data/attention-index-december.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": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>headline</th>\n",
       "      <th>discovered</th>\n",
       "      <th>published</th>\n",
       "      <th>fb_engagements</th>\n",
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       "      <th>fb_reactions</th>\n",
       "      <th>fb_shares</th>\n",
       "      <th>publisher_name</th>\n",
       "      <th>publisher_id</th>\n",
       "      <th>mins_as_lead</th>\n",
       "      <th>mins_on_front</th>\n",
       "      <th>num_articles_on_front</th>\n",
       "      <th>fb_brand_page</th>\n",
       "      <th>fb_brand_page_likes</th>\n",
       "      <th>fb_brand_page_time</th>\n",
       "      <th>alexa_rank</th>\n",
       "      <th>word_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
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       "    <tr>\n",
       "      <th>ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a</th>\n",
       "      <td>https://www.thetimes.co.uk/article/winter-sun-...</td>\n",
       "      <td>Winter sun: 12 of the best holiday destinations</td>\n",
       "      <td>2017-12-04 00:04:58.520</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>2</td>\n",
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       "      <td>2017-12-04T00:16:03.826Z</td>\n",
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       "      <td>1</td>\n",
       "      <td>The Times</td>\n",
       "      <td>thetimes_co_uk</td>\n",
       "      <td>0</td>\n",
       "      <td>1435</td>\n",
       "      <td>237.0</td>\n",
       "      <td>False</td>\n",
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       "      <td>2017-12-01</td>\n",
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       "      <td>4</td>\n",
       "      <td>The Times</td>\n",
       "      <td>thetimes_co_uk</td>\n",
       "      <td>0</td>\n",
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       "      <td>293.0</td>\n",
       "      <td>False</td>\n",
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       "      <td>https://www.thetimes.co.uk/article/the-best-ch...</td>\n",
       "      <td>The best Christmas photos from around the UK</td>\n",
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       "      <th>a0b6c78af7ce197a41eb7f2e8514929e40cf0f01</th>\n",
       "      <td>https://www.thetimes.co.uk/article/nationalist...</td>\n",
       "      <td>Inés Arrimadas: Nationalist’s wife leads call ...</td>\n",
       "      <td>2017-12-01 07:39:11.810</td>\n",
       "      <td>2017-12-01</td>\n",
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       "      <td>0</td>\n",
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       "      <td>https://www.thetimes.co.uk/article/winners-of-...</td>\n",
       "      <td>Winners of the mini-reshuffle</td>\n",
       "      <td>2017-12-01 00:08:35.154</td>\n",
       "      <td>2017-12-01</td>\n",
       "      <td>1</td>\n",
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       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a  https://www.thetimes.co.uk/article/winter-sun-...   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c  https://www.thetimes.co.uk/article/news-in-pic...   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966  https://www.thetimes.co.uk/article/the-best-ch...   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01  https://www.thetimes.co.uk/article/nationalist...   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069  https://www.thetimes.co.uk/article/winners-of-...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a    Winter sun: 12 of the best holiday destinations   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c                                   News in pictures   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966       The best Christmas photos from around the UK   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01  Inés Arrimadas: Nationalist’s wife leads call ...   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069                      Winners of the mini-reshuffle   \n",
       "\n",
       "                                                      discovered  published  \\\n",
       "id                                                                            \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a 2017-12-04 00:04:58.520 2017-12-01   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c 2017-12-01 03:24:07.825 2017-12-01   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966 2017-12-02 00:04:48.863 2017-12-01   \n",
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       "d6b3d8608c147417d6f83042303ad18d48df5069 2017-12-01 00:08:35.154 2017-12-01   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a               2   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c             246   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966               0   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01               0   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069               1   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a                    0.000000   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c                    1.150685   \n",
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       "d6b3d8608c147417d6f83042303ad18d48df5069                    0.016389   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a        2017-12-04T00:16:03.826Z   \n",
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       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a            0             1   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c           26           216   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966            0             0   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01            0             0   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069            0             0   \n",
       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a          1      The Times   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c          4      The Times   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966          0      The Times   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01          0      The Times   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069          1      The Times   \n",
       "\n",
       "                                            publisher_id  mins_as_lead  \\\n",
       "id                                                                       \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a  thetimes_co_uk             0   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c  thetimes_co_uk             0   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966  thetimes_co_uk             0   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01  thetimes_co_uk             0   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069  thetimes_co_uk             0   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a           1435   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c           1235   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966           1434   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01            565   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069           1435   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a                  237.0   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c                  293.0   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966                  328.0   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01                  294.0   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069                  291.0   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a          False                  NaN   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c          False                  NaN   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966          False                  NaN   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01          False                  NaN   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069          False                  NaN   \n",
       "\n",
       "                                         fb_brand_page_time  alexa_rank  \\\n",
       "id                                                                        \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a                NaN        6435   \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c                NaN        6435   \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966                NaN        6435   \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01                NaN        6435   \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069                NaN        6435   \n",
       "\n",
       "                                          word_count  \n",
       "id                                                    \n",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a       126.0  \n",
       "d8409c3f40ce732ab4917e88f3991fba6e34052c         NaN  \n",
       "8ec1e46d261cde4b7eb7818481e02a439a344966         NaN  \n",
       "a0b6c78af7ce197a41eb7f2e8514929e40cf0f01       125.0  \n",
       "d6b3d8608c147417d6f83042303ad18d48df5069       125.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"articles_2017-12-01_2017-12-31.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    139145.00\n",
       "mean       1105.88\n",
       "std        9852.92\n",
       "min           0.00\n",
       "50%          24.00\n",
       "75%         243.00\n",
       "90%        1545.00\n",
       "95%        4086.00\n",
       "99%       20228.36\n",
       "99.5%     32446.04\n",
       "99.9%     87128.53\n",
       "max     1741886.00\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 3 articles with more than 1 million engagements this month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>discovered</th>\n",
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       "      <th>fb_engagements</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf</th>\n",
       "      <td>http://www.dailymail.co.uk/health/article-2054...</td>\n",
       "      <td>Bad news for dads: Babies 'should share mother...</td>\n",
       "      <td>2017-12-08 16:18:25.150</td>\n",
       "      <td>2017-12-07 21:00:00</td>\n",
       "      <td>1502932</td>\n",
       "      <td>284.84</td>\n",
       "      <td>2017-12-09T04:07:10.793Z</td>\n",
       "      <td>573487</td>\n",
       "      <td>672710</td>\n",
       "      <td>256735</td>\n",
       "      <td>Daily Mail</td>\n",
       "      <td>dailymail_co_uk</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>nan</td>\n",
       "      <td>True</td>\n",
       "      <td>13574153.00</td>\n",
       "      <td>2017-12-08T16:15:11.000Z</td>\n",
       "      <td>158</td>\n",
       "      <td>494.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5bf276f7b22af522d1a15b94ad40f1b3858d3e61</th>\n",
       "      <td>https://www.nytimes.com/2017/12/12/us/politics...</td>\n",
       "      <td>Once a Long Shot, Democrat Doug Jones Wins Ala...</td>\n",
       "      <td>2017-12-13 03:28:08.107</td>\n",
       "      <td>2017-12-13 03:25:52</td>\n",
       "      <td>1054926</td>\n",
       "      <td>8809.66</td>\n",
       "      <td>2017-12-13T04:12:18.429Z</td>\n",
       "      <td>86607</td>\n",
       "      <td>906432</td>\n",
       "      <td>61887</td>\n",
       "      <td>New York Times</td>\n",
       "      <td>nytimes_com</td>\n",
       "      <td>840</td>\n",
       "      <td>1319</td>\n",
       "      <td>120.00</td>\n",
       "      <td>True</td>\n",
       "      <td>15020753.00</td>\n",
       "      <td>2017-12-13T03:28:45.000Z</td>\n",
       "      <td>120</td>\n",
       "      <td>1454.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823cc4c44f81ebb54e4adef2e98c20f95480055f</th>\n",
       "      <td>https://www.washingtonpost.com/national/health...</td>\n",
       "      <td>CDC gets list of forbidden words: fetus, trans...</td>\n",
       "      <td>2017-12-16 00:08:50.251</td>\n",
       "      <td>2017-12-15 23:53:00</td>\n",
       "      <td>1741886</td>\n",
       "      <td>1850.97</td>\n",
       "      <td>2017-12-16T02:04:09.495Z</td>\n",
       "      <td>457275</td>\n",
       "      <td>1017806</td>\n",
       "      <td>266805</td>\n",
       "      <td>The Washington Post</td>\n",
       "      <td>washingtonpost_com</td>\n",
       "      <td>0</td>\n",
       "      <td>3749</td>\n",
       "      <td>89.00</td>\n",
       "      <td>True</td>\n",
       "      <td>6099192.00</td>\n",
       "      <td>2017-12-16T00:27:14.000Z</td>\n",
       "      <td>191</td>\n",
       "      <td>766.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf  http://www.dailymail.co.uk/health/article-2054...   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61  https://www.nytimes.com/2017/12/12/us/politics...   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f  https://www.washingtonpost.com/national/health...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf  Bad news for dads: Babies 'should share mother...   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61  Once a Long Shot, Democrat Doug Jones Wins Ala...   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f  CDC gets list of forbidden words: fetus, trans...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf 2017-12-08 16:18:25.150   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61 2017-12-13 03:28:08.107   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f 2017-12-16 00:08:50.251   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf 2017-12-07 21:00:00         1502932   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61 2017-12-13 03:25:52         1054926   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f 2017-12-15 23:53:00         1741886   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf                      284.84   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61                     8809.66   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f                     1850.97   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf        2017-12-09T04:07:10.793Z   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61        2017-12-13T04:12:18.429Z   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f        2017-12-16T02:04:09.495Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf       573487        672710   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61        86607        906432   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f       457275       1017806   \n",
       "\n",
       "                                          fb_shares       publisher_name  \\\n",
       "id                                                                         \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf     256735           Daily Mail   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61      61887       New York Times   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f     266805  The Washington Post   \n",
       "\n",
       "                                                publisher_id  mins_as_lead  \\\n",
       "id                                                                           \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf     dailymail_co_uk             0   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61         nytimes_com           840   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f  washingtonpost_com             0   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf              0   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61           1319   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f           3749   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf                    nan   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61                 120.00   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f                  89.00   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf           True          13574153.00   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61           True          15020753.00   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f           True           6099192.00   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf  2017-12-08T16:15:11.000Z   \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61  2017-12-13T03:28:45.000Z   \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f  2017-12-16T00:27:14.000Z   \n",
       "\n",
       "                                          alexa_rank  word_count  \n",
       "id                                                                \n",
       "5c2b2bee6d23ef061ff65a0adcd0fb2e1d5374bf         158      494.00  \n",
       "5bf276f7b22af522d1a15b94ad40f1b3858d3e61         120     1454.00  \n",
       "823cc4c44f81ebb54e4adef2e98c20f95480055f         191      766.00  "
      ]
     },
     "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": [
    "*last month* 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": [
    "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": [
    "Key publishers stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <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>20</td>\n",
       "      <td>40120</td>\n",
       "      <td>1809.00</td>\n",
       "      <td>2006.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>10821</td>\n",
       "      <td>7646802</td>\n",
       "      <td>28.00</td>\n",
       "      <td>706.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>2640</td>\n",
       "      <td>11722200</td>\n",
       "      <td>270.50</td>\n",
       "      <td>4440.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>45</td>\n",
       "      <td>24409</td>\n",
       "      <td>188.00</td>\n",
       "      <td>542.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>1182</td>\n",
       "      <td>2772469</td>\n",
       "      <td>165.00</td>\n",
       "      <td>2345.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>3085</td>\n",
       "      <td>14990814</td>\n",
       "      <td>638.00</td>\n",
       "      <td>4859.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>22066</td>\n",
       "      <td>15935337</td>\n",
       "      <td>29.00</td>\n",
       "      <td>722.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>340</td>\n",
       "      <td>90374</td>\n",
       "      <td>32.00</td>\n",
       "      <td>265.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>39</td>\n",
       "      <td>274563</td>\n",
       "      <td>1592.00</td>\n",
       "      <td>7040.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>5043</td>\n",
       "      <td>15670336</td>\n",
       "      <td>72.00</td>\n",
       "      <td>3107.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>3870</td>\n",
       "      <td>268372</td>\n",
       "      <td>5.00</td>\n",
       "      <td>69.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>8947</td>\n",
       "      <td>10716052</td>\n",
       "      <td>9.00</td>\n",
       "      <td>1197.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>5718</td>\n",
       "      <td>4911814</td>\n",
       "      <td>31.00</td>\n",
       "      <td>859.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>500</td>\n",
       "      <td>290099</td>\n",
       "      <td>52.00</td>\n",
       "      <td>580.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>3644</td>\n",
       "      <td>2019719</td>\n",
       "      <td>82.50</td>\n",
       "      <td>554.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>142</td>\n",
       "      <td>1988</td>\n",
       "      <td>8.00</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>9514</td>\n",
       "      <td>6559353</td>\n",
       "      <td>54.50</td>\n",
       "      <td>689.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>1793</td>\n",
       "      <td>5202028</td>\n",
       "      <td>446.00</td>\n",
       "      <td>2901.30</td>\n",
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       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>362</td>\n",
       "      <td>61350</td>\n",
       "      <td>23.00</td>\n",
       "      <td>169.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>1878</td>\n",
       "      <td>7021350</td>\n",
       "      <td>239.50</td>\n",
       "      <td>3738.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>4541</td>\n",
       "      <td>17519582</td>\n",
       "      <td>215.00</td>\n",
       "      <td>3858.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>170</td>\n",
       "      <td>55692</td>\n",
       "      <td>162.50</td>\n",
       "      <td>327.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>55</td>\n",
       "      <td>71414</td>\n",
       "      <td>529.00</td>\n",
       "      <td>1298.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>5213</td>\n",
       "      <td>1842218</td>\n",
       "      <td>20.00</td>\n",
       "      <td>353.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2572</td>\n",
       "      <td>2600470</td>\n",
       "      <td>264.00</td>\n",
       "      <td>1011.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>102</td>\n",
       "      <td>68492</td>\n",
       "      <td>263.50</td>\n",
       "      <td>671.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>6285</td>\n",
       "      <td>2283897</td>\n",
       "      <td>18.00</td>\n",
       "      <td>363.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>184</td>\n",
       "      <td>220508</td>\n",
       "      <td>609.00</td>\n",
       "      <td>1198.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>7662</td>\n",
       "      <td>9020836</td>\n",
       "      <td>122.00</td>\n",
       "      <td>1177.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>8869</td>\n",
       "      <td>338754</td>\n",
       "      <td>1.00</td>\n",
       "      <td>38.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>21217</td>\n",
       "      <td>12472172</td>\n",
       "      <td>0.00</td>\n",
       "      <td>587.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>274</td>\n",
       "      <td>371790</td>\n",
       "      <td>51.50</td>\n",
       "      <td>1356.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>352</td>\n",
       "      <td>792901</td>\n",
       "      <td>165.50</td>\n",
       "      <td>2252.56</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     20          40120 1809.00 2006.00\n",
       "bbc_co_uk                         10821        7646802   28.00  706.66\n",
       "breitbart_com                      2640       11722200  270.50 4440.23\n",
       "brexitcentral_com                    45          24409  188.00  542.42\n",
       "buzzfeed_com                       1182        2772469  165.00 2345.57\n",
       "cnn_com                            3085       14990814  638.00 4859.26\n",
       "dailymail_co_uk                   22066       15935337   29.00  722.17\n",
       "economist_com                       340          90374   32.00  265.81\n",
       "evolvepolitics_com                   39         274563 1592.00 7040.08\n",
       "foxnews_com                        5043       15670336   72.00 3107.34\n",
       "ft_com                             3870         268372    5.00   69.35\n",
       "huffingtonpost_com                 8947       10716052    9.00 1197.73\n",
       "independent_co_uk                  5718        4911814   31.00  859.01\n",
       "indy100_com                         500         290099   52.00  580.20\n",
       "lemonde_fr                         3644        2019719   82.50  554.26\n",
       "libdemvoice_org                     142           1988    8.00   14.00\n",
       "mirror_co_uk                       9514        6559353   54.50  689.44\n",
       "nbcnews_com                        1793        5202028  446.00 2901.30\n",
       "newstatesman_com                    362          61350   23.00  169.48\n",
       "npr_org                            1878        7021350  239.50 3738.74\n",
       "nytimes_com                        4541       17519582  215.00 3858.09\n",
       "order-order_com                     170          55692  162.50  327.60\n",
       "propublica_org                       55          71414  529.00 1298.44\n",
       "reuters_com                        5213        1842218   20.00  353.39\n",
       "rt_com                             2572        2600470  264.00 1011.07\n",
       "skwawkbox_org                       102          68492  263.50  671.49\n",
       "telegraph_co_uk                    6285        2283897   18.00  363.39\n",
       "thecanary_co                        184         220508  609.00 1198.41\n",
       "theguardian_com                    7662        9020836  122.00 1177.35\n",
       "thetimes_co_uk                     8869         338754    1.00   38.20\n",
       "washingtonpost_com                21217       12472172    0.00  587.84\n",
       "westmonster_com                     274         371790   51.50 1356.90\n",
       "yournewswire_com                    352         792901  165.50 2252.56"
      ]
     },
     "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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RtpKEwsJCjh2zlVFcOvbgwUz7Kvittzbi1lv7MnNmIjt3bicjw/bXr6KiQs6c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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1091b4c50>"
      ]
     },
     "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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FKl++/P+/issN173Vg0gqVKioypUrKzJylry9vbVly5cqV84zXxtfX1/HLOKd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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112212710>"
      ]
     },
     "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   112066.00\n",
       "mean         4.99\n",
       "std          1.77\n",
       "min          3.22\n",
       "25%          3.50\n",
       "50%          4.41\n",
       "75%          6.06\n",
       "max         11.38\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   112066.00\n",
       "mean        11.33\n",
       "std         10.89\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 0x1121fcd68>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sWElSRkaGqqqququ0XuGmm27SAw88IEmybVter5cedtKkSZNUWloqSaqrq1Nc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e026668>"
      ]
     },
     "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   139145.00\n",
       "mean        10.25\n",
       "std        107.35\n",
       "min          0.00\n",
       "50%          0.00\n",
       "75%          0.00\n",
       "90%          0.00\n",
       "95%          0.00\n",
       "99%        305.00\n",
       "99.5%      594.00\n",
       "99.9%     1359.00\n",
       "max      13930.00\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    4013.00\n",
       "mean      355.24\n",
       "std       526.37\n",
       "min         4.00\n",
       "25%        94.00\n",
       "50%       190.00\n",
       "75%       425.00\n",
       "90%       888.20\n",
       "95%      1160.60\n",
       "99%      1890.20\n",
       "99.5%    2723.16\n",
       "99.9%    5808.77\n",
       "max     13930.00\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 0x10bc53ef0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MGfrss890yy236Msvv9Sjjz4a6L0BAIBO8CvuR48e1TPPPKNPP/1ULS0tSk5O5swdAIAQ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\nyj4562fd7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11117fe80>"
      ]
     },
     "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 0x10ad03e80>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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U4uLi/LcvuOACfgUrAACdVFDPuQ8dOlTPPfecTp8+rQ8//FAbNmzQ5ZdfHurZAABABwR1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\nRgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d240f60>"
      ]
     },
     "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 0x10ca07b38>"
      ]
     },
     "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 0x10cb84a58>"
      ]
     },
     "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 0x109daa390>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wLMuqra21xo0bZw0bNsz69NNPI1Gi7YL14MMPP7Ruu+026+zZs5bf77fy8/Ot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\nDETAAwDQP/p+AAAACElEQVRgoP8FIonjwSjDH10AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11225d668>"
      ]
     },
     "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 0x112265f28>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QuHBhTJw40e4fLFq0ENzcXO2+z8fHy+57RMnGVJGLMy2P6hhG4jhTuzxruThLDFVxmEvu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\nCOGBgihCCCGEEB7+D3C1Khz7GDe5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e56c5f8>"
      ]
     },
     "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 0x1097d1c18>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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otttuk8vl0gsvvKA333xT9913n935AABAH4Iq8ldffVVbt24N3L/jjjs0ffp0XXjhhbYF\nAwAA/QvqXOuS1NTUFLj9yiuvKD4+3pZAAAAgeEFtkT/00EMqLS3VkSNHJEkZGRlasWKFrcEAAED/\ngirySy+9VH/+85/V3t6uoUOHsjUOAMAgEdSu9U8//VR33nmnCgoKdOzYMd1+++1qbW21OxsAAOhH\nUEXu8Xg0a9YsxcXF6fzzz9dPf/rTPi9jCgAAQiOoIu/o6JDb7ZYkORwO3Xbbberq6rI1GAAA6F9Q\nRT5s2DAdPnw4cFKYf/7zn4qNjbU1GAAA6F9QB7stWrRIv/zlL/Xxxx9r2rRp+uKLL/Too4/anQ0A\nAPQjqCI/evSonn32WX300Ufy+XzKyMhgixwAgEEgqF3rK1eu1JAhQzRmzBiNGzeOEgcAYJAIaot8\nxIgRWrRoka644goNGzYssPzmm2+2LRgAAOhfn0X+2Wef6Xvf+55SUlIkSa+//voZ6ylyAADCq88i\nnz17trZt26bly5friSeeUFFRUahyAQCAIPT5N3LLsgK3X3jhBdvDAACAs9NnkZ/+3rh0ZqkDAIDB\nIejLmP7/UgcAAINDn38jf++99/SjH/1I0n8PfDt927IsORwO1dXV2Z8QAAD0qs8if+mll0KVAwAA\nfAt9FvmFF14YqhwAAOBbCPpv5AAAYPChyAEAMBhFDgCAwShyAAAMRpEDAGCwoK5+9m34fD49+OCD\n+vDDD+VwOFRZWamhQ4dq4cKFcjgcGjNmjCoqKhQTE6PVq1dr165dcrlcKisr0+WXX25XLAAAIopt\nRf7KK69Ikp5++mk1NzfrkUcekWVZKikp0aRJk+TxeFRXV6f09HTt3r1bmzdv1qFDh1RcXKwtW7bY\nFQsAgIhiW5Ffd911uuaaayRJBw8eVFJSkpqampSVlSVJysnJUWNjo0aPHi232y2Hw6H09HT5fD61\nt7crNTXVrmgAAEQM24pcklwul0pLS/W3v/1Nv/vd79TY2Bg4Z3t8fLw6OzvV1dWl5OTkwGNOL++r\nyFNS4uRyOXtdn5aWOHBDGCia54/m2UNhsL++gz0fokco34u2FrkkrVixQvfff79uu+02nTx5MrDc\n6/UqKSlJCQkJ8nq9ZyxPTOz7BejoONbrurS0RLW1dZ57cENF8/zRPHuoDObXl/9/DCYD/V7s64OB\nbUetP/fcc1q3bp0k6Tvf+Y4cDocuvfRSNTc3S5Lq6+uVmZmpCRMmqKGhQX6/XwcPHpTf72e3OgAA\nQbJti/zHP/6xFi1apJ///Ofq6elRWVmZLrroIpWXl6u6uloZGRnKzc2V0+lUZmam8vPz5ff75fF4\n7IoEAEDEsa3I4+Li9Oijj35jeW1t7TeWFRcXq7i42K4oAABELE4IAwCAwShyAAAMRpEDAGAwihwA\nAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGC2\nXcYUQOQpqtoZ7ggAvoYtcgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDB\nKHIAAAxGkQMAYDCKHAAAg1HkAAAYjCIHAMBgFDkAAAaz5TKm3d3dKisr06effqpTp05pzpw5+sEP\nfqCFCxfK4XBozJgxqqioUExMjFavXq1du3bJ5XKprKxMl19+uR2RAACISLYU+fPPP6/k5GStXLlS\nn3/+uW6++WaNGzdOJSUlmjRpkjwej+rq6pSenq7du3dr8+bNOnTokIqLi7VlyxY7IgEAEJFsKfIb\nbrhBubm5kiTLsuR0OtXS0qKsrCxJUk5OjhobGzV69Gi53W45HA6lp6fL5/Opvb1dqampdsQCACDi\n2FLk8fHxkqSuri7NmzdPJSUlWrFihRwOR2B9Z2enurq6lJycfMbjOjs7+y3ylJQ4uVzOXtenpSUO\nwBTmiub5o3l2AINHKH8X2VLkknTo0CHNnTtXhYWFuummm7Ry5crAOq/Xq6SkJCUkJMjr9Z6xPDGx\n/+E7Oo71ui4tLVFtbZ3nFt5g0Tx/NM8OYHAZ6N9FfX0wsOWo9SNHjqioqEgLFixQXl6eJOmSSy5R\nc3OzJKm+vl6ZmZmaMGGCGhoa5Pf7dfDgQfn9fnarAwBwFmzZIl+7dq2+/PJLrVmzRmvWrJEk/frX\nv9aSJUtUXV2tjIwM5ebmyul0KjMzU/n5+fL7/fJ4PHbEAQAgYjksy7LCHeJs9bXLItp3r0bz/P3N\nXlS1M4RpAESzJxZOGdDnC/mudQAAEBoUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMAYDCKHAAAg1Hk\nAAAYjCIHAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAG\no8gBADAYRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIA\nAAxGkQMAYDBbi/z111/XzJkzJUkHDhzQjBkzVFhYqIqKCvn9fknS6tWrlZeXp4KCAr3xxht2xgEA\nIOLYVuTr16/Xgw8+qJMnT0qSli9frpKSEm3cuFGWZamurk4tLS3avXu3Nm/erOrqalVWVtoVBwCA\niOSy64lHjhypVatW6YEHHpAktbS0KCsrS5KUk5OjxsZGjR49Wm63Ww6HQ+np6fL5fGpvb1dqaqpd\nsWCToqqd4Y4AAFHJtiLPzc1Va2tr4L5lWXI4HJKk+Ph4dXZ2qqurS8nJyYGfOb28vyJPSYmTy+Xs\ndX1aWuI5pjdbtM8PAOEWyt/DthX518XEfLUX3+v1KikpSQkJCfJ6vWcsT0zsf/iOjmO9rktLS1Rb\nW+e5hTVYtM8PAIPBQP8e7uuDQciOWr/kkkvU3NwsSaqvr1dmZqYmTJighoYG+f1+HTx4UH6/n93q\nAACchZBtkZeWlqq8vFzV1dXKyMhQbm6unE6nMjMzlZ+fL7/fL4/HE6o4xuFv0ACA/8VhWZYV7hBn\nq69dFpG6a5kiBwBzPLFwyoA+X1+71kO2RT6YUZIAAFNxZjcAAAxGkQMAYDCKHAAAg1HkAAAYjCIH\nAMBgFDkAAAajyAEAMBhFDgCAwShyAAAMRpEDAGAwihwAAINR5AAAGIwiBwDAYBQ5AAAGo8gBADAY\nRQ4AgMEocgAADEaRAwBgMIocAACDUeQAABiMIgcAwGAUOQAABqPIAQAwGEUOAIDBKHIAAAxGkQMA\nYDCKHAAAg1HkAAAYjCIHAMBgrnAHkCS/36/Fixfr3XffVWxsrJYsWaJRo0aFOxYAAIPeoNgif/nl\nl3Xq1Clt2rRJ8+fPV1VVVbgjAQBghEFR5Hv37lV2drYkafz48XrrrbfCnAgAADMMil3rXV1dSkhI\nCNx3Op3q6emRy/W/46WlJfb5fP2t/7oXHp52Vj8PAMBgMSi2yBMSEuT1egP3/X5/ryUOAAC+MiiK\nfMKECaqvr5ck7du3T2PHjg1zIgAAzOCwLMsKd4jTR63/+9//lmVZWrZsmS666KJwxwIAYNAbFEUO\nAAC+nUGxax0AAHw7FDkAAAaLmCL3+/3yeDzKz8/XzJkzdeDAgXBHCpnu7m4tWLBAhYWFysvLU11d\nXbgjhcXRo0d19dVX64MPPgh3lJBbt26d8vPzNX36dG3evDnccUKmu7tb8+fPV0FBgQoLC6Pq//71\n11/XzJkzJUkHDhzQjBkzVFhYqIqKCvn9/jCns9//n3///v0qLCzUzJkzNWvWLB05ciTM6UIrYoo8\nms8O9/zzzys5OVkbN27U73//e/3mN78Jd6SQ6+7ulsfj0bBhw8IdJeSam5v12muv6amnnlJNTY0O\nHz4c7kgh8/e//109PT16+umnNXfuXP32t78Nd6SQWL9+vR588EGdPHlSkrR8+XKVlJRo48aNsiwr\n4j/Mf33+pUuXqry8XDU1Nbr++uu1fv36MCcMrYgp8mg+O9wNN9ygX/3qV5Iky7LkdDrDnCj0VqxY\noYKCAl1wwQXhjhJyDQ0NGjt2rObOnavZs2frmmuuCXekkBk9erR8Pp/8fr+6urqi5vwTI0eO1KpV\nqwL3W1palJWVJUnKyclRU1NTuKKFxNfnr66u1sUXXyxJ8vl8Gjp0aLiihUXEvOvP9uxwkSQ+Pl7S\nf1+DefPmqaSkJMyJQmvr1q1KTU1Vdna2Hn/88XDHCbmOjg4dPHhQa9euVWtrq+bMmaMdO3bI4XCE\nO5rt4uLi9Omnn2rq1Knq6OjQ2rVrwx0pJHJzc9Xa2hq4b1lW4P87Pj5enZ2d4YoWEl+f//QH+H/9\n61+qra3Vhg0bwhUtLCJmizzazw536NAh3X777Zo2bZpuuummcMcJqS1btqipqUkzZ87U/v37VVpa\nqra2tnDHCpnk5GS53W7FxsYqIyNDQ4cOVXt7e7hjhcQf//hHud1uvfTSS9q+fbsWLlwY2N0aTWJi\nvvpV7vV6lZSUFMY04fHiiy+qoqJCjz/+uFJTU8MdJ6Qipsij+exwR44cUVFRkRYsWKC8vLxwxwm5\nDRs2qLa2VjU1Nbr44ou1YsUKpaWlhTtWyFx55ZV69dVXZVmWPvvsMx0/flzJycnhjhUSSUlJSkz8\n77UVzjvvPPX09Mjn84U5Vehdcsklam5uliTV19crMzMzzIlCa/v27YHfASNGjAh3nJCLmE3W66+/\nXo2NjSooKAicHS5arF27Vl9++aXWrFmjNWvWSPrvwSDReOBXNLr22mu1Z88e5eXlybIseTyeqDlO\n4he/+IXKyspUWFio7u5u3XfffYqLiwt3rJArLS1VeXm5qqurlZGRodzc3HBHChmfz6elS5fq+9//\nvoqLiyVJEydO1Lx588KcLHQ4sxsAAAaLmF3rAABEI4ocAACDUeQAABiMIgcAwGAUOQAABqPIAQAw\nGEUOAIDBKHIAAAz2f0WZ1IJnzffBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109d4ea58>"
      ]
     },
     "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>20.00</td>\n",
       "      <td>5.31</td>\n",
       "      <td>0.10</td>\n",
       "      <td>4.88</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>106.00</td>\n",
       "      <td>12.80</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.97</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>197.00</td>\n",
       "      <td>8.43</td>\n",
       "      <td>1.19</td>\n",
       "      <td>0.72</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>39.00</td>\n",
       "      <td>4.45</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.91</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>275.00</td>\n",
       "      <td>11.80</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.80</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>209.00</td>\n",
       "      <td>12.57</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2.15</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>171.00</td>\n",
       "      <td>11.57</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.98</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>37.00</td>\n",
       "      <td>7.66</td>\n",
       "      <td>1.44</td>\n",
       "      <td>0.53</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>105.00</td>\n",
       "      <td>10.55</td>\n",
       "      <td>0.62</td>\n",
       "      <td>4.25</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>69.00</td>\n",
       "      <td>7.69</td>\n",
       "      <td>1.54</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>165.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>5.40</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>134.00</td>\n",
       "      <td>9.68</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.84</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>166.00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>1.86</td>\n",
       "      <td>0.47</td>\n",
       "      <td>4.69</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>184.00</td>\n",
       "      <td>8.59</td>\n",
       "      <td>1.93</td>\n",
       "      <td>0.78</td>\n",
       "      <td>9.34</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>4.58</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.78</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>333.00</td>\n",
       "      <td>8.51</td>\n",
       "      <td>1.80</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>111.00</td>\n",
       "      <td>8.45</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.60</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>55.00</td>\n",
       "      <td>6.01</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.48</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>135.00</td>\n",
       "      <td>9.07</td>\n",
       "      <td>1.27</td>\n",
       "      <td>1.57</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>59.00</td>\n",
       "      <td>12.25</td>\n",
       "      <td>1.57</td>\n",
       "      <td>2.09</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>168.00</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.83</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>22.00</td>\n",
       "      <td>5.96</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.03</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>87.00</td>\n",
       "      <td>9.11</td>\n",
       "      <td>1.84</td>\n",
       "      <td>0.81</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>162.00</td>\n",
       "      <td>9.29</td>\n",
       "      <td>2.39</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>102.00</td>\n",
       "      <td>4.76</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.75</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>87.00</td>\n",
       "      <td>9.78</td>\n",
       "      <td>1.42</td>\n",
       "      <td>2.37</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>148.00</td>\n",
       "      <td>4.63</td>\n",
       "      <td>1.81</td>\n",
       "      <td>0.41</td>\n",
       "      <td>3.11</td>\n",
       "      <td>5.38</td>\n",
       "      <td>6.21</td>\n",
       "      <td>6.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>157.00</td>\n",
       "      <td>11.48</td>\n",
       "      <td>2.11</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>77.00</td>\n",
       "      <td>6.52</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.03</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>83.00</td>\n",
       "      <td>11.30</td>\n",
       "      <td>1.15</td>\n",
       "      <td>0.95</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>74.00</td>\n",
       "      <td>4.68</td>\n",
       "      <td>1.26</td>\n",
       "      <td>0.78</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>141.00</td>\n",
       "      <td>5.57</td>\n",
       "      <td>0.81</td>\n",
       "      <td>2.69</td>\n",
       "      <td>5.59</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  20.00  5.31 0.10 4.88  5.33  5.33  5.33   \n",
       "bbc_co_uk                        106.00 12.80 1.80 1.97 13.15 13.15 13.15   \n",
       "breitbart_com                    197.00  8.43 1.19 0.72  8.69  8.69  8.69   \n",
       "brexitcentral_com                 39.00  4.45 0.57 1.91  4.59  4.59  4.59   \n",
       "buzzfeed_com                     275.00 11.80 1.16 1.80 12.02 12.02 12.02   \n",
       "cnn_com                          209.00 12.57 1.37 2.15 12.89 12.89 12.89   \n",
       "dailymail_co_uk                  171.00 11.57 1.22 1.98 11.85 11.85 11.85   \n",
       "economist_com                     37.00  7.66 1.44 0.53  7.99  7.99  7.99   \n",
       "foxnews_com                      105.00 10.55 0.62 4.25 10.61 10.61 10.61   \n",
       "ft_com                            69.00  7.69 1.54 0.54  8.14  8.14  8.14   \n",
       "huffingtonpost_com               165.00 11.00 0.88 5.40 11.17 11.17 11.17   \n",
       "independent_co_uk                134.00  9.68 1.51 0.84 10.07 10.07 10.07   \n",
       "indy100_com                      166.00  5.79 1.86 0.47  4.69  7.04  7.04   \n",
       "lemonde_fr                       184.00  8.59 1.93 0.78  9.34  9.34  9.34   \n",
       "libdemvoice_org                  135.00  4.58 0.55 0.78  4.71  4.71  4.71   \n",
       "mirror_co_uk                     333.00  8.51 1.80 0.61  9.15  9.15  9.15   \n",
       "nbcnews_com                      111.00  8.45 1.67 0.60  8.93  8.93  8.93   \n",
       "newstatesman_com                  55.00  6.01 1.23 1.48  6.35  6.35  6.35   \n",
       "npr_org                          135.00  9.07 1.27 1.57  9.39  9.39  9.39   \n",
       "nytimes_com                       59.00 12.25 1.57 2.09 12.53 12.53 12.53   \n",
       "order-order_com                  168.00  4.75 1.52 0.48  3.83  5.78  5.78   \n",
       "propublica_org                    22.00  5.96 1.10 1.03  6.20  6.20  6.20   \n",
       "reuters_com                       87.00  9.11 1.84 0.81  9.66  9.66  9.66   \n",
       "rt_com                           162.00  9.29 2.39 0.68 10.17 10.17 10.17   \n",
       "skwawkbox_org                    102.00  4.76 0.79 0.75  5.03  5.03  5.03   \n",
       "telegraph_co_uk                   87.00  9.78 1.42 2.37 10.15 10.15 10.15   \n",
       "thecanary_co                     148.00  4.63 1.81 0.41  3.11  5.38  6.21   \n",
       "theguardian_com                  157.00 11.48 2.11 1.01 12.11 12.11 12.11   \n",
       "thetimes_co_uk                    77.00  6.52 1.24 1.03  6.84  6.84  6.84   \n",
       "washingtonpost_com                83.00 11.30 1.15 0.95 11.42 11.42 11.42   \n",
       "westmonster_com                   74.00  4.68 1.26 0.78  5.22  5.22  5.22   \n",
       "yournewswire_com                 141.00  5.57 0.81 2.69  5.59  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 0x10d4b5ef0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Onj2r6/PkFN9asr5D165dU/+Lj49XXz9x4oRQHKPHSVbdrlq1Sundu7cyY8YM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\nRAghhBBSDwqSCCGEEELq8f8A+GQ1cNKVqwgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d467c50>"
      ]
     },
     "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": [
       "(0.41405622016623894, 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 0x10d48a320>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tsnTpUkk/fIS4ZMkSv5Hs8V4OHTqkKVOm6ODBg7Lb7SopKYmIs5e29f77+OOP\nq7y8PCyvlXM+3AEAMM05f1geAADTEO4AABiGcAcAwDCEOwAAhiHcAQAwDOEOAIBhCHcAAAxDuAMA\nYJj/A1qEXCke9VYNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e4e7ef0>"
      ]
     },
     "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 0x10ec88588>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KSUmBo6OjyesODg5ISUnJ9fXcJCQ8fuHrTk56xMWZV6SJkBVTSxxrniZriSErDnOxvhj5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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cc60400>"
      ]
     },
     "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     135133\n",
       "1.00         46\n",
       "2.00         40\n",
       "3.00         47\n",
       "4.00         45\n",
       "5.00         51\n",
       "6.00         53\n",
       "7.00        230\n",
       "8.00        224\n",
       "9.00        245\n",
       "10.00       146\n",
       "11.00       189\n",
       "12.00        61\n",
       "13.00        81\n",
       "14.00       581\n",
       "15.00       363\n",
       "16.00       345\n",
       "17.00       266\n",
       "18.00       244\n",
       "19.00       402\n",
       "20.00       353\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                      14.00\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                         15.00\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 0x10f238f28>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YY7Js2bJ0dHRkxYoVjZ4NAACABqrrCuGoUaNy2WWX5bLLLmv0PAAAABwldQXhqaeemkql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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb76860>"
      ]
     },
     "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     65696\n",
       "2.00      6558\n",
       "3.00      4381\n",
       "4.00      4043\n",
       "5.00       713\n",
       "6.00       467\n",
       "7.00       491\n",
       "8.00       446\n",
       "9.00       947\n",
       "10.00      205\n",
       "11.00      192\n",
       "12.00      387\n",
       "13.00      215\n",
       "14.00       88\n",
       "15.00       68\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      20.00\n",
       "bbc_co_uk                          14840.00\n",
       "breitbart_com                       2576.00\n",
       "brexitcentral_com                     45.00\n",
       "buzzfeed_com                        9269.00\n",
       "cnn_com                            11015.00\n",
       "dailymail_co_uk                    12847.00\n",
       "economist_com                        196.00\n",
       "evolvepolitics_com                    37.00\n",
       "foxnews_com                         6244.00\n",
       "ft_com                              2475.00\n",
       "huffingtonpost_com                  7800.00\n",
       "independent_co_uk                   4067.00\n",
       "indy100_com                          499.00\n",
       "lemonde_fr                          3639.00\n",
       "libdemvoice_org                      142.00\n",
       "mirror_co_uk                        9036.00\n",
       "nbcnews_com                         1715.00\n",
       "newstatesman_com                     358.00\n",
       "npr_org                             2406.00\n",
       "nytimes_com                         9063.00\n",
       "order-order_com                      170.00\n",
       "propublica_org                        55.00\n",
       "reuters_com                         6295.00\n",
       "rt_com                              4391.00\n",
       "skwawkbox_org                        102.00\n",
       "telegraph_co_uk                     4161.00\n",
       "thecanary_co                         183.00\n",
       "theguardian_com                    12282.00\n",
       "thetimes_co_uk                      8832.00\n",
       "washingtonpost_com                  8507.00\n",
       "westmonster_com                      256.00\n",
       "yournewswire_com                     352.00\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",
       "ddd1ccb2bc026b5b44204e5f4f08de1d75d4280a   1.00\n",
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       "                                           ... \n",
       "bfae49c09de2767f82e72a12f5b12764c1ce7820   0.00\n",
       "70c0842823086bd113b46a4e59d65ddb65fffbe4   0.00\n",
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       "2550727576c66a34027959450c0bbbd4294af766   4.00\n",
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       "bdbf38c1bd2d8b34a4dd30bfb23d06a2bbbda741   1.00\n",
       "dd188e1f4c1e9d3c52436bab86dccc632b7e976a   0.00\n",
       "10bc19ceb4744dadeebb54b131f00b27d523dc6e   0.00\n",
       "b84a4946cbd1485cbd093be665d701c2c7715e6b   0.00\n",
       "dea7aa4d75a3ab52308f89b2afa370e18ae252d8   2.00\n",
       "d49f5492306ecdf8b0584aeb4ca6e5366101bfeb   1.00\n",
       "95869409b267dd18f18b99bd3587fcc37777443c   3.00\n",
       "f4eafe68c3ab197dfe036046a04c28b3d5ecac65   0.00\n",
       "ffd528fd949229fa7684ac6bc966c8d3fc0bc687   1.00\n",
       "10357eed59889a5ee0da5195c5cd6b110e4e31cf   0.00\n",
       "fcb700f805f54fa7b8468b8008881115917018eb   1.00\n",
       "af42fc6be7c3e331ad9831c18406ffebdf49128e   0.00\n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514   0.00\n",
       "Name: front_score, Length: 139145, 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": [
       "45331565.0"
      ]
     },
     "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 0x111b76978>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V0OfNm6eCggJJkuu6SkxMVHt7u/Ly8iRJ+fn5amlp0eTJkzVr1iz5fD5lZWVpcHBQXV1d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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff1e438>"
      ]
     },
     "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>20.00</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>10821.00</td>\n",
       "      <td>0.63</td>\n",
       "      <td>3.00</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>2640.00</td>\n",
       "      <td>0.85</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>45.00</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.29</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>1182.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.50</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>cnn_com</th>\n",
       "      <td>3085.00</td>\n",
       "      <td>3.07</td>\n",
       "      <td>4.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>22066.00</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.64</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>340.00</td>\n",
       "      <td>2.44</td>\n",
       "      <td>1.17</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>39.00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.22</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>5043.00</td>\n",
       "      <td>0.87</td>\n",
       "      <td>2.11</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>3870.00</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.85</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>8947.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.28</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>5718.00</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.20</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>500.00</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.46</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>3644.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.98</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>142.00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.22</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>9514.00</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.44</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>nbcnews_com</th>\n",
       "      <td>1793.00</td>\n",
       "      <td>2.29</td>\n",
       "      <td>1.98</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>362.00</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>1878.00</td>\n",
       "      <td>1.42</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>4541.00</td>\n",
       "      <td>1.62</td>\n",
       "      <td>2.42</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>170.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.43</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>55.00</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.43</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>5213.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.90</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>2572.00</td>\n",
       "      <td>1.03</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>102.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.10</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>6285.00</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.91</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>thecanary_co</th>\n",
       "      <td>184.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.10</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>7662.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.13</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>8869.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.22</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>21217.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.71</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>274.00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.46</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>yournewswire_com</th>\n",
       "      <td>352.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.30</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%  \\\n",
       "publisher_id                                                                \n",
       "anotherangryvoice_blogspot_co_uk    20.00  1.00 0.00 1.00 1.00 1.00  1.00   \n",
       "bbc_co_uk                        10821.00  0.63 3.00 0.00 0.00 0.00  0.00   \n",
       "breitbart_com                     2640.00  0.85 0.99 0.00 0.00 0.00  2.00   \n",
       "brexitcentral_com                   45.00  0.91 0.29 0.00 1.00 1.00  1.00   \n",
       "buzzfeed_com                      1182.00  0.54 0.50 0.00 0.00 1.00  1.00   \n",
       "cnn_com                           3085.00  3.07 4.61 0.00 0.00 0.00 10.00   \n",
       "dailymail_co_uk                  22066.00  0.61 1.64 0.00 0.00 0.00  0.00   \n",
       "economist_com                      340.00  2.44 1.17 0.00 3.00 3.00  3.00   \n",
       "evolvepolitics_com                  39.00  0.95 0.22 0.00 1.00 1.00  1.00   \n",
       "foxnews_com                       5043.00  0.87 2.11 0.00 0.00 0.00  0.00   \n",
       "ft_com                            3870.00  0.48 0.85 0.00 0.00 0.00  0.00   \n",
       "huffingtonpost_com                8947.00  0.47 1.28 0.00 0.00 0.00  0.00   \n",
       "independent_co_uk                 5718.00  0.60 1.20 0.00 0.00 0.00  0.00   \n",
       "indy100_com                        500.00  0.69 0.46 0.00 0.00 1.00  1.00   \n",
       "lemonde_fr                        3644.00  0.80 0.98 0.00 0.00 0.00  2.00   \n",
       "libdemvoice_org                    142.00  0.95 0.22 0.00 1.00 1.00  1.00   \n",
       "mirror_co_uk                      9514.00  0.27 0.44 0.00 0.00 0.00  1.00   \n",
       "nbcnews_com                       1793.00  2.29 1.98 0.00 0.00 4.00  4.00   \n",
       "newstatesman_com                   362.00  0.79 0.41 0.00 1.00 1.00  1.00   \n",
       "npr_org                           1878.00  1.42 1.50 0.00 0.00 0.00  3.00   \n",
       "nytimes_com                       4541.00  1.62 2.42 0.00 0.00 0.00  5.00   \n",
       "order-order_com                    170.00  0.76 0.43 0.00 1.00 1.00  1.00   \n",
       "propublica_org                      55.00  0.76 0.43 0.00 1.00 1.00  1.00   \n",
       "reuters_com                       5213.00  0.56 0.90 0.00 0.00 0.00  2.00   \n",
       "rt_com                            2572.00  1.03 1.00 0.00 0.00 2.00  2.00   \n",
       "skwawkbox_org                      102.00  0.99 0.10 0.00 1.00 1.00  1.00   \n",
       "telegraph_co_uk                   6285.00  0.58 0.91 0.00 0.00 0.00  2.00   \n",
       "thecanary_co                       184.00  0.99 0.10 0.00 1.00 1.00  1.00   \n",
       "theguardian_com                   7662.00  0.52 1.13 0.00 0.00 0.00  0.00   \n",
       "thetimes_co_uk                    8869.00  0.05 0.22 0.00 0.00 0.00  0.00   \n",
       "washingtonpost_com               21217.00  0.18 0.71 0.00 0.00 0.00  0.00   \n",
       "westmonster_com                    274.00  0.29 0.46 0.00 0.00 0.00  1.00   \n",
       "yournewswire_com                   352.00  0.10 0.30 0.00 0.00 0.00  0.00   \n",
       "\n",
       "                                   max  \n",
       "publisher_id                            \n",
       "anotherangryvoice_blogspot_co_uk  1.00  \n",
       "bbc_co_uk                        15.00  \n",
       "breitbart_com                     2.00  \n",
       "brexitcentral_com                 1.00  \n",
       "buzzfeed_com                      1.00  \n",
       "cnn_com                          10.00  \n",
       "dailymail_co_uk                   5.00  \n",
       "economist_com                     3.00  \n",
       "evolvepolitics_com                1.00  \n",
       "foxnews_com                       6.00  \n",
       "ft_com                            2.00  \n",
       "huffingtonpost_com                4.00  \n",
       "independent_co_uk                 3.00  \n",
       "indy100_com                       1.00  \n",
       "lemonde_fr                        2.00  \n",
       "libdemvoice_org                   1.00  \n",
       "mirror_co_uk                      1.00  \n",
       "nbcnews_com                       4.00  \n",
       "newstatesman_com                  1.00  \n",
       "npr_org                           3.00  \n",
       "nytimes_com                       6.00  \n",
       "order-order_com                   1.00  \n",
       "propublica_org                    1.00  \n",
       "reuters_com                       2.00  \n",
       "rt_com                            2.00  \n",
       "skwawkbox_org                     1.00  \n",
       "telegraph_co_uk                   2.00  \n",
       "thecanary_co                      1.00  \n",
       "theguardian_com                   3.00  \n",
       "thetimes_co_uk                    1.00  \n",
       "washingtonpost_com                3.00  \n",
       "westmonster_com                   1.00  \n",
       "yournewswire_com                  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     330509.00\n",
       "bbc_co_uk                          45331565.00\n",
       "breitbart_com                       3770975.00\n",
       "brexitcentral_com                     13487.00\n",
       "buzzfeed_com                        2826049.00\n",
       "cnn_com                            29374374.00\n",
       "dailymail_co_uk                    13812505.00\n",
       "economist_com                       8415152.00\n",
       "evolvepolitics_com                   119272.00\n",
       "foxnews_com                        16099176.00\n",
       "ft_com                              3724840.00\n",
       "huffingtonpost_com                  9829303.00\n",
       "independent_co_uk                   7950318.00\n",
       "indy100_com                          233256.00\n",
       "lemonde_fr                          3976365.00\n",
       "libdemvoice_org                        8618.00\n",
       "mirror_co_uk                        2945691.00\n",
       "nbcnews_com                         9469485.00\n",
       "newstatesman_com                     154787.00\n",
       "npr_org                             6264453.00\n",
       "nytimes_com                        15161266.00\n",
       "order-order_com                       45291.00\n",
       "propublica_org                       375168.00\n",
       "reuters_com                         3936474.00\n",
       "rt_com                              4956977.00\n",
       "skwawkbox_org                          6461.00\n",
       "telegraph_co_uk                     4411426.00\n",
       "thecanary_co                         156579.00\n",
       "theguardian_com                     7832684.00\n",
       "thetimes_co_uk                       731034.00\n",
       "washingtonpost_com                  6107196.00\n",
       "westmonster_com                       16551.00\n",
       "yournewswire_com                      27641.00\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                          17.63\n",
       "breitbart_com                      15.14\n",
       "brexitcentral_com                   9.51\n",
       "buzzfeed_com                       14.85\n",
       "cnn_com                            17.20\n",
       "dailymail_co_uk                    16.44\n",
       "economist_com                      15.95\n",
       "evolvepolitics_com                 11.69\n",
       "foxnews_com                        16.59\n",
       "ft_com                             15.13\n",
       "huffingtonpost_com                 16.10\n",
       "independent_co_uk                  15.89\n",
       "indy100_com                        12.36\n",
       "lemonde_fr                         15.20\n",
       "libdemvoice_org                     9.06\n",
       "mirror_co_uk                       14.90\n",
       "nbcnews_com                        16.06\n",
       "newstatesman_com                   11.95\n",
       "npr_org                            15.65\n",
       "nytimes_com                        16.53\n",
       "order-order_com                    10.72\n",
       "propublica_org                     12.84\n",
       "reuters_com                        15.19\n",
       "rt_com                             15.42\n",
       "skwawkbox_org                       8.77\n",
       "telegraph_co_uk                    15.30\n",
       "thecanary_co                       11.96\n",
       "theguardian_com                    15.87\n",
       "thetimes_co_uk                     13.50\n",
       "washingtonpost_com                 15.62\n",
       "westmonster_com                     9.71\n",
       "yournewswire_com                   10.23\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                          10.72\n",
       "breitbart_com                       8.24\n",
       "brexitcentral_com                   2.60\n",
       "buzzfeed_com                        7.95\n",
       "cnn_com                            10.29\n",
       "dailymail_co_uk                     9.53\n",
       "economist_com                       9.04\n",
       "evolvepolitics_com                  4.78\n",
       "foxnews_com                         9.69\n",
       "ft_com                              8.22\n",
       "huffingtonpost_com                  9.19\n",
       "independent_co_uk                   8.98\n",
       "indy100_com                         5.45\n",
       "lemonde_fr                          8.29\n",
       "libdemvoice_org                     2.15\n",
       "mirror_co_uk                        7.99\n",
       "nbcnews_com                         9.16\n",
       "newstatesman_com                    5.04\n",
       "npr_org                             8.74\n",
       "nytimes_com                         9.63\n",
       "order-order_com                     3.81\n",
       "propublica_org                      5.93\n",
       "reuters_com                         8.28\n",
       "rt_com                              8.51\n",
       "skwawkbox_org                       1.87\n",
       "telegraph_co_uk                     8.39\n",
       "thecanary_co                        5.05\n",
       "theguardian_com                     8.97\n",
       "thetimes_co_uk                      6.59\n",
       "washingtonpost_com                  8.72\n",
       "westmonster_com                     2.81\n",
       "yournewswire_com                    3.32\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 0x111b80dd8>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LM2TIkFx22WVpa2vLI488kn//93/Pl7/85XrPBwAAQJ3UFIRPPfVUHnzwwcGPP//5z+ez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\nghAAAKBQghAAAKBQghAAAKBQ/w8Mvlz+tDuwNgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ec6edd8>"
      ]
     },
     "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 0x1140e8c50>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AoFD/AxYlUobMaSmTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff5b908>"
      ]
     },
     "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     23004\n",
       "1.00     17206\n",
       "2.00     10703\n",
       "3.00      7293\n",
       "4.00      5918\n",
       "5.00      4993\n",
       "6.00      3946\n",
       "7.00      3437\n",
       "8.00      3179\n",
       "9.00      2891\n",
       "10.00     2645\n",
       "11.00     2521\n",
       "12.00     2284\n",
       "13.00     2285\n",
       "14.00     2069\n",
       "15.00     1863\n",
       "16.00     1822\n",
       "17.00     1696\n",
       "18.00     1614\n",
       "19.00     1579\n",
       "20.00     1460\n",
       "21.00     1503\n",
       "22.00     1509\n",
       "23.00     1468\n",
       "24.00     1450\n",
       "25.00     1404\n",
       "26.00     1391\n",
       "27.00     1324\n",
       "28.00     1325\n",
       "29.00     1252\n",
       "         ...  \n",
       "65.00      154\n",
       "66.00      132\n",
       "67.00       78\n",
       "68.00       81\n",
       "69.00       82\n",
       "70.00       65\n",
       "71.00       42\n",
       "72.00       46\n",
       "73.00       53\n",
       "74.00       44\n",
       "75.00       27\n",
       "76.00       48\n",
       "77.00       39\n",
       "78.00       32\n",
       "79.00       38\n",
       "80.00       19\n",
       "81.00       16\n",
       "82.00       20\n",
       "83.00       28\n",
       "84.00       13\n",
       "85.00       17\n",
       "86.00        9\n",
       "87.00       12\n",
       "88.00       20\n",
       "89.00       12\n",
       "90.00        3\n",
       "91.00        4\n",
       "92.00        4\n",
       "93.00        2\n",
       "94.00        6\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": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>headline</th>\n",
       "      <th>discovered</th>\n",
       "      <th>published</th>\n",
       "      <th>fb_engagements</th>\n",
       "      <th>fb_max_engagements_per_min</th>\n",
       "      <th>fb_max_engagements_per_min_time</th>\n",
       "      <th>fb_comments</th>\n",
       "      <th>fb_reactions</th>\n",
       "      <th>fb_shares</th>\n",
       "      <th>...</th>\n",
       "      <th>fb_brand_page_likes</th>\n",
       "      <th>fb_brand_page_time</th>\n",
       "      <th>alexa_rank</th>\n",
       "      <th>word_count</th>\n",
       "      <th>response_score</th>\n",
       "      <th>lead_score</th>\n",
       "      <th>front_score</th>\n",
       "      <th>facebook_promotion_score</th>\n",
       "      <th>promotion_score</th>\n",
       "      <th>attention_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>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",
       "      <th></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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63152b4a2aa41e82016aa771891fdf1333128985</th>\n",
       "      <td>http://www.cnn.com/2017/12/05/politics/jeff-fl...</td>\n",
       "      <td>GOP Sen. Jeff Flake writes check to Democrat o...</td>\n",
       "      <td>2017-12-05 22:07:18.152</td>\n",
       "      <td>2017-12-05 22:01:48.000</td>\n",
       "      <td>115293</td>\n",
       "      <td>563.96</td>\n",
       "      <td>2017-12-05T22:49:09.264Z</td>\n",
       "      <td>13890</td>\n",
       "      <td>93202</td>\n",
       "      <td>8201</td>\n",
       "      <td>...</td>\n",
       "      <td>29256092.00</td>\n",
       "      <td>2017-12-05T22:30:17.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>173.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6654a151fcbef618eb610580d5448ad83303b5a8</th>\n",
       "      <td>http://www.cnn.com/2017/12/16/health/cdc-banne...</td>\n",
       "      <td>Word ban at CDC includes 'vulnerable,' 'fetus,...</td>\n",
       "      <td>2017-12-16 16:04:22.124</td>\n",
       "      <td>2017-12-16 16:01:09.000</td>\n",
       "      <td>339451</td>\n",
       "      <td>3406.06</td>\n",
       "      <td>2017-12-16T22:04:03.814Z</td>\n",
       "      <td>94158</td>\n",
       "      <td>201048</td>\n",
       "      <td>44245</td>\n",
       "      <td>...</td>\n",
       "      <td>29319882.00</td>\n",
       "      <td>2017-12-16T16:40:20.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>447.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33d3d70eb4c8c44c81f87f7cfc62a61e8f051150</th>\n",
       "      <td>http://www.cnn.com/2017/12/01/politics/senate-...</td>\n",
       "      <td>Uncertainty looms over Senate's tax bill</td>\n",
       "      <td>2017-12-01 06:16:20.820</td>\n",
       "      <td>2017-12-01 06:11:21.000</td>\n",
       "      <td>76401</td>\n",
       "      <td>121.19</td>\n",
       "      <td>2017-12-02T17:18:08.986Z</td>\n",
       "      <td>24222</td>\n",
       "      <td>43912</td>\n",
       "      <td>8267</td>\n",
       "      <td>...</td>\n",
       "      <td>29233578.00</td>\n",
       "      <td>2017-12-02T07:34:25.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>962.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>abe03a536d43790cd2c89fbeb8d3f3953376454d</th>\n",
       "      <td>http://www.cnn.com/2017/12/15/politics/judicia...</td>\n",
       "      <td>Trump judicial nominee struggles to answer bas...</td>\n",
       "      <td>2017-12-15 14:07:14.292</td>\n",
       "      <td>2017-12-15 14:02:30.000</td>\n",
       "      <td>108798</td>\n",
       "      <td>157.13</td>\n",
       "      <td>2017-12-16T02:46:13.544Z</td>\n",
       "      <td>36967</td>\n",
       "      <td>56279</td>\n",
       "      <td>15552</td>\n",
       "      <td>...</td>\n",
       "      <td>29318332.00</td>\n",
       "      <td>2017-12-16T02:29:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>327.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46d8c8a0e17496bd7af92576c33efb6c80327f22</th>\n",
       "      <td>http://www.cnn.com/2017/12/06/us/ventura-fire-...</td>\n",
       "      <td>Ventura fire: Southern California grapples wit...</td>\n",
       "      <td>2017-12-06 08:55:34.234</td>\n",
       "      <td>2017-12-06 08:53:45.000</td>\n",
       "      <td>76140</td>\n",
       "      <td>73.96</td>\n",
       "      <td>2017-12-07T01:03:07.285Z</td>\n",
       "      <td>18241</td>\n",
       "      <td>48944</td>\n",
       "      <td>8955</td>\n",
       "      <td>...</td>\n",
       "      <td>29259398.00</td>\n",
       "      <td>2017-12-06T11:00:22.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>810.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49974d79caf78028259583d5b24b6a272c81ba16</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-middle-east-42...</td>\n",
       "      <td>Jerusalem: UN resolution rejects Trump's decla...</td>\n",
       "      <td>2017-12-21 17:25:06.643</td>\n",
       "      <td>2017-12-21 17:21:33.000</td>\n",
       "      <td>104052</td>\n",
       "      <td>1024.29</td>\n",
       "      <td>2017-12-21T18:18:13.675Z</td>\n",
       "      <td>14367</td>\n",
       "      <td>82849</td>\n",
       "      <td>6836</td>\n",
       "      <td>...</td>\n",
       "      <td>45205436.00</td>\n",
       "      <td>2017-12-21T17:51:41.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>119.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d479366e1dab01635b8321713b5122e26d0e1e43</th>\n",
       "      <td>http://www.cnn.com/2017/12/10/politics/kfile-r...</td>\n",
       "      <td>Roy Moore in 2011: Getting rid of amendments a...</td>\n",
       "      <td>2017-12-10 23:10:12.827</td>\n",
       "      <td>2017-12-10 23:06:56.000</td>\n",
       "      <td>97289</td>\n",
       "      <td>156.92</td>\n",
       "      <td>2017-12-11T04:44:07.308Z</td>\n",
       "      <td>23777</td>\n",
       "      <td>56347</td>\n",
       "      <td>17165</td>\n",
       "      <td>...</td>\n",
       "      <td>29294730.00</td>\n",
       "      <td>2017-12-10T23:30:04.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>1243.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>93.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b23787d954cd054eafa4e6bf352d71dfb793df17</th>\n",
       "      <td>http://www.cnn.com/2017/12/05/us/ventura-count...</td>\n",
       "      <td>1 dead, hundreds evacuate in fast-moving South...</td>\n",
       "      <td>2017-12-05 07:13:18.431</td>\n",
       "      <td>2017-12-05 07:06:21.000</td>\n",
       "      <td>86026</td>\n",
       "      <td>79.91</td>\n",
       "      <td>2017-12-05T14:14:04.504Z</td>\n",
       "      <td>25060</td>\n",
       "      <td>51634</td>\n",
       "      <td>9332</td>\n",
       "      <td>...</td>\n",
       "      <td>29253039.00</td>\n",
       "      <td>2017-12-05T14:00:14.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>196.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>93.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4fbd6316c740d293ad9c2adb45c8b3e73a2225ea</th>\n",
       "      <td>http://www.bbc.co.uk/news/business-42353545</td>\n",
       "      <td>Walt Disney buys Murdoch's Fox for $52bn</td>\n",
       "      <td>2017-12-14 12:10:24.949</td>\n",
       "      <td>2017-12-14 12:08:08.000</td>\n",
       "      <td>40757</td>\n",
       "      <td>214.01</td>\n",
       "      <td>2017-12-14T12:31:24.627Z</td>\n",
       "      <td>8386</td>\n",
       "      <td>26851</td>\n",
       "      <td>5520</td>\n",
       "      <td>...</td>\n",
       "      <td>45140390.00</td>\n",
       "      <td>2017-12-14T12:20:08.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>64.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-4223...</td>\n",
       "      <td>Supreme court backs Trump travel ban</td>\n",
       "      <td>2017-12-04 21:22:10.709</td>\n",
       "      <td>2017-12-04 21:19:04.000</td>\n",
       "      <td>64007</td>\n",
       "      <td>363.73</td>\n",
       "      <td>2017-12-04T21:34:10.895Z</td>\n",
       "      <td>9688</td>\n",
       "      <td>49710</td>\n",
       "      <td>4609</td>\n",
       "      <td>...</td>\n",
       "      <td>45022998.00</td>\n",
       "      <td>2017-12-04T21:23:49.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>67.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579a2932b11423a6064a13062f0cf4291501f041</th>\n",
       "      <td>http://www.cnn.com/2017/12/04/politics/trump-m...</td>\n",
       "      <td>Trump fully endorses Roy Moore</td>\n",
       "      <td>2017-12-04 12:19:19.168</td>\n",
       "      <td>2017-12-04 12:15:22.000</td>\n",
       "      <td>68054</td>\n",
       "      <td>139.41</td>\n",
       "      <td>2017-12-04T14:07:15.216Z</td>\n",
       "      <td>25100</td>\n",
       "      <td>35731</td>\n",
       "      <td>7223</td>\n",
       "      <td>...</td>\n",
       "      <td>29245912.00</td>\n",
       "      <td>2017-12-04T12:45:01.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>223.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6b9e111e87a519cfdf58f463da0827f8f426d668</th>\n",
       "      <td>http://www.cnn.com/2017/12/17/us/atlanta-airpo...</td>\n",
       "      <td>Atlanta's Hartsfield-Jackson airport crippled ...</td>\n",
       "      <td>2017-12-17 19:46:16.423</td>\n",
       "      <td>2017-12-17 19:42:18.000</td>\n",
       "      <td>72981</td>\n",
       "      <td>1472.54</td>\n",
       "      <td>2017-12-18T02:05:07.404Z</td>\n",
       "      <td>23851</td>\n",
       "      <td>36683</td>\n",
       "      <td>12447</td>\n",
       "      <td>...</td>\n",
       "      <td>29322298.00</td>\n",
       "      <td>2017-12-17T21:01:26.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>173.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4bc906b992d5dafee16bef7f580b3b3d438e329e</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-4233...</td>\n",
       "      <td>Democrat Doug Jones projected to defeat Roy Mo...</td>\n",
       "      <td>2017-12-13 03:37:11.629</td>\n",
       "      <td>2017-12-13 03:34:12.000</td>\n",
       "      <td>57498</td>\n",
       "      <td>718.45</td>\n",
       "      <td>2017-12-13T04:11:10.090Z</td>\n",
       "      <td>6585</td>\n",
       "      <td>45624</td>\n",
       "      <td>5289</td>\n",
       "      <td>...</td>\n",
       "      <td>45130284.00</td>\n",
       "      <td>2017-12-13T03:56:33.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>73.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63fa3fe45932328190916f1d4a8a98e683dae037</th>\n",
       "      <td>http://www.cnn.com/2017/12/21/politics/haley-u...</td>\n",
       "      <td>Haley tells UN: Jerusalem vote 'will be rememb...</td>\n",
       "      <td>2017-12-21 16:10:15.550</td>\n",
       "      <td>2017-12-21 16:06:13.000</td>\n",
       "      <td>79027</td>\n",
       "      <td>277.93</td>\n",
       "      <td>2017-12-21T19:17:18.583Z</td>\n",
       "      <td>24369</td>\n",
       "      <td>46433</td>\n",
       "      <td>8225</td>\n",
       "      <td>...</td>\n",
       "      <td>29337642.00</td>\n",
       "      <td>2017-12-21T19:02:11.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>176.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51de2b073b9e2a4e399682bfb6618ff3e05843e8</th>\n",
       "      <td>https://www.buzzfeed.com/juliareinstein/turner...</td>\n",
       "      <td>Brock Turner Wants To Overturn His Sexual Assa...</td>\n",
       "      <td>2017-12-02 22:04:22.377</td>\n",
       "      <td>2017-12-02 21:48:03.000</td>\n",
       "      <td>48345</td>\n",
       "      <td>45.92</td>\n",
       "      <td>2017-12-03T01:29:09.818Z</td>\n",
       "      <td>9638</td>\n",
       "      <td>35158</td>\n",
       "      <td>3549</td>\n",
       "      <td>...</td>\n",
       "      <td>2793599.00</td>\n",
       "      <td>2017-12-03T01:05:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>413.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6c09a9c935b40dc9eee1925a42ed82d1d3df037e</th>\n",
       "      <td>http://www.cnn.com/2017/12/01/politics/michael...</td>\n",
       "      <td>Flynn charged with one count of making false s...</td>\n",
       "      <td>2017-12-01 14:19:32.564</td>\n",
       "      <td>2017-12-01 14:16:50.000</td>\n",
       "      <td>148032</td>\n",
       "      <td>1214.16</td>\n",
       "      <td>2017-12-01T22:04:10.122Z</td>\n",
       "      <td>48459</td>\n",
       "      <td>79607</td>\n",
       "      <td>19966</td>\n",
       "      <td>...</td>\n",
       "      <td>29230687.00</td>\n",
       "      <td>2017-12-01T14:20:28.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>32.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8d343bda0de91991a08cc37fe49e8f6a6223bd9a</th>\n",
       "      <td>http://www.cnn.com/2017/12/12/politics/alabama...</td>\n",
       "      <td>Alabama election: Roy Moore, Doug Jones vote</td>\n",
       "      <td>2017-12-12 20:25:16.987</td>\n",
       "      <td>2017-12-12 20:21:05.000</td>\n",
       "      <td>131891</td>\n",
       "      <td>750.91</td>\n",
       "      <td>2017-12-13T04:38:10.262Z</td>\n",
       "      <td>16392</td>\n",
       "      <td>105180</td>\n",
       "      <td>10319</td>\n",
       "      <td>...</td>\n",
       "      <td>29308172.00</td>\n",
       "      <td>2017-12-13T04:30:14.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>504.00</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>7f49688d72b8a9fcf37890e3b9921d7264cc86fb</th>\n",
       "      <td>http://www.cnn.com/2017/12/28/politics/trump-g...</td>\n",
       "      <td>Trump tweets that 'cold' East Coast 'could use...</td>\n",
       "      <td>2017-12-29 01:22:18.203</td>\n",
       "      <td>2017-12-29 01:19:39.000</td>\n",
       "      <td>55372</td>\n",
       "      <td>186.73</td>\n",
       "      <td>2017-12-29T02:47:06.680Z</td>\n",
       "      <td>21668</td>\n",
       "      <td>28990</td>\n",
       "      <td>4714</td>\n",
       "      <td>...</td>\n",
       "      <td>29357992.00</td>\n",
       "      <td>2017-12-29T02:30:03.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>548.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9</th>\n",
       "      <td>http://www.cnn.com/2017/12/08/politics/roy-moo...</td>\n",
       "      <td>Roy Moore's incredible 'even though we had sla...</td>\n",
       "      <td>2017-12-08 16:07:24.145</td>\n",
       "      <td>2017-12-08 16:03:52.000</td>\n",
       "      <td>58332</td>\n",
       "      <td>799.25</td>\n",
       "      <td>2017-12-08T20:05:15.464Z</td>\n",
       "      <td>18324</td>\n",
       "      <td>32060</td>\n",
       "      <td>7948</td>\n",
       "      <td>...</td>\n",
       "      <td>29282563.00</td>\n",
       "      <td>2017-12-08T16:09:38.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>697.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/senate-pa...</td>\n",
       "      <td>Senate Passes Tax Cuts For The Rich</td>\n",
       "      <td>2017-12-02 06:58:11.961</td>\n",
       "      <td>2017-12-02 06:52:32.000</td>\n",
       "      <td>334487</td>\n",
       "      <td>383.56</td>\n",
       "      <td>2017-12-02T16:01:08.036Z</td>\n",
       "      <td>71795</td>\n",
       "      <td>232203</td>\n",
       "      <td>30489</td>\n",
       "      <td>...</td>\n",
       "      <td>9812652.00</td>\n",
       "      <td>2017-12-02T06:57:19.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>1482.00</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>f3980d577d96f300046cb4a27181f1e006a003d8</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-4220...</td>\n",
       "      <td>US Senate passes sweeping tax overhaul bill</td>\n",
       "      <td>2017-12-02 06:55:08.770</td>\n",
       "      <td>2017-12-02 06:51:32.000</td>\n",
       "      <td>19240</td>\n",
       "      <td>46.62</td>\n",
       "      <td>2017-12-02T08:21:05.294Z</td>\n",
       "      <td>4377</td>\n",
       "      <td>12733</td>\n",
       "      <td>2130</td>\n",
       "      <td>...</td>\n",
       "      <td>45006183.00</td>\n",
       "      <td>2017-12-02T08:05:33.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>539.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d220f05a70f23435eab05889ca8d55566c02b0d2</th>\n",
       "      <td>http://www.cnn.com/2017/12/03/politics/flynn-f...</td>\n",
       "      <td>Trump's lawyer says he was behind @realDonaldT...</td>\n",
       "      <td>2017-12-03 17:13:26.205</td>\n",
       "      <td>2017-12-03 17:08:43.000</td>\n",
       "      <td>46289</td>\n",
       "      <td>127.72</td>\n",
       "      <td>2017-12-03T18:36:13.543Z</td>\n",
       "      <td>21157</td>\n",
       "      <td>19761</td>\n",
       "      <td>5371</td>\n",
       "      <td>...</td>\n",
       "      <td>29242216.00</td>\n",
       "      <td>2017-12-03T18:00:09.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>375.00</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>64cc07af65787b72659c9d657f3b9b10c73ad3a8</th>\n",
       "      <td>http://www.cnn.com/2017/12/04/politics/trump-j...</td>\n",
       "      <td>Trump's personal lawyer claims the President c...</td>\n",
       "      <td>2017-12-04 15:13:15.175</td>\n",
       "      <td>2017-12-04 15:08:42.000</td>\n",
       "      <td>39569</td>\n",
       "      <td>143.76</td>\n",
       "      <td>2017-12-04T16:28:09.312Z</td>\n",
       "      <td>15364</td>\n",
       "      <td>18413</td>\n",
       "      <td>5792</td>\n",
       "      <td>...</td>\n",
       "      <td>29247000.00</td>\n",
       "      <td>2017-12-04T16:16:01.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>383.00</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>709cfecc8cbf26f5fdaae8eca2970004cc3f78c3</th>\n",
       "      <td>http://www.cnn.com/2017/12/26/us/erie-pennsylv...</td>\n",
       "      <td>With 53 inches, Erie breaks Pennsylvania's two...</td>\n",
       "      <td>2017-12-26 16:58:20.633</td>\n",
       "      <td>2017-12-26 16:51:20.000</td>\n",
       "      <td>38825</td>\n",
       "      <td>76.62</td>\n",
       "      <td>2017-12-26T19:22:08.868Z</td>\n",
       "      <td>7071</td>\n",
       "      <td>26834</td>\n",
       "      <td>4920</td>\n",
       "      <td>...</td>\n",
       "      <td>29354093.00</td>\n",
       "      <td>2017-12-26T19:00:30.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>362.00</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>df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60</th>\n",
       "      <td>http://www.cnn.com/2017/12/23/politics/donald-...</td>\n",
       "      <td>WH denies Trump said Haitian immigrants 'all h...</td>\n",
       "      <td>2017-12-23 19:19:24.386</td>\n",
       "      <td>2017-12-23 19:15:10.000</td>\n",
       "      <td>41299</td>\n",
       "      <td>189.14</td>\n",
       "      <td>2017-12-23T20:13:12.024Z</td>\n",
       "      <td>21076</td>\n",
       "      <td>15543</td>\n",
       "      <td>4680</td>\n",
       "      <td>...</td>\n",
       "      <td>29344064.00</td>\n",
       "      <td>2017-12-23T20:00:12.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>329.00</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>05a25081fd942b7a42156ab4d38cd1c53ff754df</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/trump-jud...</td>\n",
       "      <td>Trump Judicial Nominee Can't Answer Basic Ques...</td>\n",
       "      <td>2017-12-15 07:59:09.559</td>\n",
       "      <td>2017-12-15 07:47:05.000</td>\n",
       "      <td>141324</td>\n",
       "      <td>195.94</td>\n",
       "      <td>2017-12-15T16:09:11.998Z</td>\n",
       "      <td>47819</td>\n",
       "      <td>73532</td>\n",
       "      <td>19973</td>\n",
       "      <td>...</td>\n",
       "      <td>9819968.00</td>\n",
       "      <td>2017-12-15T12:30:21.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>415.00</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>b8a53fdd9cc4107e4900e166ff97cb7c42988ec9</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-4219...</td>\n",
       "      <td>Flynn charged for 'making false statement'</td>\n",
       "      <td>2017-12-01 14:22:06.935</td>\n",
       "      <td>2017-12-01 14:18:35.000</td>\n",
       "      <td>24302</td>\n",
       "      <td>169.26</td>\n",
       "      <td>2017-12-01T14:33:12.629Z</td>\n",
       "      <td>5169</td>\n",
       "      <td>15786</td>\n",
       "      <td>3347</td>\n",
       "      <td>...</td>\n",
       "      <td>44999420.00</td>\n",
       "      <td>2017-12-01T14:24:45.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>64.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5a7d8d46133d592cab3c0b75f6156ac752792f64</th>\n",
       "      <td>https://www.buzzfeed.com/emmaloop/the-senates-...</td>\n",
       "      <td>The Senate’s Russia Investigation Is Now Looki...</td>\n",
       "      <td>2017-12-18 21:55:21.465</td>\n",
       "      <td>2017-12-18 21:48:41.000</td>\n",
       "      <td>51571</td>\n",
       "      <td>99.85</td>\n",
       "      <td>2017-12-18T22:51:11.460Z</td>\n",
       "      <td>19301</td>\n",
       "      <td>25483</td>\n",
       "      <td>6787</td>\n",
       "      <td>...</td>\n",
       "      <td>2811436.00</td>\n",
       "      <td>2017-12-18T22:07:36.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>739.00</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>072d4c81fd2c28c098ee4dbf783bd91603fd41f4</th>\n",
       "      <td>http://www.cnn.com/2017/12/06/politics/preside...</td>\n",
       "      <td>Trump set to make historic Jerusalem announcement</td>\n",
       "      <td>2017-12-06 17:52:22.847</td>\n",
       "      <td>2017-12-06 17:46:10.000</td>\n",
       "      <td>79082</td>\n",
       "      <td>378.95</td>\n",
       "      <td>2017-12-06T18:35:12.151Z</td>\n",
       "      <td>29100</td>\n",
       "      <td>43531</td>\n",
       "      <td>6451</td>\n",
       "      <td>...</td>\n",
       "      <td>29263371.00</td>\n",
       "      <td>2017-12-06T18:18:47.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>202.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280bd6134195750988f31f51812f0df5b17a8d6</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-politics-42277040</td>\n",
       "      <td>Deal agreed in Brexit talks - Juncker</td>\n",
       "      <td>2017-12-08 06:52:06.829</td>\n",
       "      <td>2017-12-08 06:49:03.000</td>\n",
       "      <td>20639</td>\n",
       "      <td>53.36</td>\n",
       "      <td>2017-12-08T08:08:08.346Z</td>\n",
       "      <td>7353</td>\n",
       "      <td>10331</td>\n",
       "      <td>2955</td>\n",
       "      <td>...</td>\n",
       "      <td>45059591.00</td>\n",
       "      <td>2017-12-08T06:53:25.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>66.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>89.00</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>acf7e0fc60442a0153833d21fd007f8c1fdf29e7</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/the-marke...</td>\n",
       "      <td>The Marketing Industry's $7.2-Billion Dollar P...</td>\n",
       "      <td>2017-12-11 14:19:20.222</td>\n",
       "      <td>2017-12-11 14:13:59.085</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-11T17:33:15.998Z</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>215</td>\n",
       "      <td>1006.00</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>48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88</th>\n",
       "      <td>http://www.bbc.co.uk/sport/football/42376184</td>\n",
       "      <td>Albion Rovers v East Fife</td>\n",
       "      <td>2017-12-23 16:01:23.302</td>\n",
       "      <td>2017-12-23 15:58:48.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-24T16:35:05.847Z</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>96</td>\n",
       "      <td>nan</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>0714370ea5ec336030a82fe9a4358cb385f3bdd5</th>\n",
       "      <td>http://www.bbc.co.uk/news/av/stories-42313332/...</td>\n",
       "      <td>Meet Me On The Bridge</td>\n",
       "      <td>2017-12-11 14:10:11.907</td>\n",
       "      <td>2017-12-11 14:07:08.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-11T17:24:13.872Z</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>96</td>\n",
       "      <td>nan</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>eefe920607837a80539c8e5982adcfd80dd0ca09</th>\n",
       "      <td>http://www.bbc.co.uk/sport/football/42376186</td>\n",
       "      <td>Airdrieonians v Ayr United</td>\n",
       "      <td>2017-12-23 16:01:15.338</td>\n",
       "      <td>2017-12-23 15:58:37.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
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       "</div>"
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       "                                                                                   headline  \\\n",
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       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01                Senate Passes Tax Cuts For The Rich   \n",
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       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9         Flynn charged for 'making false statement'   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64  The Senate’s Russia Investigation Is Now Looki...   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4  Trump set to make historic Jerusalem announcement   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6              Deal agreed in Brexit talks - Juncker   \n",
       "...                                                                                     ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7  The Marketing Industry's $7.2-Billion Dollar P...   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88                          Albion Rovers v East Fife   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5                              Meet Me On The Bridge   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09                         Airdrieonians v Ayr United   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c                                       Holualoa Inn   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2                Dunfermline Athletic v Brechin City   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4                         Dundee United v Livingston   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf                             How to Hack Networking   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e  We Photographed A Magical Underground World Ca...   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a  23 incredible photos by daredevil Instagrammer...   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180  Kim Fields Goes Behind the Scenes with 'Blesse...   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809   Men charged over knifepoint robbery in Edinburgh   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5  Drugs and cash stolen from pharmacy in south B...   \n",
       "f71064283aec021662857a374c050b510e9b9d70  Palestinians clash with Israeli security force...   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266  Liquor store owner, worker, suspect shot to de...   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f  Founder steps up war of words with Van Elle bo...   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079      The Year I Almost Ruined Christmas for My Son   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711    The school for bullied and traumatised children   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6     How The Visual Internet Influences Advertising   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8  Man convicted of sexually assaulting sleeping ...   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa  The teachers who pay cash to keep their pupils...   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae                    A Christmas Story for Grown-Ups   \n",
       "997cde166f1d60c9586c66f133a77d984a333775  Milan paired with Ludogorets in last 32 of Eur...   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8  Telcoin is the Mobile Cryptocurrency Solution ...   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb  Ashes: Jonny Bairstow says there is 'a lot of ...   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f  Teacher cuts finger, still wins Food Network c...   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307  How an American road trip helped a family heal...   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af                        Beaches Negril Resort & Spa   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34                                 Hotel Belle Epoque   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514  Tennis player accidentally hits umpire in eye ...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "63152b4a2aa41e82016aa771891fdf1333128985 2017-12-05 22:07:18.152   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8 2017-12-16 16:04:22.124   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150 2017-12-01 06:16:20.820   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d 2017-12-15 14:07:14.292   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22 2017-12-06 08:55:34.234   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16 2017-12-21 17:25:06.643   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43 2017-12-10 23:10:12.827   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17 2017-12-05 07:13:18.431   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea 2017-12-14 12:10:24.949   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d 2017-12-04 21:22:10.709   \n",
       "579a2932b11423a6064a13062f0cf4291501f041 2017-12-04 12:19:19.168   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668 2017-12-17 19:46:16.423   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e 2017-12-13 03:37:11.629   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037 2017-12-21 16:10:15.550   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8 2017-12-02 22:04:22.377   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e 2017-12-01 14:19:32.564   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a 2017-12-12 20:25:16.987   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb 2017-12-29 01:22:18.203   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9 2017-12-08 16:07:24.145   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01 2017-12-02 06:58:11.961   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8 2017-12-02 06:55:08.770   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2 2017-12-03 17:13:26.205   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8 2017-12-04 15:13:15.175   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3 2017-12-26 16:58:20.633   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60 2017-12-23 19:19:24.386   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df 2017-12-15 07:59:09.559   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9 2017-12-01 14:22:06.935   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64 2017-12-18 21:55:21.465   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4 2017-12-06 17:52:22.847   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6 2017-12-08 06:52:06.829   \n",
       "...                                                          ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7 2017-12-11 14:19:20.222   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88 2017-12-23 16:01:23.302   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5 2017-12-11 14:10:11.907   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09 2017-12-23 16:01:15.338   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c 2017-12-11 14:01:14.396   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2 2017-12-23 16:01:22.692   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4 2017-12-23 16:01:08.777   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf 2017-12-23 16:04:22.715   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e 2017-12-11 14:01:21.698   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a 2017-12-11 14:13:23.182   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180 2017-12-11 14:19:32.824   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809 2017-12-11 14:10:08.312   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5 2017-12-23 15:55:06.436   \n",
       "f71064283aec021662857a374c050b510e9b9d70 2017-12-23 16:01:18.223   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266 2017-12-23 16:01:20.688   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f 2017-12-11 14:10:07.514   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079 2017-12-11 14:19:27.046   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711 2017-12-11 14:10:14.944   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6 2017-12-11 14:19:29.017   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8 2017-12-23 15:58:13.359   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa 2017-12-11 14:10:14.189   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae 2017-12-23 15:49:21.255   \n",
       "997cde166f1d60c9586c66f133a77d984a333775 2017-12-11 14:16:11.860   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8 2017-12-11 14:19:28.664   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb 2017-12-11 14:13:12.688   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f 2017-12-23 15:52:17.903   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307 2017-12-19 00:08:07.222   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af 2017-12-11 14:16:08.636   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34 2017-12-11 14:16:06.688   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514 2018-01-01 00:04:19.034   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "63152b4a2aa41e82016aa771891fdf1333128985 2017-12-05 22:01:48.000   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8 2017-12-16 16:01:09.000   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150 2017-12-01 06:11:21.000   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d 2017-12-15 14:02:30.000   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22 2017-12-06 08:53:45.000   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16 2017-12-21 17:21:33.000   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43 2017-12-10 23:06:56.000   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17 2017-12-05 07:06:21.000   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea 2017-12-14 12:08:08.000   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d 2017-12-04 21:19:04.000   \n",
       "579a2932b11423a6064a13062f0cf4291501f041 2017-12-04 12:15:22.000   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668 2017-12-17 19:42:18.000   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e 2017-12-13 03:34:12.000   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037 2017-12-21 16:06:13.000   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8 2017-12-02 21:48:03.000   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e 2017-12-01 14:16:50.000   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a 2017-12-12 20:21:05.000   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb 2017-12-29 01:19:39.000   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9 2017-12-08 16:03:52.000   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01 2017-12-02 06:52:32.000   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8 2017-12-02 06:51:32.000   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2 2017-12-03 17:08:43.000   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8 2017-12-04 15:08:42.000   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3 2017-12-26 16:51:20.000   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60 2017-12-23 19:15:10.000   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df 2017-12-15 07:47:05.000   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9 2017-12-01 14:18:35.000   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64 2017-12-18 21:48:41.000   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4 2017-12-06 17:46:10.000   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6 2017-12-08 06:49:03.000   \n",
       "...                                                          ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7 2017-12-11 14:13:59.085   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88 2017-12-23 15:58:48.000   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5 2017-12-11 14:07:08.000   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09 2017-12-23 15:58:37.000   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c 2017-12-11 13:57:32.000   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2 2017-12-23 15:57:48.000   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4 2017-12-23 15:57:37.000   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf 2017-12-23 15:56:49.939   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e 2017-12-11 14:00:31.689   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a 2017-12-11 14:00:32.000   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180 2017-12-11 14:02:38.133   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809 2017-12-11 14:05:49.000   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5 2017-12-23 15:52:46.000   \n",
       "f71064283aec021662857a374c050b510e9b9d70 2017-12-23 15:51:26.000   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266 2017-12-23 15:51:25.000   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f 2017-12-11 14:07:19.000   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079 2017-12-11 14:13:21.139   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711 2017-12-11 14:07:28.000   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6 2017-12-11 14:08:05.522   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8 2017-12-23 15:47:16.000   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa 2017-12-11 14:08:12.000   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae 2017-12-23 15:45:03.913   \n",
       "997cde166f1d60c9586c66f133a77d984a333775 2017-12-11 14:10:20.000   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8 2017-12-11 14:11:45.542   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb 2017-12-11 14:11:55.000   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f 2017-12-23 15:40:14.000   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307 2017-12-11 14:12:12.000   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af 2017-12-11 14:12:44.000   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34 2017-12-11 14:13:15.000   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514 2017-12-31 23:59:59.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "63152b4a2aa41e82016aa771891fdf1333128985          115293   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8          339451   \n",
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       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d           64007   \n",
       "579a2932b11423a6064a13062f0cf4291501f041           68054   \n",
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       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9           58332   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01          334487   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8           19240   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2           46289   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8           39569   \n",
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       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60           41299   \n",
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       "1280bd6134195750988f31f51812f0df5b17a8d6           20639   \n",
       "...                                                  ...   \n",
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       "2f943ac17e96bd307577f7ab44400021b891811f               1   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079               0   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711               1   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6               1   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8               0   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa               0   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae               0   \n",
       "997cde166f1d60c9586c66f133a77d984a333775               0   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8               0   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb               0   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f               0   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307               0   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af               0   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34               0   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514               0   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "63152b4a2aa41e82016aa771891fdf1333128985                      563.96   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8                     3406.06   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150                      121.19   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d                      157.13   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22                       73.96   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16                     1024.29   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43                      156.92   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17                       79.91   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea                      214.01   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d                      363.73   \n",
       "579a2932b11423a6064a13062f0cf4291501f041                      139.41   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668                     1472.54   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e                      718.45   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037                      277.93   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8                       45.92   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e                     1214.16   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a                      750.91   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb                      186.73   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9                      799.25   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01                      383.56   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8                       46.62   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2                      127.72   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8                      143.76   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3                       76.62   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60                      189.14   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df                      195.94   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9                      169.26   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64                       99.85   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4                      378.95   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6                       53.36   \n",
       "...                                                              ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7                        0.00   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88                        0.00   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5                        0.00   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09                        0.02   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c                        0.00   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2                        0.00   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4                        0.00   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf                        0.00   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e                        0.00   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a                        0.00   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180                        0.00   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809                        0.00   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5                        0.00   \n",
       "f71064283aec021662857a374c050b510e9b9d70                        0.00   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266                        0.00   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f                        0.02   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079                        0.00   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711                        0.02   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6                        0.02   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8                        0.00   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa                        0.00   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae                        0.00   \n",
       "997cde166f1d60c9586c66f133a77d984a333775                        0.00   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8                        0.00   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb                        0.00   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f                        0.00   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307                        0.00   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af                        0.00   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34                        0.00   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514                        0.00   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "63152b4a2aa41e82016aa771891fdf1333128985        2017-12-05T22:49:09.264Z   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8        2017-12-16T22:04:03.814Z   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150        2017-12-02T17:18:08.986Z   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d        2017-12-16T02:46:13.544Z   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22        2017-12-07T01:03:07.285Z   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16        2017-12-21T18:18:13.675Z   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43        2017-12-11T04:44:07.308Z   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17        2017-12-05T14:14:04.504Z   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea        2017-12-14T12:31:24.627Z   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d        2017-12-04T21:34:10.895Z   \n",
       "579a2932b11423a6064a13062f0cf4291501f041        2017-12-04T14:07:15.216Z   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668        2017-12-18T02:05:07.404Z   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e        2017-12-13T04:11:10.090Z   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037        2017-12-21T19:17:18.583Z   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8        2017-12-03T01:29:09.818Z   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e        2017-12-01T22:04:10.122Z   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a        2017-12-13T04:38:10.262Z   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb        2017-12-29T02:47:06.680Z   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9        2017-12-08T20:05:15.464Z   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01        2017-12-02T16:01:08.036Z   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8        2017-12-02T08:21:05.294Z   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2        2017-12-03T18:36:13.543Z   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8        2017-12-04T16:28:09.312Z   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3        2017-12-26T19:22:08.868Z   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60        2017-12-23T20:13:12.024Z   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df        2017-12-15T16:09:11.998Z   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9        2017-12-01T14:33:12.629Z   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64        2017-12-18T22:51:11.460Z   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4        2017-12-06T18:35:12.151Z   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6        2017-12-08T08:08:08.346Z   \n",
       "...                                                                  ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7        2017-12-11T17:33:15.998Z   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88        2017-12-24T16:35:05.847Z   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5        2017-12-11T17:24:13.872Z   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09        2017-12-23T17:13:15.272Z   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c        2017-12-11T17:16:06.570Z   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2        2017-12-24T16:35:05.841Z   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4        2017-12-24T16:34:10.823Z   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf        2017-12-24T16:36:10.390Z   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e        2017-12-11T16:15:09.192Z   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a        2017-12-11T16:27:11.268Z   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180        2017-12-11T17:33:16.170Z   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809        2017-12-11T17:24:13.869Z   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5        2017-12-24T16:28:13.817Z   \n",
       "f71064283aec021662857a374c050b510e9b9d70        2017-12-24T16:35:04.135Z   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266        2017-12-24T16:35:05.827Z   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f        2017-12-11T15:22:14.172Z   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079        2017-12-11T17:33:16.047Z   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711        2017-12-11T15:22:14.191Z   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6        2017-12-11T15:31:14.886Z   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8        2017-12-24T16:32:02.911Z   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa        2017-12-11T17:24:13.889Z   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae        2017-12-24T16:23:09.715Z   \n",
       "997cde166f1d60c9586c66f133a77d984a333775        2017-12-11T16:29:13.683Z   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8        2017-12-11T17:33:16.136Z   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb        2017-12-11T16:26:16.039Z   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f        2017-12-24T16:26:11.381Z   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307        2017-12-19T00:19:13.804Z   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af        2017-12-11T16:29:13.658Z   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34        2017-12-11T16:29:13.638Z   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514        2018-01-01T00:15:14.296Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "63152b4a2aa41e82016aa771891fdf1333128985        13890         93202   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8        94158        201048   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150        24222         43912   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d        36967         56279   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22        18241         48944   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16        14367         82849   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43        23777         56347   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17        25060         51634   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea         8386         26851   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d         9688         49710   \n",
       "579a2932b11423a6064a13062f0cf4291501f041        25100         35731   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668        23851         36683   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e         6585         45624   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037        24369         46433   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8         9638         35158   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e        48459         79607   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a        16392        105180   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb        21668         28990   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9        18324         32060   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01        71795        232203   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8         4377         12733   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2        21157         19761   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8        15364         18413   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3         7071         26834   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60        21076         15543   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df        47819         73532   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9         5169         15786   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64        19301         25483   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4        29100         43531   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6         7353         10331   \n",
       "...                                               ...           ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7            0             0   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88            0             0   \n",
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       "c16bce03679e384220eec2e958c262ed90f3247e            0             0   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a            0             0   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180            0             0   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809            0             0   \n",
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       "2f943ac17e96bd307577f7ab44400021b891811f            0             0   \n",
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       "e3533a2d1883674641f147866cf247fa36b97bf8            0             0   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa            0             0   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae            0             0   \n",
       "997cde166f1d60c9586c66f133a77d984a333775            0             0   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8            0             0   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb            0             0   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f            0             0   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307            0             0   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af            0             0   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34            0             0   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514            0             0   \n",
       "\n",
       "                                          fb_shares       ...         \\\n",
       "id                                                        ...          \n",
       "63152b4a2aa41e82016aa771891fdf1333128985       8201       ...          \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8      44245       ...          \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150       8267       ...          \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d      15552       ...          \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22       8955       ...          \n",
       "49974d79caf78028259583d5b24b6a272c81ba16       6836       ...          \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43      17165       ...          \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17       9332       ...          \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea       5520       ...          \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d       4609       ...          \n",
       "579a2932b11423a6064a13062f0cf4291501f041       7223       ...          \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668      12447       ...          \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e       5289       ...          \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037       8225       ...          \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8       3549       ...          \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e      19966       ...          \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a      10319       ...          \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb       4714       ...          \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9       7948       ...          \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01      30489       ...          \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8       2130       ...          \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2       5371       ...          \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8       5792       ...          \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3       4920       ...          \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60       4680       ...          \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df      19973       ...          \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9       3347       ...          \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64       6787       ...          \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4       6451       ...          \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6       2955       ...          \n",
       "...                                             ...       ...          \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7          0       ...          \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88          0       ...          \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5          0       ...          \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09          1       ...          \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c          0       ...          \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2          0       ...          \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4          0       ...          \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf          0       ...          \n",
       "c16bce03679e384220eec2e958c262ed90f3247e          0       ...          \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a          0       ...          \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180          0       ...          \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809          0       ...          \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5          0       ...          \n",
       "f71064283aec021662857a374c050b510e9b9d70          0       ...          \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266          0       ...          \n",
       "2f943ac17e96bd307577f7ab44400021b891811f          1       ...          \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079          0       ...          \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711          1       ...          \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6          1       ...          \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8          0       ...          \n",
       "b8146c1503518b775eff4e15c6583841307e8efa          0       ...          \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae          0       ...          \n",
       "997cde166f1d60c9586c66f133a77d984a333775          0       ...          \n",
       "23805de5378971233a9e11fc63e47dbf791525f8          0       ...          \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb          0       ...          \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f          0       ...          \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307          0       ...          \n",
       "939248ed8885691ea2dd8d8b4d647407133655af          0       ...          \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34          0       ...          \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514          0       ...          \n",
       "\n",
       "                                         fb_brand_page_likes  \\\n",
       "id                                                             \n",
       "63152b4a2aa41e82016aa771891fdf1333128985         29256092.00   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8         29319882.00   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150         29233578.00   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d         29318332.00   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22         29259398.00   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16         45205436.00   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43         29294730.00   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17         29253039.00   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea         45140390.00   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d         45022998.00   \n",
       "579a2932b11423a6064a13062f0cf4291501f041         29245912.00   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668         29322298.00   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e         45130284.00   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037         29337642.00   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8          2793599.00   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e         29230687.00   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a         29308172.00   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb         29357992.00   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9         29282563.00   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01          9812652.00   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8         45006183.00   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2         29242216.00   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8         29247000.00   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3         29354093.00   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60         29344064.00   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df          9819968.00   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9         44999420.00   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64          2811436.00   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4         29263371.00   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6         45059591.00   \n",
       "...                                                      ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7                 nan   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88                 nan   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5                 nan   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09                 nan   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c                 nan   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2                 nan   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4                 nan   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf                 nan   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e                 nan   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a                 nan   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180                 nan   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809                 nan   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5                 nan   \n",
       "f71064283aec021662857a374c050b510e9b9d70                 nan   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266                 nan   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f                 nan   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079                 nan   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711                 nan   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6                 nan   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8                 nan   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa                 nan   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae                 nan   \n",
       "997cde166f1d60c9586c66f133a77d984a333775                 nan   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8                 nan   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb                 nan   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f                 nan   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307                 nan   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af                 nan   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34                 nan   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514                 nan   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "63152b4a2aa41e82016aa771891fdf1333128985  2017-12-05T22:30:17.000Z   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8  2017-12-16T16:40:20.000Z   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150  2017-12-02T07:34:25.000Z   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d  2017-12-16T02:29:02.000Z   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22  2017-12-06T11:00:22.000Z   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16  2017-12-21T17:51:41.000Z   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43  2017-12-10T23:30:04.000Z   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17  2017-12-05T14:00:14.000Z   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea  2017-12-14T12:20:08.000Z   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d  2017-12-04T21:23:49.000Z   \n",
       "579a2932b11423a6064a13062f0cf4291501f041  2017-12-04T12:45:01.000Z   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668  2017-12-17T21:01:26.000Z   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e  2017-12-13T03:56:33.000Z   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037  2017-12-21T19:02:11.000Z   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8  2017-12-03T01:05:00.000Z   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e  2017-12-01T14:20:28.000Z   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a  2017-12-13T04:30:14.000Z   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb  2017-12-29T02:30:03.000Z   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9  2017-12-08T16:09:38.000Z   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01  2017-12-02T06:57:19.000Z   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8  2017-12-02T08:05:33.000Z   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2  2017-12-03T18:00:09.000Z   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8  2017-12-04T16:16:01.000Z   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3  2017-12-26T19:00:30.000Z   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60  2017-12-23T20:00:12.000Z   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df  2017-12-15T12:30:21.000Z   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9  2017-12-01T14:24:45.000Z   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64  2017-12-18T22:07:36.000Z   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4  2017-12-06T18:18:47.000Z   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6  2017-12-08T06:53:25.000Z   \n",
       "...                                                            ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7                       NaN   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88                       NaN   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5                       NaN   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09                       NaN   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c                       NaN   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2                       NaN   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4                       NaN   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf                       NaN   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e                       NaN   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a                       NaN   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180                       NaN   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809                       NaN   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5                       NaN   \n",
       "f71064283aec021662857a374c050b510e9b9d70                       NaN   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266                       NaN   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f                       NaN   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079                       NaN   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711                       NaN   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6                       NaN   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8                       NaN   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa                       NaN   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae                       NaN   \n",
       "997cde166f1d60c9586c66f133a77d984a333775                       NaN   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8                       NaN   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb                       NaN   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f                       NaN   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307                       NaN   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af                       NaN   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34                       NaN   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514                       NaN   \n",
       "\n",
       "                                          alexa_rank  word_count  \\\n",
       "id                                                                 \n",
       "63152b4a2aa41e82016aa771891fdf1333128985         105      173.00   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8         105      447.00   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150         105      962.00   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d         105      327.00   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22         105      810.00   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16          96      119.00   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43         105     1243.00   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17         105      196.00   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea          96       64.00   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d          96       67.00   \n",
       "579a2932b11423a6064a13062f0cf4291501f041         105      223.00   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668         105      173.00   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e          96       73.00   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037         105      176.00   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8         147      413.00   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e         105       32.00   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a         105      504.00   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb         105      548.00   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9         105      697.00   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01         215     1482.00   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8          96      539.00   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2         105      375.00   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8         105      383.00   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3         105      362.00   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60         105      329.00   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df         215      415.00   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9          96       64.00   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64         147      739.00   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4         105      202.00   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6          96       66.00   \n",
       "...                                              ...         ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7         215     1006.00   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88          96         nan   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5          96         nan   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09          96         nan   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c         370         nan   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2          96         nan   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4          96         nan   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf         215     1606.00   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e         215      127.00   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a         386      510.00   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180         215     1327.00   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809          96      173.00   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5          96      101.00   \n",
       "f71064283aec021662857a374c050b510e9b9d70         191         nan   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266         191      134.00   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f         370      402.00   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079         215      990.00   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711          96         nan   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6         215      620.00   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8         191      127.00   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa          96         nan   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae         215      730.00   \n",
       "997cde166f1d60c9586c66f133a77d984a333775         191      149.00   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8         215      846.00   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb          96         nan   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f         191      151.00   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307         386     2299.00   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af         370         nan   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34         370         nan   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514          96         nan   \n",
       "\n",
       "                                          response_score  lead_score  \\\n",
       "id                                                                     \n",
       "63152b4a2aa41e82016aa771891fdf1333128985           50.00       20.00   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8           50.00       20.00   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150           50.00       20.00   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d           50.00       20.00   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22           50.00       20.00   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16           50.00       20.00   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43           50.00       20.00   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17           50.00       20.00   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea           46.00       20.00   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d           49.00       20.00   \n",
       "579a2932b11423a6064a13062f0cf4291501f041           49.00       20.00   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668           49.00       20.00   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e           48.00       20.00   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037           50.00       20.00   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8           47.00       19.00   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e           50.00       20.00   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a           50.00       20.00   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb           48.00       20.00   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9           48.00       20.00   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01           50.00       17.00   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8           41.00       20.00   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2           47.00       20.00   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8           46.00       20.00   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3           46.00       20.00   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60           46.00       20.00   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df           50.00       17.00   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9           43.00       20.00   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64           47.00       19.00   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4           50.00       20.00   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6           42.00       20.00   \n",
       "...                                                  ...         ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7            0.00        0.00   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88            0.00        0.00   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5            0.00        0.00   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09            0.00        0.00   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c            0.00        0.00   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2            0.00        0.00   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4            0.00        0.00   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf            0.00        0.00   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e            0.00        0.00   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a            0.00        0.00   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180            0.00        0.00   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809            0.00        0.00   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5            0.00        0.00   \n",
       "f71064283aec021662857a374c050b510e9b9d70            0.00        0.00   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266            0.00        0.00   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f            0.00        0.00   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079            0.00        0.00   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711            0.00        0.00   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6            0.00        0.00   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8            0.00        0.00   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa            0.00        0.00   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae            0.00        0.00   \n",
       "997cde166f1d60c9586c66f133a77d984a333775            0.00        0.00   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8            0.00        0.00   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb            0.00        0.00   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f            0.00        0.00   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307            0.00        0.00   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af            0.00        0.00   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34            0.00        0.00   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514            0.00        0.00   \n",
       "\n",
       "                                          front_score  \\\n",
       "id                                                      \n",
       "63152b4a2aa41e82016aa771891fdf1333128985         9.00   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8         9.00   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150         9.00   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d         9.00   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22         9.00   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16         9.00   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43         8.00   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17         8.00   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea        11.00   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d         8.00   \n",
       "579a2932b11423a6064a13062f0cf4291501f041         8.00   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668         8.00   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e         8.00   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037         6.00   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8        14.00   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e         6.00   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a         5.00   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb         7.00   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9         7.00   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01         9.00   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8        13.00   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2         7.00   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8         8.00   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3         8.00   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60         8.00   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df         9.00   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9        11.00   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64        12.00   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4         4.00   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6        12.00   \n",
       "...                                               ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7         0.00   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88         0.00   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5         0.00   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09         0.00   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c         0.00   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2         0.00   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4         0.00   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf         0.00   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e         0.00   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a         0.00   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180         0.00   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809         0.00   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5         0.00   \n",
       "f71064283aec021662857a374c050b510e9b9d70         0.00   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266         0.00   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f         0.00   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079         0.00   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711         0.00   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6         0.00   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8         0.00   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa         0.00   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae         0.00   \n",
       "997cde166f1d60c9586c66f133a77d984a333775         0.00   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8         0.00   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb         0.00   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f         0.00   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307         0.00   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af         0.00   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34         0.00   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514         0.00   \n",
       "\n",
       "                                         facebook_promotion_score  \\\n",
       "id                                                                  \n",
       "63152b4a2aa41e82016aa771891fdf1333128985                    15.00   \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8                    15.00   \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150                    15.00   \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d                    15.00   \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22                    15.00   \n",
       "49974d79caf78028259583d5b24b6a272c81ba16                    15.00   \n",
       "d479366e1dab01635b8321713b5122e26d0e1e43                    15.00   \n",
       "b23787d954cd054eafa4e6bf352d71dfb793df17                    15.00   \n",
       "4fbd6316c740d293ad9c2adb45c8b3e73a2225ea                    15.00   \n",
       "454bb14b5b7017aae1cd27b5ba6fd159b00b5f6d                    15.00   \n",
       "579a2932b11423a6064a13062f0cf4291501f041                    15.00   \n",
       "6b9e111e87a519cfdf58f463da0827f8f426d668                    15.00   \n",
       "4bc906b992d5dafee16bef7f580b3b3d438e329e                    15.00   \n",
       "63fa3fe45932328190916f1d4a8a98e683dae037                    15.00   \n",
       "51de2b073b9e2a4e399682bfb6618ff3e05843e8                    11.00   \n",
       "6c09a9c935b40dc9eee1925a42ed82d1d3df037e                    15.00   \n",
       "8d343bda0de91991a08cc37fe49e8f6a6223bd9a                    15.00   \n",
       "7f49688d72b8a9fcf37890e3b9921d7264cc86fb                    15.00   \n",
       "cd9e7316c9cb90a1bd629a32e85e7c61beaa0ea9                    15.00   \n",
       "0a7a0ee92a87f1b5c0d92ae0bbc22e52607c0f01                    13.00   \n",
       "f3980d577d96f300046cb4a27181f1e006a003d8                    15.00   \n",
       "d220f05a70f23435eab05889ca8d55566c02b0d2                    15.00   \n",
       "64cc07af65787b72659c9d657f3b9b10c73ad3a8                    15.00   \n",
       "709cfecc8cbf26f5fdaae8eca2970004cc3f78c3                    15.00   \n",
       "df3abea4bb6331dcb57dfe4f7e9b2f8a59fcdb60                    15.00   \n",
       "05a25081fd942b7a42156ab4d38cd1c53ff754df                    13.00   \n",
       "b8a53fdd9cc4107e4900e166ff97cb7c42988ec9                    15.00   \n",
       "5a7d8d46133d592cab3c0b75f6156ac752792f64                    11.00   \n",
       "072d4c81fd2c28c098ee4dbf783bd91603fd41f4                    15.00   \n",
       "1280bd6134195750988f31f51812f0df5b17a8d6                    15.00   \n",
       "...                                                           ...   \n",
       "acf7e0fc60442a0153833d21fd007f8c1fdf29e7                     0.00   \n",
       "48c4d5bb19ce559ab0a9c52f6c8acaf3b42f0c88                     0.00   \n",
       "0714370ea5ec336030a82fe9a4358cb385f3bdd5                     0.00   \n",
       "eefe920607837a80539c8e5982adcfd80dd0ca09                     0.00   \n",
       "c6244d2a5b121292baccf4a1e1a73fc3d766b44c                     0.00   \n",
       "cfe1b0664355bdc3abf78f09e22abd92b86ce1b2                     0.00   \n",
       "ea6f934c295029edbfc5d89797912deced2dbee4                     0.00   \n",
       "d7d5cd31f3a1a161d2068ae872575bf4b4646eaf                     0.00   \n",
       "c16bce03679e384220eec2e958c262ed90f3247e                     0.00   \n",
       "1d3f75dd24e566ce43d85a9eb2fc4dab89f1b16a                     0.00   \n",
       "45fdcd86028597cdd7b36adcef0fac0c1dc01180                     0.00   \n",
       "9ad1b443d52bdd29a976b5b6d9be1dba3f1f2809                     0.00   \n",
       "0e257747adf85b01a259b2aea687fdbeb3cd46c5                     0.00   \n",
       "f71064283aec021662857a374c050b510e9b9d70                     0.00   \n",
       "d2a7afef4a59bb20421a317e6738d2af68407266                     0.00   \n",
       "2f943ac17e96bd307577f7ab44400021b891811f                     0.00   \n",
       "f4e53fb2256515ae5d8a853f8625e74cddcb3079                     0.00   \n",
       "08077ace1da9ba7ae34b6dabe65d27bd51bd9711                     0.00   \n",
       "681670f0206e9855091aae54978a776aaf2dcfb6                     0.00   \n",
       "e3533a2d1883674641f147866cf247fa36b97bf8                     0.00   \n",
       "b8146c1503518b775eff4e15c6583841307e8efa                     0.00   \n",
       "1259575fab7f5a1f5ec1895d453e9a5155b7a7ae                     0.00   \n",
       "997cde166f1d60c9586c66f133a77d984a333775                     0.00   \n",
       "23805de5378971233a9e11fc63e47dbf791525f8                     0.00   \n",
       "77a14bd9632990ab6211642cdfd4368965becbbb                     0.00   \n",
       "0298beaac81177795390ec51422e1e86bfb56e1f                     0.00   \n",
       "326e0be2dd3bf2e3198075ceb293048646f3e307                     0.00   \n",
       "939248ed8885691ea2dd8d8b4d647407133655af                     0.00   \n",
       "f0cbb47eae03db1557ba467b97dd3ca567f74f34                     0.00   \n",
       "9869d24d1829f06aa84b50d93e2ba029f28bd514                     0.00   \n",
       "\n",
       "                                          promotion_score  attention_index  \n",
       "id                                                                          \n",
       "63152b4a2aa41e82016aa771891fdf1333128985            44.00            94.00  \n",
       "6654a151fcbef618eb610580d5448ad83303b5a8            44.00            94.00  \n",
       "33d3d70eb4c8c44c81f87f7cfc62a61e8f051150            44.00            94.00  \n",
       "abe03a536d43790cd2c89fbeb8d3f3953376454d            44.00            94.00  \n",
       "46d8c8a0e17496bd7af92576c33efb6c80327f22            44.00            94.00  \n",
       "49974d79caf78028259583d5b24b6a272c81ba16            44.00            94.00  \n",
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       "\n",
       "[139145 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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       "      <td>...</td>\n",
       "      <td>2017-12-31T02:22:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1161.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>41.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9fa212fb91158bb2e772b47de5619f7910b7f704</th>\n",
       "      <td>https://www.buzzfeed.com/patricksmith/how-the-...</td>\n",
       "      <td>How The Brother Of A Victim Of The Manchester ...</td>\n",
       "      <td>2017-12-24 07:01:19.403</td>\n",
       "      <td>2017-12-22 13:10:34</td>\n",
       "      <td>2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2017-12-24T07:13:08.102Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-25T02:22:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2347.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>41.00</td>\n",
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       "    <tr>\n",
       "      <th>54a867bda1060aefd4e1de41690360d03f7d738e</th>\n",
       "      <td>https://www.buzzfeed.com/monicamark/a-pastor-f...</td>\n",
       "      <td>A Pastor Found A Massive Diamond. Now He Hopes...</td>\n",
       "      <td>2017-12-16 16:16:20.407</td>\n",
       "      <td>2017-12-13 19:01:57</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-16T16:28:08.626Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-16T19:54:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1880.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>41.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f26fbab786c63264349418944f20666059288a7d</th>\n",
       "      <td>https://www.buzzfeed.com/marisacarroll/stories...</td>\n",
       "      <td>15 Stories About Justice That Outraged Us In 2017</td>\n",
       "      <td>2017-12-21 19:43:21.195</td>\n",
       "      <td>2017-12-21 19:12:01</td>\n",
       "      <td>7</td>\n",
       "      <td>0.05</td>\n",
       "      <td>2017-12-22T16:15:06.173Z</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-26T13:33:16.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>2.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>41.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11446451655a07177c9ba67543d908b7b9934c2e</th>\n",
       "      <td>https://www.buzzfeed.com/katenocera/rep-ruben-...</td>\n",
       "      <td>Nevada Democrat Ruben Kihuen Won't Seek Reelec...</td>\n",
       "      <td>2017-12-16 21:31:22.428</td>\n",
       "      <td>2017-12-05 18:48:53</td>\n",
       "      <td>2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2017-12-16T21:43:05.715Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-16T21:46:46.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>700.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>41.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13045f42cde8a48bbcadd8e7ce042e4ca090e7f3</th>\n",
       "      <td>https://www.buzzfeed.com/keelyflaherty/xx-rand...</td>\n",
       "      <td>15 Random, Weirdly Fascinating Facts About Our...</td>\n",
       "      <td>2017-12-11 13:14:16.245</td>\n",
       "      <td>2017-12-06 18:55:29</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-11T13:25:16.547Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-17T03:35:01.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>345.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>10.00</td>\n",
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       "      <td>40.00</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b</th>\n",
       "      <td>https://www.buzzfeed.com/sallytamarkin/weight-...</td>\n",
       "      <td>13 Experts On Why They No Longer Recommend Diets</td>\n",
       "      <td>2018-01-01 18:49:23.289</td>\n",
       "      <td>2017-12-01 20:43:38</td>\n",
       "      <td>6</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2018-01-01T19:01:06.672Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-02T06:51:25.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>3123.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e9b5702b01be019dc5f0e67703b78663974a9d06</th>\n",
       "      <td>https://www.buzzfeed.com/adolfoflores/trump-ha...</td>\n",
       "      <td>Trump Has Tied \"Chain Migration\" To Terrorism....</td>\n",
       "      <td>2017-12-31 20:40:20.698</td>\n",
       "      <td>2017-12-29 20:02:50</td>\n",
       "      <td>1</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2017-12-31T20:52:07.486Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-01-01T01:34:32.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1903.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3c7cfda35f965505ba968c777ab7a31f162f608a</th>\n",
       "      <td>https://www.buzzfeed.com/laurageiser/these-pho...</td>\n",
       "      <td>These Photos Of Santas-In-Training Will Lift Y...</td>\n",
       "      <td>2017-12-20 01:31:25.031</td>\n",
       "      <td>2017-12-06 00:02:59</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2017-12-20T01:43:11.216Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-20T15:56:46.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>129.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee</th>\n",
       "      <td>https://www.buzzfeed.com/danvergano/epa-media-...</td>\n",
       "      <td>2017 Was The Year The EPA Declared War On The ...</td>\n",
       "      <td>2017-12-23 15:09:13.991</td>\n",
       "      <td>2017-12-22 20:17:48</td>\n",
       "      <td>18</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2017-12-23T19:24:12.663Z</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-23T22:01:54.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>952.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e529e130efcd7e0c4687e94ae8d14bc898ceec0e</th>\n",
       "      <td>https://www.buzzfeed.com/alannabennett/ways-ho...</td>\n",
       "      <td>6 Ways Hollywood Can Do Better In 2018</td>\n",
       "      <td>2017-12-30 01:29:11.817</td>\n",
       "      <td>2017-12-29 22:02:12</td>\n",
       "      <td>40</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2017-12-30T19:58:09.135Z</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-30T18:22:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>6.00</td>\n",
       "      <td>19.00</td>\n",
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       "      <td>45.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9fa9656eb388266ef0ef42314a1af0747c2d729</th>\n",
       "      <td>https://www.buzzfeed.com/doree/silicon-valley-...</td>\n",
       "      <td>Silicon Valley Punished Some Badly Behaved Men...</td>\n",
       "      <td>2017-12-22 20:10:15.285</td>\n",
       "      <td>2017-12-22 20:08:31</td>\n",
       "      <td>26</td>\n",
       "      <td>1.18</td>\n",
       "      <td>2017-12-22T20:21:14.378Z</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-25T23:33:40.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1180.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0e5bb71c21836af42e79cf180822df178ca05faa</th>\n",
       "      <td>https://www.buzzfeed.com/annehelenpetersen/mom...</td>\n",
       "      <td>Moms Are Main Characters, Too</td>\n",
       "      <td>2017-12-10 16:39:12.901</td>\n",
       "      <td>2017-12-08 21:21:30</td>\n",
       "      <td>24</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2017-12-10T16:50:13.895Z</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-10T23:30:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1843.00</td>\n",
       "      <td>4.00</td>\n",
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       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>38.00</td>\n",
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       "      <td>https://www.buzzfeed.com/matthewzeitlin/one-cr...</td>\n",
       "      <td>One Crucial Thing Republicans Agreed On In The...</td>\n",
       "      <td>2017-12-07 22:04:22.607</td>\n",
       "      <td>2017-12-07 21:56:31</td>\n",
       "      <td>31</td>\n",
       "      <td>0.28</td>\n",
       "      <td>2017-12-07T23:16:09.641Z</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-07T22:25:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>643.00</td>\n",
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       "      <td>48.00</td>\n",
       "      <td>38.00</td>\n",
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       "    <tr>\n",
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       "      <td>https://www.buzzfeed.com/sarahmarshall/20-year...</td>\n",
       "      <td>The Insane True Story Of How \"Titanic\" Got Made</td>\n",
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       "      <td>2017-12-15 22:50:55</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
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       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8  How a Giant Psychiatric Hospital Company Tried...   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637  Inside The Botched Raid That Left Four US Sold...   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c  How To Close Two Stubborn Murder Cases In One ...   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea  Here's How To Find Out How The Republican Tax ...   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852  Powerful Winds Are Pushing The Destructive Cal...   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716  11 Ways The US Is No Longer Fighting Climate C...   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704  How The Brother Of A Victim Of The Manchester ...   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e  A Pastor Found A Massive Diamond. Now He Hopes...   \n",
       "f26fbab786c63264349418944f20666059288a7d  15 Stories About Justice That Outraged Us In 2017   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e  Nevada Democrat Ruben Kihuen Won't Seek Reelec...   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3  15 Random, Weirdly Fascinating Facts About Our...   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b   13 Experts On Why They No Longer Recommend Diets   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06  Trump Has Tied \"Chain Migration\" To Terrorism....   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a  These Photos Of Santas-In-Training Will Lift Y...   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee  2017 Was The Year The EPA Declared War On The ...   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e             6 Ways Hollywood Can Do Better In 2018   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729  Silicon Valley Punished Some Badly Behaved Men...   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa                      Moms Are Main Characters, Too   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832  One Crucial Thing Republicans Agreed On In The...   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802    The Insane True Story Of How \"Titanic\" Got Made   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b 2017-12-30 17:04:21.638   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d 2017-12-07 13:01:23.490   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa 2017-12-27 16:04:15.611   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71 2017-12-27 18:13:24.230   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f 2017-12-11 15:46:21.876   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8 2017-12-27 16:40:28.231   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637 2017-12-09 15:58:19.223   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c 2017-12-28 20:46:16.651   \n",
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       "54a867bda1060aefd4e1de41690360d03f7d738e 2017-12-16 16:16:20.407   \n",
       "f26fbab786c63264349418944f20666059288a7d 2017-12-21 19:43:21.195   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e 2017-12-16 21:31:22.428   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3 2017-12-11 13:14:16.245   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b 2018-01-01 18:49:23.289   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06 2017-12-31 20:40:20.698   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a 2017-12-20 01:31:25.031   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee 2017-12-23 15:09:13.991   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e 2017-12-30 01:29:11.817   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729 2017-12-22 20:10:15.285   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa 2017-12-10 16:39:12.901   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832 2017-12-07 22:04:22.607   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802 2017-12-17 16:39:14.602   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b 2017-12-21 22:23:16               1   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d 2017-12-05 19:01:09               1   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa 2017-12-20 17:50:41               4   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71 2017-12-21 23:52:53               4   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f 2017-12-08 22:35:56               0   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8 2017-12-22 23:17:31               6   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637 2017-12-07 15:22:08               0   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c 2017-12-22 22:51:14               2   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea 2017-12-16 15:28:34               0   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852 2017-12-06 18:44:10               5   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716 2017-12-19 15:13:10              20   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704 2017-12-22 13:10:34               2   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e 2017-12-13 19:01:57               0   \n",
       "f26fbab786c63264349418944f20666059288a7d 2017-12-21 19:12:01               7   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e 2017-12-05 18:48:53               2   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3 2017-12-06 18:55:29               1   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b 2017-12-01 20:43:38               6   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06 2017-12-29 20:02:50               1   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a 2017-12-06 00:02:59               0   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee 2017-12-22 20:17:48              18   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e 2017-12-29 22:02:12              40   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729 2017-12-22 20:08:31              26   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa 2017-12-08 21:21:30              24   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832 2017-12-07 21:56:31              31   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802 2017-12-15 22:50:55              31   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b                        0.09   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d                        0.09   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa                        0.39   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71                        0.36   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f                        0.00   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8                        0.46   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637                        0.00   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c                        0.18   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea                        0.00   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852                        0.07   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716                        0.00   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704                        0.18   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e                        0.00   \n",
       "f26fbab786c63264349418944f20666059288a7d                        0.05   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e                        0.18   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3                        0.00   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b                        0.55   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06                        0.09   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a                        0.00   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee                        0.15   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e                        0.21   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729                        1.18   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa                        0.30   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832                        0.28   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802                        0.40   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b        2017-12-30T17:16:03.579Z   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d        2017-12-07T13:13:14.909Z   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa        2017-12-27T16:15:16.931Z   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71        2017-12-27T18:25:11.821Z   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f        2017-12-11T15:57:19.321Z   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8        2017-12-27T16:52:08.743Z   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637        2017-12-09T16:10:11.079Z   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c        2017-12-28T20:58:09.837Z   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea        2017-12-19T21:31:07.547Z   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852        2017-12-07T18:46:14.159Z   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716        2017-12-29T17:36:12.253Z   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704        2017-12-24T07:13:08.102Z   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e        2017-12-16T16:28:08.626Z   \n",
       "f26fbab786c63264349418944f20666059288a7d        2017-12-22T16:15:06.173Z   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e        2017-12-16T21:43:05.715Z   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3        2017-12-11T13:25:16.547Z   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b        2018-01-01T19:01:06.672Z   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06        2017-12-31T20:52:07.486Z   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a        2017-12-20T01:43:11.216Z   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee        2017-12-23T19:24:12.663Z   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e        2017-12-30T19:58:09.135Z   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729        2017-12-22T20:21:14.378Z   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa        2017-12-10T16:50:13.895Z   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832        2017-12-07T23:16:09.641Z   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802        2017-12-17T16:50:11.752Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b            0             0   \n",
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       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802            2             9   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b          1     ...       \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d          1     ...       \n",
       "8705fb3da20761c6674f087884089ba3068e63fa          4     ...       \n",
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       "eb5b52c981dd04408660f23967ba814262156a5f          0     ...       \n",
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       "f26fbab786c63264349418944f20666059288a7d          4     ...       \n",
       "11446451655a07177c9ba67543d908b7b9934c2e          2     ...       \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3          1     ...       \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b          6     ...       \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06          1     ...       \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a          0     ...       \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee         12     ...       \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e         12     ...       \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729         23     ...       \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa          7     ...       \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832          8     ...       \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802         20     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b  2017-12-30T20:22:25.000Z        147   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d  2017-12-10T02:00:00.000Z        147   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa  2017-12-27T16:19:01.000Z        147   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71  2017-12-28T02:12:57.000Z        147   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f  2017-12-11T16:05:29.000Z        147   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8  2017-12-27T17:13:02.000Z        147   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637  2017-12-11T18:03:00.000Z        147   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c  2017-12-28T21:22:08.000Z        147   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea  2017-12-19T23:44:50.000Z        147   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852  2017-12-07T19:33:00.000Z        147   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716  2017-12-31T02:22:00.000Z        147   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704  2017-12-25T02:22:00.000Z        147   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e  2017-12-16T19:54:00.000Z        147   \n",
       "f26fbab786c63264349418944f20666059288a7d  2017-12-26T13:33:16.000Z        147   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e  2017-12-16T21:46:46.000Z        147   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3  2017-12-17T03:35:01.000Z        147   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b  2018-01-02T06:51:25.000Z        147   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06  2018-01-01T01:34:32.000Z        147   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a  2017-12-20T15:56:46.000Z        147   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee  2017-12-23T22:01:54.000Z        147   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e  2017-12-30T18:22:00.000Z        147   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729  2017-12-25T23:33:40.000Z        147   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa  2017-12-10T23:30:00.000Z        147   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832  2017-12-07T22:25:00.000Z        147   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802  2017-12-18T01:04:50.000Z        147   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b         nan            0.00   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d     3739.00            0.00   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa     1380.00            1.00   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71     1260.00            1.00   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f     1916.00            0.00   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8     1831.00            2.00   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637     3392.00            0.00   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c     4647.00            1.00   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea         nan            0.00   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852       15.00            1.00   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716     1161.00            4.00   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704     2347.00            1.00   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e     1880.00            0.00   \n",
       "f26fbab786c63264349418944f20666059288a7d         nan            2.00   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e      700.00            1.00   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3      345.00            0.00   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b     3123.00            2.00   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06     1903.00            0.00   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a      129.00            0.00   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee      952.00            4.00   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e         nan            6.00   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729     1180.00            5.00   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa     1843.00            4.00   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832      643.00            5.00   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802     8636.00            5.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b       19.00        15.00   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d       19.00        14.00   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa       19.00        15.00   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71       19.00        15.00   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f       19.00        14.00   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8       19.00        15.00   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637       19.00        13.00   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c       19.00        14.00   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea       19.00        13.00   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852       19.00        13.00   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716       19.00        15.00   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704       19.00        12.00   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e       19.00        11.00   \n",
       "f26fbab786c63264349418944f20666059288a7d       19.00        13.00   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e       19.00        12.00   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3       19.00        10.00   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b       19.00        12.00   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06       19.00        10.00   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a       18.00        10.00   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee       19.00        13.00   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e       19.00        15.00   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729       18.00        15.00   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa       19.00        12.00   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832       19.00        13.00   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802       19.00        12.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b                     11.00   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d                     11.00   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa                     11.00   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71                     11.00   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f                     11.00   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8                     11.00   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637                     11.00   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c                     11.00   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea                     11.00   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852                     11.00   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716                     11.00   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704                     11.00   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e                     11.00   \n",
       "f26fbab786c63264349418944f20666059288a7d                     11.00   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e                     11.00   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3                     11.00   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b                     11.00   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06                     11.00   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a                     11.00   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee                     11.00   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e                     11.00   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729                     11.00   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa                     11.00   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832                     11.00   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802                     11.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b           45.00            45.00   \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d           44.00            44.00   \n",
       "8705fb3da20761c6674f087884089ba3068e63fa           45.00            46.00   \n",
       "32034e45b629a27a33e035a77757e67a27c59d71           45.00            46.00   \n",
       "eb5b52c981dd04408660f23967ba814262156a5f           44.00            44.00   \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8           45.00            47.00   \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637           43.00            43.00   \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c           44.00            45.00   \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea           43.00            43.00   \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852           43.00            44.00   \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716           45.00            49.00   \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704           42.00            43.00   \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e           41.00            41.00   \n",
       "f26fbab786c63264349418944f20666059288a7d           43.00            45.00   \n",
       "11446451655a07177c9ba67543d908b7b9934c2e           42.00            43.00   \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3           40.00            40.00   \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b           42.00            44.00   \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06           40.00            40.00   \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a           39.00            39.00   \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee           43.00            47.00   \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e           45.00            51.00   \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729           44.00            49.00   \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa           42.00            46.00   \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832           43.00            48.00   \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802           42.00            47.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "60dde39afccfcabaf8cf2a8ed28a3d507020545b       45.00  \n",
       "2f11fdaca32431287b0f6fba6e02e024cbbec99d       44.00  \n",
       "8705fb3da20761c6674f087884089ba3068e63fa       44.00  \n",
       "32034e45b629a27a33e035a77757e67a27c59d71       44.00  \n",
       "eb5b52c981dd04408660f23967ba814262156a5f       44.00  \n",
       "24f5ef2ea5bb64cc3a2def2b55092a2ce5751de8       43.00  \n",
       "a2c6e7241dd8ffcfad898e5d44f9b00873f4f637       43.00  \n",
       "851d61f0cda588c4405a4dd959b187bcca3edf3c       43.00  \n",
       "aecd5ea40f84a071b2b98deb901d374a1af82bea       43.00  \n",
       "f9b56421c207cc659ad9d2b9f02e41a3e2235852       42.00  \n",
       "6b7ae56b46b3c625f1be5c21c435edb5d44e6716       41.00  \n",
       "9fa212fb91158bb2e772b47de5619f7910b7f704       41.00  \n",
       "54a867bda1060aefd4e1de41690360d03f7d738e       41.00  \n",
       "f26fbab786c63264349418944f20666059288a7d       41.00  \n",
       "11446451655a07177c9ba67543d908b7b9934c2e       41.00  \n",
       "13045f42cde8a48bbcadd8e7ce042e4ca090e7f3       40.00  \n",
       "d83709ffbc6b9cf3ae4462dbb57f06c4f4f1400b       40.00  \n",
       "e9b5702b01be019dc5f0e67703b78663974a9d06       40.00  \n",
       "3c7cfda35f965505ba968c777ab7a31f162f608a       39.00  \n",
       "513ef968cfbcdb1c6c8c1fc39d1d1e6af032ecee       39.00  \n",
       "e529e130efcd7e0c4687e94ae8d14bc898ceec0e       39.00  \n",
       "d9fa9656eb388266ef0ef42314a1af0747c2d729       39.00  \n",
       "0e5bb71c21836af42e79cf180822df178ca05faa       38.00  \n",
       "515685a5a5560ea7980d63c011a2fe814c5af832       38.00  \n",
       "deddc425e9e2a6c7ccd8c7f9898210d63b2e1802       37.00  \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": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>headline</th>\n",
       "      <th>discovered</th>\n",
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       "    <tr>\n",
       "      <th>87f55392a64a0600bbbb60e7a61e641dd51e75cc</th>\n",
       "      <td>http://www.foxnews.com/sports/2017/12/09/linds...</td>\n",
       "      <td>Lindsey Vonn suffers back injury in World Cup ...</td>\n",
       "      <td>2017-12-10 01:29:22.598</td>\n",
       "      <td>2017-12-10 01:28:54.000</td>\n",
       "      <td>77394</td>\n",
       "      <td>45.61</td>\n",
       "      <td>2017-12-15T08:13:17.970Z</td>\n",
       "      <td>31471</td>\n",
       "      <td>41903</td>\n",
       "      <td>4020</td>\n",
       "      <td>...</td>\n",
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       "      <td>285</td>\n",
       "      <td>650.00</td>\n",
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       "    <tr>\n",
       "      <th>74a8e4a79e8e0d97e2e803ecdb912533007bfe21</th>\n",
       "      <td>http://www.telegraph.co.uk/art/artists/lubiana...</td>\n",
       "      <td>Lubiana Himid's 2017 Turner Prize victory is a...</td>\n",
       "      <td>2017-12-05 19:34:16.136</td>\n",
       "      <td>2017-12-05 19:30:17.000</td>\n",
       "      <td>127045</td>\n",
       "      <td>2073.74</td>\n",
       "      <td>2017-12-05T22:48:10.208Z</td>\n",
       "      <td>11691</td>\n",
       "      <td>25685</td>\n",
       "      <td>89669</td>\n",
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       "      <td>370</td>\n",
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       "      <td>https://www.theguardian.com/business/2017/dec/...</td>\n",
       "      <td>UK banks join multinationals in pledge to come...</td>\n",
       "      <td>2017-12-12 11:55:44.686</td>\n",
       "      <td>2017-12-12 11:53:19.000</td>\n",
       "      <td>79893</td>\n",
       "      <td>76.13</td>\n",
       "      <td>2017-12-15T10:22:10.889Z</td>\n",
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       "      <th>8804453dcfb7fc6bb6185ef0037846ad46b4290a</th>\n",
       "      <td>https://www.buzzfeed.com/michaelblackmon/profe...</td>\n",
       "      <td>People Are Thirsting Pretty Hard For James McA...</td>\n",
       "      <td>2017-12-05 20:34:16.372</td>\n",
       "      <td>2017-12-05 20:06:02.000</td>\n",
       "      <td>135627</td>\n",
       "      <td>263.18</td>\n",
       "      <td>2017-12-06T01:32:03.730Z</td>\n",
       "      <td>31320</td>\n",
       "      <td>100289</td>\n",
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       "      <th>1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2017/12/0...</td>\n",
       "      <td>Media elite laughed at 2008 roast sending Matt...</td>\n",
       "      <td>2017-12-05 20:54:22.240</td>\n",
       "      <td>2017-12-05 20:44:23.000</td>\n",
       "      <td>75257</td>\n",
       "      <td>71.06</td>\n",
       "      <td>2017-12-09T05:31:06.998Z</td>\n",
       "      <td>14766</td>\n",
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       "      <td>2.00</td>\n",
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       "    <tr>\n",
       "      <th>c2298f24d323275ee6ff00f56b1c8caabb457aeb</th>\n",
       "      <td>https://www.theguardian.com/books/2017/dec/24/...</td>\n",
       "      <td>'The difficulty is the point': teaching spoon-...</td>\n",
       "      <td>2017-12-23 22:40:10.841</td>\n",
       "      <td>2017-12-23 22:37:54.000</td>\n",
       "      <td>59004</td>\n",
       "      <td>14.06</td>\n",
       "      <td>2017-12-24T22:01:04.177Z</td>\n",
       "      <td>11099</td>\n",
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       "      <td>142</td>\n",
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       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>4dcf50426af48e5e999bf526b55176a714074ef1</th>\n",
       "      <td>https://www.washingtonpost.com/news/politics/w...</td>\n",
       "      <td>Ex-Trump national security adviser Michael Fly...</td>\n",
       "      <td>2017-12-01 14:34:13.986</td>\n",
       "      <td>2017-12-01 14:29:00.000</td>\n",
       "      <td>72220</td>\n",
       "      <td>468.95</td>\n",
       "      <td>2017-12-01T18:24:12.055Z</td>\n",
       "      <td>20328</td>\n",
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       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>b9e27ec3d3786ed575f5491b9b1756552d00cbfe</th>\n",
       "      <td>http://money.cnn.com/2017/12/04/media/pbs-char...</td>\n",
       "      <td>PBS announces 'Amanpour' as interim replacemen...</td>\n",
       "      <td>2017-12-04 22:19:15.603</td>\n",
       "      <td>2017-12-04 21:55:23.000</td>\n",
       "      <td>58791</td>\n",
       "      <td>102.26</td>\n",
       "      <td>2017-12-05T01:45:12.208Z</td>\n",
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       "      <td>3464</td>\n",
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       "      <th>c17364bddb1b1e1881d26321215078fcf9376136</th>\n",
       "      <td>https://www.washingtonpost.com/national/health...</td>\n",
       "      <td>Uranium firm urged Trump officials to shrink B...</td>\n",
       "      <td>2017-12-09 00:43:21.734</td>\n",
       "      <td>2017-12-09 00:28:33.000</td>\n",
       "      <td>85616</td>\n",
       "      <td>72.66</td>\n",
       "      <td>2017-12-10T03:36:10.952Z</td>\n",
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       "      <td>56897</td>\n",
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       "      <td>3.00</td>\n",
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       "    <tr>\n",
       "      <th>fcdf75b812ac05992fcf139ed1fa9fbe26d2d313</th>\n",
       "      <td>http://www.mirror.co.uk/news/world-news/one-eu...</td>\n",
       "      <td>One of Europe's brightest Christmas trees ligh...</td>\n",
       "      <td>2017-12-02 00:01:28.689</td>\n",
       "      <td>2017-12-01 23:58:50.000</td>\n",
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       "      <td>2017-12-02T10:25:11.817Z</td>\n",
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       "      <td>48859</td>\n",
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       "      <td>706</td>\n",
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       "      <td>http://www.foxnews.com/entertainment/2017/12/0...</td>\n",
       "      <td>ABC News suspends Brian Ross over 'serious err...</td>\n",
       "      <td>2017-12-02 23:09:17.105</td>\n",
       "      <td>2017-12-02 22:50:59.000</td>\n",
       "      <td>64863</td>\n",
       "      <td>273.60</td>\n",
       "      <td>2017-12-03T00:13:21.277Z</td>\n",
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       "      <th>81dbab2e69af8a1dece821f1e7437c621967814f</th>\n",
       "      <td>http://www.cnn.com/2017/12/14/us/sandy-hook-ne...</td>\n",
       "      <td>Sandy Hook shooting victims remembered</td>\n",
       "      <td>2017-12-14 10:34:21.685</td>\n",
       "      <td>2017-12-14 10:28:31.000</td>\n",
       "      <td>158920</td>\n",
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       "      <td>2017-12-14T23:46:14.233Z</td>\n",
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       "      <th>ef8588c058d4bce262f04a4cf3f58b507662626d</th>\n",
       "      <td>https://www.washingtonpost.com/news/wonk/wp/20...</td>\n",
       "      <td>GOP eyes post-tax-cut changes to welfare, Medi...</td>\n",
       "      <td>2017-12-01 17:52:16.868</td>\n",
       "      <td>2017-12-01 17:39:19.000</td>\n",
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       "      <td>2017-12-01T22:58:05.475Z</td>\n",
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       "      <td>https://www.theguardian.com/music/2017/dec/10/...</td>\n",
       "      <td>Fiona Maddocks’s best classical music of 2017</td>\n",
       "      <td>2017-12-10 08:04:34.787</td>\n",
       "      <td>2017-12-10 08:00:31.000</td>\n",
       "      <td>39600</td>\n",
       "      <td>7.49</td>\n",
       "      <td>2017-12-11T00:31:13.938Z</td>\n",
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       "    <tr>\n",
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       "      <td>http://www.telegraph.co.uk/travel/inspiring-to...</td>\n",
       "      <td>Be wowed in the north of India by wonderful wi...</td>\n",
       "      <td>2017-12-29 12:07:05.118</td>\n",
       "      <td>2017-12-29 10:30:00.000</td>\n",
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       "      <td>2017-12-29T16:22:12.948Z</td>\n",
       "      <td>7482</td>\n",
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       "      <th>68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b</th>\n",
       "      <td>https://www.washingtonpost.com/news/wonk/wp/20...</td>\n",
       "      <td>The richest 1 percent now owns more of the cou...</td>\n",
       "      <td>2017-12-06 15:25:17.266</td>\n",
       "      <td>2017-12-06 15:16:10.000</td>\n",
       "      <td>44858</td>\n",
       "      <td>51.37</td>\n",
       "      <td>2017-12-06T16:37:07.585Z</td>\n",
       "      <td>8579</td>\n",
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       "      <td>https://www.nytimes.com/2017/12/05/us/climate-...</td>\n",
       "      <td>4 Takeaways From a Gathering of Mayors on Clim...</td>\n",
       "      <td>2017-12-06 00:22:12.248</td>\n",
       "      <td>2017-12-06 00:18:44.000</td>\n",
       "      <td>33564</td>\n",
       "      <td>55.53</td>\n",
       "      <td>2017-12-06T23:05:08.990Z</td>\n",
       "      <td>376</td>\n",
       "      <td>32637</td>\n",
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       "      <th>e26fb062a26f15584865b2509a27138d7e4e9ed8</th>\n",
       "      <td>https://www.theguardian.com/world/2017/dec/15/...</td>\n",
       "      <td>Extreme poverty in America: read the UN specia...</td>\n",
       "      <td>2017-12-15 17:05:40.703</td>\n",
       "      <td>2017-12-15 17:00:38.000</td>\n",
       "      <td>33833</td>\n",
       "      <td>7.63</td>\n",
       "      <td>2017-12-16T17:39:02.478Z</td>\n",
       "      <td>5307</td>\n",
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       "      <td>142</td>\n",
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       "      <th>b1d48f4a374627c1047af6ff8044e6202509e0b4</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/the-gop-t...</td>\n",
       "      <td>The GOP Tax Plan is A Major Assault in Their W...</td>\n",
       "      <td>2017-12-02 16:46:13.616</td>\n",
       "      <td>2017-12-02 16:32:34.160</td>\n",
       "      <td>36793</td>\n",
       "      <td>42.84</td>\n",
       "      <td>2017-12-02T16:57:08.929Z</td>\n",
       "      <td>7323</td>\n",
       "      <td>25056</td>\n",
       "      <td>4414</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215</td>\n",
       "      <td>1044.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>-45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5f3c3c9b3fe935c782751681584d574adf487220</th>\n",
       "      <td>https://www.theguardian.com/us-news/2017/dec/2...</td>\n",
       "      <td>'We're under attack': young conservatives gath...</td>\n",
       "      <td>2017-12-23 12:04:14.888</td>\n",
       "      <td>2017-12-23 12:00:21.000</td>\n",
       "      <td>48012</td>\n",
       "      <td>123.49</td>\n",
       "      <td>2017-12-23T20:35:06.298Z</td>\n",
       "      <td>11240</td>\n",
       "      <td>35271</td>\n",
       "      <td>1501</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142</td>\n",
       "      <td>1155.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79b5cf5842c27212d4d8f95d693eb3b7aa22c01c</th>\n",
       "      <td>http://yournewswire.com/denzil-washington-obam...</td>\n",
       "      <td>Denzil Washington: ‘Criminal-In-Chief’ Obama ‘...</td>\n",
       "      <td>2017-12-01 17:24:41.981</td>\n",
       "      <td>2017-12-01 16:54:17.000</td>\n",
       "      <td>73830</td>\n",
       "      <td>34.34</td>\n",
       "      <td>2017-12-02T20:09:19.285Z</td>\n",
       "      <td>15179</td>\n",
       "      <td>45429</td>\n",
       "      <td>13222</td>\n",
       "      <td>...</td>\n",
       "      <td>2017-12-02T15:40:00.000Z</td>\n",
       "      <td>22568</td>\n",
       "      <td>382.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>54.00</td>\n",
       "      <td>-44.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "6db0269552b047b879c328010314c66ddcaec6da  https://www.nytimes.com/2017/12/13/opinion/sal...   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690  https://www.washingtonpost.com/news/politics/w...   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad  http://yournewswire.com/nestle-ceo-water-is-no...   \n",
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       "87f55392a64a0600bbbb60e7a61e641dd51e75cc  http://www.foxnews.com/sports/2017/12/09/linds...   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21  http://www.telegraph.co.uk/art/artists/lubiana...   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d  https://www.theguardian.com/business/2017/dec/...   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a  https://www.buzzfeed.com/michaelblackmon/profe...   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d  http://www.foxnews.com/entertainment/2017/12/0...   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb  https://www.theguardian.com/books/2017/dec/24/...   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1  https://www.washingtonpost.com/news/politics/w...   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe  http://money.cnn.com/2017/12/04/media/pbs-char...   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136  https://www.washingtonpost.com/national/health...   \n",
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       "eb6b9898f665d8019751a2270ab567a6a0dc09d0  https://www.theguardian.com/music/2017/dec/10/...   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0  http://www.telegraph.co.uk/travel/inspiring-to...   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b  https://www.washingtonpost.com/news/wonk/wp/20...   \n",
       "496fcccdb268532134f1625b26aca823b89bb936  https://www.nytimes.com/2017/12/05/us/climate-...   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8  https://www.theguardian.com/world/2017/dec/15/...   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4  https://www.huffingtonpost.com/entry/the-gop-t...   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220  https://www.theguardian.com/us-news/2017/dec/2...   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c  http://yournewswire.com/denzil-washington-obam...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "6db0269552b047b879c328010314c66ddcaec6da    Salma Hayek: Harvey Weinstein Is My Monster Too   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690  In an upset, Democrat Doug Jones is projected ...   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad  Nestle CEO: Water Is Not A Human Right, Should...   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16  Alaska just reported one of the most extreme s...   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc  Lindsey Vonn suffers back injury in World Cup ...   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21  Lubiana Himid's 2017 Turner Prize victory is a...   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d  UK banks join multinationals in pledge to come...   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a  People Are Thirsting Pretty Hard For James McA...   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d  Media elite laughed at 2008 roast sending Matt...   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb  'The difficulty is the point': teaching spoon-...   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1  Ex-Trump national security adviser Michael Fly...   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe  PBS announces 'Amanpour' as interim replacemen...   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136  Uranium firm urged Trump officials to shrink B...   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313  One of Europe's brightest Christmas trees ligh...   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d  ABC News suspends Brian Ross over 'serious err...   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f             Sandy Hook shooting victims remembered   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d  GOP eyes post-tax-cut changes to welfare, Medi...   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0      Fiona Maddocks’s best classical music of 2017   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0  Be wowed in the north of India by wonderful wi...   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b  The richest 1 percent now owns more of the cou...   \n",
       "496fcccdb268532134f1625b26aca823b89bb936  4 Takeaways From a Gathering of Mayors on Clim...   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8  Extreme poverty in America: read the UN specia...   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4  The GOP Tax Plan is A Major Assault in Their W...   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220  'We're under attack': young conservatives gath...   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c  Denzil Washington: ‘Criminal-In-Chief’ Obama ‘...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "6db0269552b047b879c328010314c66ddcaec6da 2017-12-13 23:49:10.353   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690 2017-12-13 03:29:13.065   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad 2017-12-14 17:44:25.584   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16 2017-12-07 17:04:33.494   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc 2017-12-10 01:29:22.598   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21 2017-12-05 19:34:16.136   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d 2017-12-12 11:55:44.686   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a 2017-12-05 20:34:16.372   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d 2017-12-05 20:54:22.240   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb 2017-12-23 22:40:10.841   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1 2017-12-01 14:34:13.986   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe 2017-12-04 22:19:15.603   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136 2017-12-09 00:43:21.734   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313 2017-12-02 00:01:28.689   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d 2017-12-02 23:09:17.105   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f 2017-12-14 10:34:21.685   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d 2017-12-01 17:52:16.868   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0 2017-12-10 08:04:34.787   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0 2017-12-29 12:07:05.118   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b 2017-12-06 15:25:17.266   \n",
       "496fcccdb268532134f1625b26aca823b89bb936 2017-12-06 00:22:12.248   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8 2017-12-15 17:05:40.703   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4 2017-12-02 16:46:13.616   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220 2017-12-23 12:04:14.888   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c 2017-12-01 17:24:41.981   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "6db0269552b047b879c328010314c66ddcaec6da 2017-12-13 23:45:20.000   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690 2017-12-13 03:26:00.000   \n",
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       "87f55392a64a0600bbbb60e7a61e641dd51e75cc 2017-12-10 01:28:54.000   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21 2017-12-05 19:30:17.000   \n",
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       "8804453dcfb7fc6bb6185ef0037846ad46b4290a 2017-12-05 20:06:02.000   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d 2017-12-05 20:44:23.000   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb 2017-12-23 22:37:54.000   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1 2017-12-01 14:29:00.000   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe 2017-12-04 21:55:23.000   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136 2017-12-09 00:28:33.000   \n",
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       "e67159816fb58bef23f7ec7a956bab62abcdb70d 2017-12-02 22:50:59.000   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f 2017-12-14 10:28:31.000   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d 2017-12-01 17:39:19.000   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0 2017-12-10 08:00:31.000   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0 2017-12-29 10:30:00.000   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b 2017-12-06 15:16:10.000   \n",
       "496fcccdb268532134f1625b26aca823b89bb936 2017-12-06 00:18:44.000   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8 2017-12-15 17:00:38.000   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4 2017-12-02 16:32:34.160   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220 2017-12-23 12:00:21.000   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c 2017-12-01 16:54:17.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "6db0269552b047b879c328010314c66ddcaec6da          824459   \n",
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       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
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       "4dcf50426af48e5e999bf526b55176a714074ef1                      468.95   \n",
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       "81dbab2e69af8a1dece821f1e7437c621967814f                      247.38   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d                      197.00   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0                        7.49   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0                        0.03   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b                       51.37   \n",
       "496fcccdb268532134f1625b26aca823b89bb936                       55.53   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8                        7.63   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4                       42.84   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220                      123.49   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c                       34.34   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "6db0269552b047b879c328010314c66ddcaec6da        2017-12-14T03:03:13.004Z   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690        2017-12-13T03:40:17.040Z   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad        2017-12-14T20:59:13.680Z   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16        2017-12-08T18:06:11.882Z   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc        2017-12-15T08:13:17.970Z   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21        2017-12-05T22:48:10.208Z   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d        2017-12-15T10:22:10.889Z   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a        2017-12-06T01:32:03.730Z   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d        2017-12-09T05:31:06.998Z   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb        2017-12-24T22:01:04.177Z   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1        2017-12-01T18:24:12.055Z   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe        2017-12-05T01:45:12.208Z   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136        2017-12-10T03:36:10.952Z   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313        2017-12-02T10:25:11.817Z   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d        2017-12-03T00:13:21.277Z   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f        2017-12-14T23:46:14.233Z   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d        2017-12-01T22:58:05.475Z   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0        2017-12-11T00:31:13.938Z   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0        2017-12-29T16:22:12.948Z   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b        2017-12-06T16:37:07.585Z   \n",
       "496fcccdb268532134f1625b26aca823b89bb936        2017-12-06T23:05:08.990Z   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8        2017-12-16T17:39:02.478Z   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4        2017-12-02T16:57:08.929Z   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220        2017-12-23T20:35:06.298Z   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c        2017-12-02T20:09:19.285Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "6db0269552b047b879c328010314c66ddcaec6da       101937        599446   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690        19636        111733   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad        42856         44725   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16        19815         83900   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc        31471         41903   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21        11691         25685   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d         3370         68212   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a        31320        100289   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d        14766         50287   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb        11099         38299   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1        20328         41964   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe         6515         48812   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136        11415         56897   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313         2392         48859   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d        17007         38340   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f        17348        122515   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d        48607        126093   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0          159         39308   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0         7482         27387   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b         8579         29245   \n",
       "496fcccdb268532134f1625b26aca823b89bb936          376         32637   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8         5307         19585   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4         7323         25056   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220        11240         35271   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c        15179         45429   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "6db0269552b047b879c328010314c66ddcaec6da     123076     ...       \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690       8368     ...       \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad      24252     ...       \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16      13972     ...       \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc       4020     ...       \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21      89669     ...       \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d       8311     ...       \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a       4018     ...       \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d      10204     ...       \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb       9606     ...       \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1       9928     ...       \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe       3464     ...       \n",
       "c17364bddb1b1e1881d26321215078fcf9376136      17304     ...       \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313       6683     ...       \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d       9516     ...       \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f      19057     ...       \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d      32295     ...       \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0        133     ...       \n",
       "24104ea0009010519c5307f562acaa533ce66cf0       4032     ...       \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b       7034     ...       \n",
       "496fcccdb268532134f1625b26aca823b89bb936        551     ...       \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8       8941     ...       \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4       4414     ...       \n",
       "5f3c3c9b3fe935c782751681584d574adf487220       1501     ...       \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c      13222     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "6db0269552b047b879c328010314c66ddcaec6da                       NaN        120   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690                       NaN        191   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad                       NaN      22568   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16                       NaN        191   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc                       NaN        285   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21                       NaN        370   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d                       NaN        142   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a                       NaN        147   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d                       NaN        285   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb                       NaN        142   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1                       NaN        191   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe                       NaN        105   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136                       NaN        191   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313                       NaN        706   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d                       NaN        285   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f                       NaN        105   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d                       NaN        191   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0                       NaN        142   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0                       NaN        370   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b                       NaN        191   \n",
       "496fcccdb268532134f1625b26aca823b89bb936                       NaN        120   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8                       NaN        142   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4                       NaN        215   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220                       NaN        142   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c  2017-12-02T15:40:00.000Z      22568   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "6db0269552b047b879c328010314c66ddcaec6da     2800.00           50.00   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690      102.00           50.00   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad      135.00           50.00   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16      580.00           50.00   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc      650.00           50.00   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21      540.00           50.00   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d      386.00           50.00   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a         nan           50.00   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d     1157.00           50.00   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb     3097.00           48.00   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1       69.00           49.00   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe         nan           48.00   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136     1050.00           50.00   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313      213.00           48.00   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d      210.00           49.00   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f     3714.00           50.00   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d      686.00           50.00   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0         nan           46.00   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0      595.00           46.00   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b     1029.00           46.00   \n",
       "496fcccdb268532134f1625b26aca823b89bb936      767.00           45.00   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8      692.00           45.00   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4     1044.00           45.00   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220     1155.00           47.00   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c      382.00           49.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "6db0269552b047b879c328010314c66ddcaec6da        0.00         0.00   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690        0.00         1.00   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad        0.00         1.00   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16        0.00         1.00   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc        0.00         1.00   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21        0.00         1.00   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d        0.00         1.00   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a        0.00         2.00   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d        0.00         2.00   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb        0.00         0.00   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1        0.00         1.00   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe        0.00         1.00   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136        0.00         3.00   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313        0.00         1.00   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d        0.00         2.00   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f        0.00         4.00   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d        0.00         4.00   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0        0.00         0.00   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0        0.00         0.00   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b        0.00         1.00   \n",
       "496fcccdb268532134f1625b26aca823b89bb936        0.00         0.00   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8        0.00         0.00   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4        0.00         0.00   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220        0.00         2.00   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c        0.00         1.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "6db0269552b047b879c328010314c66ddcaec6da                      0.00   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690                      0.00   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad                      0.00   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16                      0.00   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc                      0.00   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21                      0.00   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d                      0.00   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a                      0.00   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d                      0.00   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb                      0.00   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1                      0.00   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe                      0.00   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136                      0.00   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313                      0.00   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d                      0.00   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f                      0.00   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d                      0.00   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0                      0.00   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0                      0.00   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b                      0.00   \n",
       "496fcccdb268532134f1625b26aca823b89bb936                      0.00   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8                      0.00   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4                      0.00   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220                      0.00   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c                      4.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "6db0269552b047b879c328010314c66ddcaec6da            0.00            50.00   \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690            1.00            51.00   \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad            1.00            51.00   \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16            1.00            51.00   \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc            1.00            51.00   \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21            1.00            51.00   \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d            1.00            51.00   \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a            2.00            52.00   \n",
       "1cd4d1d98c6f91e32bb2dcaba710f524bc8d8a1d            2.00            52.00   \n",
       "c2298f24d323275ee6ff00f56b1c8caabb457aeb            0.00            48.00   \n",
       "4dcf50426af48e5e999bf526b55176a714074ef1            1.00            50.00   \n",
       "b9e27ec3d3786ed575f5491b9b1756552d00cbfe            1.00            49.00   \n",
       "c17364bddb1b1e1881d26321215078fcf9376136            3.00            53.00   \n",
       "fcdf75b812ac05992fcf139ed1fa9fbe26d2d313            1.00            49.00   \n",
       "e67159816fb58bef23f7ec7a956bab62abcdb70d            2.00            51.00   \n",
       "81dbab2e69af8a1dece821f1e7437c621967814f            4.00            54.00   \n",
       "ef8588c058d4bce262f04a4cf3f58b507662626d            4.00            54.00   \n",
       "eb6b9898f665d8019751a2270ab567a6a0dc09d0            0.00            46.00   \n",
       "24104ea0009010519c5307f562acaa533ce66cf0            0.00            46.00   \n",
       "68c2b2ad7566bf375e6a6e1f3b3fbea39083d42b            1.00            47.00   \n",
       "496fcccdb268532134f1625b26aca823b89bb936            0.00            45.00   \n",
       "e26fb062a26f15584865b2509a27138d7e4e9ed8            0.00            45.00   \n",
       "b1d48f4a374627c1047af6ff8044e6202509e0b4            0.00            45.00   \n",
       "5f3c3c9b3fe935c782751681584d574adf487220            2.00            49.00   \n",
       "79b5cf5842c27212d4d8f95d693eb3b7aa22c01c            5.00            54.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "6db0269552b047b879c328010314c66ddcaec6da      -50.00  \n",
       "81c5b9be259fc28bcdef151800f9460767cf7690      -49.00  \n",
       "1cd3a4c15d1b80136d4cf9bc6ef4a8e1ec03a3ad      -49.00  \n",
       "d18643b71da717ca3fbe0357ecf425b197853b16      -49.00  \n",
       "87f55392a64a0600bbbb60e7a61e641dd51e75cc      -49.00  \n",
       "74a8e4a79e8e0d97e2e803ecdb912533007bfe21      -49.00  \n",
       "8c012e0ed5e7d1facf7e68848ae595de4be07f2d      -49.00  \n",
       "8804453dcfb7fc6bb6185ef0037846ad46b4290a      -48.00  \n",
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       "\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_2017-10-01_2017-10-31.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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