The first two should be scaled by the popularity/reach of the home page, for which we use the alexa page rank as a proxy.\n",
    "\n",
    "The last should be scaled by the popularity/reach of the brand page, for which we use the number of likes the brand page has."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lead story (20 points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count   153117.00\n",
       "mean         9.31\n",
       "std         95.51\n",
       "min          0.00\n",
       "50%          0.00\n",
       "75%          0.00\n",
       "90%          0.00\n",
       "95%          0.00\n",
       "99%        274.00\n",
       "99.5%      565.00\n",
       "99.9%     1204.88\n",
       "max      11522.00\n",
       "Name: mins_as_lead, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.mins_as_lead.describe([0.5, 0.75, 0.9, 0.95, 0.99, 0.995, 0.999])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the vast majority of articles don't make it as lead. Let's explore how long typically publishers put something as lead for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "lead_articles = data[data.mins_as_lead > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    4319.00\n",
       "mean      329.99\n",
       "std       466.47\n",
       "min         4.00\n",
       "25%        89.00\n",
       "50%       180.00\n",
       "75%       399.00\n",
       "90%       834.00\n",
       "95%      1065.50\n",
       "99%      1691.22\n",
       "99.5%    2546.28\n",
       "99.9%    5381.40\n",
       "max     11522.00\n",
       "Name: mins_as_lead, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lead_articles.mins_as_lead.describe([0.25, 0.5, 0.75, 0.9, 0.95, 0.99, 0.995, 0.999])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x117db3eb8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A4LCIQqClpUW5ubmSJJfLpRtuuEFer9fRjQEAAOdFFAJ9+/bVp59+GnhTob///e9KTEx0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\nxf4Phl6mRO5if4kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1185724a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_articles.mins_as_lead.plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For lead, it's a  significant thing for an article to be lead at all, so although we want to penalise articles that were lead for a very short time, mostly we want to score the maximum even if it wasn't lead for ages. So we'll give maximum points when something has been lead for an hour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1161f5f60>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2uxUXF3fWtQAAwD9+lXtpaakOHz6sgQMHqri4WFFRUSorKzvn+qeeekrffvutnnzySc2e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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119bfd978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_articles.mins_as_lead.clip_upper(60).plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also want to scale this by the alexa page rank, such that the maximum score of 20 points is for an article that was on the front for 4 hours for the most popular site.\n",
    "\n",
    "So lets explore the alexa nunbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "bbc_co_uk                               96\n",
       "cnn_com                                105\n",
       "nytimes_com                            120\n",
       "theguardian_com                        142\n",
       "buzzfeed_com                           147\n",
       "dailymail_co_uk                        158\n",
       "washingtonpost_com                     191\n",
       "huffingtonpost_com                     215\n",
       "foxnews_com                            285\n",
       "rt_com                                 365\n",
       "telegraph_co_uk                        370\n",
       "independent_co_uk                      386\n",
       "reuters_com                            497\n",
       "npr_org                                594\n",
       "lemonde_fr                             618\n",
       "mirror_co_uk                           706\n",
       "nbcnews_com                            826\n",
       "breitbart_com                          994\n",
       "ft_com                                1596\n",
       "economist_com                         1825\n",
       "indy100_com                           5014\n",
       "thetimes_co_uk                        6435\n",
       "newstatesman_com                     12769\n",
       "thecanary_co                         15686\n",
       "propublica_org                       16066\n",
       "yournewswire_com                     22568\n",
       "order-order_com                      32515\n",
       "anotherangryvoice_blogspot_co_uk     77827\n",
       "westmonster_com                      97775\n",
       "evolvepolitics_com                  119412\n",
       "skwawkbox_org                       152475\n",
       "libdemvoice_org                     344992\n",
       "brexitcentral_com                   469149\n",
       "Name: alexa_rank, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alexa_ranks = data.groupby(by=\"publisher_id\").alexa_rank.mean().sort_values()\n",
    "alexa_ranks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x118a3afd0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IXgTCr06ysvq/HC41NRWOjo6wt7dHamqq2XQHBwfV8xakXLkysLGxLnA+JyeHAud5UWIU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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c76aa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alexa_ranks.plot.bar(figsize=[10,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try the simple option first: just divide the number of minutes as lead by the alexa rank. What's the scale of numbers we get then."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x110d1b4e0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AqJvLPhU+IiJCd9xxh95//3078gAAgHrg1wr+1Vdf9X5tWZY+/fRTRURE2BYKAADUjV8F\nv2vXrktux8bG6plnnrElEAAAqDu/Cp5PjQMAoGHxq+D79u37vbPopW8P1zscDm3durXegwEAgNrz\nq+DvvvtuRUREaNiwYXI6nXrttdf04Ycf6tFHH7U7HwAAqAW/Cn7btm1av3699/b999+v++67T9dc\nc41twQAAQO35/WdyhYWF3q/feecdRUVF2RIIAADUnV8r+NmzZ2vKlCk6deqUJKl9+/ZatGiRrcEA\nAEDt+VXwXbt21ebNm3XmzBk1adKE1TsAACHOr0P0X3zxhUaPHq309HSdP39eo0aNUklJid3ZAABA\nLfm1gs/OztaYMWP01FNPqWXLlho4cKCmTJmilStX2p0PPmQufDvYEWq0fGrfYEcAgEbJrxV8aWmp\nkpOTJUkOh0PDhg1TeXm5rcEAAEDt+VXwTZs21VdffeW92M0///lPRUZG2hoMAADUnl+H6KdNm6aH\nHnpIn3/+uVJTU3X27Fn98Y9/tDsbAACoJb8K/vTp01q3bp2OHTum6upqtW/fnhU8AAAhzK9D9E8+\n+aQiIiLUoUMHderUiXIHACDE+bWCb9OmjaZNm6Ybb7xRTZs29d5/77332hYMAADUns+CP3HihH7y\nk58oNjZWknTgwIFLvk/BAwAQmnwW/Lhx47RhwwYtWLBAy5cvV2ZmZqByAQCAOvD5HrxlWd6vX3vt\nNdvDAACA+uFzBf/d371Ll5Z9ba1fv14bNmyQJF28eFGHDx/W4sWLtWjRIl111VWSpKysLCUlJWnm\nzJn6+OOPFRkZqblz56pt27Z1fn4AABoLv06yky4t+9q67777dN9990mSZs2apcGDB+vQoUN6/PHH\nlZKS4t3uzTffVEVFhVavXq39+/dr4cKFWrp0aZ2fHwCAxsJnwX/66afq16+fpG9PuPvua8uy5HA4\ntHXr1lo96YcffqjPPvtMOTk5Gjt2rA4fPqyXXnpJ3bp10+TJk7V371717t1bknTTTTfp0KFDtXoe\nAAAaK58F/8Ybb9jypH/+85/18MMPS5JuueUW9e/fX61bt1ZOTo5efvlllZeXKzo62rt9eHi4qqqq\n5HT+eNzY2OZyOsNtyYvai493BTtCvTBlP+qisc+gse+/xAykhjUDnwV/zTXX1PsTnjt3TkePHlWv\nXr0kSYMHD1ZMTIwkqV+/fnrjjTfkcrnkdru9P+PxeHyWuySVlp6v96you5Mny4Idoc7i411G7Edd\nNPYZNPb9l5iBFJoz8PWCw68r2dWnPXv26Je//KWkbw/133PPPfrqq68kSTt37lSXLl2UmJiogoIC\nSdL+/fvVsWPHQMcEAKBB8/sku/py9OhRtW7dWtK3J+7NnTtXEyZMUNOmTXXddddp2LBhCg8P144d\nO5Seni7LsjR//vxAxwQAoEELeMGPHTv2ktvJycnez5r/v2bPnh2oSAAAGCfgh+gBAID9KHgAAAxE\nwQMAYCAKHgAAA1HwAAAYiIIHAMBAFDwAAAai4AEAMBAFDwCAgSh4AAAMRMEDAGAgCh4AAANR8AAA\nGIiCBwDAQBQ8AAAGouABADCQM9gBAMBumQvfDnaEGi2f2jfYEWAYVvAAABiIggcAwEAUPAAABqLg\nAQAwEAUPAICBKHgAAAxEwQMAYCAKHgAAA1HwAAAYiIIHAMBAFDwAAAai4AEAMBAFDwCAgSh4AAAM\nRMEDAGAgCh4AAAM5A/2EgwYNUnR0tCSpdevWSktL07x58xQeHq7k5GRNmDBBHo9HM2fO1Mcff6zI\nyEjNnTtXbdu2DXRUAAAarIAW/MWLF2VZlvLz8733paamKjc3V23atNGDDz6ojz76SCUlJaqoqNDq\n1au1f/9+LVy4UEuXLg1kVAAAGrSAFvyRI0f0zTffKDMzU1VVVcrKylJFRYUSEhIkScnJySosLNTJ\nkyfVu3dvSdJNN92kQ4cOBTImAAANXkALvmnTphozZoyGDh2qY8eO6YEHHlBMTIz3+1FRUfrPf/6j\n8vJy72F8SQoPD1dVVZWczh+PGxvbXE5nuK35cfni413BjlAvTNmPumAG9moI820IGe3WkGYQ0IJv\n166d2rZtK4fDoXbt2snlcunrr7/2ft/tdismJkYXLlyQ2+323u/xeHyWuySVlp63LTdq7+TJsmBH\nqLP4eJcR+1EXzMB+oT5ffgdCcwa+XnAE9Cz6devWaeHChZKkEydO6JtvvlHz5s31+eefy7Isbd++\nXUlJSUpMTFRBQYEkaf/+/erYsWMgYwIA0OAFdAU/ZMgQTZs2TRkZGXI4HJo/f77CwsI0efJkVVdX\nKzk5WTfeeKNuuOEG7dixQ+np6bIsS/Pnzw9kTAAAGryAFnxkZKSefvrp792/Zs2aS26HhYVp9uzZ\ngYoFAIBxuNANAAAGouABADAQBQ8AgIEoeAAADETBAwBgIAoeAAADUfAAABiIggcAwEAUPAAABqLg\nAQAwEAUPAICBKHgAAAxEwQMAYCAKHgAAA1HwAAAYKKCfB4/GJ3Ph28GO4NPyqX2DHQEAbMEKHgAA\nA1HwAAAYiIIHAMBAFDwAAAai4AEAMBAFDwCAgSh4AAAMRMEDAGAgCh4AAANR8AAAGIiCBwDAQBQ8\nAAAG4sNmAABGCPUPt5IC+wFXrOABADAQBQ8AgIEoeAAADETBAwBgoICeZFdZWanp06friy++UEVF\nhcaPH6+rrrpKDz30kK699lpJUkZGhu688049++yzevfdd+V0OjV9+nR169YtkFEBAGjQAlrwmzZt\nUosWLfTkk0/q66+/1r333quHH35Yo0ePVmZmpne7oqIi7d69W2vXrtXx48eVlZWlV155JZBRAQBo\n0AJa8LfffrtSUlIkSZZlKTw8XIcOHdLRo0e1detWtW3bVtOnT9fevXuVnJwsh8Ohq6++WtXV1Tpz\n5ozi4uICGRcAgAYroAUfFRUlSSovL9cjjzyiiRMnqqKiQkOHDlXXrl21dOlSPffcc3K5XGrRosUl\nP1dWVuaz4GNjm8vpDLd9H2CW+HhXvW5nMmZgr4Yw34aQMdQFcoYBv9DN8ePH9fDDD2v48OG6++67\nde7cOcXExEiSBgwYoDlz5qhfv35yu93en3G73XK5fA+ltPS8rblhppMny2rcJj7e5dd2JmMG9gv1\n+fI7UD/qe4a+XjAE9Cz6U6dOKTMzU48//riGDBkiSRozZowOHjwoSdq5c6e6dOmixMREbd++XR6P\nR19++aU8Hg+H5wEAuAwBXcH/6U9/0rlz57RkyRItWbJEkjR16lTNnz9fERERatmypebMmaPo6Ggl\nJSUpLS1NHo9H2dnZgYwJAECDF9CCnzFjhmbMmPG9+19++eXv3ZeVlaWsrKxAxAIAwDhc6AYAAANR\n8AAAGIiCBwDAQBQ8AAAGouABADAQBQ8AgIEoeAAADBTwS9UCuDyZC98OdoQaLZ/aN9gRAPwPVvAA\nABiIggcAwEAUPAAABqLgAQAwEAUPAICBKHgAAAxEwQMAYCAKHgAAA3GhGzRqDeEiMgBQG6zgAQAw\nEAUPAICBKHgAAAxEwQMAYCAKHgAAA3EWPYA6468RgNDDCh4AAANR8AAAGIiCBwDAQLwHDwAhINTP\nY3jt6dRgR8BlYgUPAICBKHgAAAxEwQMAYCAKHgAAA1HwAAAYiIIHAMBAIftnch6PRzNnztTHH3+s\nyMhIzZ07V23btg12LAAAGoSQXcG/9dZbqqio0OrVqzVp0iQtXLgw2JEAAGgwQnYFv3fvXvXu3VuS\ndNNNN+nQoUNBTgQAjdfdkzYGOwIuU8gWfHl5uaKjo723w8PDVVVVJafzhyPHx7vqPQNXbgIANFQh\ne4g+Ojpabrfbe9vj8fxouQMAgEuFbMEnJiaqoKBAkrR//3517NgxyIkAAGg4HJZlWcEO8UO+O4v+\nk08+kWVZmj9/vq677rpgxwIAoEEI2YIHAAC1F7KH6AEAQO1R8AAAGKjRn5Ze0xXz1qxZo5dffllO\np1Pjx4/XbbfdFsS09vDnqoFnzpxRRkaGNm3apCZNmgQpqX1qmsGLL76ozZs3S5JuvfVWTZgwIVhR\nbVPTDFauXKn169fL4XAoMzNTd955ZxDT2sOffwsej0cPPvig+vXrp4yMjCAltU9NM5g7d6727dun\nqKgoSdKSJUvkctX/nykHU00zeO+99/Tcc8/Jsix16dJFOTk5cjgcQUz8I6xG7o033rCmTJliWZZl\nffDBB9a4ceO83/vvf/9rDRw40Lp48aJ17tw579em8TUDy7KsgoICKzU11erevbt14cKFYES0na8Z\nfP7559agQYOsqqoqy+PxWGlpadbhw4eDFdU2vmZw+vRp66677rIqKiqssrIyq0+fPpbH4wlWVNvU\n9G/Bsizr6aeftoYOHWqtWrUq0PECoqYZpKenW6dPnw5GtIDxNYOysjLrrrvu8s7g+eefD9l5NPpD\n9L6umHfw4EF1795dkZGRcrlcSkhI0JEjR4IV1TY1XTUwLCxML7zwglq0aBGMeAHhawY//elPtWzZ\nMoWHh8vhcKiqqsrIoxi+ZhAXF6dXX31VEREROnXqlJo0aRKaK5Y6qunfwpYtW+RwOLzbmMjXDDwe\nj4qLi5Wdna309HStW7cuWDFt5WsGH3zwgTp27KhFixZp+PDhatmypeLi4oIV1adGX/A/dsW87773\nfw89RUVFqby8POAZ7eZrBpJ0yy23KDY2NhjRAsbXDCIiIhQXFyfLsrRo0SJ17txZ7dq1C1ZU29T0\ne+B0OrVixQqlpaXpnnvuCUZE2/mawSeffKK///3v+t3vfheseAHhawbnz5/XiBEj9OSTT2rZsmVa\ntWqVkYseXzMoLS3Vrl27NHnyZOXl5emll17S0aNHgxXVp0Zf8L6umPe/33O73ca91yRx1UCp5hlc\nvHhRkydPltvtVk5OTjAi2s6f34MRI0Zo27Zt2rNnj95///1AR7Sdrxm8+uqrOnHihO6//35t2LBB\nL774ovdiXCbxNYNmzZpp1KhRatasmaKjo9WrVy8jC97XDFq0aKEbbrhB8fHxioqKUlJSkg4fPhys\nqD41+oL3dcW8bt26ae/evbp48aLKysr0r3/9y8gr6nHVQN8zsCxLv/3tb/Xzn/9cs2fPVnh4eLBi\n2srXDP79739rwoQJsixLERERioyMVFiYef99+JrB73//e61du1b5+fkaNGiQfvOb36hPnz7Bimob\nXzM4duyYMjIyVF1drcrKSu3bt09dunQJVlTb+JpBly5d9Mknn+jMmTOqqqrSgQMH9LOf/SxYUX1q\nXMu0HzBgwADt2LFD6enp3ivmvfDCC0pISFC/fv00cuRIDR8+XJZl6dFHHzXyvdeaZtAY+JqBx+PR\n7t27VVFRoW3btkmSHnvsMXXv3j3IqetXTb8HnTp1Ulpamvc96B49egQ7cr3j30LNM0hNTdWwYcMU\nERGh1NRUdejQIdiR611NM5g0aZLGjh0rSbr99ttDdlHElewAADCQecfYAAAABQ8AgIkoeAAADETB\nAwBgIAoeAAADUfAAABiIggcAwEAUPAAABvp/yATEGnlsNC8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119c4a828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_1 = lead_articles.mins_as_lead.clip_upper(60) / lead_articles.alexa_rank\n",
    "lead_proposal_1.plot.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like there's too much of a cluster around 0. Have we massively over penalised the publishers with a high alexa rank?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119a66860>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GqjjMJWfjuUq7uFLbPou5qIj5rOViJIbDIsrb2xv37t3TH1utVnh4/P8fS0tLw+jRo1Gw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\nE682MAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11874c128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_1.groupby(data.publisher_id).mean().plot.bar(figsize=[10,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yes. Let's try taking the log of the alexa rank and see if that looks better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119df6f60>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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69MVhdofDoZqamn4PBgAAzi6kIr/hhhs0ZMgQzZgxQy6XS88//7zefPNN3XPPPXbnAwAA\nfQipyF977TVt3749ePm2227T9OnTdeGFF9oWDAAAnF3Ibz9raGgIfv3KK68oPj7elkAAACB0Ie3I\nH3jgARUXF+vIkSOSpIyMDJWXl5/1dkePHtX06dO1adMmuVwulZSUyOFwaMyYMSorK1NMTIzWrFmj\nXbt2yeVyqbS0VBMmTPh2EwEAEEVCKvJLLrlEf/nLX9Te3q6hQ4eGtBvv7u6W1+vVsGHDJH3xyvei\noiJNnjxZXq9XNTU1Sk9P1+7du7V161a1traqsLBQ27Zt+3YTAQAQRUI6tH7w4EH94he/UH5+vo4d\nO6Zbb71Vzc3Nfd6mvLxc+fn5uuCCCyRJTU1NysrKkiRlZ2eroaFBe/fulcfjkcPhUHp6uvx+v9rb\n27/lSAAARI+QduRer1d33HGHHnroIZ1//vn66U9/quLiYm3evPlrv3/79u1KTU3VlClTtGHDBklf\nvlVNkuLj49XZ2amuri4lJycHb3dqPTU1tc88KSlxcrmcvdbT0hJDGWfQYv7onj8cBvJjPJCzIfqE\n8/cxpCLv6OiQx+PRQw89JIfDoRkzZpyxxCVp27Ztcjgc+vvf/679+/eruLj4tJ22z+dTUlKSEhIS\n5PP5TltPTDz78B0dx3qtpaUlqq2tM5RxBiXmj+75w2WgPsb8/DHQ9PfvY19PDEI6tD5s2DAdOnQo\nuKP+5z//qdjY2DN+/+bNm1VVVaXKykpdfPHFKi8vV3Z2dvBUr7W1tXK73crMzFRdXZ0sy1JLS4ss\nyzrrbhwAAHwppB35okWL9Ktf/UofffSRbrzxRn366ad69NFHz+kfKi4u1uLFi1VRUaGMjAzl5OTI\n6XTK7XYrLy9PlmXJ6/V+oyEAAIhWIRX50aNH9cwzz+jDDz+U3+9XRkZGnzvyr6qsrAx+XVVV1ev6\nwsJCFRYWhhgXAAB8VUiH1letWqUhQ4ZozJgxGjduXMglDgAA7BXSjnzEiBFatGiRLrvssuD7wiXp\npptusi0YAAA4uz6L/PDhw/re976nlJQUSdIbb7xx2vUUOQAAkdVnkc+ZM0fV1dVasWKFNm3apNmz\nZ4crFwAACEGffyMPBALBr59//nnbwwAAgHPTZ5Gfet+4dHqpAwCAgSHkjzH9aqkDAICBoc+/kb/3\n3nv6v//7P0lfvPDt1NenzpteU1Njf0IAAHBGfRb5iy++GK4cAADgG+izyC+88MJw5QAAAN9AyH8j\nBwAAAw9FDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAA\nDEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABnPZdcd+v1/33XefPvjgAzkcDi1ZskRDhw5VSUmJ\nHA6HxowZo7KyMsXExGjNmjXatWuXXC6XSktLNWHCBLtiAQAwqNhW5K+88ook6cknn1RjY6Mefvhh\nBQIBFRUVafLkyfJ6vaqpqVF6erp2796trVu3qrW1VYWFhdq2bZtdsQAAGFRsK/KpU6fqqquukiS1\ntLQoKSlJDQ0NysrKkiRlZ2ervr5eo0ePlsfjkcPhUHp6uvx+v9rb25WammpXNAAABg3bilySXC6X\niouL9be//U2///3vVV9fL4fDIUmKj49XZ2enurq6lJycHLzNqfW+ijwlJU4ul7PXelpaYv8PYRDm\nj+75w2EgP8YDORuiTzh/H20tckkqLy/XvffeqxkzZujEiRPBdZ/Pp6SkJCUkJMjn8522npjY9wPQ\n0XGs11paWqLa2jr7L7hhmD+65w+XgfoY8/PHQNPfv499PTGw7VXrzz77rNavXy9J+s53viOHw6FL\nLrlEjY2NkqTa2lq53W5lZmaqrq5OlmWppaVFlmVxWB0AgBDZtiP/8Y9/rEWLFunnP/+5enp6VFpa\nqosuukiLFy9WRUWFMjIylJOTI6fTKbfbrby8PFmWJa/Xa1ckAAAGHduKPC4uTo8++miv9aqqql5r\nhYWFKiwstCsKAACDFieEAQDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACD2X6KVgCD\nx+yVL0c6AoD/wY4cAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAA\ng1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGMxlx512d3er\ntLRUBw8e1MmTJzV37lz94Ac/UElJiRwOh8aMGaOysjLFxMRozZo12rVrl1wul0pLSzVhwgQ7IgEA\nMCjZUuTPPfeckpOTtWrVKn3yySe66aabNG7cOBUVFWny5Mnyer2qqalRenq6du/era1bt6q1tVWF\nhYXatm2bHZEAABiUbCny6667Tjk5OZKkQCAgp9OppqYmZWVlSZKys7NVX1+v0aNHy+PxyOFwKD09\nXX6/X+3t7UpNTbUjFgAAg44tRR4fHy9J6urq0vz581VUVKTy8nI5HI7g9Z2dnerq6lJycvJpt+vs\n7DxrkaekxMnlcvZaT0tL7McpzMP80T0/gIEjnP8f2VLkktTa2qp58+apoKBAN9xwg1atWhW8zufz\nKSkpSQkJCfL5fKetJyaeffiOjmO91tLSEtXW1tk/4Q3E/NE9P4CBpb//P+rriYEtr1o/cuSIZs+e\nrYULFyo3N1eSNH78eDU2NkqSamtr5Xa7lZmZqbq6OlmWpZaWFlmWxWF1AADOgS078nXr1umzzz7T\n2rVrtXbtWknSb3/7Wy1dulQVFRXKyMhQTk6OnE6n3G638vLyZFmWvF6vHXEAABi0HIFAIBDpEOfq\n6w5ZRPuhVeY/+/yzV74cpjQAot2mkmv69f7CfmgdAACEB0UOAIDBKHIAAAxGkQMAYDCKHAAAg1Hk\nAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAG\nc0U6AAaH2StfjnQEAIhK7MgBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAA\nBqPIAQAwmK1F/sYbb2jWrFmSpAMHDmjmzJkqKChQWVmZLMuSJK1Zs0a5ubnKz8/Xv//9bzvjAAAw\n6NhW5Bs3btR9992nEydOSJJWrFihoqIibdmyRYFAQDU1NWpqatLu3bu1detWVVRUaMmSJXbFAQBg\nULKtyEeOHKnVq1cHLzc1NSkrK0uSlJ2drYaGBu3du1cej0cOh0Pp6eny+/1qb2+3KxIAAIOObR+a\nkpOTo+bm5uDlQCAgh8MhSYqPj1dnZ6e6urqUnJwc/J5T66mpqX3ed0pKnFwuZ6/1tLTEfko/8Nyw\nYEekIwAAQhTOPgrbp5/FxHy5+ff5fEpKSlJCQoJ8Pt9p64mJZx++o+NYr7W0tES1tXX2T1gAAL6F\n/u6jvp4YhO1V6+PHj1djY6Mkqba2Vm63W5mZmaqrq5NlWWppaZFlWWfdjQMAgC+FbUdeXFysxYsX\nq6KiQhkZGcrJyZHT6ZTb7VZeXp4sy5LX6w1XHAAABgVHIBAIRDrEufq6QxaD/dD67JUvRzoCACBE\nm0qu6df76+vQeth25AMZJQkAMBVndgMAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAA\ng1HkAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5\nAAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGCuSAeQJMuydP/99+vdd99V\nbGysli5dqlGjRkU6FgAAA96A2JG/9NJLOnnypJ566iktWLBAK1eujHQkAACMMCCKfO/evZoyZYok\naeLEiXrrrbcinAgAADMMiEPrXV1dSkhICF52Op3q6emRy/X18dLSEs9p/Wye/92N3+h2AABE2oDY\nkSckJMjn8wUvW5Z1xhIHAABfGhBFnpmZqdraWknSvn37NHbs2AgnAgDADI5AIBCIdIhTr1r/z3/+\no0AgoOXLl+uiiy6KdCwAAAa8AVHkAADgmxkQh9YBAMA3Q5EDAGAw44vcsix5vV7l5eVp1qxZOnDg\nQKQjhVV3d7cWLlyogoIC5ebmqqamJtKRwu7o0aO68sor9d///jfSUSJi/fr1ysvL0/Tp07V169ZI\nxwmr7u5uLViwQPn5+SooKIiq34E33nhDs2bNkiQdOHBAM2fOVEFBgcrKymRZVoTT2e+r8+/fv18F\nBQWaNWuW7rjjDh05ciTC6cLL+CKP9rPCPffcc0pOTtaWLVv0hz/8QQ8++GCkI4VVd3e3vF6vhg0b\nFukoEdHY2KjXX39dTzzxhCorK3Xo0KFIRwqrV199VT09PXryySc1b948PfLII5GOFBYbN27Ufffd\npxMnTkiSVqxYoaKiIm3ZskWBQGDQP6H/3/mXLVumxYsXq7KyUtdee602btwY4YThZXyRR/tZ4a67\n7jr9+te/liQFAgE5nc4IJwqv8vJy5efn64ILLoh0lIioq6vT2LFjNW/ePM2ZM0dXXXVVpCOF1ejR\no+X3+2VZlrq6uqLm/BMjR47U6tWrg5ebmpqUlZUlScrOzlZDQ0OkooXF/85fUVGhiy++WJLk9/s1\ndOjQSEWLCON/68/1rHCDTXx8vKQvHof58+erqKgowonCZ/v27UpNTdWUKVO0YcOGSMeJiI6ODrW0\ntGjdunVqbm7W3LlztXPnTjkcjkhHC4u4uDgdPHhQ06ZNU0dHh9atWxfpSGGRk5Oj5ubm4OVAIBD8\nmcfHx6uzszNS0cLif+c/9UT+X//6l6qqqrR58+ZIRYsI43fknBVOam1t1a233qobb7xRN9xwQ6Tj\nhM22bdvU0NCgWbNmaf/+/SouLlZbW1ukY4VVcnKyPB6PYmNjlZGRoaFDh6q9vT3SscLm8ccfl8fj\n0YsvvqgdO3aopKQkeLg1msTEfPlfuc/nU1JSUgTTRMYLL7ygsrIybdiwQampqZGOE1bGF3m0nxXu\nyJEjmj17thYuXKjc3NxIxwmrzZs3q6qqSpWVlbr44otVXl6utLS0SMcKq8svv1yvvfaaAoGADh8+\nrOPHjys5OTnSscImKSlJiYlffMbCeeedp56eHvn9/ginCr/x48ersbFRklRbWyu32x3hROG1Y8eO\n4P8FI0aMiHScsDN+63rttdeqvr5e+fn5wbPCRZN169bps88+09q1a7V27VpJX7wQJFpf/BVtrr76\nau3Zs0e5ubkKBALyer1R9TqJ22+/XaWlpSooKFB3d7fuuecexcXFRTpW2BUXF2vx4sWqqKhQRkaG\ncnJyIh0pbPx+v5YtW6bvf//7KiwslCRNmjRJ8+fPj3Cy8OHMbgAAGMz4Q+sAAEQzihwAAINR5AAA\nGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADPb/AHkNjvaCPsoyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1195fbd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_2 = (lead_articles.mins_as_lead.clip_upper(60) / np.log(lead_articles.alexa_rank))\n",
    "lead_proposal_2.plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publisher_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>anotherangryvoice_blogspot_co_uk</th>\n",
       "      <td>28.00</td>\n",
       "      <td>5.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>111.00</td>\n",
       "      <td>12.88</td>\n",
       "      <td>1.25</td>\n",
       "      <td>5.26</td>\n",
       "      <td>13.15</td>\n",
       "      <td>13.15</td>\n",
       "      <td>13.15</td>\n",
       "      <td>13.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>202.00</td>\n",
       "      <td>8.42</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.30</td>\n",
       "      <td>8.69</td>\n",
       "      <td>8.69</td>\n",
       "      <td>8.69</td>\n",
       "      <td>8.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>40.00</td>\n",
       "      <td>4.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>331.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>1.69</td>\n",
       "      <td>2.00</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>212.00</td>\n",
       "      <td>12.39</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.07</td>\n",
       "      <td>12.89</td>\n",
       "      <td>12.89</td>\n",
       "      <td>12.89</td>\n",
       "      <td>12.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>180.00</td>\n",
       "      <td>11.63</td>\n",
       "      <td>1.11</td>\n",
       "      <td>2.96</td>\n",
       "      <td>11.85</td>\n",
       "      <td>11.85</td>\n",
       "      <td>11.85</td>\n",
       "      <td>11.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>65.00</td>\n",
       "      <td>7.54</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.67</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>106.00</td>\n",
       "      <td>10.45</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.88</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>98.00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.54</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>162.00</td>\n",
       "      <td>10.96</td>\n",
       "      <td>1.19</td>\n",
       "      <td>2.61</td>\n",
       "      <td>11.17</td>\n",
       "      <td>11.17</td>\n",
       "      <td>11.17</td>\n",
       "      <td>11.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>133.00</td>\n",
       "      <td>9.67</td>\n",
       "      <td>1.63</td>\n",
       "      <td>0.67</td>\n",
       "      <td>10.07</td>\n",
       "      <td>10.07</td>\n",
       "      <td>10.07</td>\n",
       "      <td>10.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>132.00</td>\n",
       "      <td>5.97</td>\n",
       "      <td>1.83</td>\n",
       "      <td>0.47</td>\n",
       "      <td>5.75</td>\n",
       "      <td>7.04</td>\n",
       "      <td>7.04</td>\n",
       "      <td>7.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>203.00</td>\n",
       "      <td>8.09</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.62</td>\n",
       "      <td>8.56</td>\n",
       "      <td>9.34</td>\n",
       "      <td>9.34</td>\n",
       "      <td>9.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>135.00</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.49</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>316.00</td>\n",
       "      <td>8.61</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.61</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>115.00</td>\n",
       "      <td>8.52</td>\n",
       "      <td>1.48</td>\n",
       "      <td>0.74</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>64.00</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1.28</td>\n",
       "      <td>1.59</td>\n",
       "      <td>6.35</td>\n",
       "      <td>6.35</td>\n",
       "      <td>6.35</td>\n",
       "      <td>6.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>166.00</td>\n",
       "      <td>8.95</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0.78</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>61.00</td>\n",
       "      <td>12.32</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2.92</td>\n",
       "      <td>12.53</td>\n",
       "      <td>12.53</td>\n",
       "      <td>12.53</td>\n",
       "      <td>12.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>243.00</td>\n",
       "      <td>4.59</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.37</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>15.00</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>97.00</td>\n",
       "      <td>9.52</td>\n",
       "      <td>0.99</td>\n",
       "      <td>2.42</td>\n",
       "      <td>9.66</td>\n",
       "      <td>9.66</td>\n",
       "      <td>9.66</td>\n",
       "      <td>9.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>154.00</td>\n",
       "      <td>9.56</td>\n",
       "      <td>1.98</td>\n",
       "      <td>0.68</td>\n",
       "      <td>10.17</td>\n",
       "      <td>10.17</td>\n",
       "      <td>10.17</td>\n",
       "      <td>10.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>120.00</td>\n",
       "      <td>4.76</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.68</td>\n",
       "      <td>5.03</td>\n",
       "      <td>5.03</td>\n",
       "      <td>5.03</td>\n",
       "      <td>5.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>104.00</td>\n",
       "      <td>9.79</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.85</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>162.00</td>\n",
       "      <td>4.87</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.93</td>\n",
       "      <td>4.04</td>\n",
       "      <td>5.69</td>\n",
       "      <td>6.21</td>\n",
       "      <td>6.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>156.00</td>\n",
       "      <td>11.59</td>\n",
       "      <td>1.90</td>\n",
       "      <td>1.01</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>70.00</td>\n",
       "      <td>6.80</td>\n",
       "      <td>0.35</td>\n",
       "      <td>3.88</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.84</td>\n",
       "      <td>6.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>78.00</td>\n",
       "      <td>11.22</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2.67</td>\n",
       "      <td>11.42</td>\n",
       "      <td>11.42</td>\n",
       "      <td>11.42</td>\n",
       "      <td>11.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>76.00</td>\n",
       "      <td>5.01</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.87</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>184.00</td>\n",
       "      <td>5.68</td>\n",
       "      <td>0.64</td>\n",
       "      <td>3.29</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  count  mean  std  min   25%   50%   75%  \\\n",
       "publisher_id                                                                \n",
       "anotherangryvoice_blogspot_co_uk  28.00  5.33 0.00 5.33  5.33  5.33  5.33   \n",
       "bbc_co_uk                        111.00 12.88 1.25 5.26 13.15 13.15 13.15   \n",
       "breitbart_com                    202.00  8.42 1.16 1.30  8.69  8.69  8.69   \n",
       "brexitcentral_com                 40.00  4.59 0.00 4.59  4.59  4.59  4.59   \n",
       "buzzfeed_com                     331.00 11.55 1.69 2.00 12.02 12.02 12.02   \n",
       "cnn_com                          212.00 12.39 1.82 1.07 12.89 12.89 12.89   \n",
       "dailymail_co_uk                  180.00 11.63 1.11 2.96 11.85 11.85 11.85   \n",
       "economist_com                     65.00  7.54 1.67 0.67  7.99  7.99  7.99   \n",
       "foxnews_com                      106.00 10.45 1.09 0.88 10.61 10.61 10.61   \n",
       "ft_com                            98.00  7.62 1.56 0.54  8.14  8.14  8.14   \n",
       "huffingtonpost_com               162.00 10.96 1.19 2.61 11.17 11.17 11.17   \n",
       "independent_co_uk                133.00  9.67 1.63 0.67 10.07 10.07 10.07   \n",
       "indy100_com                      132.00  5.97 1.83 0.47  5.75  7.04  7.04   \n",
       "lemonde_fr                       203.00  8.09 2.51 0.62  8.56  9.34  9.34   \n",
       "libdemvoice_org                  135.00  4.60 0.47 1.49  4.71  4.71  4.71   \n",
       "mirror_co_uk                     316.00  8.61 1.53 0.61  9.15  9.15  9.15   \n",
       "nbcnews_com                      115.00  8.52 1.48 0.74  8.93  8.93  8.93   \n",
       "newstatesman_com                  64.00  5.88 1.28 1.59  6.35  6.35  6.35   \n",
       "npr_org                          166.00  8.95 1.45 0.78  9.39  9.39  9.39   \n",
       "nytimes_com                       61.00 12.32 1.29 2.92 12.53 12.53 12.53   \n",
       "order-order_com                  243.00  4.59 1.52 0.48  3.37  5.78  5.78   \n",
       "propublica_org                    15.00  6.20 0.00 6.20  6.20  6.20  6.20   \n",
       "reuters_com                       97.00  9.52 0.99 2.42  9.66  9.66  9.66   \n",
       "rt_com                           154.00  9.56 1.98 0.68 10.17 10.17 10.17   \n",
       "skwawkbox_org                    120.00  4.76 0.70 1.68  5.03  5.03  5.03   \n",
       "telegraph_co_uk                  104.00  9.79 1.67 0.85 10.15 10.15 10.15   \n",
       "thecanary_co                     162.00  4.87 1.65 0.93  4.04  5.69  6.21   \n",
       "theguardian_com                  156.00 11.59 1.90 1.01 12.11 12.11 12.11   \n",
       "thetimes_co_uk                    70.00  6.80 0.35 3.88  6.84  6.84  6.84   \n",
       "washingtonpost_com                78.00 11.22 1.08 2.67 11.42 11.42 11.42   \n",
       "westmonster_com                   76.00  5.01 0.72 0.87  5.22  5.22  5.22   \n",
       "yournewswire_com                 184.00  5.68 0.64 3.29  5.99  5.99  5.99   \n",
       "\n",
       "                                   max  \n",
       "publisher_id                            \n",
       "anotherangryvoice_blogspot_co_uk  5.33  \n",
       "bbc_co_uk                        13.15  \n",
       "breitbart_com                     8.69  \n",
       "brexitcentral_com                 4.59  \n",
       "buzzfeed_com                     12.02  \n",
       "cnn_com                          12.89  \n",
       "dailymail_co_uk                  11.85  \n",
       "economist_com                     7.99  \n",
       "foxnews_com                      10.61  \n",
       "ft_com                            8.14  \n",
       "huffingtonpost_com               11.17  \n",
       "independent_co_uk                10.07  \n",
       "indy100_com                       7.04  \n",
       "lemonde_fr                        9.34  \n",
       "libdemvoice_org                   4.71  \n",
       "mirror_co_uk                      9.15  \n",
       "nbcnews_com                       8.93  \n",
       "newstatesman_com                  6.35  \n",
       "npr_org                           9.39  \n",
       "nytimes_com                      12.53  \n",
       "order-order_com                   5.78  \n",
       "propublica_org                    6.20  \n",
       "reuters_com                       9.66  \n",
       "rt_com                           10.17  \n",
       "skwawkbox_org                     5.03  \n",
       "telegraph_co_uk                  10.15  \n",
       "thecanary_co                      6.21  \n",
       "theguardian_com                  12.11  \n",
       "thetimes_co_uk                    6.84  \n",
       "washingtonpost_com               11.42  \n",
       "westmonster_com                   5.22  \n",
       "yournewswire_com                  5.99  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lead_proposal_2.groupby(data.publisher_id).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11ae24710>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O+8ckiYiIyAqF9UROeYcDt4mIiIg0MEkiIiIi0sDuNiIig9gNQ/R8YksSERERkQa2JBHR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\nCCGEEEJqQEESIYQQQkgN/h+RVPakY5xOjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115cb5320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_2.groupby(data.publisher_id).min().plot.bar(figsize=[10,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks about right, as long as the smaller publishers were closer to zero. So let's apply feature scaling to this, to give a number between 1 and 20. (Anything not as lead will pass though as zero.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def rescale(series):\n",
    "    return (series - series.min()) / (series.max() - series.min())\n",
    "\n",
    "lead_proposal_3 = np.ceil(20 * rescale(lead_proposal_2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.46948415885821004, 13.145359968846892)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lead_proposal_2.min(), lead_proposal_2.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a20cdd8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SPdHL4cOHNXnyZB06dEh2u10ulysqrl7a2uvvo48+qvLy8og8Vzp9uAMAYJpO\nf1geAADTEO4AABiGcAcAwDCEOwAAhiHcAQAwDOEOAIBhCHcAAAxDuAMAYJj/A2ViVKNni2FHAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115e40f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_3.plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c6ea278>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mrzs4OCAlJSXX13OTkPD4ha87OekRF2dekSZCVkwtcax5mawlhqw4zMX6YuTH9l/Q2lZW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fAAAD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c6defd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lead_proposal_3.groupby(data.publisher_id).median().plot.bar(figsize=[10,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data[\"lead_score\"] = pd.concat([lead_proposal_3, data.mins_as_lead[data.mins_as_lead==0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00     148799\n",
       "1.00         37\n",
       "2.00         46\n",
       "3.00         40\n",
       "4.00         59\n",
       "5.00         58\n",
       "6.00         79\n",
       "7.00        242\n",
       "8.00        249\n",
       "9.00        310\n",
       "10.00       171\n",
       "11.00       176\n",
       "12.00        87\n",
       "13.00       307\n",
       "14.00       531\n",
       "15.00       254\n",
       "16.00       359\n",
       "17.00       266\n",
       "18.00       250\n",
       "19.00       441\n",
       "20.00       356\n",
       "Name: lead_score, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.lead_score.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    8.00\n",
       "bbc_co_uk                          20.00\n",
       "breitbart_com                      13.00\n",
       "brexitcentral_com                   7.00\n",
       "buzzfeed_com                       19.00\n",
       "cnn_com                            20.00\n",
       "dailymail_co_uk                    18.00\n",
       "economist_com                      12.00\n",
       "evolvepolitics_com                  0.00\n",
       "foxnews_com                        17.00\n",
       "ft_com                             13.00\n",
       "huffingtonpost_com                 17.00\n",
       "independent_co_uk                  16.00\n",
       "indy100_com                        11.00\n",
       "lemonde_fr                         14.00\n",
       "libdemvoice_org                     7.00\n",
       "mirror_co_uk                       14.00\n",
       "nbcnews_com                        14.00\n",
       "newstatesman_com                   10.00\n",
       "npr_org                            15.00\n",
       "nytimes_com                        20.00\n",
       "order-order_com                     9.00\n",
       "propublica_org                     10.00\n",
       "reuters_com                        15.00\n",
       "rt_com                             16.00\n",
       "skwawkbox_org                       8.00\n",
       "telegraph_co_uk                    16.00\n",
       "thecanary_co                       10.00\n",
       "theguardian_com                    19.00\n",
       "thetimes_co_uk                     11.00\n",
       "washingtonpost_com                 18.00\n",
       "westmonster_com                     8.00\n",
       "yournewswire_com                    9.00\n",
       "Name: lead_score, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.lead_score.groupby(data.publisher_id).max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In summary then, score for article $a$ is:\n",
    "\n",
    "\n",
    "$$\n",
    "unscaledLeadScore_a = \\frac{\\min(minsAsLead_a, 60)}{\\log(alexaRank_a)}\\\\\n",
    "leadScore_a = 19 \\cdot \n",
    "\\frac{unscaledLeadScore_a - \\min(unscaledLeadScore)}\n",
    "{\\max(unscaledLeadScore) - \\min(unscaledLeadScore)} \n",
    "+ 1\n",
    "$$\n",
    "\n",
    "Since the minium value of $minsAsLead$ is 1, $\\min(unscaledLeadScore)$ is pretty insignificant. So we can simplify this to:\n",
    "\n",
    "$$\n",
    "leadScore_a = 20 \\cdot \n",
    "\\frac{unscaledLeadScore_a }\n",
    "     {\\max(unscaledLeadScore)} \n",
    "$$\n",
    "\n",
    "or: \n",
    "\n",
    "$$\n",
    "leadScore_a = 20 \\cdot \n",
    "\\frac{\\frac{\\min(minsAsLead_a, 60)}{\\log(alexaRank_a)} }\n",
    "     {\\frac{60}{\\log(\\max(alexaRank))}} \n",
    "$$\n",
    "\n",
    "$$\n",
    "leadScore_a = \\left( 20 \\cdot \n",
    "\\frac{\\min(minsAsLead_a, 60)}{\\log(alexaRank_a)} \\cdot\n",
    "     {\\frac{\\log(\\max(alexaRank))}{60}} \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time on front score (15 points)\n",
    "\n",
    "This is similar to time as lead, so lets try doing the same calculation, except we also want to factor in the number of slots on the front:\n",
    "\n",
    "\n",
    "$$frontScore_a = \n",
    "15 \n",
    "\\left(\\frac{\\min(minsOnFront_a, 1440)}{alexaRank_a \\cdot numArticlesOnFront_a}\\right) \n",
    "\\left( \\frac{\\min(alexaRank \\cdot numArticlesOnFront)}{1440} \\right)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.4500000000000002"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(data.alexa_rank * data.num_articles_on_front).min() / 1440"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "time_on_front_proposal_1 = np.ceil(data.mins_on_front.clip_upper(1440) / (data.alexa_rank * data.num_articles_on_front) * (2.45) * 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c7cdf98>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GG27ItGnTMmPGjDz11FNJ0q+zAAAA7JuqgvCoo47K7bffnj179mTTpk2ZP39+jjnmmD6/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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b69c6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_on_front_proposal_1.plot.hist(figsize=(15, 7), bins=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.00     75945\n",
       "2.00      7136\n",
       "3.00      4789\n",
       "4.00      4278\n",
       "5.00       878\n",
       "6.00       691\n",
       "7.00       586\n",
       "8.00       461\n",
       "9.00       785\n",
       "10.00      265\n",
       "11.00      360\n",
       "12.00      242\n",
       "13.00      143\n",
       "14.00       70\n",
       "15.00       49\n",
       "dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_on_front_proposal_1.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk      28.00\n",
       "bbc_co_uk                          15065.00\n",
       "breitbart_com                       2511.00\n",
       "brexitcentral_com                     49.00\n",
       "buzzfeed_com                       10691.00\n",
       "cnn_com                            12825.00\n",
       "dailymail_co_uk                    14849.00\n",
       "economist_com                        306.00\n",
       "evolvepolitics_com                    60.00\n",
       "foxnews_com                         7982.00\n",
       "ft_com                              3173.00\n",
       "huffingtonpost_com                  8120.00\n",
       "independent_co_uk                   4474.00\n",
       "indy100_com                          524.00\n",
       "lemonde_fr                          3831.00\n",
       "libdemvoice_org                      156.00\n",
       "mirror_co_uk                       10157.00\n",
       "nbcnews_com                         1916.00\n",
       "newstatesman_com                     469.00\n",
       "npr_org                             2713.00\n",
       "nytimes_com                         9621.00\n",
       "order-order_com                      244.00\n",
       "propublica_org                        31.00\n",
       "reuters_com                         6819.00\n",
       "rt_com                              4496.00\n",
       "skwawkbox_org                        121.00\n",
       "telegraph_co_uk                     4614.00\n",
       "thecanary_co                         173.00\n",
       "theguardian_com                    12648.00\n",
       "thetimes_co_uk                      9453.00\n",
       "washingtonpost_com                  9329.00\n",
       "westmonster_com                      312.00\n",
       "yournewswire_com                     415.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_on_front_proposal_1.groupby(data.publisher_id).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks good to me."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data[\"front_score\"] = np.ceil(data.mins_on_front.clip_upper(1440) / (data.alexa_rank * data.num_articles_on_front) * (2.45) * 15).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "6709592f25cbe37c8c42157a3e31529a6997d919   1.00\n",
       "e11638f9f5eb587404372cc1f1554a828ae6ef90   1.00\n",
       "9b64c5e6ba5cfd51dad3619a8ea341eba1a12d01   1.00\n",
       "bc098ae138bc4659f0d723dd13a6df94bf27de1c   1.00\n",
       "295570fc56f70ffec0f5c1c13028640a988f90e1   1.00\n",
       "ff04d53263605f5efc6c6d76caf017ba8e5b8509   1.00\n",
       "970471ce0301861cd2b0779962dc3472b046ecea   1.00\n",
       "4a168ba227abeb2a58f82f30fff5b32a03f29385   1.00\n",
       "c7597aad01cd3c53687acb8b61508bda6e5d225a   1.00\n",
       "56f399ce2d7a57364e10d40374cdc97179a081ad   1.00\n",
       "f4e3b123fc07a47ccf453898247445941fce5698   1.00\n",
       "cde01d750345c11f090de5878b5670911764023a   1.00\n",
       "bff2cf0f5dccd112114bee2bef44b9b997614c8f   1.00\n",
       "80ac264faa1e7d33d259e7fb8fd23e407b206a5f   1.00\n",
       "e0c6d47ad0eff33ec01de70358e9ac08ac174ceb   1.00\n",
       "cabb3998d53aad09eccecf39fdff2439f4f5a633   1.00\n",
       "61203ee49335a3ef45f2ce2569add6ee81218656   1.00\n",
       "64062be203288cee65392ecf145b251530a6bcae   1.00\n",
       "bed3040ac7e43058687d705dd6a81e0f4bd68fdc   1.00\n",
       "bc7d67564c937e73a95973a15df2cf188a048599   1.00\n",
       "fcda9a52108c426979159fdf116b91633e72e154   1.00\n",
       "f2e678a5666b127f3c6fda0d3ce314dcd6cec070   1.00\n",
       "e47f06fdafae541bc8dda3119ab54bc2ca70baa5   1.00\n",
       "12758258a478a89fa010a9d4da88325261c2f61a   1.00\n",
       "9677da854a3c51cd71e35be22f360a406fc828a3   1.00\n",
       "cf7182e390027ca370b7662bcb7f3324219320bc   1.00\n",
       "09a289c1510acd123077b19d8ab48e2095da68eb   1.00\n",
       "bfa1de8df0c0d5c7e97d009d4feb92c4de3ca1d2   1.00\n",
       "cffe241f08e165304a328d0046b6d92065afad36   1.00\n",
       "4f7e173e04e51edb008f9d4e3a4502ef097fb1ad   1.00\n",
       "                                           ... \n",
       "3fe9dca55849d2b25cdc29941d7e011b2ca955fd   1.00\n",
       "af56fd11c764c962f6120e27158ecaa3339674da   2.00\n",
       "8bcef6d882aae991f7d3c80b1ed25465770e7c19   0.00\n",
       "7c57ac5a380f98e778257ab9dace202c21423097   1.00\n",
       "de3f92d120372ac0679142290e43c77bfc44e691   1.00\n",
       "16b149d23d8cd5e353b3fb8f0d0bb3bacf585467   2.00\n",
       "7c3e0bc18a1e846a754f6ca18aa30651f3b4979b   0.00\n",
       "4a909f0dac387fb517c56fb38f2f426239846d79   1.00\n",
       "fe6a25d446813e1b17c191497a4286a8ad60a5a2   1.00\n",
       "3a872555ceb6978f73bdd9fc5446a79c4fc52d81   1.00\n",
       "513b1d928f48dcf4c4b3528a85729cd12ef36cd5   1.00\n",
       "7d69cce8b0296b1cb157c121067d541a222384e6   1.00\n",
       "eeb47ed17507d1860e21f679d416b8be24b7b2e5   6.00\n",
       "1a668ae2a2056e73783bbc0e53ced3ec15cd1e5a   1.00\n",
       "4b9796f822b53388cff5916ff001a27de904546c   6.00\n",
       "ec3827bc109c277faa6541717f1e33d26d15b503   2.00\n",
       "89cfcaea8a42e46f1a0f57394dd0cdd5441c123b   3.00\n",
       "41919868fff4a70e0be44172a93c2bf4064b1232   0.00\n",
       "20fbb21c7b25ec5bfe0c1c85b958d49850ea5cd9   1.00\n",
       "911ed79e4f81474fc3d362d1b3c686164a01af2b   0.00\n",
       "528a9514debb452f9913933c8495be5007f07ce9   9.00\n",
       "cf03a379bfda577f6e45c2adbc30b356e5ceebe7   1.00\n",
       "2f11cfa0a6aef8b8662e2a41198a97343a036e12   1.00\n",
       "fee7917d380be4de51d8c4469839777b4370209b   1.00\n",
       "cd48ab167cb8db2a22f7d973852124129076487f   2.00\n",
       "d4f5db1d3ea8b9ec6c71b7f5684e83ad9c18bc93   1.00\n",
       "e6b89227d71f71a54c69e254378762144ab25afb   1.00\n",
       "643beda1c6c5fe47f57e957b4cfa8825def2f62a   1.00\n",
       "c97fcbdf099cbdc1509aadb77ae3458b202f4c1b   0.00\n",
       "1d3eef43fc0e56f2cb8592fde4ecec7cb7d27264   1.00\n",
       "Name: front_score, Length: 153117, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.front_score "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Facebook brand page promotion (15 points)\n",
    "\n",
    "One way a publisher has of promoting content is to post to their brand page. The significance of doing so is stronger when the brand page has more followers (likes).\n",
    "\n",
    "$$ facebookPromotionProposed1_a = 15 \\left( \\frac {brandPageLikes_a} {\\max(brandPageLikes)} \\right) $$\n",
    "\n",
    "Now lets explore the data to see if that makes sense. **tr;dr the formula above is incorrect**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "45711259.0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.fb_brand_page_likes.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "facebook_promotion_proposed_1 = np.ceil((15 * (data.fb_brand_page_likes / data.fb_brand_page_likes.max())).fillna(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11f534860>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ksJBB8jZHXKW+fft2+Xw+vf7663rzzTdVXV095Kw6HA4rMzNTGRkZCofDQ7YHAgGlpKRE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ae2c550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "facebook_promotion_proposed_1.value_counts().sort_index().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publisher_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>anotherangryvoice_blogspot_co_uk</th>\n",
       "      <td>28.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>12656.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>2.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>2661.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>49.00</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>1457.00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>4435.00</td>\n",
       "      <td>2.33</td>\n",
       "      <td>4.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>24668.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>484.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>64.00</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>6824.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>4725.00</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>6443.00</td>\n",
       "      <td>0.74</td>\n",
       "      <td>1.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>6278.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>525.00</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>3835.00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>156.00</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>11168.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>2061.00</td>\n",
       "      <td>2.34</td>\n",
       "      <td>1.97</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>470.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>2105.00</td>\n",
       "      <td>1.41</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>4605.00</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>246.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>31.00</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>5849.00</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2521.00</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>121.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>6619.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>175.00</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>8208.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>9479.00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>23426.00</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>330.00</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>415.00</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    count  mean  std  min  25%  50%  75%   max\n",
       "publisher_id                                                                  \n",
       "anotherangryvoice_blogspot_co_uk    28.00  1.00 0.00 1.00 1.00 1.00 1.00  1.00\n",
       "bbc_co_uk                        12656.00  0.60 2.94 0.00 0.00 0.00 0.00 15.00\n",
       "breitbart_com                     2661.00  0.83 0.99 0.00 0.00 0.00 2.00  2.00\n",
       "brexitcentral_com                   49.00  0.98 0.14 0.00 1.00 1.00 1.00  1.00\n",
       "buzzfeed_com                      1457.00  0.42 0.49 0.00 0.00 0.00 1.00  1.00\n",
       "cnn_com                           4435.00  2.33 4.23 0.00 0.00 0.00 0.00 10.00\n",
       "dailymail_co_uk                  24668.00  0.57 1.59 0.00 0.00 0.00 0.00  5.00\n",
       "economist_com                      484.00  2.50 1.12 0.00 3.00 3.00 3.00  3.00\n",
       "evolvepolitics_com                  64.00  0.84 0.37 0.00 1.00 1.00 1.00  1.00\n",
       "foxnews_com                       6824.00  0.60 1.81 0.00 0.00 0.00 0.00  6.00\n",
       "ft_com                            4725.00  0.46 0.84 0.00 0.00 0.00 0.00  2.00\n",
       "huffingtonpost_com                6443.00  0.74 1.55 0.00 0.00 0.00 0.00  4.00\n",
       "independent_co_uk                 6278.00  0.57 1.18 0.00 0.00 0.00 0.00  3.00\n",
       "indy100_com                        525.00  0.64 0.48 0.00 0.00 1.00 1.00  1.00\n",
       "lemonde_fr                        3835.00  0.72 0.96 0.00 0.00 0.00 2.00  2.00\n",
       "libdemvoice_org                    156.00  0.87 0.34 0.00 1.00 1.00 1.00  1.00\n",
       "mirror_co_uk                     11168.00  0.23 0.42 0.00 0.00 0.00 0.00  1.00\n",
       "nbcnews_com                       2061.00  2.34 1.97 0.00 0.00 4.00 4.00  4.00\n",
       "newstatesman_com                   470.00  0.79 0.41 0.00 1.00 1.00 1.00  1.00\n",
       "npr_org                           2105.00  1.41 1.50 0.00 0.00 0.00 3.00  3.00\n",
       "nytimes_com                       4605.00  1.78 2.52 0.00 0.00 0.00 5.00  6.00\n",
       "order-order_com                    246.00  0.80 0.40 0.00 1.00 1.00 1.00  1.00\n",
       "propublica_org                      31.00  0.87 0.34 0.00 1.00 1.00 1.00  1.00\n",
       "reuters_com                       5849.00  0.68 0.95 0.00 0.00 0.00 2.00  2.00\n",
       "rt_com                            2521.00  1.07 1.00 0.00 0.00 2.00 2.00  2.00\n",
       "skwawkbox_org                      121.00  0.99 0.09 0.00 1.00 1.00 1.00  1.00\n",
       "telegraph_co_uk                   6619.00  0.50 0.87 0.00 0.00 0.00 0.00  2.00\n",
       "thecanary_co                       175.00  0.97 0.18 0.00 1.00 1.00 1.00  1.00\n",
       "theguardian_com                   8208.00  0.53 1.14 0.00 0.00 0.00 0.00  3.00\n",
       "thetimes_co_uk                    9479.00  0.06 0.23 0.00 0.00 0.00 0.00  1.00\n",
       "washingtonpost_com               23426.00  0.16 0.68 0.00 0.00 0.00 0.00  3.00\n",
       "westmonster_com                    330.00  0.24 0.43 0.00 0.00 0.00 0.00  1.00\n",
       "yournewswire_com                   415.00  0.20 0.40 0.00 0.00 0.00 0.00  1.00"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facebook_promotion_proposed_1.groupby(data.publisher_id).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's too much variation: sites like the Guardian, which have a respectable 7.5m likes, should not be scoring a 3. Lets try applying a log to it, and then standard feature scaling again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk     330551.00\n",
       "bbc_co_uk                          45711259.00\n",
       "breitbart_com                       3803903.00\n",
       "brexitcentral_com                     14522.00\n",
       "buzzfeed_com                        2902337.00\n",
       "cnn_com                            29591651.00\n",
       "dailymail_co_uk                    14227830.00\n",
       "economist_com                       8450845.00\n",
       "evolvepolitics_com                   126771.00\n",
       "foxnews_com                        16183276.00\n",
       "ft_com                              3743010.00\n",
       "huffingtonpost_com                  9846648.00\n",
       "independent_co_uk                   8048146.00\n",
       "indy100_com                          235483.00\n",
       "lemonde_fr                          4019902.00\n",
       "libdemvoice_org                        8629.00\n",
       "mirror_co_uk                        2970189.00\n",
       "nbcnews_com                         9522368.00\n",
       "newstatesman_com                     154752.00\n",
       "npr_org                             6281946.00\n",
       "nytimes_com                        15274145.00\n",
       "order-order_com                       45461.00\n",
       "propublica_org                       376979.00\n",
       "reuters_com                         3951592.00\n",
       "rt_com                              4967624.00\n",
       "skwawkbox_org                          6920.00\n",
       "telegraph_co_uk                     4420609.00\n",
       "thecanary_co                         158053.00\n",
       "theguardian_com                     7869117.00\n",
       "thetimes_co_uk                       741434.00\n",
       "washingtonpost_com                  6129074.00\n",
       "westmonster_com                       17216.00\n",
       "yournewswire_com                      27926.00\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.fb_brand_page_likes.groupby(data.publisher_id).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.6727578966425103"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(2149)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk   12.71\n",
       "bbc_co_uk                          17.64\n",
       "breitbart_com                      15.15\n",
       "brexitcentral_com                   9.58\n",
       "buzzfeed_com                       14.88\n",
       "cnn_com                            17.20\n",
       "dailymail_co_uk                    16.47\n",
       "economist_com                      15.95\n",
       "evolvepolitics_com                 11.75\n",
       "foxnews_com                        16.60\n",
       "ft_com                             15.14\n",
       "huffingtonpost_com                 16.10\n",
       "independent_co_uk                  15.90\n",
       "indy100_com                        12.37\n",
       "lemonde_fr                         15.21\n",
       "libdemvoice_org                     9.06\n",
       "mirror_co_uk                       14.90\n",
       "nbcnews_com                        16.07\n",
       "newstatesman_com                   11.95\n",
       "npr_org                            15.65\n",
       "nytimes_com                        16.54\n",
       "order-order_com                    10.72\n",
       "propublica_org                     12.84\n",
       "reuters_com                        15.19\n",
       "rt_com                             15.42\n",
       "skwawkbox_org                       8.84\n",
       "telegraph_co_uk                    15.30\n",
       "thecanary_co                       11.97\n",
       "theguardian_com                    15.88\n",
       "thetimes_co_uk                     13.52\n",
       "washingtonpost_com                 15.63\n",
       "westmonster_com                     9.75\n",
       "yournewswire_com                   10.24\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(data.fb_brand_page_likes.groupby(data.publisher_id).max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's more like it, but the lower numbers should be smaller."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    5.80\n",
       "bbc_co_uk                          10.73\n",
       "breitbart_com                       8.24\n",
       "brexitcentral_com                   2.68\n",
       "buzzfeed_com                        7.97\n",
       "cnn_com                            10.30\n",
       "dailymail_co_uk                     9.56\n",
       "economist_com                       9.04\n",
       "evolvepolitics_com                  4.84\n",
       "foxnews_com                         9.69\n",
       "ft_com                              8.23\n",
       "huffingtonpost_com                  9.19\n",
       "independent_co_uk                   8.99\n",
       "indy100_com                         5.46\n",
       "lemonde_fr                          8.30\n",
       "libdemvoice_org                     2.16\n",
       "mirror_co_uk                        8.00\n",
       "nbcnews_com                         9.16\n",
       "newstatesman_com                    5.04\n",
       "npr_org                             8.75\n",
       "nytimes_com                         9.63\n",
       "order-order_com                     3.82\n",
       "propublica_org                      5.93\n",
       "reuters_com                         8.28\n",
       "rt_com                              8.51\n",
       "skwawkbox_org                       1.93\n",
       "telegraph_co_uk                     8.39\n",
       "thecanary_co                        5.06\n",
       "theguardian_com                     8.97\n",
       "thetimes_co_uk                      6.61\n",
       "washingtonpost_com                  8.72\n",
       "westmonster_com                     2.85\n",
       "yournewswire_com                    3.33\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(data.fb_brand_page_likes.groupby(data.publisher_id).max() / 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "scaled_fb_brand_page_likes = (data.fb_brand_page_likes / 1000)\n",
    "facebook_promotion_proposed_2 = np.ceil(\\\n",
    "    (15 * \\\n",
    "     (np.log(scaled_fb_brand_page_likes) / np.log(scaled_fb_brand_page_likes.max()))\\\n",
    "    )\\\n",
    "                                       ).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    9.00\n",
       "bbc_co_uk                          15.00\n",
       "breitbart_com                      12.00\n",
       "brexitcentral_com                   4.00\n",
       "buzzfeed_com                       12.00\n",
       "cnn_com                            15.00\n",
       "dailymail_co_uk                    14.00\n",
       "economist_com                      13.00\n",
       "evolvepolitics_com                  7.00\n",
       "foxnews_com                        14.00\n",
       "ft_com                             12.00\n",
       "huffingtonpost_com                 13.00\n",
       "independent_co_uk                  13.00\n",
       "indy100_com                         8.00\n",
       "lemonde_fr                         12.00\n",
       "libdemvoice_org                     4.00\n",
       "mirror_co_uk                       12.00\n",
       "nbcnews_com                        13.00\n",
       "newstatesman_com                    8.00\n",
       "npr_org                            13.00\n",
       "nytimes_com                        14.00\n",
       "order-order_com                     6.00\n",
       "propublica_org                      9.00\n",
       "reuters_com                        12.00\n",
       "rt_com                             12.00\n",
       "skwawkbox_org                       3.00\n",
       "telegraph_co_uk                    12.00\n",
       "thecanary_co                        8.00\n",
       "theguardian_com                    13.00\n",
       "thetimes_co_uk                     10.00\n",
       "washingtonpost_com                 13.00\n",
       "westmonster_com                     4.00\n",
       "yournewswire_com                    5.00\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facebook_promotion_proposed_2.groupby(data.publisher_id).max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LGTM. So the equation is\n",
    "\n",
    "\n",
    "$$ facebookPromotion_a = 15 \\left( \n",
    "\\frac {\\log(\\frac {brandPageLikes_a}{1000})} \n",
    "{\\log(\\frac {\\max(brandPageLikes)}{1000}))} \\right) $$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's try applying standard feature scaling approch to this, rather than using a magic number of 1,000. That equation would be:\n",
    "\n",
    "\\begin{align}\n",
    "unscaledFacebookPromotion_a &= \n",
    "   \\log(brandPageLikes_a) \\\\\n",
    "facebookPromotion_a &= \n",
    "   15 \\cdot \\frac{unscaledFacebookPromotion_a - \\min(unscaledFacebookPromotion)}{\\max(unscaledFacebookPromotion) - \\min(unscaledFacebookPromotion)}  \\\\\n",
    "\\\\\n",
    "\\text{The scaling can be simplified to:} \\\\\n",
    "facebookPromotion_a &= \n",
    "   15 \\cdot \\frac{unscaledFacebookPromotion_a - \\log(\\min(brandPageLikes))}{\\log(\\max(brandPageLikes)) - \\log(\\min(brandPageLikes))}  \\\\\n",
    "\\\\\n",
    "\\text{Meaning the overall equation becomes:} \\\\\n",
    "facebookPromotion_a &= \n",
    "   15 \\cdot \\frac{\\log(brandPageLikes_a) - \\log(\\min(brandPageLikes))}{\\log(\\max(brandPageLikes)) - \\log(\\min(brandPageLikes))} \n",
    "   \\end{align}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "facebook_promotion_proposed_3 = np.ceil(\n",
    "    (14 * \n",
    "     ( \n",
    "         (np.log(data.fb_brand_page_likes) - np.log(data.fb_brand_page_likes.min()) ) /\n",
    "         (np.log(data.fb_brand_page_likes.max()) - np.log(data.fb_brand_page_likes.min()))\n",
    "     )\n",
    "    ) + 1\n",
    "                                       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    8.00\n",
       "bbc_co_uk                          15.00\n",
       "breitbart_com                      12.00\n",
       "brexitcentral_com                   3.00\n",
       "buzzfeed_com                       11.00\n",
       "cnn_com                            15.00\n",
       "dailymail_co_uk                    14.00\n",
       "economist_com                      13.00\n",
       "evolvepolitics_com                  6.00\n",
       "foxnews_com                        14.00\n",
       "ft_com                             12.00\n",
       "huffingtonpost_com                 13.00\n",
       "independent_co_uk                  13.00\n",
       "indy100_com                         7.00\n",
       "lemonde_fr                         12.00\n",
       "libdemvoice_org                     2.00\n",
       "mirror_co_uk                       11.00\n",
       "nbcnews_com                        13.00\n",
       "newstatesman_com                    7.00\n",
       "npr_org                            12.00\n",
       "nytimes_com                        14.00\n",
       "order-order_com                     5.00\n",
       "propublica_org                      8.00\n",
       "reuters_com                        12.00\n",
       "rt_com                             12.00\n",
       "skwawkbox_org                       2.00\n",
       "telegraph_co_uk                    12.00\n",
       "thecanary_co                        7.00\n",
       "theguardian_com                    13.00\n",
       "thetimes_co_uk                      9.00\n",
       "washingtonpost_com                 12.00\n",
       "westmonster_com                     3.00\n",
       "yournewswire_com                    4.00\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facebook_promotion_proposed_3.groupby(data.publisher_id).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data[\"facebook_promotion_score\"] = facebook_promotion_proposed_3.fillna(0.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data[\"promotion_score\"] = (data.lead_score + data.front_score + data.facebook_promotion_score)\n",
    "data[\"attention_index\"] = (data.promotion_score + data.response_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d8b4550>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pgI8555xz8slPfjJJsm3btowZMybr16/P1KlTkyTTp0/PunXrMnHixPT29qZSqWTChAnZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115c95cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.promotion_score.plot.hist(bins=np.arange(50), figsize=(15,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12190ea20>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kee655456XRACAAAMXccNwmuvvTYPP/xw1qxZkw0bNmThwoWNmgsAAICKHfczhPV6ve/n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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d89f4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.attention_index.plot.hist(bins=np.arange(100), figsize=(15,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00     23633\n",
       "1.00     18731\n",
       "2.00     12787\n",
       "3.00      8984\n",
       "4.00      6282\n",
       "5.00      5323\n",
       "6.00      4475\n",
       "7.00      3959\n",
       "8.00      3472\n",
       "9.00      3364\n",
       "10.00     2965\n",
       "11.00     2604\n",
       "12.00     2532\n",
       "13.00     2487\n",
       "14.00     2270\n",
       "15.00     2156\n",
       "16.00     1953\n",
       "17.00     1869\n",
       "18.00     1865\n",
       "19.00     1697\n",
       "20.00     1754\n",
       "21.00     1655\n",
       "22.00     1566\n",
       "23.00     1541\n",
       "24.00     1598\n",
       "25.00     1537\n",
       "26.00     1548\n",
       "27.00     1507\n",
       "28.00     1414\n",
       "29.00     1415\n",
       "         ...  \n",
       "65.00      137\n",
       "66.00      126\n",
       "67.00       85\n",
       "68.00       96\n",
       "69.00       65\n",
       "70.00       56\n",
       "71.00       54\n",
       "72.00       45\n",
       "73.00       41\n",
       "74.00       47\n",
       "75.00       28\n",
       "76.00       38\n",
       "77.00       33\n",
       "78.00       30\n",
       "79.00       25\n",
       "80.00       29\n",
       "81.00       22\n",
       "82.00       22\n",
       "83.00       19\n",
       "84.00       16\n",
       "85.00       13\n",
       "86.00       11\n",
       "87.00       12\n",
       "88.00       15\n",
       "89.00        8\n",
       "90.00        7\n",
       "91.00        4\n",
       "92.00        3\n",
       "93.00        3\n",
       "94.00        2\n",
       "Name: attention_index, Length: 95, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.attention_index.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
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       "      <td>http://www.bbc.co.uk/news/world-europe-42851668</td>\n",
       "      <td>Ikea founder Kamprad dies at 91</td>\n",
       "      <td>2018-01-28 10:43:09.711</td>\n",
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       "      <td>96</td>\n",
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       "      <td>10.00</td>\n",
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       "      <td>https://www.buzzfeed.com/shylawatson/cranberri...</td>\n",
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       "      <td>2018-01-15 17:53:14.623</td>\n",
       "      <td>2018-01-15 17:41:31.000</td>\n",
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       "      <td>15.00</td>\n",
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       "      <td>http://www.cnn.com/2018/01/16/politics/cory-bo...</td>\n",
       "      <td>Booker slams DHS secretary's 'amnesia' on Trum...</td>\n",
       "      <td>2018-01-16 21:13:29.763</td>\n",
       "      <td>2018-01-16 21:07:58.000</td>\n",
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       "      <td>2018-01-16T22:48:10.235Z</td>\n",
       "      <td>15537</td>\n",
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       "      <td>...</td>\n",
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       "      <td>2018-01-16T22:30:23.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>224.00</td>\n",
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       "      <td>http://www.cnn.com/2018/01/02/politics/donald-...</td>\n",
       "      <td>Trump tweets about nuclear war with North Korea</td>\n",
       "      <td>2018-01-03 01:25:16.734</td>\n",
       "      <td>2018-01-03 01:22:43.000</td>\n",
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       "      <td>9574</td>\n",
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       "      <td>2018-01-03T01:31:55.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>168.00</td>\n",
       "      <td>50.00</td>\n",
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       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>91.00</td>\n",
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       "      <th>ebf2d44938694f691015401e8ce69ff868ecb3bb</th>\n",
       "      <td>http://www.bbc.co.uk/news/health-42736764</td>\n",
       "      <td>Cancer blood test ‘enormously exciting’</td>\n",
       "      <td>2018-01-19 00:28:05.929</td>\n",
       "      <td>2018-01-19 00:25:31.000</td>\n",
       "      <td>31304</td>\n",
       "      <td>79.54</td>\n",
       "      <td>2018-01-19T09:20:11.225Z</td>\n",
       "      <td>1653</td>\n",
       "      <td>24318</td>\n",
       "      <td>5333</td>\n",
       "      <td>...</td>\n",
       "      <td>45529689.00</td>\n",
       "      <td>2018-01-19T09:07:02.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>537.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848356f1267dee63b461fa50fe499575953ebba9</th>\n",
       "      <td>https://www.buzzfeed.com/maryanngeorgantopoulo...</td>\n",
       "      <td>Here Are Powerful Quotes From More Than 100 Yo...</td>\n",
       "      <td>2018-01-24 17:10:23.558</td>\n",
       "      <td>2018-01-24 17:07:26.000</td>\n",
       "      <td>50168</td>\n",
       "      <td>59.18</td>\n",
       "      <td>2018-01-24T18:34:15.709Z</td>\n",
       "      <td>3417</td>\n",
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       "      <td>...</td>\n",
       "      <td>2838754.00</td>\n",
       "      <td>2018-01-24T17:15:10.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>3410.00</td>\n",
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       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>90.00</td>\n",
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       "    <tr>\n",
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       "      <td>http://www.bbc.co.uk/news/world-us-canada-4258...</td>\n",
       "      <td>Trump and Republicans to plot 2018 plans in Ca...</td>\n",
       "      <td>2018-01-06 11:55:09.306</td>\n",
       "      <td>2018-01-06 11:52:24.000</td>\n",
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       "      <td>12.00</td>\n",
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       "      <td>http://www.cnn.com/2018/01/11/politics/immigra...</td>\n",
       "      <td>Trump decries 'people from shithole countries'...</td>\n",
       "      <td>2018-01-11 22:07:21.799</td>\n",
       "      <td>2018-01-11 22:03:10.000</td>\n",
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       "      <td>458.05</td>\n",
       "      <td>2018-01-12T01:18:14.256Z</td>\n",
       "      <td>102187</td>\n",
       "      <td>122190</td>\n",
       "      <td>20254</td>\n",
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       "      <td>2018-01-12T01:01:22.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>56.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8972d20a6774e5b2c625d0471b2c10e62adf7136</th>\n",
       "      <td>https://www.buzzfeed.com/delaneystrunk/logan-p...</td>\n",
       "      <td>People Are Calling For Logan Paul To Be Banned...</td>\n",
       "      <td>2018-01-02 09:09:49.158</td>\n",
       "      <td>2018-01-02 04:19:39.000</td>\n",
       "      <td>54646</td>\n",
       "      <td>76.06</td>\n",
       "      <td>2018-01-02T16:10:05.453Z</td>\n",
       "      <td>16626</td>\n",
       "      <td>34273</td>\n",
       "      <td>3747</td>\n",
       "      <td>...</td>\n",
       "      <td>2826086.00</td>\n",
       "      <td>2018-01-02T12:33:09.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>47.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6d17ce33359a0a32b86aeed9b48dab6b3352a18b</th>\n",
       "      <td>https://www.buzzfeed.com/michaelblackmon/kylie...</td>\n",
       "      <td>Kylie Jenner Just Gave Birth To A Baby Girl</td>\n",
       "      <td>2018-02-04 20:44:12.166</td>\n",
       "      <td>2018-01-12 21:40:07.000</td>\n",
       "      <td>71668</td>\n",
       "      <td>414.65</td>\n",
       "      <td>2018-02-04T21:27:11.843Z</td>\n",
       "      <td>12953</td>\n",
       "      <td>55680</td>\n",
       "      <td>3035</td>\n",
       "      <td>...</td>\n",
       "      <td>2899130.00</td>\n",
       "      <td>2018-02-04T21:02:53.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>52.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>00b6faac3688806beb622d7c1d02cf6d3522bfe3</th>\n",
       "      <td>https://www.cnn.com/2018/01/24/politics/muelle...</td>\n",
       "      <td>Robert Mueller: Bombshells takes probe to crit...</td>\n",
       "      <td>2018-01-24 06:10:10.962</td>\n",
       "      <td>2018-01-24 06:04:24.000</td>\n",
       "      <td>41852</td>\n",
       "      <td>102.31</td>\n",
       "      <td>2018-01-24T12:48:09.226Z</td>\n",
       "      <td>11790</td>\n",
       "      <td>24560</td>\n",
       "      <td>5502</td>\n",
       "      <td>...</td>\n",
       "      <td>29534935.00</td>\n",
       "      <td>2018-01-24T12:30:08.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>1356.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f</th>\n",
       "      <td>https://www.buzzfeed.com/buzzfeednews/womens-m...</td>\n",
       "      <td>Live Updates: Women Are Marching Around The Wo...</td>\n",
       "      <td>2018-01-20 11:19:18.412</td>\n",
       "      <td>2018-01-20 09:46:24.000</td>\n",
       "      <td>48669</td>\n",
       "      <td>275.43</td>\n",
       "      <td>2018-01-20T22:29:15.546Z</td>\n",
       "      <td>3039</td>\n",
       "      <td>43873</td>\n",
       "      <td>1757</td>\n",
       "      <td>...</td>\n",
       "      <td>2836672.00</td>\n",
       "      <td>2018-01-20T18:42:49.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>47.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39d81ac1e023ec82e9ad4bfce2655210d77510c2</th>\n",
       "      <td>https://www.buzzfeed.com/jasonleopold/newly-un...</td>\n",
       "      <td>Newly Uncovered Russian Payments Are A Focus O...</td>\n",
       "      <td>2018-01-17 14:49:41.390</td>\n",
       "      <td>2018-01-17 02:46:23.000</td>\n",
       "      <td>32816</td>\n",
       "      <td>90.50</td>\n",
       "      <td>2018-01-18T03:59:16.208Z</td>\n",
       "      <td>3943</td>\n",
       "      <td>23138</td>\n",
       "      <td>5735</td>\n",
       "      <td>...</td>\n",
       "      <td>2834077.00</td>\n",
       "      <td>2018-01-17T14:57:02.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2531.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97edc2871fb76d5a8f59dbc8e7be6269d238a3d6</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/trump-cam...</td>\n",
       "      <td>Trump Says U.S. 'Not Going To Look Foolish As ...</td>\n",
       "      <td>2018-01-06 20:19:10.834</td>\n",
       "      <td>2018-01-06 20:12:33.000</td>\n",
       "      <td>85751</td>\n",
       "      <td>156.57</td>\n",
       "      <td>2018-01-07T01:22:07.736Z</td>\n",
       "      <td>23443</td>\n",
       "      <td>57278</td>\n",
       "      <td>5030</td>\n",
       "      <td>...</td>\n",
       "      <td>9832747.00</td>\n",
       "      <td>2018-01-06T20:30:04.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>1020.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d5315965530fabd2333bd46a88c9b5275044df1d</th>\n",
       "      <td>https://www.buzzfeed.com/keelyflaherty/game-of...</td>\n",
       "      <td>Cancel 2018, \"Game Of Thrones\" Isn't Coming Ba...</td>\n",
       "      <td>2018-01-04 19:34:16.207</td>\n",
       "      <td>2018-01-04 19:23:19.000</td>\n",
       "      <td>76651</td>\n",
       "      <td>1321.58</td>\n",
       "      <td>2018-01-04T22:04:13.144Z</td>\n",
       "      <td>36484</td>\n",
       "      <td>36430</td>\n",
       "      <td>3737</td>\n",
       "      <td>...</td>\n",
       "      <td>2827447.00</td>\n",
       "      <td>2018-01-05T01:11:58.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>50.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ba515b11e5f0d45896160491c7c94bf45bbf148</th>\n",
       "      <td>https://www.buzzfeed.com/paulmcleod/shithole</td>\n",
       "      <td>Trump Complained That People From \"Shithole Co...</td>\n",
       "      <td>2018-01-11 22:19:39.664</td>\n",
       "      <td>2018-01-11 22:18:05.000</td>\n",
       "      <td>31425</td>\n",
       "      <td>121.99</td>\n",
       "      <td>2018-01-11T22:52:08.006Z</td>\n",
       "      <td>10213</td>\n",
       "      <td>19719</td>\n",
       "      <td>1493</td>\n",
       "      <td>...</td>\n",
       "      <td>2832149.00</td>\n",
       "      <td>2018-01-11T22:21:58.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>241.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dd992c75fb96d54aca0ba862cd4ea159790a3f10</th>\n",
       "      <td>http://www.cnn.com/2018/01/07/politics/donald-...</td>\n",
       "      <td>Bannon: 'I regret' delay in responding to book</td>\n",
       "      <td>2018-01-07 17:22:14.673</td>\n",
       "      <td>2018-01-07 17:16:19.000</td>\n",
       "      <td>41322</td>\n",
       "      <td>78.23</td>\n",
       "      <td>2018-01-08T12:56:06.616Z</td>\n",
       "      <td>8158</td>\n",
       "      <td>29504</td>\n",
       "      <td>3660</td>\n",
       "      <td>...</td>\n",
       "      <td>29400200.00</td>\n",
       "      <td>2018-01-07T17:56:30.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>311.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756c9e900e156eae2902ec087cf8135146181656</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-4265...</td>\n",
       "      <td>Trump 'in Oval Office foul-mouthed outburst ab...</td>\n",
       "      <td>2018-01-11 23:01:17.664</td>\n",
       "      <td>2018-01-11 22:59:29.000</td>\n",
       "      <td>51483</td>\n",
       "      <td>162.92</td>\n",
       "      <td>2018-01-12T02:33:16.046Z</td>\n",
       "      <td>17113</td>\n",
       "      <td>30336</td>\n",
       "      <td>4034</td>\n",
       "      <td>...</td>\n",
       "      <td>45448225.00</td>\n",
       "      <td>2018-01-12T02:14:19.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>72.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ce03d6fd535f50bc38a7fbef158ebe83d2af34bb</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/aziz-ansa...</td>\n",
       "      <td>On Aziz Ansari And Sex That Feels Violating Ev...</td>\n",
       "      <td>2018-01-16 19:49:10.416</td>\n",
       "      <td>2018-01-16 19:37:55.000</td>\n",
       "      <td>76796</td>\n",
       "      <td>48.56</td>\n",
       "      <td>2018-01-16T23:28:11.380Z</td>\n",
       "      <td>23482</td>\n",
       "      <td>45683</td>\n",
       "      <td>7631</td>\n",
       "      <td>...</td>\n",
       "      <td>9839670.00</td>\n",
       "      <td>2018-01-16T21:30:09.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>2126.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8fe599949b04acba25005bf768607532b04174e7</th>\n",
       "      <td>https://www.cnn.com/2018/01/28/entertainment/h...</td>\n",
       "      <td>Cher, Snoop, Hillary Clinton audition for 'Fir...</td>\n",
       "      <td>2018-01-29 03:37:15.642</td>\n",
       "      <td>2018-01-29 03:32:10.000</td>\n",
       "      <td>57567</td>\n",
       "      <td>320.40</td>\n",
       "      <td>2018-01-29T04:49:08.716Z</td>\n",
       "      <td>11307</td>\n",
       "      <td>42601</td>\n",
       "      <td>3659</td>\n",
       "      <td>...</td>\n",
       "      <td>29555404.00</td>\n",
       "      <td>2018-01-29T04:01:20.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>207.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d62d6fd2c668fc7327433dab7074e7fd5abf30cf</th>\n",
       "      <td>http://www.cnn.com/2018/01/16/us/california-tu...</td>\n",
       "      <td>California parents accused of torture after th...</td>\n",
       "      <td>2018-01-16 11:40:30.702</td>\n",
       "      <td>2018-01-16 11:34:47.000</td>\n",
       "      <td>32614</td>\n",
       "      <td>55.16</td>\n",
       "      <td>2018-01-16T13:04:11.080Z</td>\n",
       "      <td>10836</td>\n",
       "      <td>18654</td>\n",
       "      <td>3124</td>\n",
       "      <td>...</td>\n",
       "      <td>29463455.00</td>\n",
       "      <td>2018-01-16T12:30:14.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>759.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eba48f562cee9726b2fc6cf761bfc8f913013849</th>\n",
       "      <td>https://www.buzzfeed.com/juliareinstein/judge-...</td>\n",
       "      <td>People Are Praising The Judge Who Sentenced La...</td>\n",
       "      <td>2018-01-24 19:34:14.937</td>\n",
       "      <td>2018-01-24 19:05:41.000</td>\n",
       "      <td>36384</td>\n",
       "      <td>80.06</td>\n",
       "      <td>2018-01-25T14:11:11.473Z</td>\n",
       "      <td>1611</td>\n",
       "      <td>33116</td>\n",
       "      <td>1657</td>\n",
       "      <td>...</td>\n",
       "      <td>2838830.00</td>\n",
       "      <td>2018-01-24T20:13:48.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>60.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12d1078d1a64054ab19d4e6c9a20efcade7635ef</th>\n",
       "      <td>https://www.washingtonpost.com/sports/colleges...</td>\n",
       "      <td>Towns 30, Harvard tops Brown 86-77, unbeaten i...</td>\n",
       "      <td>2018-01-28 01:58:18.029</td>\n",
       "      <td>2018-01-28 01:45:11.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-01-28T10:16:06.337Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>179.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2d3c497bc72010912866aafeafe3669385e2d90a</th>\n",
       "      <td>https://www.washingtonpost.com/sports/colleges...</td>\n",
       "      <td>Clark, Evans lead No. 9 Cincinnati past Memphi...</td>\n",
       "      <td>2018-01-28 01:58:17.411</td>\n",
       "      <td>2018-01-28 01:44:23.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-01-28T08:14:06.365Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>354.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0ccfadcf8948ecfad361f40ef2a44f21934d00b6</th>\n",
       "      <td>http://www.dailymail.co.uk/sport/football/arti...</td>\n",
       "      <td>Chievo 0-2 Juventus: Khedira and Higuain punis...</td>\n",
       "      <td>2018-01-28 01:46:22.698</td>\n",
       "      <td>2018-01-28 01:43:54.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2018-01-28T01:58:06.441Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158</td>\n",
       "      <td>397.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c8ad968acb7a237b7006fc9e9d9df82260a0381e</th>\n",
       "      <td>https://www.washingtonpost.com/national/today-...</td>\n",
       "      <td>Today in History</td>\n",
       "      <td>2018-01-08 05:19:21.965</td>\n",
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       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6  Chievo 0-2 Juventus: Khedira and Higuain punis...   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e                                   Today in History   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed  British man, 21, \"critically injured\" after fa...   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda  Barham scores 24, Florida A&M beats Hampton 75-71   \n",
       "da946e19481606d8888cf11718085c0d607d4206  Walters leads Middle Tennessee past UTEP in 81...   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65     Hints From Heloise: The thief in the lunchroom   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51  Ask Amy: Abuse survivor can’t handle family qu...   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f      Miss Manners: Parsing the feminine honorifics   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f  Why Africa’s Top Oil Producer Is Low on Gasoli...   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa  Celebrity Big Brother fans complain as Shane J...   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9            FIFA 18 new patch fixes kick off glitch   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b      Newport striker Padraig Amond - One to Eleven   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95  William & Mary hangs on to beat UNC Wilmington...   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f  Wall has recurrence of knee pain, held out aga...   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b  Brodeur helps Penn hold off Saint Joseph’s 67-...   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c   Jennifer Hawkins cuddles up to husband Jake Wall   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be  Old Dominion beats Charlotte 88-66, wins 4th s...   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9  Daniel Farke eyes free shot at glory against C...   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae  Casimir has 20 points, Iona turns back Manhatt...   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa  FGCU closes with 8-0 run to beat Jacksonville ...   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532  Rapper Nelly, fan file competing versions of s...   \n",
       "327faa8adec736a7debe104db7d512c3233e884f     Anderson delivers late, Navy tops Lehigh 77-75   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057  We are already suffering the damaging effects ...   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7  Avalanche engulfs skiers after Japan volcano e...   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9  Louisiana Tech cruises in 89-66 win over South...   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e                    How to clean a child’s bedroom?   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c  Whitley lifts Norfolk State over Bethune-Cookm...   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b  Weekend derailment is latest black eye for DC ...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30 2018-01-18 23:22:22.097   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b 2018-01-03 14:28:22.755   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb 2018-01-12 18:13:09.758   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28 2018-01-13 18:49:25.317   \n",
       "031074c129960b10fef8e16248004635dec0c4bc 2018-01-08 14:24:28.728   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32 2018-01-26 23:24:14.272   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4 2018-01-30 18:43:57.665   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc 2018-01-11 00:22:17.301   \n",
       "325a9e972176c2e8346af4898db4b02db0533467 2018-01-28 10:43:09.711   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b 2018-01-15 17:53:14.623   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140 2018-01-16 21:13:29.763   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc 2018-01-03 01:25:16.734   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb 2018-01-19 00:28:05.929   \n",
       "848356f1267dee63b461fa50fe499575953ebba9 2018-01-24 17:10:23.558   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52 2018-01-06 11:55:09.306   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990 2018-01-11 22:07:21.799   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136 2018-01-02 09:09:49.158   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b 2018-02-04 20:44:12.166   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3 2018-01-24 06:10:10.962   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f 2018-01-20 11:19:18.412   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2 2018-01-17 14:49:41.390   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6 2018-01-06 20:19:10.834   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d 2018-01-04 19:34:16.207   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148 2018-01-11 22:19:39.664   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10 2018-01-07 17:22:14.673   \n",
       "756c9e900e156eae2902ec087cf8135146181656 2018-01-11 23:01:17.664   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb 2018-01-16 19:49:10.416   \n",
       "8fe599949b04acba25005bf768607532b04174e7 2018-01-29 03:37:15.642   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf 2018-01-16 11:40:30.702   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849 2018-01-24 19:34:14.937   \n",
       "...                                                          ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef 2018-01-28 01:58:18.029   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a 2018-01-28 01:58:17.411   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6 2018-01-28 01:46:22.698   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e 2018-01-08 05:19:21.965   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed 2018-01-16 06:59:32.175   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda 2018-01-28 02:16:22.229   \n",
       "da946e19481606d8888cf11718085c0d607d4206 2018-01-28 02:37:12.663   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65 2018-01-08 05:07:13.477   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51 2018-01-08 05:07:13.567   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f 2018-01-08 05:07:15.628   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f 2018-01-08 12:31:22.321   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa 2018-01-16 06:58:54.111   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9 2018-01-23 15:19:30.946   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b 2018-01-14 22:37:17.965   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95 2018-01-28 02:37:10.362   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f 2018-01-28 02:37:10.425   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b 2018-01-28 02:37:11.811   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c 2018-01-28 02:28:17.464   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be 2018-01-28 02:16:19.338   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9 2018-01-14 22:37:21.897   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae 2018-01-28 02:31:06.992   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa 2018-01-28 02:31:07.067   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532 2018-01-28 02:28:14.924   \n",
       "327faa8adec736a7debe104db7d512c3233e884f 2018-01-28 02:25:04.583   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057 2018-01-08 05:04:28.615   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7 2018-01-23 15:31:16.693   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9 2018-01-28 02:16:15.187   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e 2018-01-14 22:46:20.704   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c 2018-01-28 02:16:15.146   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b 2018-01-16 22:16:18.353   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30 2018-01-18 23:19:53.000   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b 2018-01-03 14:23:20.000   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb 2018-01-12 17:41:10.000   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28 2018-01-13 18:47:27.000   \n",
       "031074c129960b10fef8e16248004635dec0c4bc 2018-01-08 13:43:13.000   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32 2018-01-26 23:17:14.000   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4 2018-01-30 18:29:47.000   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc 2018-01-11 00:17:37.000   \n",
       "325a9e972176c2e8346af4898db4b02db0533467 2018-01-28 10:40:44.000   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b 2018-01-15 17:41:31.000   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140 2018-01-16 21:07:58.000   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc 2018-01-03 01:22:43.000   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb 2018-01-19 00:25:31.000   \n",
       "848356f1267dee63b461fa50fe499575953ebba9 2018-01-24 17:07:26.000   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52 2018-01-06 11:52:24.000   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990 2018-01-11 22:03:10.000   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136 2018-01-02 04:19:39.000   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b 2018-01-12 21:40:07.000   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3 2018-01-24 06:04:24.000   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f 2018-01-20 09:46:24.000   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2 2018-01-17 02:46:23.000   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6 2018-01-06 20:12:33.000   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d 2018-01-04 19:23:19.000   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148 2018-01-11 22:18:05.000   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10 2018-01-07 17:16:19.000   \n",
       "756c9e900e156eae2902ec087cf8135146181656 2018-01-11 22:59:29.000   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb 2018-01-16 19:37:55.000   \n",
       "8fe599949b04acba25005bf768607532b04174e7 2018-01-29 03:32:10.000   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf 2018-01-16 11:34:47.000   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849 2018-01-24 19:05:41.000   \n",
       "...                                                          ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef 2018-01-28 01:45:11.000   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a 2018-01-28 01:44:23.000   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6 2018-01-28 01:43:54.000   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e 2018-01-08 05:04:28.000   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed 2018-01-14 22:34:15.000   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda 2018-01-28 02:05:13.000   \n",
       "da946e19481606d8888cf11718085c0d607d4206 2018-01-28 02:27:09.000   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65 2018-01-08 05:00:00.000   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51 2018-01-08 05:00:00.000   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f 2018-01-08 05:00:00.000   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f 2018-01-08 05:00:04.000   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa 2018-01-14 22:37:16.000   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9 2018-01-23 15:17:24.000   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b 2018-01-14 22:35:28.000   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95 2018-01-28 02:29:28.000   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f 2018-01-28 02:28:30.000   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b 2018-01-28 02:28:12.000   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c 2018-01-28 02:25:12.000   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be 2018-01-28 02:06:10.000   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9 2018-01-14 22:35:11.000   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae 2018-01-28 02:20:22.000   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa 2018-01-28 02:20:15.000   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532 2018-01-28 02:18:22.000   \n",
       "327faa8adec736a7debe104db7d512c3233e884f 2018-01-28 02:17:15.000   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057 2018-01-08 05:00:55.000   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7 2018-01-23 15:18:51.000   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9 2018-01-28 02:10:13.000   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e 2018-01-14 22:35:00.803   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c 2018-01-28 02:06:16.000   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b 2018-01-16 22:09:27.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30           82049   \n",
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       "836e90a16e36d69e3bae8639d593540609a492bb           87223   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28          127664   \n",
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       "00b6faac3688806beb622d7c1d02cf6d3522bfe3           41852   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f           48669   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2           32816   \n",
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       "1ba515b11e5f0d45896160491c7c94bf45bbf148           31425   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10           41322   \n",
       "756c9e900e156eae2902ec087cf8135146181656           51483   \n",
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       "...                                                  ...   \n",
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       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b               1   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95               0   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f               0   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b               0   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c               0   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be               0   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9               1   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae               0   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa               0   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532               0   \n",
       "327faa8adec736a7debe104db7d512c3233e884f               0   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057               1   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7               0   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9               0   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e               0   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c               0   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b               0   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30                      143.27   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b                      239.51   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb                       90.60   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28                      423.06   \n",
       "031074c129960b10fef8e16248004635dec0c4bc                      488.99   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32                       48.89   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4                      241.28   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc                      277.34   \n",
       "325a9e972176c2e8346af4898db4b02db0533467                      691.93   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b                      515.74   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140                      291.65   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc                      409.64   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb                       79.54   \n",
       "848356f1267dee63b461fa50fe499575953ebba9                       59.18   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52                      106.85   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990                      458.05   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136                       76.06   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b                      414.65   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3                      102.31   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f                      275.43   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2                       90.50   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6                      156.57   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d                     1321.58   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148                      121.99   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10                       78.23   \n",
       "756c9e900e156eae2902ec087cf8135146181656                      162.92   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb                       48.56   \n",
       "8fe599949b04acba25005bf768607532b04174e7                      320.40   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf                       55.16   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849                       80.06   \n",
       "...                                                              ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef                        0.00   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a                        0.00   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6                        0.09   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e                        0.00   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed                        0.00   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda                        0.00   \n",
       "da946e19481606d8888cf11718085c0d607d4206                        0.00   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65                        0.00   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51                        0.00   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f                        0.02   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f                        0.02   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa                        0.00   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9                        0.00   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b                        0.02   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95                        0.00   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f                        0.00   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b                        0.00   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c                        0.00   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be                        0.00   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9                        0.02   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae                        0.00   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa                        0.00   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532                        0.00   \n",
       "327faa8adec736a7debe104db7d512c3233e884f                        0.00   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057                        0.02   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7                        0.00   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9                        0.00   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e                        0.00   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c                        0.00   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b                        0.00   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30        2018-01-19T02:15:17.846Z   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b        2018-01-03T16:14:12.826Z   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb        2018-01-13T03:48:08.456Z   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28        2018-01-13T20:14:11.190Z   \n",
       "031074c129960b10fef8e16248004635dec0c4bc        2018-01-08T16:56:07.305Z   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32        2018-01-27T18:41:10.932Z   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4        2018-01-30T19:06:07.944Z   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc        2018-01-11T22:04:14.039Z   \n",
       "325a9e972176c2e8346af4898db4b02db0533467        2018-01-28T14:04:13.609Z   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b        2018-01-15T18:15:09.484Z   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140        2018-01-16T22:48:10.235Z   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc        2018-01-03T02:09:08.916Z   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb        2018-01-19T09:20:11.225Z   \n",
       "848356f1267dee63b461fa50fe499575953ebba9        2018-01-24T18:34:15.709Z   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52        2018-01-06T17:11:14.528Z   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990        2018-01-12T01:18:14.256Z   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136        2018-01-02T16:10:05.453Z   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b        2018-02-04T21:27:11.843Z   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3        2018-01-24T12:48:09.226Z   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f        2018-01-20T22:29:15.546Z   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2        2018-01-18T03:59:16.208Z   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6        2018-01-07T01:22:07.736Z   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d        2018-01-04T22:04:13.144Z   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148        2018-01-11T22:52:08.006Z   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10        2018-01-08T12:56:06.616Z   \n",
       "756c9e900e156eae2902ec087cf8135146181656        2018-01-12T02:33:16.046Z   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb        2018-01-16T23:28:11.380Z   \n",
       "8fe599949b04acba25005bf768607532b04174e7        2018-01-29T04:49:08.716Z   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf        2018-01-16T13:04:11.080Z   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849        2018-01-25T14:11:11.473Z   \n",
       "...                                                                  ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef        2018-01-28T10:16:06.337Z   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a        2018-01-28T08:14:06.365Z   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6        2018-01-28T01:58:06.441Z   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e        2018-01-08T05:31:06.306Z   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed        2018-01-16T07:11:07.434Z   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda        2018-01-28T08:33:16.510Z   \n",
       "da946e19481606d8888cf11718085c0d607d4206        2018-01-28T08:52:07.587Z   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65        2018-01-08T06:19:06.445Z   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51        2018-01-08T06:19:06.448Z   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f        2018-01-08T07:19:10.971Z   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f        2018-01-08T13:44:05.462Z   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa        2018-01-16T07:10:13.467Z   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9        2018-01-24T01:39:22.348Z   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b        2018-01-14T23:49:15.377Z   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95        2018-01-28T08:52:07.535Z   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f        2018-01-28T08:52:07.555Z   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b        2018-01-28T08:52:07.572Z   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c        2018-01-28T08:44:04.294Z   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be        2018-01-28T08:33:16.494Z   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9        2018-01-14T23:49:15.398Z   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae        2018-01-28T08:46:05.113Z   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa        2018-01-28T08:46:05.132Z   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532        2018-01-28T08:44:04.276Z   \n",
       "327faa8adec736a7debe104db7d512c3233e884f        2018-01-28T08:40:03.187Z   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057        2018-01-08T06:17:04.843Z   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7        2018-01-24T02:52:12.755Z   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9        2018-01-28T08:33:16.490Z   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e        2018-01-14T23:59:09.146Z   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c        2018-01-28T08:33:16.477Z   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b        2018-01-17T00:29:15.035Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30        21737         44033   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b        30056         40458   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb         3014         79490   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28        46730         64532   \n",
       "031074c129960b10fef8e16248004635dec0c4bc       118451        136331   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32        12582         46117   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4        29088         36326   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc         9702         50765   \n",
       "325a9e972176c2e8346af4898db4b02db0533467         6628         33679   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b         9310         45640   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140        15537         60149   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc        34543         45550   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb         1653         24318   \n",
       "848356f1267dee63b461fa50fe499575953ebba9         3417         39932   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52         7174         15981   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990       102187        122190   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136        16626         34273   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b        12953         55680   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3        11790         24560   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f         3039         43873   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2         3943         23138   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6        23443         57278   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d        36484         36430   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148        10213         19719   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10         8158         29504   \n",
       "756c9e900e156eae2902ec087cf8135146181656        17113         30336   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb        23482         45683   \n",
       "8fe599949b04acba25005bf768607532b04174e7        11307         42601   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf        10836         18654   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849         1611         33116   \n",
       "...                                               ...           ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef            0             0   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a            0             0   \n",
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       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b            0             0   \n",
       "\n",
       "                                          fb_shares       ...         \\\n",
       "id                                                        ...          \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30      16279       ...          \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b      11942       ...          \n",
       "836e90a16e36d69e3bae8639d593540609a492bb       4719       ...          \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28      16402       ...          \n",
       "031074c129960b10fef8e16248004635dec0c4bc      15638       ...          \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32       7416       ...          \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4       6581       ...          \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc       2484       ...          \n",
       "325a9e972176c2e8346af4898db4b02db0533467       5814       ...          \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b       5828       ...          \n",
       "3686ef425ec9504f3a69ca163125389e54f01140       6676       ...          \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc       9574       ...          \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb       5333       ...          \n",
       "848356f1267dee63b461fa50fe499575953ebba9       6819       ...          \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52       3132       ...          \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990      20254       ...          \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136       3747       ...          \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b       3035       ...          \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3       5502       ...          \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f       1757       ...          \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2       5735       ...          \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6       5030       ...          \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d       3737       ...          \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148       1493       ...          \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10       3660       ...          \n",
       "756c9e900e156eae2902ec087cf8135146181656       4034       ...          \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb       7631       ...          \n",
       "8fe599949b04acba25005bf768607532b04174e7       3659       ...          \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf       3124       ...          \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849       1657       ...          \n",
       "...                                             ...       ...          \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef          0       ...          \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a          0       ...          \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6          1       ...          \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e          0       ...          \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed          0       ...          \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda          0       ...          \n",
       "da946e19481606d8888cf11718085c0d607d4206          0       ...          \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65          0       ...          \n",
       "3ac84db6e700bc67b50546171c9041257be08e51          0       ...          \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f          1       ...          \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f          1       ...          \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa          0       ...          \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9          0       ...          \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b          1       ...          \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95          0       ...          \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f          0       ...          \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b          0       ...          \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c          0       ...          \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be          0       ...          \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9          1       ...          \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae          0       ...          \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa          0       ...          \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532          0       ...          \n",
       "327faa8adec736a7debe104db7d512c3233e884f          0       ...          \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057          1       ...          \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7          0       ...          \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9          0       ...          \n",
       "aca036363a230a24ee00a0e64c57e963b841991e          0       ...          \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c          0       ...          \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b          0       ...          \n",
       "\n",
       "                                         fb_brand_page_likes  \\\n",
       "id                                                             \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30         29503636.00   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b         29378732.00   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb          2832832.00   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28         29450153.00   \n",
       "031074c129960b10fef8e16248004635dec0c4bc         29403330.00   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32          2840906.00   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4          2872459.00   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc          2831171.00   \n",
       "325a9e972176c2e8346af4898db4b02db0533467         45634425.00   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b          2833812.00   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140         29471640.00   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc         29377421.00   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb         45529689.00   \n",
       "848356f1267dee63b461fa50fe499575953ebba9          2838754.00   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52         45396536.00   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990         29421925.00   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136          2826086.00   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b          2899130.00   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3         29534935.00   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f          2836672.00   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2          2834077.00   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6          9832747.00   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d          2827447.00   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148          2832149.00   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10         29400200.00   \n",
       "756c9e900e156eae2902ec087cf8135146181656         45448225.00   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb          9839670.00   \n",
       "8fe599949b04acba25005bf768607532b04174e7         29555404.00   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf         29463455.00   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849          2838830.00   \n",
       "...                                                      ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef                 nan   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a                 nan   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6                 nan   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e                 nan   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed                 nan   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda                 nan   \n",
       "da946e19481606d8888cf11718085c0d607d4206                 nan   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65                 nan   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51                 nan   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f                 nan   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f                 nan   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa                 nan   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9                 nan   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b                 nan   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95                 nan   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f                 nan   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b                 nan   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c                 nan   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be                 nan   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9                 nan   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae                 nan   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa                 nan   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532                 nan   \n",
       "327faa8adec736a7debe104db7d512c3233e884f                 nan   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057                 nan   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7                 nan   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9                 nan   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e                 nan   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c                 nan   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b                 nan   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30  2018-01-19T02:00:26.000Z   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b  2018-01-03T14:39:05.000Z   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb  2018-01-12T21:23:51.000Z   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28  2018-01-13T19:00:05.000Z   \n",
       "031074c129960b10fef8e16248004635dec0c4bc  2018-01-08T14:30:12.000Z   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32  2018-01-27T03:31:24.000Z   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4  2018-01-30T18:42:41.000Z   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc  2018-01-11T01:15:22.000Z   \n",
       "325a9e972176c2e8346af4898db4b02db0533467  2018-01-28T11:14:27.000Z   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b  2018-01-15T17:51:08.000Z   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140  2018-01-16T22:30:23.000Z   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc  2018-01-03T01:31:55.000Z   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb  2018-01-19T09:07:02.000Z   \n",
       "848356f1267dee63b461fa50fe499575953ebba9  2018-01-24T17:15:10.000Z   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52  2018-01-06T17:02:47.000Z   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990  2018-01-12T01:01:22.000Z   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136  2018-01-02T12:33:09.000Z   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b  2018-02-04T21:02:53.000Z   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3  2018-01-24T12:30:08.000Z   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f  2018-01-20T18:42:49.000Z   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2  2018-01-17T14:57:02.000Z   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6  2018-01-06T20:30:04.000Z   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d  2018-01-05T01:11:58.000Z   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148  2018-01-11T22:21:58.000Z   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10  2018-01-07T17:56:30.000Z   \n",
       "756c9e900e156eae2902ec087cf8135146181656  2018-01-12T02:14:19.000Z   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb  2018-01-16T21:30:09.000Z   \n",
       "8fe599949b04acba25005bf768607532b04174e7  2018-01-29T04:01:20.000Z   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf  2018-01-16T12:30:14.000Z   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849  2018-01-24T20:13:48.000Z   \n",
       "...                                                            ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef                       NaN   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a                       NaN   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6                       NaN   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e                       NaN   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed                       NaN   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda                       NaN   \n",
       "da946e19481606d8888cf11718085c0d607d4206                       NaN   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65                       NaN   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51                       NaN   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f                       NaN   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f                       NaN   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa                       NaN   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9                       NaN   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b                       NaN   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95                       NaN   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f                       NaN   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b                       NaN   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c                       NaN   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be                       NaN   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9                       NaN   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae                       NaN   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa                       NaN   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532                       NaN   \n",
       "327faa8adec736a7debe104db7d512c3233e884f                       NaN   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057                       NaN   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7                       NaN   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9                       NaN   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e                       NaN   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c                       NaN   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b                       NaN   \n",
       "\n",
       "                                          alexa_rank  word_count  \\\n",
       "id                                                                 \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30         105     1895.00   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b         105      213.00   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb         147      394.00   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28         105      151.00   \n",
       "031074c129960b10fef8e16248004635dec0c4bc         105         nan   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32         147      506.00   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4         147      340.00   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc         147      435.00   \n",
       "325a9e972176c2e8346af4898db4b02db0533467          96       63.00   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b         147       15.00   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140         105      224.00   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc         105      168.00   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb          96      537.00   \n",
       "848356f1267dee63b461fa50fe499575953ebba9         147     3410.00   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52          96      600.00   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990         105       56.00   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136         147         nan   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b         147       52.00   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3         105     1356.00   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f         147         nan   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2         147     2531.00   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6         215     1020.00   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d         147         nan   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148         147      241.00   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10         105      311.00   \n",
       "756c9e900e156eae2902ec087cf8135146181656          96       72.00   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb         215     2126.00   \n",
       "8fe599949b04acba25005bf768607532b04174e7         105      207.00   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf         105      759.00   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849         147       60.00   \n",
       "...                                              ...         ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef         191      179.00   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a         191      354.00   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6         158      397.00   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e         191      805.00   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed         706      149.00   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda         191      194.00   \n",
       "da946e19481606d8888cf11718085c0d607d4206         191      172.00   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65         191      537.00   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51         191      778.00   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f         191      533.00   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f         191      694.00   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa         706      259.00   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9         158      309.00   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b         158      466.00   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95         191      169.00   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f         191      238.00   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b         191      174.00   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c         158      558.00   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be         191      176.00   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9         158      638.00   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae         191      179.00   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa         191      163.00   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532         191      603.00   \n",
       "327faa8adec736a7debe104db7d512c3233e884f         191      216.00   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057        1596         nan   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7         191         nan   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9         191      153.00   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e         215      843.00   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c         191      183.00   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b         191      859.00   \n",
       "\n",
       "                                          response_score  lead_score  \\\n",
       "id                                                                     \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30           50.00       20.00   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b           50.00       20.00   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb           50.00       19.00   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28           50.00       20.00   \n",
       "031074c129960b10fef8e16248004635dec0c4bc           50.00       20.00   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32           49.00       19.00   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4           49.00       19.00   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc           48.00       19.00   \n",
       "325a9e972176c2e8346af4898db4b02db0533467           46.00       20.00   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b           48.00       19.00   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140           50.00       20.00   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc           50.00       20.00   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb           44.00       20.00   \n",
       "848356f1267dee63b461fa50fe499575953ebba9           47.00       19.00   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52           43.00       20.00   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990           50.00       20.00   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136           47.00       19.00   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b           49.00       19.00   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3           46.00       20.00   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f           47.00       19.00   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2           44.00       19.00   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6           50.00       17.00   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d           50.00       19.00   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148           44.00       19.00   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10           46.00       20.00   \n",
       "756c9e900e156eae2902ec087cf8135146181656           47.00       20.00   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb           50.00       17.00   \n",
       "8fe599949b04acba25005bf768607532b04174e7           48.00       20.00   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf           44.00       20.00   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849           45.00       19.00   \n",
       "...                                                  ...         ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef            0.00        0.00   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a            0.00        0.00   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6            0.00        0.00   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e            0.00        0.00   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed            0.00        0.00   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda            0.00        0.00   \n",
       "da946e19481606d8888cf11718085c0d607d4206            0.00        0.00   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65            0.00        0.00   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51            0.00        0.00   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f            0.00        0.00   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f            0.00        0.00   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa            0.00        0.00   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9            0.00        0.00   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b            0.00        0.00   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95            0.00        0.00   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f            0.00        0.00   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b            0.00        0.00   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c            0.00        0.00   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be            0.00        0.00   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9            0.00        0.00   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae            0.00        0.00   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa            0.00        0.00   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532            0.00        0.00   \n",
       "327faa8adec736a7debe104db7d512c3233e884f            0.00        0.00   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057            0.00        0.00   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7            0.00        0.00   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9            0.00        0.00   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e            0.00        0.00   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c            0.00        0.00   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b            0.00        0.00   \n",
       "\n",
       "                                          front_score  \\\n",
       "id                                                      \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30         9.00   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b         9.00   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb        13.00   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28         8.00   \n",
       "031074c129960b10fef8e16248004635dec0c4bc         8.00   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32        13.00   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4        13.00   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc        14.00   \n",
       "325a9e972176c2e8346af4898db4b02db0533467        10.00   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b        13.00   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140         6.00   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc         6.00   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb        11.00   \n",
       "848356f1267dee63b461fa50fe499575953ebba9        13.00   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52        12.00   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990         5.00   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136        13.00   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b        11.00   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3         9.00   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f        12.00   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2        15.00   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6         9.00   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d         9.00   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148        15.00   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10         8.00   \n",
       "756c9e900e156eae2902ec087cf8135146181656         7.00   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb         9.00   \n",
       "8fe599949b04acba25005bf768607532b04174e7         5.00   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf         9.00   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849        13.00   \n",
       "...                                               ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef         0.00   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a         0.00   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6         0.00   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e         0.00   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed         0.00   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda         0.00   \n",
       "da946e19481606d8888cf11718085c0d607d4206         0.00   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65         0.00   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51         0.00   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f         0.00   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f         0.00   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa         0.00   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9         0.00   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b         0.00   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95         0.00   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f         0.00   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b         0.00   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c         0.00   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be         0.00   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9         0.00   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae         0.00   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa         0.00   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532         0.00   \n",
       "327faa8adec736a7debe104db7d512c3233e884f         0.00   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057         0.00   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7         0.00   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9         0.00   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e         0.00   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c         0.00   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b         0.00   \n",
       "\n",
       "                                         facebook_promotion_score  \\\n",
       "id                                                                  \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30                    15.00   \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b                    15.00   \n",
       "836e90a16e36d69e3bae8639d593540609a492bb                    11.00   \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28                    15.00   \n",
       "031074c129960b10fef8e16248004635dec0c4bc                    15.00   \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32                    11.00   \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4                    11.00   \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc                    11.00   \n",
       "325a9e972176c2e8346af4898db4b02db0533467                    15.00   \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b                    11.00   \n",
       "3686ef425ec9504f3a69ca163125389e54f01140                    15.00   \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc                    15.00   \n",
       "ebf2d44938694f691015401e8ce69ff868ecb3bb                    15.00   \n",
       "848356f1267dee63b461fa50fe499575953ebba9                    11.00   \n",
       "72c2fa696ffd709cc532fda038a40ef15a188a52                    15.00   \n",
       "aedb3f16b21bae6a49c98785f50a5a16f636a990                    15.00   \n",
       "8972d20a6774e5b2c625d0471b2c10e62adf7136                    11.00   \n",
       "6d17ce33359a0a32b86aeed9b48dab6b3352a18b                    11.00   \n",
       "00b6faac3688806beb622d7c1d02cf6d3522bfe3                    15.00   \n",
       "13de1765a9c9cf6c5c809840fa8d71a0aefe5a4f                    11.00   \n",
       "39d81ac1e023ec82e9ad4bfce2655210d77510c2                    11.00   \n",
       "97edc2871fb76d5a8f59dbc8e7be6269d238a3d6                    13.00   \n",
       "d5315965530fabd2333bd46a88c9b5275044df1d                    11.00   \n",
       "1ba515b11e5f0d45896160491c7c94bf45bbf148                    11.00   \n",
       "dd992c75fb96d54aca0ba862cd4ea159790a3f10                    15.00   \n",
       "756c9e900e156eae2902ec087cf8135146181656                    15.00   \n",
       "ce03d6fd535f50bc38a7fbef158ebe83d2af34bb                    13.00   \n",
       "8fe599949b04acba25005bf768607532b04174e7                    15.00   \n",
       "d62d6fd2c668fc7327433dab7074e7fd5abf30cf                    15.00   \n",
       "eba48f562cee9726b2fc6cf761bfc8f913013849                    11.00   \n",
       "...                                                           ...   \n",
       "12d1078d1a64054ab19d4e6c9a20efcade7635ef                     0.00   \n",
       "2d3c497bc72010912866aafeafe3669385e2d90a                     0.00   \n",
       "0ccfadcf8948ecfad361f40ef2a44f21934d00b6                     0.00   \n",
       "c8ad968acb7a237b7006fc9e9d9df82260a0381e                     0.00   \n",
       "995650c539d34d66087dcca1ea8028ee49dec9ed                     0.00   \n",
       "aab3bd1d10aeffcbe9d5698a3aef7294d8752dda                     0.00   \n",
       "da946e19481606d8888cf11718085c0d607d4206                     0.00   \n",
       "555fedb56d18686a19dcc56cca6d1cbf22388e65                     0.00   \n",
       "3ac84db6e700bc67b50546171c9041257be08e51                     0.00   \n",
       "32d66b7075a085a130bbb206bb9a2ce95ed2e86f                     0.00   \n",
       "10c192fcc6f47a813527cadf281785cd55a0434f                     0.00   \n",
       "7b71ec5d35fd22ef408e862e224059312c9a32fa                     0.00   \n",
       "27c068a05917d13ab5cd1d6180c142b710d2e3c9                     0.00   \n",
       "4b29cf2d2bca67071dd4a5dbb76612aa23332a8b                     0.00   \n",
       "c4d5ad119e86b0ed065496eb5e111bab03276d95                     0.00   \n",
       "c4abfd5f6cc6a25a9f43a52ddf611f044af0d69f                     0.00   \n",
       "25b1599e5e93f4373ef3acbebb3b0e58cdbd514b                     0.00   \n",
       "e8232dbc2cf75aa01ae8cf315a6acda16eda177c                     0.00   \n",
       "f5e709aa5794d90ea0e4d01b866abc441e68d1be                     0.00   \n",
       "b7a120b7f2681899aa1d43d9f3f2a140a4ba47e9                     0.00   \n",
       "51014e4fb3e49c23b3b3a12496675e00eba9dfae                     0.00   \n",
       "ffbfcdd8dc5c84acd9c50fcdd189acdb65a0fcaa                     0.00   \n",
       "16d0a3ec7ed8c13d5aa82566cb9b817b61d04532                     0.00   \n",
       "327faa8adec736a7debe104db7d512c3233e884f                     0.00   \n",
       "2ef956f187a178dcd6b1817a1e56010f8628a057                     0.00   \n",
       "f4c3da59ef44df98bec31fc15abdb3973b169ca7                     0.00   \n",
       "9c92d18449aff15dfdc7c655d06f5148161428b9                     0.00   \n",
       "aca036363a230a24ee00a0e64c57e963b841991e                     0.00   \n",
       "4f3f840a6b6dcb799c688c2fc1b851d1b12c2b4c                     0.00   \n",
       "a20d1203cc1ce26ace6dff72dc271ea8346cd27b                     0.00   \n",
       "\n",
       "                                          promotion_score  attention_index  \n",
       "id                                                                          \n",
       "d3e36a9aec548acb3aa6e52fb2960b896ed2bb30            44.00            94.00  \n",
       "46dbfbb92005da970c527bb3252280bb9a80a59b            44.00            94.00  \n",
       "836e90a16e36d69e3bae8639d593540609a492bb            43.00            93.00  \n",
       "0c2106548a33f2a7484f41b2837ea474f3f3ba28            43.00            93.00  \n",
       "031074c129960b10fef8e16248004635dec0c4bc            43.00            93.00  \n",
       "5449f01e35cad5f97ef4c67fc9e7426f1c3a9c32            43.00            92.00  \n",
       "b9d5a53dc38085bebff40395f900b84bfa4ee6e4            43.00            92.00  \n",
       "a89037c0b486187e70b6f78bcf6a1b107f90a5fc            44.00            92.00  \n",
       "325a9e972176c2e8346af4898db4b02db0533467            45.00            91.00  \n",
       "bf757059d2ede473ff44491ea8936e6fee6bec7b            43.00            91.00  \n",
       "3686ef425ec9504f3a69ca163125389e54f01140            41.00            91.00  \n",
       "12f0856aa2335764f662826ce5b06f426994c0bc            41.00            91.00  \n",
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       "\n",
       "[153117 rows x 26 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# and lets see the articles with the biggest attention index\n",
    "data.sort_values(\"attention_index\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data[\"score_diff\"] = data.promotion_score - data.response_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>93ca7c4fe189518498d77c800ebeae14a093aef2</th>\n",
       "      <td>https://www.buzzfeed.com/paulmcleod/the-house-...</td>\n",
       "      <td>The House Just Voted To Keep The Government Op...</td>\n",
       "      <td>2018-01-19 00:40:22.163</td>\n",
       "      <td>2018-01-19 00:39:03</td>\n",
       "      <td>62</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-01-19T02:54:07.176Z</td>\n",
       "      <td>11</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-20T05:08:03.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>574.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>37.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652d2f4057c2019354903a162b55b5ae1e1b4203</th>\n",
       "      <td>https://www.buzzfeed.com/melissasegura/will-ch...</td>\n",
       "      <td>Will Chicago Prosecutors Let Guevara’s Defenda...</td>\n",
       "      <td>2018-01-22 14:04:24.260</td>\n",
       "      <td>2018-01-19 22:38:05</td>\n",
       "      <td>3</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2018-01-22T14:16:06.968Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-22T14:22:51.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>5466.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>37.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8eb8e48cfacb1432585819e4836b6ea7134ef312</th>\n",
       "      <td>https://www.buzzfeed.com/zahrahirji/superfund-...</td>\n",
       "      <td>A Government Watchdog Is Investigating Whether...</td>\n",
       "      <td>2018-01-05 15:29:12.897</td>\n",
       "      <td>2018-01-05 15:10:35</td>\n",
       "      <td>46</td>\n",
       "      <td>0.17</td>\n",
       "      <td>2018-01-05T19:43:10.925Z</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-05T18:44:36.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>355.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98726f5b62c51f14804408a84d7540072418ceff</th>\n",
       "      <td>https://www.buzzfeed.com/leticiamiranda/two-ti...</td>\n",
       "      <td>Two Tinder Security Flaws Mean Strangers Can S...</td>\n",
       "      <td>2018-01-23 23:13:26.707</td>\n",
       "      <td>2018-01-23 19:18:23</td>\n",
       "      <td>32</td>\n",
       "      <td>0.32</td>\n",
       "      <td>2018-01-24T03:28:21.263Z</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-24T02:32:09.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>516.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c247bc552abec2dc3b5843661d0eecc380311ba0</th>\n",
       "      <td>https://www.theguardian.com/us-news/2018/jan/1...</td>\n",
       "      <td>'Unkind, divisive, elitist': international out...</td>\n",
       "      <td>2018-01-12 04:01:12.095</td>\n",
       "      <td>2018-01-12 03:58:54</td>\n",
       "      <td>5</td>\n",
       "      <td>37.60</td>\n",
       "      <td>2018-01-12T14:57:03.228Z</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-12T14:40:00.000Z</td>\n",
       "      <td>142</td>\n",
       "      <td>688.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>36.00</td>\n",
       "      <td>37.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fdf1427a0e1cde9a0c5c156df566ae6eaed9d658</th>\n",
       "      <td>https://www.buzzfeed.com/lissandravilla/house-...</td>\n",
       "      <td>The House Just Released A Bill To Overhaul The...</td>\n",
       "      <td>2018-01-18 18:37:19.473</td>\n",
       "      <td>2018-01-18 17:05:56</td>\n",
       "      <td>57</td>\n",
       "      <td>0.49</td>\n",
       "      <td>2018-01-18T18:48:22.993Z</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-18T19:02:41.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>552.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6d936b4b490c7dd59d30e8576320d2f00e811ff7</th>\n",
       "      <td>https://www.buzzfeed.com/emmaloop/house-invest...</td>\n",
       "      <td>House Investigators Vow To Get Answers Out Of ...</td>\n",
       "      <td>2018-01-17 22:01:21.002</td>\n",
       "      <td>2018-01-17 21:58:15</td>\n",
       "      <td>95</td>\n",
       "      <td>0.61</td>\n",
       "      <td>2018-01-18T01:15:10.445Z</td>\n",
       "      <td>13</td>\n",
       "      <td>68</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-18T00:07:52.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>806.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f5f921383c99bf3d1428e6a181d2101c494f4ebc</th>\n",
       "      <td>https://www.buzzfeed.com/krystieyandoli/bryan-...</td>\n",
       "      <td>Bryan Singer Leaves FX's \"Legion\" As He Faces ...</td>\n",
       "      <td>2018-01-05 22:54:12.914</td>\n",
       "      <td>2018-01-05 22:29:15</td>\n",
       "      <td>108</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2018-01-06T05:08:12.670Z</td>\n",
       "      <td>27</td>\n",
       "      <td>53</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-06T03:42:34.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>272.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7ed734430d65005ef540ff22b35de52f58880d3d</th>\n",
       "      <td>https://www.buzzfeed.com/susancheng/talent-age...</td>\n",
       "      <td>Will Time’s Up Help Talent Agencies Rebuild Tr...</td>\n",
       "      <td>2018-01-06 15:13:10.239</td>\n",
       "      <td>2018-01-06 15:10:15</td>\n",
       "      <td>96</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2018-01-06T21:27:16.662Z</td>\n",
       "      <td>6</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-06T20:14:11.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1102.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cda1e43d83e0efe0dd6870459b1e0ca1f36a681d</th>\n",
       "      <td>https://www.buzzfeed.com/venessawong/how-much-...</td>\n",
       "      <td>Here's What A $75K Salary Gets You In Six Diff...</td>\n",
       "      <td>2018-01-25 17:01:17.219</td>\n",
       "      <td>2018-01-24 21:11:36</td>\n",
       "      <td>103</td>\n",
       "      <td>0.69</td>\n",
       "      <td>2018-01-25T18:13:17.201Z</td>\n",
       "      <td>13</td>\n",
       "      <td>53</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-25T17:26:09.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>4270.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7de66844bf72e95af45dc613b3e59083656e77cb</th>\n",
       "      <td>https://www.buzzfeed.com/rosebuchanan/donald-t...</td>\n",
       "      <td>Donald Trump Has Tweeted About Iranians \"Final...</td>\n",
       "      <td>2018-01-02 14:25:19.415</td>\n",
       "      <td>2018-01-02 13:16:17</td>\n",
       "      <td>129</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2018-01-02T16:38:08.016Z</td>\n",
       "      <td>33</td>\n",
       "      <td>55</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-02T16:05:10.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>644.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f3eab5a109a2a8f3a7d601a58aaab2395e55090d</th>\n",
       "      <td>https://www.buzzfeed.com/buzzfeednews/trump-so...</td>\n",
       "      <td>Trump’s First State Of The Union Address Is To...</td>\n",
       "      <td>2018-01-30 12:01:18.015</td>\n",
       "      <td>2018-01-30 11:45:40</td>\n",
       "      <td>144</td>\n",
       "      <td>0.48</td>\n",
       "      <td>2018-01-30T17:16:21.822Z</td>\n",
       "      <td>74</td>\n",
       "      <td>49</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-30T16:28:33.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>786.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>57.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776e0e6559937a4fb0f3db20935adf7bfed033b7</th>\n",
       "      <td>https://www.buzzfeed.com/tariniparti/the-stars...</td>\n",
       "      <td>The Stars Of The Trump Show, Season 2</td>\n",
       "      <td>2018-01-31 15:04:26.400</td>\n",
       "      <td>2018-01-31 01:44:52</td>\n",
       "      <td>96</td>\n",
       "      <td>0.46</td>\n",
       "      <td>2018-01-31T19:19:15.015Z</td>\n",
       "      <td>9</td>\n",
       "      <td>41</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-31T18:50:59.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1508.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>32.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39927be4665f707b073fecee5a28dd887a52772d</th>\n",
       "      <td>https://www.buzzfeed.com/paulmcleod/senate-gro...</td>\n",
       "      <td>Senate Group Reaches Tentative Deal To Protect...</td>\n",
       "      <td>2018-01-12 00:49:18.168</td>\n",
       "      <td>2018-01-12 00:48:10</td>\n",
       "      <td>170</td>\n",
       "      <td>0.67</td>\n",
       "      <td>2018-01-12T07:04:13.216Z</td>\n",
       "      <td>68</td>\n",
       "      <td>83</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-12T06:22:48.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>643.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>58.00</td>\n",
       "      <td>32.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
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       "776e0e6559937a4fb0f3db20935adf7bfed033b7  https://www.buzzfeed.com/tariniparti/the-stars...   \n",
       "39927be4665f707b073fecee5a28dd887a52772d  https://www.buzzfeed.com/paulmcleod/senate-gro...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246  How To Save Money, According To People Who Are...   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560  Here’s How The Food Industry Justifies Adverti...   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957  She’s 17 And Wants To Be A Politician. Her Dad...   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb  Secret Money: How Trump Made Millions Selling ...   \n",
       "968d49aee54385668d5cbb27da9406781f04d699  Here’s What It’s Like To Have A Toddler Who Is...   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869  He Built An Empire From Angry Birds. Now He Wa...   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295  23 Pictures That Capture The Horrors Of The Ho...   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40       How Trump’s Tweets Shaped A Year In Politics   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c  The Fate Of DACA Recipients May Come Down To F...   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b  Trump Lets The Iran Deal Live — For Another Th...   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93  I Went To This Year's Puppy Bowl. Here's Every...   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2  The House Just Voted To Keep The Government Op...   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203  Will Chicago Prosecutors Let Guevara’s Defenda...   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312  A Government Watchdog Is Investigating Whether...   \n",
       "98726f5b62c51f14804408a84d7540072418ceff  Two Tinder Security Flaws Mean Strangers Can S...   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0  'Unkind, divisive, elitist': international out...   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658  The House Just Released A Bill To Overhaul The...   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7  House Investigators Vow To Get Answers Out Of ...   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc  Bryan Singer Leaves FX's \"Legion\" As He Faces ...   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d  Will Time’s Up Help Talent Agencies Rebuild Tr...   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d  Here's What A $75K Salary Gets You In Six Diff...   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb  Donald Trump Has Tweeted About Iranians \"Final...   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d  Trump’s First State Of The Union Address Is To...   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7              The Stars Of The Trump Show, Season 2   \n",
       "39927be4665f707b073fecee5a28dd887a52772d  Senate Group Reaches Tentative Deal To Protect...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246 2018-01-24 23:22:11.826   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560 2018-01-06 15:44:13.488   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957 2018-01-16 15:04:30.976   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb 2018-01-12 14:37:21.997   \n",
       "968d49aee54385668d5cbb27da9406781f04d699 2018-01-25 13:46:20.267   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869 2018-01-17 16:01:28.336   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295 2018-01-27 16:01:15.901   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40 2018-01-23 15:29:12.177   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c 2018-01-10 20:40:17.887   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b 2018-01-12 19:22:25.497   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93 2018-02-04 14:37:12.609   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2 2018-01-19 00:40:22.163   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203 2018-01-22 14:04:24.260   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312 2018-01-05 15:29:12.897   \n",
       "98726f5b62c51f14804408a84d7540072418ceff 2018-01-23 23:13:26.707   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0 2018-01-12 04:01:12.095   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658 2018-01-18 18:37:19.473   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7 2018-01-17 22:01:21.002   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc 2018-01-05 22:54:12.914   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d 2018-01-06 15:13:10.239   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d 2018-01-25 17:01:17.219   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb 2018-01-02 14:25:19.415   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d 2018-01-30 12:01:18.015   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7 2018-01-31 15:04:26.400   \n",
       "39927be4665f707b073fecee5a28dd887a52772d 2018-01-12 00:49:18.168   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246 2018-01-11 20:23:03               0   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560 2018-01-05 01:45:54               4   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957 2018-01-09 20:55:30               3   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb 2018-01-10 22:27:30               5   \n",
       "968d49aee54385668d5cbb27da9406781f04d699 2018-01-23 21:56:06               4   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869 2018-01-12 22:27:34               4   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295 2018-01-25 17:01:28               2   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40 2018-01-23 11:50:57              45   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c 2018-01-10 20:37:02              30   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b 2018-01-12 19:21:22              40   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93 2018-01-31 22:00:52               1   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2 2018-01-19 00:39:03              62   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203 2018-01-19 22:38:05               3   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312 2018-01-05 15:10:35              46   \n",
       "98726f5b62c51f14804408a84d7540072418ceff 2018-01-23 19:18:23              32   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0 2018-01-12 03:58:54               5   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658 2018-01-18 17:05:56              57   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7 2018-01-17 21:58:15              95   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc 2018-01-05 22:29:15             108   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d 2018-01-06 15:10:15              96   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d 2018-01-24 21:11:36             103   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb 2018-01-02 13:16:17             129   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d 2018-01-30 11:45:40             144   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7 2018-01-31 01:44:52              96   \n",
       "39927be4665f707b073fecee5a28dd887a52772d 2018-01-12 00:48:10             170   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246                        0.00   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560                        0.10   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957                        0.27   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb                        0.50   \n",
       "968d49aee54385668d5cbb27da9406781f04d699                        0.39   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869                        0.37   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295                        0.18   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40                        0.15   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c                        0.11   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b                        0.25   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93                        0.10   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2                        0.20   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203                        0.28   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312                        0.17   \n",
       "98726f5b62c51f14804408a84d7540072418ceff                        0.32   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0                       37.60   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658                        0.49   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7                        0.61   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc                        0.30   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d                        0.28   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d                        0.69   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb                        0.30   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d                        0.48   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7                        0.46   \n",
       "39927be4665f707b073fecee5a28dd887a52772d                        0.67   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246        2018-01-24T23:33:10.999Z   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560        2018-01-06T15:55:15.366Z   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957        2018-01-16T15:16:07.887Z   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb        2018-01-12T14:48:13.783Z   \n",
       "968d49aee54385668d5cbb27da9406781f04d699        2018-01-25T13:57:24.612Z   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869        2018-01-17T16:13:13.090Z   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295        2018-01-27T16:13:08.100Z   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40        2018-01-23T21:46:14.335Z   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c        2018-01-10T23:54:09.386Z   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b        2018-01-12T21:35:09.636Z   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93        2018-02-04T14:48:07.097Z   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2        2018-01-19T02:54:07.176Z   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203        2018-01-22T14:16:06.968Z   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312        2018-01-05T19:43:10.925Z   \n",
       "98726f5b62c51f14804408a84d7540072418ceff        2018-01-24T03:28:21.263Z   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0        2018-01-12T14:57:03.228Z   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658        2018-01-18T18:48:22.993Z   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7        2018-01-18T01:15:10.445Z   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc        2018-01-06T05:08:12.670Z   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d        2018-01-06T21:27:16.662Z   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d        2018-01-25T18:13:17.201Z   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb        2018-01-02T16:38:08.016Z   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d        2018-01-30T17:16:21.822Z   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7        2018-01-31T19:19:15.015Z   \n",
       "39927be4665f707b073fecee5a28dd887a52772d        2018-01-12T07:04:13.216Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246            0             0   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560            0             0   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957            0             0   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb            0             0   \n",
       "968d49aee54385668d5cbb27da9406781f04d699            0             2   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869            0             2   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295            0             0   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40            5            17   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c            2             2   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b           11            12   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93            0             0   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2           11            25   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203            0             0   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312            5            26   \n",
       "98726f5b62c51f14804408a84d7540072418ceff           10            15   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0            1             1   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658            2            13   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7           13            68   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc           27            53   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d            6            60   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d           13            53   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb           33            55   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d           74            49   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7            9            41   \n",
       "39927be4665f707b073fecee5a28dd887a52772d           68            83   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246          0     ...       \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560          4     ...       \n",
       "2d6b7abf9b304cea66b7a876e276408374574957          3     ...       \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb          5     ...       \n",
       "968d49aee54385668d5cbb27da9406781f04d699          2     ...       \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869          2     ...       \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295          2     ...       \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40         23     ...       \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c         26     ...       \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b         17     ...       \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93          1     ...       \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2         26     ...       \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203          3     ...       \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312         15     ...       \n",
       "98726f5b62c51f14804408a84d7540072418ceff          7     ...       \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0          3     ...       \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658         42     ...       \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7         14     ...       \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc         28     ...       \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d         30     ...       \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d         37     ...       \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb         41     ...       \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d         21     ...       \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7         46     ...       \n",
       "39927be4665f707b073fecee5a28dd887a52772d         19     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246  2018-01-25T03:44:32.000Z        147   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560  2018-01-06T18:14:55.000Z        147   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957  2018-01-20T17:32:05.000Z        147   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb  2018-01-12T15:55:07.000Z        147   \n",
       "968d49aee54385668d5cbb27da9406781f04d699  2018-01-25T14:23:03.000Z        147   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869  2018-01-21T15:03:14.000Z        147   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295  2018-01-27T21:42:59.000Z        147   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40  2018-01-23T19:44:39.000Z        147   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c  2018-01-13T19:21:54.000Z        147   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b  2018-01-12T20:42:11.000Z        147   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93  2018-02-04T22:19:02.000Z        147   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2  2018-01-20T05:08:03.000Z        147   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203  2018-01-22T14:22:51.000Z        147   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312  2018-01-05T18:44:36.000Z        147   \n",
       "98726f5b62c51f14804408a84d7540072418ceff  2018-01-24T02:32:09.000Z        147   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0  2018-01-12T14:40:00.000Z        142   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658  2018-01-18T19:02:41.000Z        147   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7  2018-01-18T00:07:52.000Z        147   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc  2018-01-06T03:42:34.000Z        147   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d  2018-01-06T20:14:11.000Z        147   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d  2018-01-25T17:26:09.000Z        147   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb  2018-01-02T16:05:10.000Z        147   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d  2018-01-30T16:28:33.000Z        147   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7  2018-01-31T18:50:59.000Z        147   \n",
       "39927be4665f707b073fecee5a28dd887a52772d  2018-01-12T06:22:48.000Z        147   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246     1564.00            0.00   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560     1009.00            1.00   \n",
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       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb     3863.00            1.00   \n",
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       "7ed734430d65005ef540ff22b35de52f58880d3d     1102.00           10.00   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d     4270.00           10.00   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb      644.00           11.00   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d      786.00           12.00   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7     1508.00           10.00   \n",
       "39927be4665f707b073fecee5a28dd887a52772d      643.00           13.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246       19.00        13.00   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560       19.00        14.00   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957       19.00        13.00   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb       19.00        13.00   \n",
       "968d49aee54385668d5cbb27da9406781f04d699       19.00        13.00   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869       19.00        13.00   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295       19.00        12.00   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40       19.00        14.00   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c       19.00        13.00   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b       19.00        13.00   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93       19.00         7.00   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2       19.00        15.00   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203       19.00         7.00   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312       19.00        13.00   \n",
       "98726f5b62c51f14804408a84d7540072418ceff       19.00        11.00   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0       19.00         4.00   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658       19.00        12.00   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7       19.00        14.00   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc       19.00        13.00   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d       19.00        13.00   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d       19.00        13.00   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb       19.00        14.00   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d       19.00        15.00   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7       19.00        12.00   \n",
       "39927be4665f707b073fecee5a28dd887a52772d       19.00        15.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246                     11.00   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560                     11.00   \n",
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       "968d49aee54385668d5cbb27da9406781f04d699                     11.00   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869                     11.00   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295                     11.00   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40                     11.00   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c                     11.00   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b                     11.00   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93                     11.00   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2                     11.00   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203                     11.00   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312                     11.00   \n",
       "98726f5b62c51f14804408a84d7540072418ceff                     11.00   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0                     13.00   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658                     11.00   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7                     11.00   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc                     11.00   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d                     11.00   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d                     11.00   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb                     11.00   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d                     11.00   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7                     11.00   \n",
       "39927be4665f707b073fecee5a28dd887a52772d                     11.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246           43.00            43.00   \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560           44.00            45.00   \n",
       "2d6b7abf9b304cea66b7a876e276408374574957           43.00            44.00   \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb           43.00            44.00   \n",
       "968d49aee54385668d5cbb27da9406781f04d699           43.00            44.00   \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869           43.00            44.00   \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295           42.00            43.00   \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40           44.00            50.00   \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c           43.00            48.00   \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b           43.00            49.00   \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93           37.00            37.00   \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2           45.00            53.00   \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203           37.00            38.00   \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312           43.00            50.00   \n",
       "98726f5b62c51f14804408a84d7540072418ceff           41.00            46.00   \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0           36.00            37.00   \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658           42.00            49.00   \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7           44.00            54.00   \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc           43.00            53.00   \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d           43.00            53.00   \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d           43.00            53.00   \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb           44.00            55.00   \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d           45.00            57.00   \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7           42.00            52.00   \n",
       "39927be4665f707b073fecee5a28dd887a52772d           45.00            58.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "068b7cac1ba2fb9fbbdec4f11a72939a7f50c246       43.00  \n",
       "20bcf4e6d32506b0ae7be2a902e442bcbaf7b560       43.00  \n",
       "2d6b7abf9b304cea66b7a876e276408374574957       42.00  \n",
       "f4b77490386f612eb0a3cb4a692a8dd7155c54cb       42.00  \n",
       "968d49aee54385668d5cbb27da9406781f04d699       42.00  \n",
       "01bc6bc560d98aaee1d28dcbc8cd713dbd5b9869       42.00  \n",
       "d2645225548e8c3f460c983f79d2b5a875e4d295       41.00  \n",
       "2e3e87dfe855f9cc6268036577e2fdf743a22c40       38.00  \n",
       "6a35a172d4c5c2a9dda4b89cd53f1c1787b7246c       38.00  \n",
       "a0267241a3ff57f538b29cf4dca6e2b3aa3cf08b       37.00  \n",
       "22ebd00bcf2cd95645cb1d16347e22b5021dfb93       37.00  \n",
       "93ca7c4fe189518498d77c800ebeae14a093aef2       37.00  \n",
       "652d2f4057c2019354903a162b55b5ae1e1b4203       36.00  \n",
       "8eb8e48cfacb1432585819e4836b6ea7134ef312       36.00  \n",
       "98726f5b62c51f14804408a84d7540072418ceff       36.00  \n",
       "c247bc552abec2dc3b5843661d0eecc380311ba0       35.00  \n",
       "fdf1427a0e1cde9a0c5c156df566ae6eaed9d658       35.00  \n",
       "6d936b4b490c7dd59d30e8576320d2f00e811ff7       34.00  \n",
       "f5f921383c99bf3d1428e6a181d2101c494f4ebc       33.00  \n",
       "7ed734430d65005ef540ff22b35de52f58880d3d       33.00  \n",
       "cda1e43d83e0efe0dd6870459b1e0ca1f36a681d       33.00  \n",
       "7de66844bf72e95af45dc613b3e59083656e77cb       33.00  \n",
       "f3eab5a109a2a8f3a7d601a58aaab2395e55090d       33.00  \n",
       "776e0e6559937a4fb0f3db20935adf7bfed033b7       32.00  \n",
       "39927be4665f707b073fecee5a28dd887a52772d       32.00  \n",
       "\n",
       "[25 rows x 27 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# promoted but low response\n",
    "data.sort_values(\"score_diff\", ascending=False).head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
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       "      <th>url</th>\n",
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       "      <th>fdeb3ce25505712faa29accfaa210a61d7dc208a</th>\n",
       "      <td>https://www.rt.com/on-air/415184-orthodox-chri...</td>\n",
       "      <td>Orthodox Christmas service in Moscow</td>\n",
       "      <td>2018-01-06 20:09:34.285</td>\n",
       "      <td>2018-01-06 20:09:34.285</td>\n",
       "      <td>180211</td>\n",
       "      <td>2985.36</td>\n",
       "      <td>2018-01-07T00:22:14.681Z</td>\n",
       "      <td>24841</td>\n",
       "      <td>11360</td>\n",
       "      <td>144010</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>365</td>\n",
       "      <td>nan</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47d6d90f0ccf562ad2636799d240cea22854b5d8</th>\n",
       "      <td>http://www.breitbart.com/big-government/2018/0...</td>\n",
       "      <td>Pentagon: Troops Will Not Be Paid if Governmen...</td>\n",
       "      <td>2018-01-17 18:09:33.475</td>\n",
       "      <td>2018-01-17 07:43:57.000</td>\n",
       "      <td>82550</td>\n",
       "      <td>50.97</td>\n",
       "      <td>2018-01-20T15:48:07.846Z</td>\n",
       "      <td>38299</td>\n",
       "      <td>33144</td>\n",
       "      <td>11107</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>994</td>\n",
       "      <td>896.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0f7d6665afef43e9f21cf944435ae79bacce5428</th>\n",
       "      <td>http://www.dailymail.co.uk/news/article-533244...</td>\n",
       "      <td>Police chief demands end of soft treatment for...</td>\n",
       "      <td>2018-01-30 23:58:23.681</td>\n",
       "      <td>2018-01-30 23:55:30.000</td>\n",
       "      <td>126418</td>\n",
       "      <td>1322.37</td>\n",
       "      <td>2018-01-31T12:05:10.269Z</td>\n",
       "      <td>51315</td>\n",
       "      <td>42165</td>\n",
       "      <td>32938</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158</td>\n",
       "      <td>1235.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4ec1a6cfd6e184ef18478392685313d0c52fe46e</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2018/01/1...</td>\n",
       "      <td>‘OUT!’ Trump orders CNN star Jim Acosta to lea...</td>\n",
       "      <td>2018-01-16 20:44:11.564</td>\n",
       "      <td>2018-01-16 20:41:23.000</td>\n",
       "      <td>81022</td>\n",
       "      <td>105.32</td>\n",
       "      <td>2018-01-17T02:56:06.018Z</td>\n",
       "      <td>18036</td>\n",
       "      <td>55513</td>\n",
       "      <td>7473</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>502.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10ea42828a1a94dcfeecd8238529bd4c43370c98</th>\n",
       "      <td>https://www.cnn.com/2018/01/24/us/rachael-denh...</td>\n",
       "      <td>Read Rachael Denhollander's full victim impact...</td>\n",
       "      <td>2018-01-24 19:10:15.381</td>\n",
       "      <td>2018-01-24 19:05:22.000</td>\n",
       "      <td>89632</td>\n",
       "      <td>135.76</td>\n",
       "      <td>2018-01-26T15:09:07.110Z</td>\n",
       "      <td>11543</td>\n",
       "      <td>70530</td>\n",
       "      <td>7559</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>5852.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85e73241452d2301d06e92c0a9dada5937a0dcf2</th>\n",
       "      <td>http://www.cnn.com/2015/08/22/europe/france-tr...</td>\n",
       "      <td>The men who averted a massacre aboard a French...</td>\n",
       "      <td>2018-01-08 22:04:38.355</td>\n",
       "      <td>2018-01-08 22:00:15.000</td>\n",
       "      <td>70815</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-02-05T23:35:15.141Z</td>\n",
       "      <td>5609</td>\n",
       "      <td>56048</td>\n",
       "      <td>9158</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>1104.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9d5b90f00e28072211f83e233767d503b694c7e7</th>\n",
       "      <td>http://www.cnn.com/2018/01/15/europe/garbage-c...</td>\n",
       "      <td>Garbage collectors open library with abandoned...</td>\n",
       "      <td>2018-01-16 01:52:17.539</td>\n",
       "      <td>2018-01-16 01:47:26.000</td>\n",
       "      <td>67487</td>\n",
       "      <td>40.98</td>\n",
       "      <td>2018-01-16T20:29:19.466Z</td>\n",
       "      <td>2594</td>\n",
       "      <td>58094</td>\n",
       "      <td>6799</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>376.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8396eb9804a17111232bd6065cf74e0106bf0f16</th>\n",
       "      <td>http://www.foxnews.com/politics/2018/01/25/joh...</td>\n",
       "      <td>John Kerry reportedly coaches Palestinians not...</td>\n",
       "      <td>2018-01-25 14:54:17.351</td>\n",
       "      <td>2018-01-25 14:41:19.000</td>\n",
       "      <td>71119</td>\n",
       "      <td>148.48</td>\n",
       "      <td>2018-01-25T16:53:23.350Z</td>\n",
       "      <td>26574</td>\n",
       "      <td>35451</td>\n",
       "      <td>9094</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>576.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>-48.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ebd68d73a5584df555ea06cc93d6c75c7b7e20d6</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2018/01/0...</td>\n",
       "      <td>CNN revels in pot smoke during New Year's Eve ...</td>\n",
       "      <td>2018-01-01 17:39:13.048</td>\n",
       "      <td>2018-01-01 17:30:33.000</td>\n",
       "      <td>145395</td>\n",
       "      <td>207.93</td>\n",
       "      <td>2018-01-03T14:01:08.231Z</td>\n",
       "      <td>49007</td>\n",
       "      <td>83848</td>\n",
       "      <td>12540</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>378.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>-48.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38c1f7857d079e8c85349de720fc405e884bfbc6</th>\n",
       "      <td>http://www.independent.co.uk/arts-entertainmen...</td>\n",
       "      <td>Millennials watching Friends for first time on...</td>\n",
       "      <td>2018-01-11 21:34:22.306</td>\n",
       "      <td>2018-01-11 21:20:47.000</td>\n",
       "      <td>66764</td>\n",
       "      <td>30.12</td>\n",
       "      <td>2018-01-12T00:48:06.381Z</td>\n",
       "      <td>28096</td>\n",
       "      <td>34561</td>\n",
       "      <td>4107</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386</td>\n",
       "      <td>298.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>50.00</td>\n",
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       "    <tr>\n",
       "      <th>777440766ccbb1859bcda2428f28c48706a1655b</th>\n",
       "      <td>http://www.foxnews.com/opinion/2018/01/22/nfl-...</td>\n",
       "      <td>NFL rejects veterans group's ad urging people ...</td>\n",
       "      <td>2018-01-23 01:49:20.399</td>\n",
       "      <td>2018-01-23 01:46:23.000</td>\n",
       "      <td>456321</td>\n",
       "      <td>521.90</td>\n",
       "      <td>2018-01-24T13:31:03.385Z</td>\n",
       "      <td>120206</td>\n",
       "      <td>272865</td>\n",
       "      <td>63250</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>227.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>52.00</td>\n",
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       "    <tr>\n",
       "      <th>becc40665f8af441b01017ff2ed59146473afe54</th>\n",
       "      <td>http://www.cnn.com/2015/08/22/europe/france-tr...</td>\n",
       "      <td>French train suspect carried two guns, lots of...</td>\n",
       "      <td>2018-01-08 22:04:29.818</td>\n",
       "      <td>2018-01-08 22:00:00.000</td>\n",
       "      <td>58310</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-01-10T22:32:10.633Z</td>\n",
       "      <td>5850</td>\n",
       "      <td>44025</td>\n",
       "      <td>8435</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>1018.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>-48.00</td>\n",
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       "    <tr>\n",
       "      <th>2547709a1be4a83d35a3def8acd2f5f468973e76</th>\n",
       "      <td>https://www.nytimes.com/2018/01/18/opinion/sod...</td>\n",
       "      <td>The Case for the Health Taxes</td>\n",
       "      <td>2018-01-18 13:19:08.621</td>\n",
       "      <td>2018-01-18 13:17:01.000</td>\n",
       "      <td>451200</td>\n",
       "      <td>2088.07</td>\n",
       "      <td>2018-01-19T16:03:03.902Z</td>\n",
       "      <td>360</td>\n",
       "      <td>450591</td>\n",
       "      <td>249</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120</td>\n",
       "      <td>679.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>52.00</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>80f993f862ddfd00733b670a0ee7fad69a8c937a</th>\n",
       "      <td>http://www.mirror.co.uk/tv/tv-news/boy-no-brai...</td>\n",
       "      <td>Boy with 'no brain' stuns doctors as he learns...</td>\n",
       "      <td>2018-01-09 17:10:21.222</td>\n",
       "      <td>2018-01-09 16:54:00.000</td>\n",
       "      <td>52371</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2018-01-09T22:25:11.095Z</td>\n",
       "      <td>4150</td>\n",
       "      <td>42875</td>\n",
       "      <td>5346</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>706</td>\n",
       "      <td>545.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>df2d396004ec22906597fac848babc4718e73773</th>\n",
       "      <td>https://www.washingtonpost.com/news/get-there/...</td>\n",
       "      <td>Stop charging me to attend your celebrations —...</td>\n",
       "      <td>2018-01-30 22:22:21.683</td>\n",
       "      <td>2018-01-30 22:12:06.000</td>\n",
       "      <td>76260</td>\n",
       "      <td>47.84</td>\n",
       "      <td>2018-02-01T18:23:15.448Z</td>\n",
       "      <td>35866</td>\n",
       "      <td>34514</td>\n",
       "      <td>5880</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>824.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>-47.00</td>\n",
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       "    <tr>\n",
       "      <th>e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2018/01/3...</td>\n",
       "      <td>Liberal author Jonathan Tasini celebrates fata...</td>\n",
       "      <td>2018-01-31 19:39:13.991</td>\n",
       "      <td>2018-01-31 19:26:40.000</td>\n",
       "      <td>61580</td>\n",
       "      <td>145.70</td>\n",
       "      <td>2018-01-31T22:22:18.214Z</td>\n",
       "      <td>22205</td>\n",
       "      <td>29730</td>\n",
       "      <td>9645</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>518.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-47.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ddb6d76257dbfdec72135dfa062d8837382c7341</th>\n",
       "      <td>https://www.washingtonpost.com/news/post-polit...</td>\n",
       "      <td>Names of campaign donors to be flashed during ...</td>\n",
       "      <td>2018-01-29 23:58:11.450</td>\n",
       "      <td>2018-01-29 23:52:53.000</td>\n",
       "      <td>126484</td>\n",
       "      <td>161.64</td>\n",
       "      <td>2018-01-30T10:02:16.802Z</td>\n",
       "      <td>55502</td>\n",
       "      <td>57529</td>\n",
       "      <td>13453</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>212.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>53.00</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>a8491b41e427001db8c871b55d7245c9cdd297e2</th>\n",
       "      <td>https://www.buzzfeed.com/kristinharris/tweets-...</td>\n",
       "      <td>22 Tweets For Everyone Still Crying After Last...</td>\n",
       "      <td>2018-01-24 19:34:12.007</td>\n",
       "      <td>2018-01-24 19:26:41.000</td>\n",
       "      <td>94446</td>\n",
       "      <td>119.11</td>\n",
       "      <td>2018-01-25T02:58:18.891Z</td>\n",
       "      <td>36452</td>\n",
       "      <td>45849</td>\n",
       "      <td>12145</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>50.00</td>\n",
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       "      <td>3.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>53.00</td>\n",
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       "    <tr>\n",
       "      <th>aeb247d60a50c77e54b0e0ca064d46dfcc6214d3</th>\n",
       "      <td>https://www.washingtonpost.com/opinions/no-mor...</td>\n",
       "      <td>No more excuses. Puerto Rico needs help.</td>\n",
       "      <td>2018-01-06 00:43:23.684</td>\n",
       "      <td>2018-01-06 00:32:49.000</td>\n",
       "      <td>45808</td>\n",
       "      <td>43.04</td>\n",
       "      <td>2018-01-07T07:09:12.325Z</td>\n",
       "      <td>3823</td>\n",
       "      <td>31304</td>\n",
       "      <td>10681</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>551.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>-46.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919</th>\n",
       "      <td>http://www.cnn.com/travel/article/switzerland-...</td>\n",
       "      <td>Switzerland bans cruelty towards lobster</td>\n",
       "      <td>2018-01-12 15:16:34.298</td>\n",
       "      <td>2018-01-12 15:09:50.000</td>\n",
       "      <td>51052</td>\n",
       "      <td>32.85</td>\n",
       "      <td>2018-01-13T03:32:17.625Z</td>\n",
       "      <td>11257</td>\n",
       "      <td>34322</td>\n",
       "      <td>5473</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>nan</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>-46.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5d5665bbfa2bf806355d04cb7a8b148981f99416</th>\n",
       "      <td>https://www.washingtonpost.com/news/politics/w...</td>\n",
       "      <td>Trump: ‘Steve Bannon has nothing to do with me...</td>\n",
       "      <td>2018-01-03 18:43:12.552</td>\n",
       "      <td>2018-01-03 18:34:18.000</td>\n",
       "      <td>51178</td>\n",
       "      <td>337.79</td>\n",
       "      <td>2018-01-04T18:04:15.584Z</td>\n",
       "      <td>16207</td>\n",
       "      <td>28313</td>\n",
       "      <td>6658</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>127.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>-46.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "803b607134c251c7f072a2971a268e9d7df235f1  https://www.huffingtonpost.com/entry/detroit-h...   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29  https://www.nytimes.com/2018/01/06/us/politics...   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f  http://www.cnn.com/2015/08/21/europe/france-tr...   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c  http://www.foxnews.com/entertainment/2018/01/2...   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a  https://www.rt.com/on-air/415184-orthodox-chri...   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8  http://www.breitbart.com/big-government/2018/0...   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428  http://www.dailymail.co.uk/news/article-533244...   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e  http://www.foxnews.com/entertainment/2018/01/1...   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98  https://www.cnn.com/2018/01/24/us/rachael-denh...   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2  http://www.cnn.com/2015/08/22/europe/france-tr...   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7  http://www.cnn.com/2018/01/15/europe/garbage-c...   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16  http://www.foxnews.com/politics/2018/01/25/joh...   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6  http://www.foxnews.com/entertainment/2018/01/0...   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6  http://www.independent.co.uk/arts-entertainmen...   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b  http://www.foxnews.com/opinion/2018/01/22/nfl-...   \n",
       "becc40665f8af441b01017ff2ed59146473afe54  http://www.cnn.com/2015/08/22/europe/france-tr...   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76  https://www.nytimes.com/2018/01/18/opinion/sod...   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a  http://www.mirror.co.uk/tv/tv-news/boy-no-brai...   \n",
       "df2d396004ec22906597fac848babc4718e73773  https://www.washingtonpost.com/news/get-there/...   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a  http://www.foxnews.com/entertainment/2018/01/3...   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341  https://www.washingtonpost.com/news/post-polit...   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2  https://www.buzzfeed.com/kristinharris/tweets-...   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3  https://www.washingtonpost.com/opinions/no-mor...   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919  http://www.cnn.com/travel/article/switzerland-...   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416  https://www.washingtonpost.com/news/politics/w...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "803b607134c251c7f072a2971a268e9d7df235f1  Black Beekeepers Are Transforming Detroit’s Va...   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29  Trump Defends His Mental Capacity, Calling Him...   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f  2 U.S. service members overpower attacker on t...   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c  Joy Villa turns heads with pro-life outfit at ...   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a               Orthodox Christmas service in Moscow   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8  Pentagon: Troops Will Not Be Paid if Governmen...   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428  Police chief demands end of soft treatment for...   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e  ‘OUT!’ Trump orders CNN star Jim Acosta to lea...   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98  Read Rachael Denhollander's full victim impact...   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2  The men who averted a massacre aboard a French...   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7  Garbage collectors open library with abandoned...   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16  John Kerry reportedly coaches Palestinians not...   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6  CNN revels in pot smoke during New Year's Eve ...   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6  Millennials watching Friends for first time on...   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b  NFL rejects veterans group's ad urging people ...   \n",
       "becc40665f8af441b01017ff2ed59146473afe54  French train suspect carried two guns, lots of...   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76                      The Case for the Health Taxes   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a  Boy with 'no brain' stuns doctors as he learns...   \n",
       "df2d396004ec22906597fac848babc4718e73773  Stop charging me to attend your celebrations —...   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a  Liberal author Jonathan Tasini celebrates fata...   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341  Names of campaign donors to be flashed during ...   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2  22 Tweets For Everyone Still Crying After Last...   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3           No more excuses. Puerto Rico needs help.   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919           Switzerland bans cruelty towards lobster   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416  Trump: ‘Steve Bannon has nothing to do with me...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "803b607134c251c7f072a2971a268e9d7df235f1 2018-01-30 22:04:27.140   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29 2018-01-06 13:07:03.430   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f 2018-01-08 22:04:37.055   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c 2018-01-28 21:24:14.205   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a 2018-01-06 20:09:34.285   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8 2018-01-17 18:09:33.475   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428 2018-01-30 23:58:23.681   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e 2018-01-16 20:44:11.564   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98 2018-01-24 19:10:15.381   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2 2018-01-08 22:04:38.355   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7 2018-01-16 01:52:17.539   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16 2018-01-25 14:54:17.351   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6 2018-01-01 17:39:13.048   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6 2018-01-11 21:34:22.306   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b 2018-01-23 01:49:20.399   \n",
       "becc40665f8af441b01017ff2ed59146473afe54 2018-01-08 22:04:29.818   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76 2018-01-18 13:19:08.621   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a 2018-01-09 17:10:21.222   \n",
       "df2d396004ec22906597fac848babc4718e73773 2018-01-30 22:22:21.683   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a 2018-01-31 19:39:13.991   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341 2018-01-29 23:58:11.450   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2 2018-01-24 19:34:12.007   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3 2018-01-06 00:43:23.684   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919 2018-01-12 15:16:34.298   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416 2018-01-03 18:43:12.552   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "803b607134c251c7f072a2971a268e9d7df235f1 2018-01-30 21:55:24.297   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29 2018-01-06 13:05:21.000   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f 2018-01-08 22:01:45.000   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c 2018-01-28 21:15:38.000   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a 2018-01-06 20:09:34.285   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8 2018-01-17 07:43:57.000   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428 2018-01-30 23:55:30.000   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e 2018-01-16 20:41:23.000   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98 2018-01-24 19:05:22.000   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2 2018-01-08 22:00:15.000   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7 2018-01-16 01:47:26.000   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16 2018-01-25 14:41:19.000   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6 2018-01-01 17:30:33.000   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6 2018-01-11 21:20:47.000   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b 2018-01-23 01:46:23.000   \n",
       "becc40665f8af441b01017ff2ed59146473afe54 2018-01-08 22:00:00.000   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76 2018-01-18 13:17:01.000   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a 2018-01-09 16:54:00.000   \n",
       "df2d396004ec22906597fac848babc4718e73773 2018-01-30 22:12:06.000   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a 2018-01-31 19:26:40.000   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341 2018-01-29 23:52:53.000   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2 2018-01-24 19:26:41.000   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3 2018-01-06 00:32:49.000   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919 2018-01-12 15:09:50.000   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416 2018-01-03 18:34:18.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "803b607134c251c7f072a2971a268e9d7df235f1           99088   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29          328205   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f          286779   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c          145813   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a          180211   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8           82550   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428          126418   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e           81022   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98           89632   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2           70815   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7           67487   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16           71119   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6          145395   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6           66764   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b          456321   \n",
       "becc40665f8af441b01017ff2ed59146473afe54           58310   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76          451200   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a           52371   \n",
       "df2d396004ec22906597fac848babc4718e73773           76260   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a           61580   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341          126484   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2           94446   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3           45808   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919           51052   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416           51178   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "803b607134c251c7f072a2971a268e9d7df235f1                      191.45   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29                     1162.29   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f                        0.03   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c                      341.15   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a                     2985.36   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8                       50.97   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428                     1322.37   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e                      105.32   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98                      135.76   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2                        0.02   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7                       40.98   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16                      148.48   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6                      207.93   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6                       30.12   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b                      521.90   \n",
       "becc40665f8af441b01017ff2ed59146473afe54                        0.00   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76                     2088.07   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a                        0.11   \n",
       "df2d396004ec22906597fac848babc4718e73773                       47.84   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a                      145.70   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341                      161.64   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2                      119.11   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3                       43.04   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919                       32.85   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416                      337.79   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "803b607134c251c7f072a2971a268e9d7df235f1        2018-01-31T22:05:12.382Z   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29        2018-01-07T04:03:08.078Z   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f        2018-01-08T23:17:08.269Z   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c        2018-01-29T23:27:11.734Z   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a        2018-01-07T00:22:14.681Z   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8        2018-01-20T15:48:07.846Z   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428        2018-01-31T12:05:10.269Z   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e        2018-01-17T02:56:06.018Z   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98        2018-01-26T15:09:07.110Z   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2        2018-02-05T23:35:15.141Z   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7        2018-01-16T20:29:19.466Z   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16        2018-01-25T16:53:23.350Z   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6        2018-01-03T14:01:08.231Z   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6        2018-01-12T00:48:06.381Z   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b        2018-01-24T13:31:03.385Z   \n",
       "becc40665f8af441b01017ff2ed59146473afe54        2018-01-10T22:32:10.633Z   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76        2018-01-19T16:03:03.902Z   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a        2018-01-09T22:25:11.095Z   \n",
       "df2d396004ec22906597fac848babc4718e73773        2018-02-01T18:23:15.448Z   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a        2018-01-31T22:22:18.214Z   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341        2018-01-30T10:02:16.802Z   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2        2018-01-25T02:58:18.891Z   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3        2018-01-07T07:09:12.325Z   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919        2018-01-13T03:32:17.625Z   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416        2018-01-04T18:04:15.584Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "803b607134c251c7f072a2971a268e9d7df235f1         5852         81139   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29        85369        219767   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f        16743        251594   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c        10493        127537   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a        24841         11360   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8        38299         33144   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428        51315         42165   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e        18036         55513   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98        11543         70530   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2         5609         56048   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7         2594         58094   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16        26574         35451   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6        49007         83848   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6        28096         34561   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b       120206        272865   \n",
       "becc40665f8af441b01017ff2ed59146473afe54         5850         44025   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76          360        450591   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a         4150         42875   \n",
       "df2d396004ec22906597fac848babc4718e73773        35866         34514   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a        22205         29730   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341        55502         57529   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2        36452         45849   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3         3823         31304   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919        11257         34322   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416        16207         28313   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "803b607134c251c7f072a2971a268e9d7df235f1      12097     ...       \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29      23069     ...       \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f      18442     ...       \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c       7783     ...       \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a     144010     ...       \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8      11107     ...       \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428      32938     ...       \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e       7473     ...       \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98       7559     ...       \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2       9158     ...       \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7       6799     ...       \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16       9094     ...       \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6      12540     ...       \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6       4107     ...       \n",
       "777440766ccbb1859bcda2428f28c48706a1655b      63250     ...       \n",
       "becc40665f8af441b01017ff2ed59146473afe54       8435     ...       \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76        249     ...       \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a       5346     ...       \n",
       "df2d396004ec22906597fac848babc4718e73773       5880     ...       \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a       9645     ...       \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341      13453     ...       \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2      12145     ...       \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3      10681     ...       \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919       5473     ...       \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416       6658     ...       \n",
       "\n",
       "                                         fb_brand_page_time alexa_rank  \\\n",
       "id                                                                       \n",
       "803b607134c251c7f072a2971a268e9d7df235f1                NaN        215   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29                NaN        120   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f                NaN        105   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c                NaN        285   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a                NaN        365   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8                NaN        994   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428                NaN        158   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e                NaN        285   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98                NaN        105   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2                NaN        105   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7                NaN        105   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16                NaN        285   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6                NaN        285   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6                NaN        386   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b                NaN        285   \n",
       "becc40665f8af441b01017ff2ed59146473afe54                NaN        105   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76                NaN        120   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a                NaN        706   \n",
       "df2d396004ec22906597fac848babc4718e73773                NaN        191   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a                NaN        285   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341                NaN        191   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2                NaN        147   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3                NaN        191   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919                NaN        105   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416                NaN        191   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "803b607134c251c7f072a2971a268e9d7df235f1      583.00           50.00   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29      176.00           50.00   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f      746.00           50.00   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c      361.00           50.00   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a         nan           50.00   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8      896.00           50.00   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428     1235.00           50.00   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e      502.00           50.00   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98     5852.00           50.00   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2     1104.00           49.00   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7      376.00           49.00   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16      576.00           49.00   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6      378.00           50.00   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6      298.00           49.00   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b      227.00           50.00   \n",
       "becc40665f8af441b01017ff2ed59146473afe54     1018.00           48.00   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76      679.00           50.00   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a      545.00           47.00   \n",
       "df2d396004ec22906597fac848babc4718e73773      824.00           50.00   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a      518.00           48.00   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341      212.00           50.00   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2         nan           50.00   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3      551.00           46.00   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919         nan           47.00   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416      127.00           47.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "803b607134c251c7f072a2971a268e9d7df235f1        0.00         0.00   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29        0.00         0.00   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f        0.00         0.00   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c        0.00         1.00   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a        0.00         1.00   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8        0.00         1.00   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428        0.00         1.00   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e        0.00         1.00   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98        0.00         1.00   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2        0.00         0.00   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7        0.00         0.00   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16        0.00         1.00   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6        0.00         2.00   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6        0.00         1.00   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b        0.00         2.00   \n",
       "becc40665f8af441b01017ff2ed59146473afe54        0.00         0.00   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76        0.00         2.00   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a        0.00         0.00   \n",
       "df2d396004ec22906597fac848babc4718e73773        0.00         3.00   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a        0.00         1.00   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341        0.00         3.00   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2        0.00         3.00   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3        0.00         0.00   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919        0.00         1.00   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416        0.00         1.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "803b607134c251c7f072a2971a268e9d7df235f1                      0.00   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29                      0.00   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f                      0.00   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c                      0.00   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a                      0.00   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8                      0.00   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428                      0.00   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e                      0.00   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98                      0.00   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2                      0.00   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7                      0.00   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16                      0.00   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6                      0.00   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6                      0.00   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b                      0.00   \n",
       "becc40665f8af441b01017ff2ed59146473afe54                      0.00   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76                      0.00   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a                      0.00   \n",
       "df2d396004ec22906597fac848babc4718e73773                      0.00   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a                      0.00   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341                      0.00   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2                      0.00   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3                      0.00   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919                      0.00   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416                      0.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "803b607134c251c7f072a2971a268e9d7df235f1            0.00            50.00   \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29            0.00            50.00   \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f            0.00            50.00   \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c            1.00            51.00   \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a            1.00            51.00   \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8            1.00            51.00   \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428            1.00            51.00   \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e            1.00            51.00   \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98            1.00            51.00   \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2            0.00            49.00   \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7            0.00            49.00   \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16            1.00            50.00   \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6            2.00            52.00   \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6            1.00            50.00   \n",
       "777440766ccbb1859bcda2428f28c48706a1655b            2.00            52.00   \n",
       "becc40665f8af441b01017ff2ed59146473afe54            0.00            48.00   \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76            2.00            52.00   \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a            0.00            47.00   \n",
       "df2d396004ec22906597fac848babc4718e73773            3.00            53.00   \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a            1.00            49.00   \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341            3.00            53.00   \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2            3.00            53.00   \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3            0.00            46.00   \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919            1.00            48.00   \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416            1.00            48.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "803b607134c251c7f072a2971a268e9d7df235f1      -50.00  \n",
       "a393b7e68704544e101afc19f12d7fccf1e4ab29      -50.00  \n",
       "771937ba1ca44a5bab7f2bf908ed2a617a461b5f      -50.00  \n",
       "bdcb4edf76aa052524088d63507d58de12c6f08c      -49.00  \n",
       "fdeb3ce25505712faa29accfaa210a61d7dc208a      -49.00  \n",
       "47d6d90f0ccf562ad2636799d240cea22854b5d8      -49.00  \n",
       "0f7d6665afef43e9f21cf944435ae79bacce5428      -49.00  \n",
       "4ec1a6cfd6e184ef18478392685313d0c52fe46e      -49.00  \n",
       "10ea42828a1a94dcfeecd8238529bd4c43370c98      -49.00  \n",
       "85e73241452d2301d06e92c0a9dada5937a0dcf2      -49.00  \n",
       "9d5b90f00e28072211f83e233767d503b694c7e7      -49.00  \n",
       "8396eb9804a17111232bd6065cf74e0106bf0f16      -48.00  \n",
       "ebd68d73a5584df555ea06cc93d6c75c7b7e20d6      -48.00  \n",
       "38c1f7857d079e8c85349de720fc405e884bfbc6      -48.00  \n",
       "777440766ccbb1859bcda2428f28c48706a1655b      -48.00  \n",
       "becc40665f8af441b01017ff2ed59146473afe54      -48.00  \n",
       "2547709a1be4a83d35a3def8acd2f5f468973e76      -48.00  \n",
       "80f993f862ddfd00733b670a0ee7fad69a8c937a      -47.00  \n",
       "df2d396004ec22906597fac848babc4718e73773      -47.00  \n",
       "e5fc4033e043254b3b0d5f1cc21dc39fc060cc7a      -47.00  \n",
       "ddb6d76257dbfdec72135dfa062d8837382c7341      -47.00  \n",
       "a8491b41e427001db8c871b55d7245c9cdd297e2      -47.00  \n",
       "aeb247d60a50c77e54b0e0ca064d46dfcc6214d3      -46.00  \n",
       "88f0ec3f4f6cfdb08ecd766c8f4a1c636dd41919      -46.00  \n",
       "5d5665bbfa2bf806355d04cb7a8b148981f99416      -46.00  \n",
       "\n",
       "[25 rows x 27 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# high response but not promoted\n",
    "data.sort_values(\"score_diff\", ascending=True).head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write that data to a file. Note that the scores here are provisional for two reasons:\n",
    "1. they should be using a rolling-month based on the article publication date to calculate medians/min/max etc, whereas in this workbook we as just using values for the month of May\n",
    "2. for analysis, we've rounded the numbers; we don't expect to do that for the actual scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.to_csv(\"articles_with_provisional_scores_\" + date_filename + \".csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The attention index of an article is comprised of four components:\n",
    "\n",
    "- *lead score* (max 20 points) based on how long an article was the lead story on the publisher's home page, scaled by the traffic to that publisher\n",
    "- *front score* (max 15 points) based on how long an article was present on the publisher's home page, scaled by traffic to that publisher\n",
    "- *Facebook promotion score* (max 15 points) based on whether the article was promoted to the publisher's Facebook brand page, scaled by the reach of that brand page\n",
    "- *response score* (max 50 points) based on the number of Facebook engagements the article received, relative to other articles\n",
    "\n",
    "Or, in other words:\n",
    "\n",
    "\\begin{align}\n",
    "attentionIndex_a &= leadScore_a + frontScore_a + facebookPromotionScore_a + responseScore_a \\\\\n",
    "leadScore_a &= 20 \\cdot \\left(\\frac{\\min(minsAsLead_a, 60)}{alexaRank_a}\\right) \\cdot \\left( \\frac{\\min(alexaRank)}{60} \\right) \\\\\n",
    "frontScore_a &= \n",
    "15 \\cdot\n",
    "\\left(\\frac{\\min(minsOnFront_a, 1440)}{alexaRank_a \\cdot numArticlesOnFront_a}\\right) \\cdot\n",
    "\\left( \\frac{\\min(alexaRank \\cdot numArticlesOnFront)}{1440} \\right) \\\\\n",
    "facebookPromotion_a &= \n",
    "\\begin{cases}\n",
    " 0 \\text{ if not shared on brand page }\\\\\n",
    "   15 \\cdot \\frac{\\log(brandPageLikes_a) - \\log(\\min(brandPageLikes))}{\\log(\\max(brandPageLikes)) - \\log(\\min(brandPageLikes))}  \\text{ otherwise }\n",
    "\\end{cases}   \n",
    "\\\\\n",
    "responseScore_a &= \n",
    "\\begin{cases} \n",
    "   0 \\text{ if } engagements_a = 0 \\\\\n",
    "   50 \\cdot \n",
    "   \\frac{\\log(\\min(engagements_a,limit) + median(engagements)) - \\log(1 + median(engagements))}\n",
    "   {\\log(limit + median(engagements)) - \\log(1 + median(engagements))} \\text{ if } engagements_a > 0\n",
    "\\end{cases} \\\\\n",
    "\\end{align} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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