data/attention-index-april-2018.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "date_filename = \"2018-04-01_2018-04-30\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a  https://www.thetimes.co.uk/article/mccann-pres...   \n",
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       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a  McCann presence helps Dundee secure valuable p...   \n",
       "58f51d1d8e99d7c9909b84201706b10411632331  Anthony Joshua showed he has the maturity to r...   \n",
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       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba  Jordan Peterson: the bestselling author and cl...   \n",
       "\n",
       "                                                      discovered  published  \\\n",
       "id                                                                            \n",
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       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a               0   \n",
       "58f51d1d8e99d7c9909b84201706b10411632331               0   \n",
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       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
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       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
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       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a            0             0   \n",
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       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a          0      The Times   \n",
       "58f51d1d8e99d7c9909b84201706b10411632331          0      The Times   \n",
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       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba         63      The Times   \n",
       "\n",
       "                                            publisher_id  mins_as_lead  \\\n",
       "id                                                                       \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a  thetimes_co_uk             0   \n",
       "58f51d1d8e99d7c9909b84201706b10411632331  thetimes_co_uk             0   \n",
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       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a            350   \n",
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       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a                  392.0   \n",
       "58f51d1d8e99d7c9909b84201706b10411632331                  392.0   \n",
       "0b1a1a27c7e6f3aff21586ae2d447b4f1944e597                  392.0   \n",
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       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba                    NaN   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a          False                  NaN   \n",
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       "\n",
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       "id                                                                   \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a                       NaN   \n",
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       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba  2018-04-01T20:30:02.000Z   \n",
       "\n",
       "                                          alexa_rank  word_count  \n",
       "id                                                                \n",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a        6435       125.0  \n",
       "58f51d1d8e99d7c9909b84201706b10411632331        6435       125.0  \n",
       "0b1a1a27c7e6f3aff21586ae2d447b4f1944e597        6435       125.0  \n",
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       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba        6435       125.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"articles_\" + date_filename + \".csv\", index_col=\"id\", \\\n",
    "                   parse_dates=[\"published\", \"discovered\"])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Response Score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The response score is a number between 0 and 50 that indicates the level of response to an article.\n",
    "\n",
    "\n",
    "\n",
    "Perhaps in the future we may choose to include other factors, but for now we just include engagements on Facebook. The maximum score of 50 should be achieved by an article that does really well compared with others."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    138275.00\n",
       "mean       1301.27\n",
       "std       10881.11\n",
       "min           0.00\n",
       "50%          25.00\n",
       "75%         236.00\n",
       "90%        1467.00\n",
       "95%        4082.00\n",
       "99%       24069.16\n",
       "99.5%     42726.87\n",
       "99.9%    127818.48\n",
       "max     1282889.00\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 2 articles with more than 1 million engagements this month."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <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>a2c14a5be2fd2120a995789a59f63751734d8312</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2018/04/1...</td>\n",
       "      <td>'Full Metal Jacket' actor R. Lee Ermey dies at...</td>\n",
       "      <td>2018-04-15 23:23:18.706</td>\n",
       "      <td>2018-04-15 23:20:18</td>\n",
       "      <td>1088522</td>\n",
       "      <td>3701.16</td>\n",
       "      <td>2018-04-15T23:55:11.721Z</td>\n",
       "      <td>111839</td>\n",
       "      <td>781170</td>\n",
       "      <td>195513</td>\n",
       "      <td>Fox News</td>\n",
       "      <td>foxnews_com</td>\n",
       "      <td>0</td>\n",
       "      <td>2204</td>\n",
       "      <td>154.00</td>\n",
       "      <td>True</td>\n",
       "      <td>16331201.00</td>\n",
       "      <td>2018-04-15T23:21:55.000Z</td>\n",
       "      <td>285</td>\n",
       "      <td>359.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1c67b7d5633798a8217ff854d6e4854d64ac1b78</th>\n",
       "      <td>https://www.npr.org/sections/ed/2018/04/25/605...</td>\n",
       "      <td>High-Paying Trade Jobs Sit Empty, While High S...</td>\n",
       "      <td>2018-04-25 21:01:27.348</td>\n",
       "      <td>2018-04-25 20:00:00</td>\n",
       "      <td>1282889</td>\n",
       "      <td>833.15</td>\n",
       "      <td>2018-04-26T16:49:11.642Z</td>\n",
       "      <td>216494</td>\n",
       "      <td>829474</td>\n",
       "      <td>236921</td>\n",
       "      <td>NPR</td>\n",
       "      <td>npr_org</td>\n",
       "      <td>0</td>\n",
       "      <td>965</td>\n",
       "      <td>30.00</td>\n",
       "      <td>True</td>\n",
       "      <td>6298047.00</td>\n",
       "      <td>2018-04-26T04:22:00.000Z</td>\n",
       "      <td>594</td>\n",
       "      <td>1673.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312  http://www.foxnews.com/entertainment/2018/04/1...   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78  https://www.npr.org/sections/ed/2018/04/25/605...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312  'Full Metal Jacket' actor R. Lee Ermey dies at...   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78  High-Paying Trade Jobs Sit Empty, While High S...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312 2018-04-15 23:23:18.706   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78 2018-04-25 21:01:27.348   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312 2018-04-15 23:20:18         1088522   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78 2018-04-25 20:00:00         1282889   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312                     3701.16   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78                      833.15   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312        2018-04-15T23:55:11.721Z   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78        2018-04-26T16:49:11.642Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312       111839        781170   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78       216494        829474   \n",
       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312     195513       Fox News   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78     236921            NPR   \n",
       "\n",
       "                                         publisher_id  mins_as_lead  \\\n",
       "id                                                                    \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312  foxnews_com             0   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78      npr_org             0   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312           2204   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78            965   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312                 154.00   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78                  30.00   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312           True          16331201.00   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78           True           6298047.00   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312  2018-04-15T23:21:55.000Z   \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78  2018-04-26T04:22:00.000Z   \n",
       "\n",
       "                                          alexa_rank  word_count  \n",
       "id                                                                \n",
       "a2c14a5be2fd2120a995789a59f63751734d8312         285      359.00  \n",
       "1c67b7d5633798a8217ff854d6e4854d64ac1b78         594     1673.00  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data.fb_engagements > 1000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.fb_engagements.mode()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*november* Going back to the enagement counts, we see the mean is 1,117, mode is zero, median is 24, 90th percentile is 1,453, 99th percentile is 21,166, 99.5th percentile is 33,982. The standard deviation is 8,083, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*december* Going back to the enagement counts, we see the mean is 1,106, mode is zero, median is 24, 90th percentile is 1,545, 99th percentile is 20,228, 99.5th percentile is 32,446. The standard deviation is 9,852, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*january 2018* Going back to the enagement counts, we see the mean is 1,108, mode is zero, median is 26, 90th percentile is 1,621, 99th percentile is 19,918, 99.5th percentile is 32,935. The standard deviation is 8,278, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*february 2018* Going back to the enagement counts, we see the mean is 1,237, mode is zero, median is 25, 90th percentile is 1,453, 99th percentile is 23,172, 99.5th percentile is 38,692. The standard deviation is 11,019, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*march 2018* Going back to the enagement counts, we see the mean is 1,519, mode is zero, median is 25, 90th percentile is 1,597, 99th percentile is 27,468, 99.5th percentile is 51,204. The standard deviation is 15,132, significantly higher than the mean, so this is not a normal distribution. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*april 2018* Going back to the enagement counts, we see the mean is 1,301, mode is zero, median is 25, 90th percentile is 1,467, 99th percentile is 24,069, 99.5th percentile is 42,726. The standard deviation is 10,881, 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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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th colspan=\"3\" halign=\"left\">fb_engagements</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>sum</th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publisher_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>anotherangryvoice_blogspot_co_uk</th>\n",
       "      <td>37</td>\n",
       "      <td>182291</td>\n",
       "      <td>2207.00</td>\n",
       "      <td>4926.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>12059</td>\n",
       "      <td>10830500</td>\n",
       "      <td>26.00</td>\n",
       "      <td>898.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>2589</td>\n",
       "      <td>7211253</td>\n",
       "      <td>145.00</td>\n",
       "      <td>2785.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>42</td>\n",
       "      <td>39391</td>\n",
       "      <td>398.50</td>\n",
       "      <td>937.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>1290</td>\n",
       "      <td>2463775</td>\n",
       "      <td>191.50</td>\n",
       "      <td>1909.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>3996</td>\n",
       "      <td>24266804</td>\n",
       "      <td>516.50</td>\n",
       "      <td>6072.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>24494</td>\n",
       "      <td>17875059</td>\n",
       "      <td>18.00</td>\n",
       "      <td>729.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>504</td>\n",
       "      <td>245341</td>\n",
       "      <td>32.50</td>\n",
       "      <td>486.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>65</td>\n",
       "      <td>255755</td>\n",
       "      <td>1553.00</td>\n",
       "      <td>3934.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>5009</td>\n",
       "      <td>22811621</td>\n",
       "      <td>103.00</td>\n",
       "      <td>4554.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>4416</td>\n",
       "      <td>270005</td>\n",
       "      <td>4.00</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>2250</td>\n",
       "      <td>10943965</td>\n",
       "      <td>785.00</td>\n",
       "      <td>4863.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>5290</td>\n",
       "      <td>3943093</td>\n",
       "      <td>35.50</td>\n",
       "      <td>745.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>395</td>\n",
       "      <td>257944</td>\n",
       "      <td>111.00</td>\n",
       "      <td>653.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>3649</td>\n",
       "      <td>2023160</td>\n",
       "      <td>71.00</td>\n",
       "      <td>554.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>141</td>\n",
       "      <td>2837</td>\n",
       "      <td>13.00</td>\n",
       "      <td>20.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>9204</td>\n",
       "      <td>5571882</td>\n",
       "      <td>32.00</td>\n",
       "      <td>605.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>1878</td>\n",
       "      <td>7042840</td>\n",
       "      <td>420.50</td>\n",
       "      <td>3750.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>439</td>\n",
       "      <td>97708</td>\n",
       "      <td>19.00</td>\n",
       "      <td>222.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>1824</td>\n",
       "      <td>10768007</td>\n",
       "      <td>346.00</td>\n",
       "      <td>5903.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>4627</td>\n",
       "      <td>18669054</td>\n",
       "      <td>209.00</td>\n",
       "      <td>4034.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>257</td>\n",
       "      <td>81152</td>\n",
       "      <td>150.00</td>\n",
       "      <td>315.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>51</td>\n",
       "      <td>52191</td>\n",
       "      <td>346.00</td>\n",
       "      <td>1023.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>6179</td>\n",
       "      <td>3171709</td>\n",
       "      <td>17.00</td>\n",
       "      <td>513.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2302</td>\n",
       "      <td>3609677</td>\n",
       "      <td>376.50</td>\n",
       "      <td>1568.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>121</td>\n",
       "      <td>115099</td>\n",
       "      <td>545.00</td>\n",
       "      <td>951.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>6009</td>\n",
       "      <td>1703445</td>\n",
       "      <td>16.00</td>\n",
       "      <td>283.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>276</td>\n",
       "      <td>345275</td>\n",
       "      <td>645.00</td>\n",
       "      <td>1251.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>7989</td>\n",
       "      <td>8911855</td>\n",
       "      <td>122.00</td>\n",
       "      <td>1115.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>8887</td>\n",
       "      <td>295032</td>\n",
       "      <td>1.00</td>\n",
       "      <td>33.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>21307</td>\n",
       "      <td>13599144</td>\n",
       "      <td>0.00</td>\n",
       "      <td>638.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>302</td>\n",
       "      <td>497503</td>\n",
       "      <td>42.50</td>\n",
       "      <td>1647.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>397</td>\n",
       "      <td>1778898</td>\n",
       "      <td>45.00</td>\n",
       "      <td>4480.85</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     37         182291 2207.00 4926.78\n",
       "bbc_co_uk                         12059       10830500   26.00  898.13\n",
       "breitbart_com                      2589        7211253  145.00 2785.34\n",
       "brexitcentral_com                    42          39391  398.50  937.88\n",
       "buzzfeed_com                       1290        2463775  191.50 1909.90\n",
       "cnn_com                            3996       24266804  516.50 6072.77\n",
       "dailymail_co_uk                   24494       17875059   18.00  729.77\n",
       "economist_com                       504         245341   32.50  486.79\n",
       "evolvepolitics_com                   65         255755 1553.00 3934.69\n",
       "foxnews_com                        5009       22811621  103.00 4554.13\n",
       "ft_com                             4416         270005    4.00   61.14\n",
       "huffingtonpost_com                 2250       10943965  785.00 4863.98\n",
       "independent_co_uk                  5290        3943093   35.50  745.39\n",
       "indy100_com                         395         257944  111.00  653.02\n",
       "lemonde_fr                         3649        2023160   71.00  554.44\n",
       "libdemvoice_org                     141           2837   13.00   20.12\n",
       "mirror_co_uk                       9204        5571882   32.00  605.38\n",
       "nbcnews_com                        1878        7042840  420.50 3750.18\n",
       "newstatesman_com                    439          97708   19.00  222.57\n",
       "npr_org                            1824       10768007  346.00 5903.51\n",
       "nytimes_com                        4627       18669054  209.00 4034.81\n",
       "order-order_com                     257          81152  150.00  315.77\n",
       "propublica_org                       51          52191  346.00 1023.35\n",
       "reuters_com                        6179        3171709   17.00  513.30\n",
       "rt_com                             2302        3609677  376.50 1568.06\n",
       "skwawkbox_org                       121         115099  545.00  951.23\n",
       "telegraph_co_uk                    6009        1703445   16.00  283.48\n",
       "thecanary_co                        276         345275  645.00 1251.00\n",
       "theguardian_com                    7989        8911855  122.00 1115.52\n",
       "thetimes_co_uk                     8887         295032    1.00   33.20\n",
       "washingtonpost_com                21307       13599144    0.00  638.25\n",
       "westmonster_com                     302         497503   42.50 1647.36\n",
       "yournewswire_com                    397        1778898   45.00 4480.85"
      ]
     },
     "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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P6kaJs4gYRlTX0vd1V62p2ENOlJ4zIJXz4IO9+OKLDTRpEmhNnP38/AgLG0pkZASFhYXc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\npwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11131a2b0>"
      ]
     },
     "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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Um/P27t2j++5rIkny8vJStWrVdPXqVUVGTtbTT/eUt7e36tdvoKFDX1ZUVLRCQx/SvHnv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\nIEtbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c52abe0>"
      ]
     },
     "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   113072.00\n",
       "mean         4.98\n",
       "std          1.76\n",
       "min          3.26\n",
       "25%          3.53\n",
       "50%          4.38\n",
       "75%          5.99\n",
       "max         11.76\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   113072.00\n",
       "mean        10.62\n",
       "std         10.38\n",
       "min          0.00\n",
       "25%          2.00\n",
       "50%          7.00\n",
       "75%         17.00\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 0x1137cca90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uHP8fXqR58+Zp2bJl8vl89LCX2traVFxcrMbGRlmWpfvvv18+n08rV65UR0eH\nsrKydN9993l2fEIfAABDcHsfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMA\nYIj/AxbUKyVeb8N1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11481c518>"
      ]
     },
     "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   138275.00\n",
       "mean         9.26\n",
       "std         90.28\n",
       "min          0.00\n",
       "50%          0.00\n",
       "75%          0.00\n",
       "90%          0.00\n",
       "95%          0.00\n",
       "99%        284.00\n",
       "99.5%      580.00\n",
       "99.9%     1199.73\n",
       "max       9840.00\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   3928.00\n",
       "mean     326.03\n",
       "std      428.55\n",
       "min        4.00\n",
       "25%       84.00\n",
       "50%      184.00\n",
       "75%      424.00\n",
       "90%      804.30\n",
       "95%     1074.00\n",
       "99%     1599.73\n",
       "99.5%   1832.37\n",
       "99.9%   4428.57\n",
       "max     9840.00\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 0x113f01ef0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tzMxMhYaGasaMGf6eDQAANJJPR/Bt27bVlClTNGXKFH/PAwAAbOBTwd96661yOBw1rouK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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117b1f5f8>"
      ]
     },
     "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 0x113f6c710>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9unfeeUcPPfSQ1q9fr/fee09z587VBRdcIEmaOXOmrr/+eq1evVo7d+6U0+lUYWGhRo8e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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1141b1f60>"
      ]
     },
     "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 0x114b65f28>"
      ]
     },
     "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 0x117b0e128>"
      ]
     },
     "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 0x10c52a518>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ABwDAQAQ8AAAGStg/kwuFQvrpT3+qv//970pJSdGCBQv0hS98Id5lAQAwICTs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114d68c88>"
      ]
     },
     "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 0x114f37ac8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GjRra34QQGDZsGGrWrImgoCCtW4+IiIjoWWe1JapVq1bYv38/fH19IYRAcHAwwsPDUalS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\nslL5Haiq0iymhg0bYubMmcjIyEBQUBAmTpyo0XhCtMWRklatWr1zt8Z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EOspNCCGEEABV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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1119fce10>"
      ]
     },
     "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 0x11527ff60>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ovLz8wqYAACBKhbRF/tJLLwV/tixLH330kQYMGNDtbZYtW6b8/Pzg583r6+uVmZkpScrO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115235c18>"
      ]
     },
     "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>37.00</td>\n",
       "      <td>5.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>105.00</td>\n",
       "      <td>12.97</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2.19</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>205.00</td>\n",
       "      <td>8.18</td>\n",
       "      <td>1.63</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>35.00</td>\n",
       "      <td>4.49</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.77</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>321.00</td>\n",
       "      <td>11.74</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.00</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>210.00</td>\n",
       "      <td>12.29</td>\n",
       "      <td>2.00</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>154.00</td>\n",
       "      <td>11.31</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.99</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>48.00</td>\n",
       "      <td>7.65</td>\n",
       "      <td>1.23</td>\n",
       "      <td>1.33</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>114.00</td>\n",
       "      <td>10.50</td>\n",
       "      <td>0.62</td>\n",
       "      <td>6.90</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>98.00</td>\n",
       "      <td>7.59</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0.68</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>148.00</td>\n",
       "      <td>11.13</td>\n",
       "      <td>0.40</td>\n",
       "      <td>7.26</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>9.55</td>\n",
       "      <td>1.89</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>146.00</td>\n",
       "      <td>5.82</td>\n",
       "      <td>1.83</td>\n",
       "      <td>0.59</td>\n",
       "      <td>4.61</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>185.00</td>\n",
       "      <td>8.18</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.62</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>133.00</td>\n",
       "      <td>4.55</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1.49</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>3.00</td>\n",
       "      <td>0.97</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>127.00</td>\n",
       "      <td>8.63</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.74</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "      <td>8.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>79.00</td>\n",
       "      <td>6.02</td>\n",
       "      <td>1.10</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>150.00</td>\n",
       "      <td>9.23</td>\n",
       "      <td>0.87</td>\n",
       "      <td>3.13</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>63.00</td>\n",
       "      <td>12.39</td>\n",
       "      <td>0.62</td>\n",
       "      <td>9.19</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>255.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1.55</td>\n",
       "      <td>0.48</td>\n",
       "      <td>3.27</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>16.00</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "      <td>6.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>96.00</td>\n",
       "      <td>9.22</td>\n",
       "      <td>1.78</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>138.00</td>\n",
       "      <td>9.36</td>\n",
       "      <td>2.12</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>121.00</td>\n",
       "      <td>4.73</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1.17</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>98.00</td>\n",
       "      <td>9.87</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0.85</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "      <td>10.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>260.00</td>\n",
       "      <td>4.82</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0.93</td>\n",
       "      <td>3.52</td>\n",
       "      <td>6.11</td>\n",
       "      <td>6.21</td>\n",
       "      <td>6.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>152.00</td>\n",
       "      <td>11.60</td>\n",
       "      <td>1.95</td>\n",
       "      <td>0.81</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>57.00</td>\n",
       "      <td>6.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.84</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>88.00</td>\n",
       "      <td>11.06</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.76</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>yournewswire_com</th>\n",
       "      <td>152.00</td>\n",
       "      <td>5.48</td>\n",
       "      <td>1.11</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.76</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  37.00  5.33 0.00 5.33  5.33  5.33  5.33   \n",
       "bbc_co_uk                        105.00 12.97 1.31 2.19 13.15 13.15 13.15   \n",
       "breitbart_com                    205.00  8.18 1.63 0.72  8.69  8.69  8.69   \n",
       "brexitcentral_com                 35.00  4.49 0.65 0.77  4.59  4.59  4.59   \n",
       "buzzfeed_com                     321.00 11.74 1.24 1.00 12.02 12.02 12.02   \n",
       "cnn_com                          210.00 12.29 2.00 2.15 12.89 12.89 12.89   \n",
       "dailymail_co_uk                  154.00 11.31 1.89 0.99 11.85 11.85 11.85   \n",
       "economist_com                     48.00  7.65 1.23 1.33  7.99  7.99  7.99   \n",
       "foxnews_com                      114.00 10.50 0.62 6.90 10.61 10.61 10.61   \n",
       "ft_com                            98.00  7.59 1.70 0.68  8.14  8.14  8.14   \n",
       "huffingtonpost_com               148.00 11.13 0.40 7.26 11.17 11.17 11.17   \n",
       "independent_co_uk                134.00  9.55 1.89 0.84 10.07 10.07 10.07   \n",
       "indy100_com                      146.00  5.82 1.83 0.59  4.61  7.04  7.04   \n",
       "lemonde_fr                       185.00  8.18 2.51 0.62  9.34  9.34  9.34   \n",
       "libdemvoice_org                  133.00  4.55 0.58 1.49  4.71  4.71  4.71   \n",
       "mirror_co_uk                       3.00  0.97 0.49 0.61  0.69  0.76  1.14   \n",
       "nbcnews_com                      127.00  8.63 1.33 0.74  8.93  8.93  8.93   \n",
       "newstatesman_com                  79.00  6.02 1.10 1.48  6.35  6.35  6.35   \n",
       "npr_org                          150.00  9.23 0.87 3.13  9.39  9.39  9.39   \n",
       "nytimes_com                       63.00 12.39 0.62 9.19 12.53 12.53 12.53   \n",
       "order-order_com                  255.00  4.50 1.55 0.48  3.27  5.29  5.78   \n",
       "propublica_org                    16.00  6.20 0.00 6.20  6.20  6.20  6.20   \n",
       "reuters_com                       96.00  9.22 1.78 0.81  9.66  9.66  9.66   \n",
       "rt_com                           138.00  9.36 2.12 0.68 10.17 10.17 10.17   \n",
       "skwawkbox_org                    121.00  4.73 0.81 1.17  5.03  5.03  5.03   \n",
       "telegraph_co_uk                   98.00  9.87 1.37 0.85 10.15 10.15 10.15   \n",
       "thecanary_co                     260.00  4.82 1.70 0.93  3.52  6.11  6.21   \n",
       "theguardian_com                  152.00 11.60 1.95 0.81 12.11 12.11 12.11   \n",
       "thetimes_co_uk                    57.00  6.84 0.00 6.84  6.84  6.84  6.84   \n",
       "washingtonpost_com                88.00 11.06 1.92 0.76 11.42 11.42 11.42   \n",
       "yournewswire_com                 152.00  5.48 1.11 1.00  5.76  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                      1.52  \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",
       "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 0x11538b5f8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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S8FwmSWlpaRavY2JiCqgkRP8+x44dK+giEP0nZL+XPa/+zffkXDe4leXYsWNo2rQpAODx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\ndwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114d44e80>"
      ]
     },
     "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": [
       "(0.4812571144098754, 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 0x116cf42e8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A7Ha7XC5XVJy9tK3338cee0wVFRURea10+nAHAMA0nX63PAAApiHcAQAwDOEO\nAIBhCHcAAAxDuAMAYBjCHQAAwxDuAAAYhnAHAMAw/w9AXFrWOvLJWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1148af080>"
      ]
     },
     "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 0x116ec8a20>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ggJeXFy5cuAAvLy9s2LABvr6+0pMmIiIiskSFOhVYqVIlbNy4EQDg4uKCNWvWPPWc5cuX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\nRCiwIoQQQgiRyP8BJgCQIkvwrg0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116d9ceb8>"
      ]
     },
     "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     134348\n",
       "1.00         46\n",
       "2.00         50\n",
       "3.00         60\n",
       "4.00         73\n",
       "5.00         64\n",
       "6.00         78\n",
       "7.00        216\n",
       "8.00        194\n",
       "9.00        272\n",
       "10.00       234\n",
       "11.00       164\n",
       "12.00        67\n",
       "13.00       278\n",
       "14.00       276\n",
       "15.00       241\n",
       "16.00       336\n",
       "17.00       265\n",
       "18.00       226\n",
       "19.00       437\n",
       "20.00       350\n",
       "Name: lead_score, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.lead_score.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    8.00\n",
       "bbc_co_uk                          20.00\n",
       "breitbart_com                      13.00\n",
       "brexitcentral_com                   7.00\n",
       "buzzfeed_com                       19.00\n",
       "cnn_com                            20.00\n",
       "dailymail_co_uk                    18.00\n",
       "economist_com                      12.00\n",
       "evolvepolitics_com                  0.00\n",
       "foxnews_com                        17.00\n",
       "ft_com                             13.00\n",
       "huffingtonpost_com                 17.00\n",
       "independent_co_uk                  16.00\n",
       "indy100_com                        11.00\n",
       "lemonde_fr                         14.00\n",
       "libdemvoice_org                     7.00\n",
       "mirror_co_uk                        2.00\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                     0.00\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 0x117ef49e8>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AghKEAAAABSUIAQAACkoQAgAAFJQgBAAAKChBCAAAUFCCEAAAoKBa6j0ADBSz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117eee6d8>"
      ]
     },
     "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     69443\n",
       "2.00      6888\n",
       "3.00      4403\n",
       "4.00      4357\n",
       "5.00       843\n",
       "6.00       606\n",
       "7.00       537\n",
       "8.00       443\n",
       "9.00       876\n",
       "10.00      323\n",
       "11.00      372\n",
       "12.00      145\n",
       "13.00       39\n",
       "14.00       27\n",
       "15.00        9\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      37.00\n",
       "bbc_co_uk                          13580.00\n",
       "breitbart_com                       2494.00\n",
       "brexitcentral_com                     42.00\n",
       "buzzfeed_com                        8720.00\n",
       "cnn_com                            12377.00\n",
       "dailymail_co_uk                    14392.00\n",
       "economist_com                        244.00\n",
       "evolvepolitics_com                    61.00\n",
       "foxnews_com                         6264.00\n",
       "ft_com                              2983.00\n",
       "huffingtonpost_com                  7806.00\n",
       "independent_co_uk                   3799.00\n",
       "indy100_com                          392.00\n",
       "lemonde_fr                          3645.00\n",
       "libdemvoice_org                      140.00\n",
       "mirror_co_uk                        8722.00\n",
       "nbcnews_com                         1659.00\n",
       "newstatesman_com                     432.00\n",
       "npr_org                             2754.00\n",
       "nytimes_com                         9206.00\n",
       "order-order_com                      257.00\n",
       "propublica_org                        50.00\n",
       "reuters_com                         7125.00\n",
       "rt_com                              4641.00\n",
       "skwawkbox_org                        121.00\n",
       "telegraph_co_uk                     4279.00\n",
       "thecanary_co                         274.00\n",
       "theguardian_com                    11959.00\n",
       "thetimes_co_uk                      8866.00\n",
       "washingtonpost_com                  8982.00\n",
       "westmonster_com                      287.00\n",
       "yournewswire_com                     386.00\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",
       "eb8e9bb4465037557f2b72a02463ef2240048a0a   1.00\n",
       "58f51d1d8e99d7c9909b84201706b10411632331   1.00\n",
       "0b1a1a27c7e6f3aff21586ae2d447b4f1944e597   1.00\n",
       "3f9169b7e2d845613721fe006eba63b9bd8f6ffb   1.00\n",
       "2a743b32a30e803f38b966ef27e1cbf9f5ccd7ba   0.00\n",
       "1ebabeaa2db7cc62305cae75986d6d108165c7f2   1.00\n",
       "772fc50f1134a566dc5e001423994070b8c58a93   1.00\n",
       "4a7806d2ce55afcb6faf9b968afddf9081e6fc3b   1.00\n",
       "14f2c2f6943742da6e4b3bd6e55c540f84d14f89   1.00\n",
       "731c40614f7299ff148188cb4935ac42f78504e2   1.00\n",
       "9630301c907b8df80e414e6cf4b91db234fd49e8   1.00\n",
       "164ebf483c3d37fce9663e48bc38a6d8f193c948   1.00\n",
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       "408e7e5138bfe286f3a3ace50e288b73ec7d70e8   1.00\n",
       "f975e668a58e5dd418b2d27115bf355b0e2c8f26   1.00\n",
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       "e8898b366e9e8cead7377d91ea84142845b8c411   1.00\n",
       "2b0e0562b22b3dbc89a555d4255e9c0d50cfbc7a   1.00\n",
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       "0f6160fa161885292958f8939319b06e96eb27f6   1.00\n",
       "b656446d299b94eef2d9a520cbbd7f5c03242b66   0.00\n",
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       "82370cce427a53970d07ea97961cc8bd83df2bce   0.00\n",
       "a89da1db2fceae2c0172f6b9943d11f8f1807ec3   7.00\n",
       "c141350d3c336f0b1575c3902072a8daea26c4e2   1.00\n",
       "                                           ... \n",
       "2646b9fb92e1507df71cd22ba19522bf4c0ddd51   0.00\n",
       "4c179dcf62c5162ac662580e0a4021d7bd49ecf1   0.00\n",
       "2ac60e5ac1a705ef696ffa7b13061db9e8c53de2   1.00\n",
       "573aaeb31b9bc173835c20abb30b6a7bac16b6fe   1.00\n",
       "19cffd6ccddfa7c0a84d15002f8a2b68f57fcec2   1.00\n",
       "f458dd8bbe2486580f244aee5d505ecc683c2170   3.00\n",
       "7fc403dc2a7605e0435326b7d52f45771e3f9401   0.00\n",
       "e4b21080e26a3f50b17984ad19baf8449e598d63   1.00\n",
       "ba12871d0bf8d8f0ffdb8a9726999cf6400aa1f0   1.00\n",
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       "749a5ac507b521df52a24d39fadb11edb16bc3d6   3.00\n",
       "3f95cc42dc55f01fa4c9d6022f0e6ea5ae21dd71   1.00\n",
       "1ea319842636cc047ef3558d643892a482b4fe2e   0.00\n",
       "07408efb98ea300ac74c1239aad537ad045e5833   1.00\n",
       "acc344aea665093d76a2e41e26e4f5aaf6e1b9cb   7.00\n",
       "ceac8ec3c65784c78710353bc4b045db1261fa40   0.00\n",
       "fa23176a6667a466654205a8b2d6eeea1147a8c7   0.00\n",
       "5d8703f945464f3cf37e8c3a90bd93baf49abdfc   0.00\n",
       "6ca69dc36f67723d91c5c02a4926569799c48db2   8.00\n",
       "f0e0390e80c6d660b0e371e7b73e5176f3406787   1.00\n",
       "16d3197f7e2389632ae6d43705157ee50d65831d   1.00\n",
       "ab951d17a3ffd353feb36859793a91d81140324c   0.00\n",
       "ab0fb3586222b04d4dcd9c979142a4160b87efc0   1.00\n",
       "a425d96edc27f152fb8252a26a7e19c9348f893f   0.00\n",
       "727a72fa4cbb7f2fb531daf2a7889345285d656e   1.00\n",
       "7533597b2e527be93f8b07d724faa489a0744cb0   1.00\n",
       "dcf4cb3ce9b1f599a3ccc0d7be469b4c6b363aae   0.00\n",
       "a0e6141f0661e04d65e5927da5fa4529423acd85   0.00\n",
       "d1d89005f667d2f9e8ac41934cb04ade769c9678   2.00\n",
       "8f46bb9e8b6cb89255338a22bdb50ab22604e87d   1.00\n",
       "Name: front_score, Length: 138275, 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": [
       "46496164.0"
      ]
     },
     "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 0x119948b00>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10afcaf98>"
      ]
     },
     "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": {
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       "</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>37.00</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>12059.00</td>\n",
       "      <td>0.47</td>\n",
       "      <td>2.62</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>2589.00</td>\n",
       "      <td>0.79</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>brexitcentral_com</th>\n",
       "      <td>42.00</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>buzzfeed_com</th>\n",
       "      <td>1290.00</td>\n",
       "      <td>0.55</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>3996.00</td>\n",
       "      <td>2.61</td>\n",
       "      <td>4.39</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>24494.00</td>\n",
       "      <td>0.63</td>\n",
       "      <td>1.66</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>504.00</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</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>65.00</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.24</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>5009.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>2.06</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>4416.00</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.86</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>2250.00</td>\n",
       "      <td>1.96</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>5290.00</td>\n",
       "      <td>0.82</td>\n",
       "      <td>1.34</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>indy100_com</th>\n",
       "      <td>395.00</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>lemonde_fr</th>\n",
       "      <td>3649.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.97</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>141.00</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.26</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>9204.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>1878.00</td>\n",
       "      <td>2.53</td>\n",
       "      <td>1.93</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>439.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.42</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>1824.00</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>4627.00</td>\n",
       "      <td>1.81</td>\n",
       "      <td>2.67</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>257.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.32</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>51.00</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.33</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>6179.00</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.93</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>2302.00</td>\n",
       "      <td>1.28</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>121.00</td>\n",
       "      <td>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>telegraph_co_uk</th>\n",
       "      <td>6009.00</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>276.00</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",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>7989.00</td>\n",
       "      <td>0.54</td>\n",
       "      <td>1.15</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>8887.00</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>21307.00</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.45</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>westmonster_com</th>\n",
       "      <td>302.00</td>\n",
       "      <td>0.31</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>397.00</td>\n",
       "      <td>0.25</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    count  mean  std  min  25%  50%   75%  \\\n",
       "publisher_id                                                                \n",
       "anotherangryvoice_blogspot_co_uk    37.00  1.00 0.00 1.00 1.00 1.00  1.00   \n",
       "bbc_co_uk                        12059.00  0.47 2.62 0.00 0.00 0.00  0.00   \n",
       "breitbart_com                     2589.00  0.79 0.98 0.00 0.00 0.00  2.00   \n",
       "brexitcentral_com                   42.00  0.95 0.22 0.00 1.00 1.00  1.00   \n",
       "buzzfeed_com                      1290.00  0.55 0.50 0.00 0.00 1.00  1.00   \n",
       "cnn_com                           3996.00  2.61 4.39 0.00 0.00 0.00 10.00   \n",
       "dailymail_co_uk                  24494.00  0.63 1.66 0.00 0.00 0.00  0.00   \n",
       "economist_com                      504.00  2.24 1.30 0.00 0.00 3.00  3.00   \n",
       "evolvepolitics_com                  65.00  0.94 0.24 0.00 1.00 1.00  1.00   \n",
       "foxnews_com                       5009.00  0.82 2.06 0.00 0.00 0.00  0.00   \n",
       "ft_com                            4416.00  0.49 0.86 0.00 0.00 0.00  0.00   \n",
       "huffingtonpost_com                2250.00  1.96 2.00 0.00 0.00 0.00  4.00   \n",
       "independent_co_uk                 5290.00  0.82 1.34 0.00 0.00 0.00  3.00   \n",
       "indy100_com                        395.00  0.91 0.29 0.00 1.00 1.00  1.00   \n",
       "lemonde_fr                        3649.00  0.75 0.97 0.00 0.00 0.00  2.00   \n",
       "libdemvoice_org                    141.00  0.93 0.26 0.00 1.00 1.00  1.00   \n",
       "mirror_co_uk                      9204.00  0.25 0.43 0.00 0.00 0.00  0.25   \n",
       "nbcnews_com                       1878.00  2.53 1.93 0.00 0.00 4.00  4.00   \n",
       "newstatesman_com                   439.00  0.78 0.42 0.00 1.00 1.00  1.00   \n",
       "npr_org                           1824.00  1.57 1.50 0.00 0.00 3.00  3.00   \n",
       "nytimes_com                       4627.00  1.81 2.67 0.00 0.00 0.00  5.00   \n",
       "order-order_com                    257.00  0.88 0.32 0.00 1.00 1.00  1.00   \n",
       "propublica_org                      51.00  0.88 0.33 0.00 1.00 1.00  1.00   \n",
       "reuters_com                       6179.00  0.64 0.93 0.00 0.00 0.00  2.00   \n",
       "rt_com                            2302.00  1.28 0.96 0.00 0.00 2.00  2.00   \n",
       "skwawkbox_org                      121.00  1.00 0.00 1.00 1.00 1.00  1.00   \n",
       "telegraph_co_uk                   6009.00  0.40 0.80 0.00 0.00 0.00  0.00   \n",
       "thecanary_co                       276.00  0.00 0.00 0.00 0.00 0.00  0.00   \n",
       "theguardian_com                   7989.00  0.54 1.15 0.00 0.00 0.00  0.00   \n",
       "thetimes_co_uk                    8887.00  0.05 0.22 0.00 0.00 0.00  0.00   \n",
       "washingtonpost_com               21307.00  0.11 0.45 0.00 0.00 0.00  0.00   \n",
       "westmonster_com                    302.00  0.31 0.46 0.00 0.00 0.00  1.00   \n",
       "yournewswire_com                   397.00  0.25 0.44 0.00 0.00 0.00  1.00   \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                      0.00  \n",
       "theguardian_com                   3.00  \n",
       "thetimes_co_uk                    1.00  \n",
       "washingtonpost_com                2.00  \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     334841.00\n",
       "bbc_co_uk                          46496164.00\n",
       "breitbart_com                       3866566.00\n",
       "brexitcentral_com                     16895.00\n",
       "buzzfeed_com                        2941222.00\n",
       "cnn_com                            30207108.00\n",
       "dailymail_co_uk                    14628916.00\n",
       "economist_com                       8541804.00\n",
       "evolvepolitics_com                   128802.00\n",
       "foxnews_com                        16366386.00\n",
       "ft_com                              3777860.00\n",
       "huffingtonpost_com                  9872554.00\n",
       "independent_co_uk                   8182856.00\n",
       "indy100_com                          243768.00\n",
       "lemonde_fr                          4140995.00\n",
       "libdemvoice_org                        8631.00\n",
       "mirror_co_uk                        2993874.00\n",
       "nbcnews_com                         9705196.00\n",
       "newstatesman_com                     154289.00\n",
       "npr_org                             6312422.00\n",
       "nytimes_com                        15597020.00\n",
       "order-order_com                       45695.00\n",
       "propublica_org                       379263.00\n",
       "reuters_com                         4011707.00\n",
       "rt_com                              5093479.00\n",
       "skwawkbox_org                          8235.00\n",
       "telegraph_co_uk                     4425088.00\n",
       "thecanary_co                               nan\n",
       "theguardian_com                     7949540.00\n",
       "thetimes_co_uk                       778877.00\n",
       "washingtonpost_com                  6161035.00\n",
       "westmonster_com                       20335.00\n",
       "yournewswire_com                      28501.00\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   12.72\n",
       "bbc_co_uk                          17.65\n",
       "breitbart_com                      15.17\n",
       "brexitcentral_com                   9.73\n",
       "buzzfeed_com                       14.89\n",
       "cnn_com                            17.22\n",
       "dailymail_co_uk                    16.50\n",
       "economist_com                      15.96\n",
       "evolvepolitics_com                 11.77\n",
       "foxnews_com                        16.61\n",
       "ft_com                             15.14\n",
       "huffingtonpost_com                 16.11\n",
       "independent_co_uk                  15.92\n",
       "indy100_com                        12.40\n",
       "lemonde_fr                         15.24\n",
       "libdemvoice_org                     9.06\n",
       "mirror_co_uk                       14.91\n",
       "nbcnews_com                        16.09\n",
       "newstatesman_com                   11.95\n",
       "npr_org                            15.66\n",
       "nytimes_com                        16.56\n",
       "order-order_com                    10.73\n",
       "propublica_org                     12.85\n",
       "reuters_com                        15.20\n",
       "rt_com                             15.44\n",
       "skwawkbox_org                       9.02\n",
       "telegraph_co_uk                    15.30\n",
       "thecanary_co                         nan\n",
       "theguardian_com                    15.89\n",
       "thetimes_co_uk                     13.57\n",
       "washingtonpost_com                 15.63\n",
       "westmonster_com                     9.92\n",
       "yournewswire_com                   10.26\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    5.81\n",
       "bbc_co_uk                          10.75\n",
       "breitbart_com                       8.26\n",
       "brexitcentral_com                   2.83\n",
       "buzzfeed_com                        7.99\n",
       "cnn_com                            10.32\n",
       "dailymail_co_uk                     9.59\n",
       "economist_com                       9.05\n",
       "evolvepolitics_com                  4.86\n",
       "foxnews_com                         9.70\n",
       "ft_com                              8.24\n",
       "huffingtonpost_com                  9.20\n",
       "independent_co_uk                   9.01\n",
       "indy100_com                         5.50\n",
       "lemonde_fr                          8.33\n",
       "libdemvoice_org                     2.16\n",
       "mirror_co_uk                        8.00\n",
       "nbcnews_com                         9.18\n",
       "newstatesman_com                    5.04\n",
       "npr_org                             8.75\n",
       "nytimes_com                         9.65\n",
       "order-order_com                     3.82\n",
       "propublica_org                      5.94\n",
       "reuters_com                         8.30\n",
       "rt_com                              8.54\n",
       "skwawkbox_org                       2.11\n",
       "telegraph_co_uk                     8.40\n",
       "thecanary_co                         nan\n",
       "theguardian_com                     8.98\n",
       "thetimes_co_uk                      6.66\n",
       "washingtonpost_com                  8.73\n",
       "westmonster_com                     3.01\n",
       "yournewswire_com                    3.35\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                        0.00\n",
       "theguardian_com                    13.00\n",
       "thetimes_co_uk                     10.00\n",
       "washingtonpost_com                 13.00\n",
       "westmonster_com                     5.00\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                      11.00\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                             11.00\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                    6.00\n",
       "npr_org                            12.00\n",
       "nytimes_com                        14.00\n",
       "order-order_com                     4.00\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                         nan\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 0x1180a4630>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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c2OyxOAlt3749f/Znf5b77rsvP/3pT7N48eIcOHAgEyZMyLJly9La2trsERnk\nli1blu9973uZMGHCwG1f+cpXsmzZMrvGcff2229n4cKFeeONN3Lw4MFcddVVmThxov+3UVeXX355\nbr755rS0tNg1jrv9+/dn4cKF2bFjRyqVSq6//vq0tLRk+fLlOXToULq7u/PlL3+5IbMIQgAAgEK5\nZBQAAKBQghAAAKBQghAAAKBQghAAAKBQghAAAKBQghAAAKBQghAAAKBQghAAAKBQ/wcZG0mq1xF0\nKAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11809f0b8>"
      ]
     },
     "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 0x1113f6c88>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cd67940>"
      ]
     },
     "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     20053\n",
       "1.00     18335\n",
       "2.00     11291\n",
       "3.00      8327\n",
       "4.00      6147\n",
       "5.00      4740\n",
       "6.00      4091\n",
       "7.00      3663\n",
       "8.00      3196\n",
       "9.00      2938\n",
       "10.00     2605\n",
       "11.00     2492\n",
       "12.00     2324\n",
       "13.00     2214\n",
       "14.00     2021\n",
       "15.00     2035\n",
       "16.00     1897\n",
       "17.00     1768\n",
       "18.00     1725\n",
       "19.00     1655\n",
       "20.00     1595\n",
       "21.00     1494\n",
       "22.00     1574\n",
       "23.00     1476\n",
       "24.00     1451\n",
       "25.00     1352\n",
       "26.00     1344\n",
       "27.00     1254\n",
       "28.00     1272\n",
       "29.00     1218\n",
       "         ...  \n",
       "66.00      100\n",
       "67.00       56\n",
       "68.00       70\n",
       "69.00       60\n",
       "70.00       52\n",
       "71.00       49\n",
       "72.00       56\n",
       "73.00       36\n",
       "74.00       41\n",
       "75.00       32\n",
       "76.00       19\n",
       "77.00       34\n",
       "78.00       29\n",
       "79.00       30\n",
       "80.00       20\n",
       "81.00       28\n",
       "82.00       17\n",
       "83.00       21\n",
       "84.00       19\n",
       "85.00        9\n",
       "86.00       10\n",
       "87.00       10\n",
       "88.00       10\n",
       "89.00        7\n",
       "90.00        4\n",
       "91.00        5\n",
       "92.00        3\n",
       "93.00        3\n",
       "94.00        3\n",
       "97.00        1\n",
       "Name: attention_index, Length: 96, 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": {
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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>...</th>\n",
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       "      <th>word_count</th>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>8fc308aeac5b6b75c0baae4d5becdaa91a489988</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-43841194</td>\n",
       "      <td>Swedish DJ Avicii dies at 28</td>\n",
       "      <td>2018-04-20 17:43:12.450</td>\n",
       "      <td>2018-04-20 17:42:04</td>\n",
       "      <td>355685</td>\n",
       "      <td>2261.13</td>\n",
       "      <td>2018-04-20T18:05:11.938Z</td>\n",
       "      <td>48245</td>\n",
       "      <td>233667</td>\n",
       "      <td>73773</td>\n",
       "      <td>...</td>\n",
       "      <td>46410824.00</td>\n",
       "      <td>2018-04-20T18:42:14.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>119.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>97.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2a08dfaff24d92a3788b4ddb85bcbecec66c975f</th>\n",
       "      <td>https://www.cnn.com/2018/04/21/entertainment/v...</td>\n",
       "      <td>Verne Troyer, 'Mini-Me' in Austin Powers films...</td>\n",
       "      <td>2018-04-21 20:58:12.888</td>\n",
       "      <td>2018-04-21 20:52:09</td>\n",
       "      <td>134799</td>\n",
       "      <td>595.71</td>\n",
       "      <td>2018-04-21T21:20:07.393Z</td>\n",
       "      <td>12457</td>\n",
       "      <td>91067</td>\n",
       "      <td>31275</td>\n",
       "      <td>...</td>\n",
       "      <td>30053099.00</td>\n",
       "      <td>2018-04-21T21:10:35.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>151.00</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>f42e1b7e147355839db1cca071667c4dfcde1fbc</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-43933056</td>\n",
       "      <td>Legal battle toddler Alfie Evans dies</td>\n",
       "      <td>2018-04-28 06:04:26.131</td>\n",
       "      <td>2018-04-28 06:02:47</td>\n",
       "      <td>140579</td>\n",
       "      <td>3930.28</td>\n",
       "      <td>2018-04-28T09:06:06.565Z</td>\n",
       "      <td>21382</td>\n",
       "      <td>106308</td>\n",
       "      <td>12889</td>\n",
       "      <td>...</td>\n",
       "      <td>46476225.00</td>\n",
       "      <td>2018-04-28T06:37:18.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>66.00</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>4bfcac581b66efe4cd843c30d0fa748fff2c47c6</th>\n",
       "      <td>https://www.cnn.com/2018/04/22/us/waffle-house...</td>\n",
       "      <td>Hero prevented further bloodshed at Tennessee ...</td>\n",
       "      <td>2018-04-22 14:10:19.077</td>\n",
       "      <td>2018-04-22 14:05:18</td>\n",
       "      <td>178909</td>\n",
       "      <td>138.33</td>\n",
       "      <td>2018-04-22T22:50:11.682Z</td>\n",
       "      <td>21312</td>\n",
       "      <td>137121</td>\n",
       "      <td>20476</td>\n",
       "      <td>...</td>\n",
       "      <td>30054437.00</td>\n",
       "      <td>2018-04-22T16:30:09.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>195.00</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>8145abc78ad81e5f5cc7f88a8b41c26b85becc37</th>\n",
       "      <td>https://www.cnn.com/2018/04/17/politics/barbar...</td>\n",
       "      <td>Barbara Bush, former first lady, dies at 92</td>\n",
       "      <td>2018-04-17 23:49:24.539</td>\n",
       "      <td>2018-04-17 23:45:19</td>\n",
       "      <td>348473</td>\n",
       "      <td>1649.76</td>\n",
       "      <td>2018-04-18T01:05:10.294Z</td>\n",
       "      <td>37209</td>\n",
       "      <td>277520</td>\n",
       "      <td>33744</td>\n",
       "      <td>...</td>\n",
       "      <td>30040473.00</td>\n",
       "      <td>2018-04-17T23:49:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>26.00</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>7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-middle-east-43...</td>\n",
       "      <td>US allies launch strikes on Syria chemical sites</td>\n",
       "      <td>2018-04-14 01:10:11.543</td>\n",
       "      <td>2018-04-14 01:08:58</td>\n",
       "      <td>168448</td>\n",
       "      <td>466.39</td>\n",
       "      <td>2018-04-14T07:43:14.177Z</td>\n",
       "      <td>49569</td>\n",
       "      <td>94543</td>\n",
       "      <td>24336</td>\n",
       "      <td>...</td>\n",
       "      <td>46369696.00</td>\n",
       "      <td>2018-04-14T07:29:14.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>67.00</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>0847758466cc97ab4bdb7cebc75668dd3fcbae44</th>\n",
       "      <td>https://www.cnn.com/2018/04/16/politics/michae...</td>\n",
       "      <td>Michael Cohen reveals client list ahead of hea...</td>\n",
       "      <td>2018-04-16 15:25:20.997</td>\n",
       "      <td>2018-04-16 15:22:19</td>\n",
       "      <td>128047</td>\n",
       "      <td>5411.53</td>\n",
       "      <td>2018-04-16T21:04:20.495Z</td>\n",
       "      <td>36278</td>\n",
       "      <td>78404</td>\n",
       "      <td>13365</td>\n",
       "      <td>...</td>\n",
       "      <td>30034998.00</td>\n",
       "      <td>2018-04-16T19:16:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>592.00</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>7664a38d1979ec11da8cee1213834830cabec0c2</th>\n",
       "      <td>https://www.cnn.com/2018/04/23/politics/george...</td>\n",
       "      <td>Former President George H.W. Bush in intensive...</td>\n",
       "      <td>2018-04-23 22:49:18.709</td>\n",
       "      <td>2018-04-23 22:45:50</td>\n",
       "      <td>488393</td>\n",
       "      <td>1739.91</td>\n",
       "      <td>2018-04-23T23:11:09.019Z</td>\n",
       "      <td>98937</td>\n",
       "      <td>343905</td>\n",
       "      <td>45551</td>\n",
       "      <td>...</td>\n",
       "      <td>30060241.00</td>\n",
       "      <td>2018-04-23T22:51:47.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>20.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5e638ea0ab5dfab129588fc29658028ca6e4c086</th>\n",
       "      <td>https://www.cnn.com/2018/04/02/politics/trump-...</td>\n",
       "      <td>Trump says 'our country is being stolen' due t...</td>\n",
       "      <td>2018-04-02 11:55:17.513</td>\n",
       "      <td>2018-04-02 11:48:33</td>\n",
       "      <td>119509</td>\n",
       "      <td>145.19</td>\n",
       "      <td>2018-04-02T12:49:14.831Z</td>\n",
       "      <td>31414</td>\n",
       "      <td>73469</td>\n",
       "      <td>14626</td>\n",
       "      <td>...</td>\n",
       "      <td>29924986.00</td>\n",
       "      <td>2018-04-02T12:35:09.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>252.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bd0987ad82d9fa682846f43a66035d5ee412550d</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-43683687</td>\n",
       "      <td>Van drives into pedestrians in Germany</td>\n",
       "      <td>2018-04-07 14:46:14.949</td>\n",
       "      <td>2018-04-07 14:43:38</td>\n",
       "      <td>65118</td>\n",
       "      <td>455.28</td>\n",
       "      <td>2018-04-07T15:08:06.644Z</td>\n",
       "      <td>11506</td>\n",
       "      <td>42716</td>\n",
       "      <td>10896</td>\n",
       "      <td>...</td>\n",
       "      <td>46300901.00</td>\n",
       "      <td>2018-04-07T15:00:54.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>63.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b9d308491d3ca84f74d821e854fe8fb426257956</th>\n",
       "      <td>https://www.cnn.com/2018/04/07/americas/canada...</td>\n",
       "      <td>Multiple deaths reported in crash involving Ca...</td>\n",
       "      <td>2018-04-07 06:55:14.007</td>\n",
       "      <td>2018-04-07 06:51:18</td>\n",
       "      <td>106273</td>\n",
       "      <td>268.64</td>\n",
       "      <td>2018-04-07T18:01:11.959Z</td>\n",
       "      <td>14999</td>\n",
       "      <td>80856</td>\n",
       "      <td>10418</td>\n",
       "      <td>...</td>\n",
       "      <td>29939419.00</td>\n",
       "      <td>2018-04-07T17:49:03.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>165.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adcef7a8ae7abc514986679dfa03c9f4947e2ec2</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-politics-43944988</td>\n",
       "      <td>Amber Rudd resigns as home secretary</td>\n",
       "      <td>2018-04-29 21:07:14.462</td>\n",
       "      <td>2018-04-29 21:04:39</td>\n",
       "      <td>129951</td>\n",
       "      <td>1288.21</td>\n",
       "      <td>2018-04-29T21:19:09.751Z</td>\n",
       "      <td>31021</td>\n",
       "      <td>82656</td>\n",
       "      <td>16274</td>\n",
       "      <td>...</td>\n",
       "      <td>46486435.00</td>\n",
       "      <td>2018-04-29T21:09:43.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>57.00</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>9e8412abedfd92ea5e87329a1b658037c50846c8</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-africa-43621112</td>\n",
       "      <td>South Africa's Winnie Mandela dies at 81</td>\n",
       "      <td>2018-04-02 14:07:10.496</td>\n",
       "      <td>2018-04-02 14:04:43</td>\n",
       "      <td>96795</td>\n",
       "      <td>382.00</td>\n",
       "      <td>2018-04-02T14:19:13.732Z</td>\n",
       "      <td>12601</td>\n",
       "      <td>68162</td>\n",
       "      <td>16032</td>\n",
       "      <td>...</td>\n",
       "      <td>46265981.00</td>\n",
       "      <td>2018-04-02T14:07:59.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>63.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6777aba349821201bf84afc471fda75754cba9da</th>\n",
       "      <td>https://www.cnn.com/2018/04/25/us/golden-state...</td>\n",
       "      <td>Golden State Killer: Authorities to announce a...</td>\n",
       "      <td>2018-04-25 15:40:16.853</td>\n",
       "      <td>2018-04-25 15:38:11</td>\n",
       "      <td>93358</td>\n",
       "      <td>145.91</td>\n",
       "      <td>2018-04-25T18:04:12.614Z</td>\n",
       "      <td>20897</td>\n",
       "      <td>57937</td>\n",
       "      <td>14524</td>\n",
       "      <td>...</td>\n",
       "      <td>30065961.00</td>\n",
       "      <td>2018-04-25T17:14:01.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>805.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846a6dd6430beec9ca5b072bd748c03641d0949f</th>\n",
       "      <td>https://www.cnn.com/2018/04/01/politics/trump-...</td>\n",
       "      <td>Trump tweets: 'NO MORE DACA DEAL'</td>\n",
       "      <td>2018-04-01 14:31:17.767</td>\n",
       "      <td>2018-04-01 14:26:13</td>\n",
       "      <td>95196</td>\n",
       "      <td>389.45</td>\n",
       "      <td>2018-04-01T15:25:12.600Z</td>\n",
       "      <td>27537</td>\n",
       "      <td>57743</td>\n",
       "      <td>9916</td>\n",
       "      <td>...</td>\n",
       "      <td>29920840.00</td>\n",
       "      <td>2018-04-01T15:07:21.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>206.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f9602d17fe7442a7f5255e5017f4b564dbc9cf13</th>\n",
       "      <td>https://www.cnn.com/2018/04/22/us/tennessee-wa...</td>\n",
       "      <td>3 killed at Waffle House in Tennessee</td>\n",
       "      <td>2018-04-22 10:49:11.824</td>\n",
       "      <td>2018-04-22 10:47:42</td>\n",
       "      <td>83475</td>\n",
       "      <td>165.92</td>\n",
       "      <td>2018-04-22T13:04:11.763Z</td>\n",
       "      <td>25384</td>\n",
       "      <td>43519</td>\n",
       "      <td>14572</td>\n",
       "      <td>...</td>\n",
       "      <td>30054050.00</td>\n",
       "      <td>2018-04-22T11:34:29.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>54.00</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>81e11c509e7d040fb81f13783a4bd4f693f9b5f0</th>\n",
       "      <td>https://www.cnn.com/2018/04/05/politics/donald...</td>\n",
       "      <td>Trump says he didn't know about Stormy Daniels...</td>\n",
       "      <td>2018-04-05 21:04:23.035</td>\n",
       "      <td>2018-04-05 20:57:57</td>\n",
       "      <td>59913</td>\n",
       "      <td>210.91</td>\n",
       "      <td>2018-04-05T21:27:06.734Z</td>\n",
       "      <td>22767</td>\n",
       "      <td>32093</td>\n",
       "      <td>5053</td>\n",
       "      <td>...</td>\n",
       "      <td>29936495.00</td>\n",
       "      <td>2018-04-05T21:15:04.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>128.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>042308324da49129060ee9dc165806b0f5159483</th>\n",
       "      <td>https://www.cnn.com/2018/04/13/politics/trump-...</td>\n",
       "      <td>Trump to speak on Syria tonight</td>\n",
       "      <td>2018-04-14 00:52:16.872</td>\n",
       "      <td>2018-04-14 00:47:09</td>\n",
       "      <td>209940</td>\n",
       "      <td>1151.91</td>\n",
       "      <td>2018-04-14T01:24:12.988Z</td>\n",
       "      <td>61583</td>\n",
       "      <td>110339</td>\n",
       "      <td>38018</td>\n",
       "      <td>...</td>\n",
       "      <td>29991525.00</td>\n",
       "      <td>2018-04-14T01:09:52.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>62.00</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>10ffadc59e881959a8dd491ac60eeb5c78017c31</th>\n",
       "      <td>https://www.cnn.com/2018/04/18/politics/donald...</td>\n",
       "      <td>Trump blasts 'breeding' in sanctuary cities. T...</td>\n",
       "      <td>2018-04-18 15:40:21.812</td>\n",
       "      <td>2018-04-18 15:32:53</td>\n",
       "      <td>103393</td>\n",
       "      <td>267.80</td>\n",
       "      <td>2018-04-20T03:05:08.025Z</td>\n",
       "      <td>26070</td>\n",
       "      <td>65348</td>\n",
       "      <td>11975</td>\n",
       "      <td>...</td>\n",
       "      <td>30042648.00</td>\n",
       "      <td>2018-04-18T18:02:06.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>766.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a5662ddd2382861e5a9ef5b26932f1b4dcffd630</th>\n",
       "      <td>https://www.cnn.com/2018/04/07/us/trump-tower-...</td>\n",
       "      <td>Fire at Trump Tower injures one person, says FDNY</td>\n",
       "      <td>2018-04-07 23:28:15.603</td>\n",
       "      <td>2018-04-07 23:23:02</td>\n",
       "      <td>53774</td>\n",
       "      <td>123.56</td>\n",
       "      <td>2018-04-08T01:11:12.454Z</td>\n",
       "      <td>14405</td>\n",
       "      <td>27647</td>\n",
       "      <td>11722</td>\n",
       "      <td>...</td>\n",
       "      <td>29939819.00</td>\n",
       "      <td>2018-04-07T23:45:03.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>53.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fcc2264ec50e478c1e05c31db2516a4914403fd9</th>\n",
       "      <td>http://money.cnn.com/2018/04/16/news/companies...</td>\n",
       "      <td>Starbucks CEO calls arrest of black men at sto...</td>\n",
       "      <td>2018-04-16 12:44:14.313</td>\n",
       "      <td>2018-04-16 12:38:16</td>\n",
       "      <td>49696</td>\n",
       "      <td>93.81</td>\n",
       "      <td>2018-04-16T16:04:13.722Z</td>\n",
       "      <td>16433</td>\n",
       "      <td>28082</td>\n",
       "      <td>5181</td>\n",
       "      <td>...</td>\n",
       "      <td>30032452.00</td>\n",
       "      <td>2018-04-16T13:00:03.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>nan</td>\n",
       "      <td>45.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fbddd30d040459755d4aadd9010ad9e96517f7ad</th>\n",
       "      <td>https://www.cnn.com/2018/04/23/world/toronto-c...</td>\n",
       "      <td>Van strikes multiple pedestrians in Toronto, p...</td>\n",
       "      <td>2018-04-23 18:04:19.402</td>\n",
       "      <td>2018-04-23 17:59:01</td>\n",
       "      <td>126333</td>\n",
       "      <td>264.93</td>\n",
       "      <td>2018-04-23T19:40:14.774Z</td>\n",
       "      <td>23484</td>\n",
       "      <td>84584</td>\n",
       "      <td>18265</td>\n",
       "      <td>...</td>\n",
       "      <td>30058323.00</td>\n",
       "      <td>2018-04-23T18:11:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>46.00</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>4294fdff174879ab0589bfc53c432e3d115104a5</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-asia-india-436...</td>\n",
       "      <td>Bollywood star Khan guilty of poaching</td>\n",
       "      <td>2018-04-05 06:19:14.755</td>\n",
       "      <td>2018-04-05 06:14:36</td>\n",
       "      <td>34874</td>\n",
       "      <td>56.96</td>\n",
       "      <td>2018-04-05T12:15:07.276Z</td>\n",
       "      <td>4438</td>\n",
       "      <td>28109</td>\n",
       "      <td>2327</td>\n",
       "      <td>...</td>\n",
       "      <td>46279403.00</td>\n",
       "      <td>2018-04-05T06:30:08.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>65.00</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>47b0b99715235252b60c2bc5c1de478334be7867</th>\n",
       "      <td>https://www.cnn.com/2018/04/29/politics/michel...</td>\n",
       "      <td>5 takeaways on Michelle Wolf's hugely controve...</td>\n",
       "      <td>2018-04-29 14:16:47.533</td>\n",
       "      <td>2018-04-29 14:15:53</td>\n",
       "      <td>49809</td>\n",
       "      <td>115.91</td>\n",
       "      <td>2018-04-29T16:29:08.442Z</td>\n",
       "      <td>21092</td>\n",
       "      <td>26190</td>\n",
       "      <td>2527</td>\n",
       "      <td>...</td>\n",
       "      <td>30124025.00</td>\n",
       "      <td>2018-04-29T15:30:10.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>1111.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4e3362cec33419a17ee9d809178c2b274dcd45d2</th>\n",
       "      <td>https://www.cnn.com/2018/04/26/us/bill-cosby-t...</td>\n",
       "      <td>Bill Cosby trial: The jury has reached a verdi...</td>\n",
       "      <td>2018-04-26 17:52:20.410</td>\n",
       "      <td>2018-04-26 17:46:39</td>\n",
       "      <td>260387</td>\n",
       "      <td>1232.41</td>\n",
       "      <td>2018-04-26T19:09:07.571Z</td>\n",
       "      <td>75822</td>\n",
       "      <td>152598</td>\n",
       "      <td>31967</td>\n",
       "      <td>...</td>\n",
       "      <td>30070171.00</td>\n",
       "      <td>2018-04-26T18:02:37.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>84.00</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>258942f24b6df728b6df3cd609e424c57cfbd661</th>\n",
       "      <td>http://money.cnn.com/2018/04/29/news/companies...</td>\n",
       "      <td>T-Mobile and Sprint agree to merge, finally</td>\n",
       "      <td>2018-04-29 16:39:12.269</td>\n",
       "      <td>2018-04-29 16:26:01</td>\n",
       "      <td>71353</td>\n",
       "      <td>249.97</td>\n",
       "      <td>2018-04-29T17:43:10.038Z</td>\n",
       "      <td>20059</td>\n",
       "      <td>37990</td>\n",
       "      <td>13304</td>\n",
       "      <td>...</td>\n",
       "      <td>30124334.00</td>\n",
       "      <td>2018-04-29T17:30:05.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>nan</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>2888e0693674f83fd2b2e34eab57a69175617c9e</th>\n",
       "      <td>https://www.nytimes.com/2018/04/27/world/asia/...</td>\n",
       "      <td>North and South Korean Leaders Discuss Ending ...</td>\n",
       "      <td>2018-04-27 07:46:13.972</td>\n",
       "      <td>2018-04-27 07:43:03</td>\n",
       "      <td>114526</td>\n",
       "      <td>156.47</td>\n",
       "      <td>2018-04-27T14:31:05.214Z</td>\n",
       "      <td>18540</td>\n",
       "      <td>84074</td>\n",
       "      <td>11912</td>\n",
       "      <td>...</td>\n",
       "      <td>15565770.00</td>\n",
       "      <td>2018-04-27T08:00:01.000Z</td>\n",
       "      <td>120</td>\n",
       "      <td>nan</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3</th>\n",
       "      <td>https://www.cnn.com/2018/04/20/politics/democr...</td>\n",
       "      <td>Dems file suit alleging Russia, Trump, WikiLea...</td>\n",
       "      <td>2018-04-20 15:52:11.889</td>\n",
       "      <td>2018-04-20 15:46:16</td>\n",
       "      <td>40104</td>\n",
       "      <td>127.26</td>\n",
       "      <td>2018-04-20T18:40:11.023Z</td>\n",
       "      <td>12741</td>\n",
       "      <td>21490</td>\n",
       "      <td>5873</td>\n",
       "      <td>...</td>\n",
       "      <td>30049423.00</td>\n",
       "      <td>2018-04-20T18:27:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>152.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e524f53f0c6dd3152719ea965c2ccda50c314ddf</th>\n",
       "      <td>https://www.nytimes.com/2018/04/09/us/politics...</td>\n",
       "      <td>F.B.I. Raids Office of Trump’s Longtime Lawyer...</td>\n",
       "      <td>2018-04-09 19:55:09.840</td>\n",
       "      <td>2018-04-09 19:54:08</td>\n",
       "      <td>718482</td>\n",
       "      <td>10488.43</td>\n",
       "      <td>2018-04-10T01:05:16.730Z</td>\n",
       "      <td>198533</td>\n",
       "      <td>445591</td>\n",
       "      <td>74358</td>\n",
       "      <td>...</td>\n",
       "      <td>15495843.00</td>\n",
       "      <td>2018-04-09T20:05:08.000Z</td>\n",
       "      <td>120</td>\n",
       "      <td>291.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223c62b3f6dfe70425b3c19cdc5ed0072c1a1810</th>\n",
       "      <td>https://www.nytimes.com/2018/04/26/arts/televi...</td>\n",
       "      <td>Bill Cosby Found Guilty of Sexual Assault Afte...</td>\n",
       "      <td>2018-04-26 17:52:13.445</td>\n",
       "      <td>2018-04-26 17:51:03</td>\n",
       "      <td>369459</td>\n",
       "      <td>1265.01</td>\n",
       "      <td>2018-04-26T18:26:06.957Z</td>\n",
       "      <td>88104</td>\n",
       "      <td>247358</td>\n",
       "      <td>33997</td>\n",
       "      <td>...</td>\n",
       "      <td>15563107.00</td>\n",
       "      <td>2018-04-26T17:55:55.000Z</td>\n",
       "      <td>120</td>\n",
       "      <td>nan</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12d11fd698296de7cd1936b65c364c837a5548bb</th>\n",
       "      <td>https://www.mirror.co.uk/news/world-news/jens-...</td>\n",
       "      <td>Driver who ploughed into crowd in Germany kill...</td>\n",
       "      <td>2018-04-09 12:13:18.411</td>\n",
       "      <td>2018-04-07 21:25:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-09T12:25:06.507Z</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>706</td>\n",
       "      <td>242.00</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>5cb80e681bf2979339c44745afdf172ff16d0f5f</th>\n",
       "      <td>http://www.dailymail.co.uk/home/event/article-...</td>\n",
       "      <td>Pressure at the Park Theatre review: Tense and...</td>\n",
       "      <td>2018-04-07 21:10:19.358</td>\n",
       "      <td>2018-04-07 21:06:44</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-04-08T09:28:08.107Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158</td>\n",
       "      <td>1286.00</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>4b2649eec0ecdb576cf686e621b062bb3da4f749</th>\n",
       "      <td>https://www.washingtonpost.com/national/arizon...</td>\n",
       "      <td>Arizona mother pleads not guilty in children’s...</td>\n",
       "      <td>2018-04-13 21:46:24.110</td>\n",
       "      <td>2018-04-13 21:34:07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-13T21:58:14.200Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>152.00</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>4d1dd8c218f64c1828dc7663f26a5838609b24c9</th>\n",
       "      <td>https://www.washingtonpost.com/national/girl-3...</td>\n",
       "      <td>Girl, 3, shot in head outside Detroit gas station</td>\n",
       "      <td>2018-04-07 21:37:11.637</td>\n",
       "      <td>2018-04-07 21:27:17</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-08T15:57:12.491Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>156.00</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>0dadebe20f82a53b629fb6ce0a7d2dd092f92849</th>\n",
       "      <td>https://www.washingtonpost.com/national/us-coa...</td>\n",
       "      <td>US Coast Guard stops Haitian migrant boat with...</td>\n",
       "      <td>2018-04-11 17:16:19.774</td>\n",
       "      <td>2018-04-11 17:11:11</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-04-12T00:32:18.756Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>146.00</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>4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a</th>\n",
       "      <td>https://www.washingtonpost.com/opinions/how-to...</td>\n",
       "      <td>How to pay for national parks</td>\n",
       "      <td>2018-04-13 21:46:22.382</td>\n",
       "      <td>2018-04-13 21:35:17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-04-14T17:11:06.725Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "2465261fcdbe82198242a41dd4ad953e43202021  US economic growth slowed to 2.3 percent rate ...   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f  Kim Jong Un returns to North Korea, ending sum...   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe  Forecasters warn of rare, life-threatening wil...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988 2018-04-20 17:43:12.450   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f 2018-04-21 20:58:12.888   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc 2018-04-28 06:04:26.131   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6 2018-04-22 14:10:19.077   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37 2018-04-17 23:49:24.539   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b 2018-04-14 01:10:11.543   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44 2018-04-16 15:25:20.997   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2 2018-04-23 22:49:18.709   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086 2018-04-02 11:55:17.513   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d 2018-04-07 14:46:14.949   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956 2018-04-07 06:55:14.007   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2 2018-04-29 21:07:14.462   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8 2018-04-02 14:07:10.496   \n",
       "6777aba349821201bf84afc471fda75754cba9da 2018-04-25 15:40:16.853   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f 2018-04-01 14:31:17.767   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13 2018-04-22 10:49:11.824   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0 2018-04-05 21:04:23.035   \n",
       "042308324da49129060ee9dc165806b0f5159483 2018-04-14 00:52:16.872   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31 2018-04-18 15:40:21.812   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630 2018-04-07 23:28:15.603   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9 2018-04-16 12:44:14.313   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad 2018-04-23 18:04:19.402   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5 2018-04-05 06:19:14.755   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867 2018-04-29 14:16:47.533   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2 2018-04-26 17:52:20.410   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661 2018-04-29 16:39:12.269   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e 2018-04-27 07:46:13.972   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3 2018-04-20 15:52:11.889   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf 2018-04-09 19:55:09.840   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810 2018-04-26 17:52:13.445   \n",
       "...                                                          ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb 2018-04-09 12:13:18.411   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f 2018-04-07 21:10:19.358   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749 2018-04-13 21:46:24.110   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9 2018-04-07 21:37:11.637   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849 2018-04-11 17:16:19.774   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a 2018-04-13 21:46:22.382   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e 2018-04-11 17:16:19.772   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327 2018-04-07 21:31:22.017   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b 2018-04-25 19:34:17.395   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965 2018-04-17 10:19:20.594   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c 2018-04-11 18:13:24.021   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a 2018-04-17 10:19:12.100   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804 2018-04-23 11:22:18.822   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f 2018-04-07 21:04:22.854   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a 2018-04-13 21:34:39.967   \n",
       "b561a9358c84fea3636da29592f9604628a68f30 2018-04-27 12:43:18.583   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60 2018-04-17 10:13:13.742   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f 2018-04-07 21:04:18.792   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2 2018-04-07 21:07:20.220   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77 2018-04-27 12:46:09.121   \n",
       "760632750b46d0823ef61867a0039b485291cb07 2018-04-23 11:34:16.922   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621 2018-04-27 12:34:15.844   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d 2018-04-17 10:10:17.460   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226 2018-04-07 21:07:17.571   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f 2018-04-11 17:16:16.294   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd 2018-04-23 11:25:16.814   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33 2018-04-27 20:58:19.756   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021 2018-04-27 12:46:09.533   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f 2018-04-27 12:46:11.318   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe 2018-04-17 11:37:19.856   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988 2018-04-20 17:42:04          355685   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f 2018-04-21 20:52:09          134799   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc 2018-04-28 06:02:47          140579   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6 2018-04-22 14:05:18          178909   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37 2018-04-17 23:45:19          348473   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b 2018-04-14 01:08:58          168448   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44 2018-04-16 15:22:19          128047   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2 2018-04-23 22:45:50          488393   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086 2018-04-02 11:48:33          119509   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d 2018-04-07 14:43:38           65118   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956 2018-04-07 06:51:18          106273   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2 2018-04-29 21:04:39          129951   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8 2018-04-02 14:04:43           96795   \n",
       "6777aba349821201bf84afc471fda75754cba9da 2018-04-25 15:38:11           93358   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f 2018-04-01 14:26:13           95196   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13 2018-04-22 10:47:42           83475   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0 2018-04-05 20:57:57           59913   \n",
       "042308324da49129060ee9dc165806b0f5159483 2018-04-14 00:47:09          209940   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31 2018-04-18 15:32:53          103393   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630 2018-04-07 23:23:02           53774   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9 2018-04-16 12:38:16           49696   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad 2018-04-23 17:59:01          126333   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5 2018-04-05 06:14:36           34874   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867 2018-04-29 14:15:53           49809   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2 2018-04-26 17:46:39          260387   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661 2018-04-29 16:26:01           71353   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e 2018-04-27 07:43:03          114526   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3 2018-04-20 15:46:16           40104   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf 2018-04-09 19:54:08          718482   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810 2018-04-26 17:51:03          369459   \n",
       "...                                                      ...             ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb 2018-04-07 21:25:00               0   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f 2018-04-07 21:06:44               1   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749 2018-04-13 21:34:07               0   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9 2018-04-07 21:27:17               0   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849 2018-04-11 17:11:11               1   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a 2018-04-13 21:35:17               1   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e 2018-04-11 17:11:10               0   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327 2018-04-07 21:30:00               0   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b 2018-04-25 19:30:11               0   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965 2018-04-17 10:05:00               1   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c 2018-04-11 17:13:02               0   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a 2018-04-17 10:12:15               0   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804 2018-04-23 11:18:58               0   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f 2018-04-07 21:01:19               0   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a 2018-04-13 21:30:20               1   \n",
       "b561a9358c84fea3636da29592f9604628a68f30 2018-04-27 12:35:33               0   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60 2018-04-17 10:09:21               0   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f 2018-04-07 21:02:46               1   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2 2018-04-07 21:04:02               1   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77 2018-04-27 12:34:17               0   \n",
       "760632750b46d0823ef61867a0039b485291cb07 2018-04-23 11:19:10               0   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621 2018-04-27 12:33:06               1   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d 2018-04-17 10:05:32               0   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226 2018-04-07 21:05:20               1   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f 2018-04-11 17:13:48               1   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd 2018-04-23 11:20:36               1   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33 2018-04-27 12:33:16               1   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021 2018-04-27 12:33:13               0   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f 2018-04-27 12:33:11               0   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe 2018-04-17 11:29:18               1   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988                     2261.13   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f                      595.71   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc                     3930.28   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6                      138.33   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37                     1649.76   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b                      466.39   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44                     5411.53   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2                     1739.91   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086                      145.19   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d                      455.28   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956                      268.64   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2                     1288.21   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8                      382.00   \n",
       "6777aba349821201bf84afc471fda75754cba9da                      145.91   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f                      389.45   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13                      165.92   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0                      210.91   \n",
       "042308324da49129060ee9dc165806b0f5159483                     1151.91   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31                      267.80   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630                      123.56   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9                       93.81   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad                      264.93   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5                       56.96   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867                      115.91   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2                     1232.41   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661                      249.97   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e                      156.47   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3                      127.26   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf                    10488.43   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810                     1265.01   \n",
       "...                                                              ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb                        0.00   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f                        0.02   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749                        0.00   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9                        0.00   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849                        0.02   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a                        0.02   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e                        0.00   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327                        0.00   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b                        0.00   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965                        0.09   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c                        0.00   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a                        0.00   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804                        0.00   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f                        0.00   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a                        0.02   \n",
       "b561a9358c84fea3636da29592f9604628a68f30                        0.00   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60                        0.00   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f                        0.02   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2                        0.10   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77                        0.00   \n",
       "760632750b46d0823ef61867a0039b485291cb07                        0.00   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621                        0.02   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d                        0.00   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226                        0.10   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f                        0.02   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd                        0.02   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33                        0.02   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021                        0.00   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f                        0.00   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe                        0.02   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988        2018-04-20T18:05:11.938Z   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f        2018-04-21T21:20:07.393Z   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc        2018-04-28T09:06:06.565Z   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6        2018-04-22T22:50:11.682Z   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37        2018-04-18T01:05:10.294Z   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b        2018-04-14T07:43:14.177Z   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44        2018-04-16T21:04:20.495Z   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2        2018-04-23T23:11:09.019Z   \n",
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       "                                          fb_comments  fb_reactions  \\\n",
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       "2888e0693674f83fd2b2e34eab57a69175617c9e         15565770.00   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3         30049423.00   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf         15495843.00   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810         15563107.00   \n",
       "...                                                      ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb                 nan   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f                 nan   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749                 nan   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9                 nan   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849                 nan   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a                 nan   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e                 nan   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327                 nan   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b                 nan   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965                 nan   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c                 nan   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a                 nan   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804                 nan   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f                 nan   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a                 nan   \n",
       "b561a9358c84fea3636da29592f9604628a68f30                 nan   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60                 nan   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f                 nan   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2                 nan   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77                 nan   \n",
       "760632750b46d0823ef61867a0039b485291cb07                 nan   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621                 nan   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d                 nan   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226                 nan   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f                 nan   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd                 nan   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33                 nan   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021                 nan   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f                 nan   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe                 nan   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988  2018-04-20T18:42:14.000Z   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f  2018-04-21T21:10:35.000Z   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc  2018-04-28T06:37:18.000Z   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6  2018-04-22T16:30:09.000Z   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37  2018-04-17T23:49:02.000Z   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b  2018-04-14T07:29:14.000Z   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44  2018-04-16T19:16:02.000Z   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2  2018-04-23T22:51:47.000Z   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086  2018-04-02T12:35:09.000Z   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d  2018-04-07T15:00:54.000Z   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956  2018-04-07T17:49:03.000Z   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2  2018-04-29T21:09:43.000Z   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8  2018-04-02T14:07:59.000Z   \n",
       "6777aba349821201bf84afc471fda75754cba9da  2018-04-25T17:14:01.000Z   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f  2018-04-01T15:07:21.000Z   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13  2018-04-22T11:34:29.000Z   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0  2018-04-05T21:15:04.000Z   \n",
       "042308324da49129060ee9dc165806b0f5159483  2018-04-14T01:09:52.000Z   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31  2018-04-18T18:02:06.000Z   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630  2018-04-07T23:45:03.000Z   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9  2018-04-16T13:00:03.000Z   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad  2018-04-23T18:11:02.000Z   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5  2018-04-05T06:30:08.000Z   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867  2018-04-29T15:30:10.000Z   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2  2018-04-26T18:02:37.000Z   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661  2018-04-29T17:30:05.000Z   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e  2018-04-27T08:00:01.000Z   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3  2018-04-20T18:27:02.000Z   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf  2018-04-09T20:05:08.000Z   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810  2018-04-26T17:55:55.000Z   \n",
       "...                                                            ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb                       NaN   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f                       NaN   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749                       NaN   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9                       NaN   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849                       NaN   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a                       NaN   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e                       NaN   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327                       NaN   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b                       NaN   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965                       NaN   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c                       NaN   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a                       NaN   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804                       NaN   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f                       NaN   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a                       NaN   \n",
       "b561a9358c84fea3636da29592f9604628a68f30                       NaN   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60                       NaN   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f                       NaN   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2                       NaN   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77                       NaN   \n",
       "760632750b46d0823ef61867a0039b485291cb07                       NaN   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621                       NaN   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d                       NaN   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226                       NaN   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f                       NaN   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd                       NaN   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33                       NaN   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021                       NaN   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f                       NaN   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe                       NaN   \n",
       "\n",
       "                                          alexa_rank  word_count  \\\n",
       "id                                                                 \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988          96      119.00   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f         105      151.00   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc          96       66.00   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6         105      195.00   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37         105       26.00   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b          96       67.00   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44         105      592.00   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2         105       20.00   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086         105      252.00   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d          96       63.00   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956         105      165.00   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2          96       57.00   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8          96       63.00   \n",
       "6777aba349821201bf84afc471fda75754cba9da         105      805.00   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f         105      206.00   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13         105       54.00   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0         105      128.00   \n",
       "042308324da49129060ee9dc165806b0f5159483         105       62.00   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31         105      766.00   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630         105       53.00   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9         105         nan   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad         105       46.00   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5          96       65.00   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867         105     1111.00   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2         105       84.00   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661         105         nan   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e         120         nan   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3         105      152.00   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf         120      291.00   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810         120         nan   \n",
       "...                                              ...         ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb         706      242.00   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f         158     1286.00   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749         191      152.00   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9         191      156.00   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849         191      146.00   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a         191      184.00   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e         191      159.00   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327         706      680.00   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b         191       35.00   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965         706      824.00   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c        1825       91.00   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a         191       82.00   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804         158      594.00   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f         158      462.00   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a         158      867.00   \n",
       "b561a9358c84fea3636da29592f9604628a68f30         191      123.00   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60         158      634.00   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f         158     1081.00   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2         386      449.00   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77         191      145.00   \n",
       "760632750b46d0823ef61867a0039b485291cb07         191      287.00   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621          96         nan   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d          96         nan   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226         158      832.00   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f          96      525.00   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd         386      560.00   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33         158      596.00   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021         191       34.00   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f         191       43.00   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe         191      151.00   \n",
       "\n",
       "                                          response_score  lead_score  \\\n",
       "id                                                                     \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988           50.00       20.00   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f           50.00       20.00   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc           50.00       20.00   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6           50.00       20.00   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37           50.00       20.00   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b           50.00       20.00   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44           50.00       20.00   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2           50.00       20.00   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086           50.00       20.00   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d           47.00       20.00   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956           49.00       18.00   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2           50.00       20.00   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8           49.00       20.00   \n",
       "6777aba349821201bf84afc471fda75754cba9da           49.00       20.00   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f           49.00       20.00   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13           48.00       20.00   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0           46.00       20.00   \n",
       "042308324da49129060ee9dc165806b0f5159483           50.00       20.00   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31           49.00       20.00   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630           45.00       20.00   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9           45.00       20.00   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad           50.00       20.00   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5           43.00       20.00   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867           45.00       20.00   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2           50.00       20.00   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661           47.00       20.00   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e           50.00       20.00   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3           44.00       20.00   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf           50.00       20.00   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810           50.00       20.00   \n",
       "...                                                  ...         ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb            0.00        0.00   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f            0.00        0.00   \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749            0.00        0.00   \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9            0.00        0.00   \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849            0.00        0.00   \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a            0.00        0.00   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e            0.00        0.00   \n",
       "57a85483548404c97eae5258828b2c05ec9eb327            0.00        0.00   \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b            0.00        0.00   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965            0.00        0.00   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c            0.00        0.00   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a            0.00        0.00   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804            0.00        0.00   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f            0.00        0.00   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a            0.00        0.00   \n",
       "b561a9358c84fea3636da29592f9604628a68f30            0.00        0.00   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60            0.00        0.00   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f            0.00        0.00   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2            0.00        0.00   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77            0.00        0.00   \n",
       "760632750b46d0823ef61867a0039b485291cb07            0.00        0.00   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621            0.00        0.00   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d            0.00        0.00   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226            0.00        0.00   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f            0.00        0.00   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd            0.00        0.00   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33            0.00        0.00   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021            0.00        0.00   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f            0.00        0.00   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe            0.00        0.00   \n",
       "\n",
       "                                          front_score  \\\n",
       "id                                                      \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988        12.00   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f         9.00   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc         9.00   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6         9.00   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37         8.00   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b         8.00   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44         8.00   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2         7.00   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086         7.00   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d        10.00   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956         9.00   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2         6.00   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8         7.00   \n",
       "6777aba349821201bf84afc471fda75754cba9da         7.00   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f         7.00   \n",
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       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0         9.00   \n",
       "042308324da49129060ee9dc165806b0f5159483         5.00   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31         6.00   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630         9.00   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9         9.00   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad         4.00   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5        11.00   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867         9.00   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2         4.00   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661         7.00   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e         4.00   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3         9.00   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf         4.00   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810         4.00   \n",
       "...                                               ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb         0.00   \n",
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       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b         0.00   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965         0.00   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c         0.00   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a         0.00   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804         0.00   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f         0.00   \n",
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       "7e12cadbfb711fa81c5ec89699031c31a2f99621         0.00   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d         0.00   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226         0.00   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f         0.00   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd         0.00   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33         0.00   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021         0.00   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f         0.00   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe         0.00   \n",
       "\n",
       "                                         facebook_promotion_score  \\\n",
       "id                                                                  \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988                    15.00   \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f                    15.00   \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc                    15.00   \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6                    15.00   \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37                    15.00   \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b                    15.00   \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44                    15.00   \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2                    15.00   \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086                    15.00   \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d                    15.00   \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956                    15.00   \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2                    15.00   \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8                    15.00   \n",
       "6777aba349821201bf84afc471fda75754cba9da                    15.00   \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f                    15.00   \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13                    15.00   \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0                    15.00   \n",
       "042308324da49129060ee9dc165806b0f5159483                    15.00   \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31                    15.00   \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630                    15.00   \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9                    15.00   \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad                    15.00   \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5                    15.00   \n",
       "47b0b99715235252b60c2bc5c1de478334be7867                    15.00   \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2                    15.00   \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661                    15.00   \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e                    14.00   \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3                    15.00   \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf                    14.00   \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810                    14.00   \n",
       "...                                                           ...   \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb                     0.00   \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f                     0.00   \n",
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       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a                     0.00   \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e                     0.00   \n",
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       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b                     0.00   \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965                     0.00   \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c                     0.00   \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a                     0.00   \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804                     0.00   \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f                     0.00   \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a                     0.00   \n",
       "b561a9358c84fea3636da29592f9604628a68f30                     0.00   \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60                     0.00   \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f                     0.00   \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2                     0.00   \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77                     0.00   \n",
       "760632750b46d0823ef61867a0039b485291cb07                     0.00   \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621                     0.00   \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d                     0.00   \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226                     0.00   \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f                     0.00   \n",
       "ea72509784337c57159df275fe9c67083bb30ecd                     0.00   \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33                     0.00   \n",
       "2465261fcdbe82198242a41dd4ad953e43202021                     0.00   \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f                     0.00   \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe                     0.00   \n",
       "\n",
       "                                          promotion_score  attention_index  \n",
       "id                                                                          \n",
       "8fc308aeac5b6b75c0baae4d5becdaa91a489988            47.00            97.00  \n",
       "2a08dfaff24d92a3788b4ddb85bcbecec66c975f            44.00            94.00  \n",
       "f42e1b7e147355839db1cca071667c4dfcde1fbc            44.00            94.00  \n",
       "4bfcac581b66efe4cd843c30d0fa748fff2c47c6            44.00            94.00  \n",
       "8145abc78ad81e5f5cc7f88a8b41c26b85becc37            43.00            93.00  \n",
       "7b9b3d5c8ee0581d1fda95ad1f2cbe7c3e4fda2b            43.00            93.00  \n",
       "0847758466cc97ab4bdb7cebc75668dd3fcbae44            43.00            93.00  \n",
       "7664a38d1979ec11da8cee1213834830cabec0c2            42.00            92.00  \n",
       "5e638ea0ab5dfab129588fc29658028ca6e4c086            42.00            92.00  \n",
       "bd0987ad82d9fa682846f43a66035d5ee412550d            45.00            92.00  \n",
       "b9d308491d3ca84f74d821e854fe8fb426257956            42.00            91.00  \n",
       "adcef7a8ae7abc514986679dfa03c9f4947e2ec2            41.00            91.00  \n",
       "9e8412abedfd92ea5e87329a1b658037c50846c8            42.00            91.00  \n",
       "6777aba349821201bf84afc471fda75754cba9da            42.00            91.00  \n",
       "846a6dd6430beec9ca5b072bd748c03641d0949f            42.00            91.00  \n",
       "f9602d17fe7442a7f5255e5017f4b564dbc9cf13            42.00            90.00  \n",
       "81e11c509e7d040fb81f13783a4bd4f693f9b5f0            44.00            90.00  \n",
       "042308324da49129060ee9dc165806b0f5159483            40.00            90.00  \n",
       "10ffadc59e881959a8dd491ac60eeb5c78017c31            41.00            90.00  \n",
       "a5662ddd2382861e5a9ef5b26932f1b4dcffd630            44.00            89.00  \n",
       "fcc2264ec50e478c1e05c31db2516a4914403fd9            44.00            89.00  \n",
       "fbddd30d040459755d4aadd9010ad9e96517f7ad            39.00            89.00  \n",
       "4294fdff174879ab0589bfc53c432e3d115104a5            46.00            89.00  \n",
       "47b0b99715235252b60c2bc5c1de478334be7867            44.00            89.00  \n",
       "4e3362cec33419a17ee9d809178c2b274dcd45d2            39.00            89.00  \n",
       "258942f24b6df728b6df3cd609e424c57cfbd661            42.00            89.00  \n",
       "2888e0693674f83fd2b2e34eab57a69175617c9e            38.00            88.00  \n",
       "3c3e190480d1c9c7f6f753fb2b08afbcc5d5ccd3            44.00            88.00  \n",
       "e524f53f0c6dd3152719ea965c2ccda50c314ddf            38.00            88.00  \n",
       "223c62b3f6dfe70425b3c19cdc5ed0072c1a1810            38.00            88.00  \n",
       "...                                                   ...              ...  \n",
       "12d11fd698296de7cd1936b65c364c837a5548bb             0.00             0.00  \n",
       "5cb80e681bf2979339c44745afdf172ff16d0f5f             0.00             0.00  \n",
       "4b2649eec0ecdb576cf686e621b062bb3da4f749             0.00             0.00  \n",
       "4d1dd8c218f64c1828dc7663f26a5838609b24c9             0.00             0.00  \n",
       "0dadebe20f82a53b629fb6ce0a7d2dd092f92849             0.00             0.00  \n",
       "4c3ec7580f425f9d26d199e6a5b02ed3bcf5c12a             0.00             0.00  \n",
       "639e2c9e5742ad9331cab2f25b5f86c9f2c4041e             0.00             0.00  \n",
       "57a85483548404c97eae5258828b2c05ec9eb327             0.00             0.00  \n",
       "2bd202acccdc311daaf65a86f5c83f3a8fe9180b             0.00             0.00  \n",
       "54a443baefc9e8fe645628c4042a6a64b7285965             0.00             0.00  \n",
       "c3dc9c8c80c8ac22bc1a6c2c5d60172a77db565c             0.00             0.00  \n",
       "0cf15930b628ef55a48119addf25ef21b0a4af7a             0.00             0.00  \n",
       "e0cc6335e5db8ac87ea3e85bff8e0f61a7a95804             0.00             0.00  \n",
       "9e14b5cdb439151d9fbf0f0a264d8f7b1ec9948f             0.00             0.00  \n",
       "ae0c487e677a4be16ba61a99db796b04b2a96f4a             0.00             0.00  \n",
       "b561a9358c84fea3636da29592f9604628a68f30             0.00             0.00  \n",
       "32aa570d5c404d80feb23b5e0012df5a7c62aa60             0.00             0.00  \n",
       "2a8fdd4963fc770cbd8cb0bb9b31f2be58c5246f             0.00             0.00  \n",
       "d7e7577e3305efb7bc36b09a6b978e661bc62ba2             0.00             0.00  \n",
       "68e5f5dee89a81e5bfc804b966babcc7fc408f77             0.00             0.00  \n",
       "760632750b46d0823ef61867a0039b485291cb07             0.00             0.00  \n",
       "7e12cadbfb711fa81c5ec89699031c31a2f99621             0.00             0.00  \n",
       "80ac4446da66d50b4c5b6fa235adfbfc9ae7f72d             0.00             0.00  \n",
       "5bb39645b3c0bc2978f8c42a4c92e7cfd61c3226             0.00             0.00  \n",
       "69bee8508b05df1cd0be36bcf93ff713d616115f             0.00             0.00  \n",
       "ea72509784337c57159df275fe9c67083bb30ecd             0.00             0.00  \n",
       "5c8927ba9144e73cc655cf31125be468e38afe33             0.00             0.00  \n",
       "2465261fcdbe82198242a41dd4ad953e43202021             0.00             0.00  \n",
       "296b2ff2960aa46ff7dd1b19ce105175c3353a3f             0.00             0.00  \n",
       "4b98aec507b39c8afbb7f4cde8152f94ff1e8dbe             0.00             0.00  \n",
       "\n",
       "[138275 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": [
    {
     "data": {
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       "<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_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",
       "      <th>score_diff</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",
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       "      <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>8b67316e22d9bbbbe26a97a39dd1365ff9d175d3</th>\n",
       "      <td>https://www.buzzfeed.com/katienotopoulos/teens...</td>\n",
       "      <td>Teens Also Sometimes Quit Social Media</td>\n",
       "      <td>2018-04-07 17:04:24.234</td>\n",
       "      <td>2018-04-04 17:37:46</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-07T17:16:12.351Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-08T01:04:02.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1176.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>43.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2</th>\n",
       "      <td>https://www.buzzfeed.com/theresatamkins/twin-s...</td>\n",
       "      <td>Twin Sisters With Severe OCD Have Died In A Po...</td>\n",
       "      <td>2018-04-05 19:16:17.257</td>\n",
       "      <td>2018-04-04 19:35:26</td>\n",
       "      <td>19</td>\n",
       "      <td>0.31</td>\n",
       "      <td>2018-04-05T20:28:07.825Z</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-08T18:04:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>130.00</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>f05031efa6a829f220e82331a2c91c48b33ddd91</th>\n",
       "      <td>https://www.buzzfeed.com/kendalltaggart/nypd-p...</td>\n",
       "      <td>Here’s Why BuzzFeed News Is Publishing Thousan...</td>\n",
       "      <td>2018-04-16 09:34:16.432</td>\n",
       "      <td>2018-04-13 23:12:43</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-16T09:45:13.729Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-16T13:23:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1304.00</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>acd63345be81904294a37e8e687c1ffcd41c7c1f</th>\n",
       "      <td>https://www.buzzfeed.com/claudiakoerner/teache...</td>\n",
       "      <td>This Teacher Says She Can’t Afford To Stay On ...</td>\n",
       "      <td>2018-04-11 12:01:20.976</td>\n",
       "      <td>2018-04-09 21:34:31</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-11T12:13:11.080Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-11T17:20:19.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2476.00</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>4d77d72e13dbba05f89bf209fde926d9347a3548</th>\n",
       "      <td>https://www.buzzfeed.com/theresatamkins/ocular...</td>\n",
       "      <td>This Rare Eye Cancer Is Affecting Young Women ...</td>\n",
       "      <td>2018-05-01 17:07:48.450</td>\n",
       "      <td>2018-04-30 17:03:45</td>\n",
       "      <td>5</td>\n",
       "      <td>0.45</td>\n",
       "      <td>2018-05-01T17:19:18.075Z</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-02T18:50:17.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1162.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aaeccc954251b991b87742305992c21b5a07e4fb</th>\n",
       "      <td>https://www.buzzfeed.com/krishrach/south-korea...</td>\n",
       "      <td>The #MeToo Era Is Happening In South Korea Whe...</td>\n",
       "      <td>2018-04-17 12:40:15.914</td>\n",
       "      <td>2018-04-13 13:44:41</td>\n",
       "      <td>2</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2018-04-17T12:52:07.422Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-18T13:30:17.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2552.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>40.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>adf38c51ab0e882926d1294199ad563e9efa8c71</th>\n",
       "      <td>https://www.buzzfeed.com/albertsamaha/san-anto...</td>\n",
       "      <td>This Police Force Is Considered Progressive, B...</td>\n",
       "      <td>2018-04-24 12:19:26.784</td>\n",
       "      <td>2018-04-19 18:00:51</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-24T12:30:13.329Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-24T13:24:55.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>4976.00</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>261f8a165d69b04445a514ae9d7693b67d003c6b</th>\n",
       "      <td>https://www.buzzfeed.com/katebubacz/heres-why-...</td>\n",
       "      <td>Here's Why People Are Seeking Asylum In The US</td>\n",
       "      <td>2018-04-30 11:34:19.256</td>\n",
       "      <td>2018-04-28 19:04:52</td>\n",
       "      <td>1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>2018-04-30T11:45:08.069Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-30T14:11:07.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1486.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>9.00</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>d91e16c87837630173d243077657f028199a5e29</th>\n",
       "      <td>https://www.buzzfeed.com/johnpaczkowski/make-d...</td>\n",
       "      <td>What To Expect At Facebook And Google's Big Sh...</td>\n",
       "      <td>2018-04-23 16:31:31.209</td>\n",
       "      <td>2018-04-21 00:10:58</td>\n",
       "      <td>2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2018-04-23T16:43:09.589Z</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-23T16:40:19.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>824.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c9b4fe9d6bb974728cf3be7416843b6a59134771</th>\n",
       "      <td>https://www.buzzfeed.com/monicamark/dapchi-gir...</td>\n",
       "      <td>There’s A Truther Movement In Nigeria That Thi...</td>\n",
       "      <td>2018-04-28 16:19:14.197</td>\n",
       "      <td>2018-04-27 18:40:36</td>\n",
       "      <td>11</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-04-28T16:30:13.514Z</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-29T23:34:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>4457.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>01710ce2fee069ba68fb22291549cd4822c66081</th>\n",
       "      <td>https://www.buzzfeed.com/munzeralawad/syrian-r...</td>\n",
       "      <td>Syrian Rebels Hope Strikes Aren’t Just For Sho...</td>\n",
       "      <td>2018-04-09 21:28:19.824</td>\n",
       "      <td>2018-04-09 21:09:10</td>\n",
       "      <td>36</td>\n",
       "      <td>0.46</td>\n",
       "      <td>2018-04-09T21:40:08.801Z</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-10T01:00:57.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>848.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1c0fa02e27e11772590021e15381451d072f937f</th>\n",
       "      <td>https://www.buzzfeed.com/kateaurthur/joe-pater...</td>\n",
       "      <td>Watching \"Paterno\" During The #MeToo Era</td>\n",
       "      <td>2018-04-07 14:04:19.812</td>\n",
       "      <td>2018-04-06 22:47:16</td>\n",
       "      <td>43</td>\n",
       "      <td>0.22</td>\n",
       "      <td>2018-04-07T16:17:11.923Z</td>\n",
       "      <td>9</td>\n",
       "      <td>22</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-08T21:03:28.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1071.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13</th>\n",
       "      <td>https://www.buzzfeed.com/scottpham/cocaine-fen...</td>\n",
       "      <td>The Opioid Crisis Is Turning Into A Cocaine Cr...</td>\n",
       "      <td>2018-05-01 13:39:11.249</td>\n",
       "      <td>2018-04-30 14:43:47</td>\n",
       "      <td>35</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2018-05-01T14:51:11.209Z</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-01T14:42:35.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2614.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8607d8bcd0338c95626444386547442a95dbe452</th>\n",
       "      <td>https://www.buzzfeed.com/karlazabludovsky/the-...</td>\n",
       "      <td>The Caravan That Has Trump Angry Is An Excepti...</td>\n",
       "      <td>2018-04-02 21:34:26.612</td>\n",
       "      <td>2018-04-02 20:19:41</td>\n",
       "      <td>56</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2018-04-03T01:49:09.479Z</td>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-03T00:56:32.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>939.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472557d89afbef234765488b15cf82a8d7364158</th>\n",
       "      <td>https://www.buzzfeed.com/buzzfeednews/bill-cos...</td>\n",
       "      <td>Live Updates: Bill Cosby Starts Under The Glar...</td>\n",
       "      <td>2018-04-09 16:07:43.899</td>\n",
       "      <td>2018-04-09 16:04:52</td>\n",
       "      <td>53</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2018-04-09T23:24:14.462Z</td>\n",
       "      <td>6</td>\n",
       "      <td>38</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-09T17:56:12.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>382.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17951ed09b77c76391414d3a9921c5900581066b</th>\n",
       "      <td>https://www.buzzfeed.com/adambvary/chappaquidd...</td>\n",
       "      <td>This New Film Is Resurrecting Ted Kennedy’s Da...</td>\n",
       "      <td>2018-04-07 01:19:14.059</td>\n",
       "      <td>2018-04-07 00:51:00</td>\n",
       "      <td>85</td>\n",
       "      <td>0.23</td>\n",
       "      <td>2018-04-07T23:44:12.003Z</td>\n",
       "      <td>20</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-08T23:04:41.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1128.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2166204c46fb2999a8b47d79c35173cb3be618f</th>\n",
       "      <td>https://www.buzzfeed.com/laurageiser/californi...</td>\n",
       "      <td>California's Trees Are Dying At A Catastrophic...</td>\n",
       "      <td>2018-04-22 16:01:16.983</td>\n",
       "      <td>2018-04-17 15:47:49</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-22T16:12:11.498Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-22T19:33:44.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1719.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1f401a0e408e81d6fbff3e6590f6c4f6191c34d7</th>\n",
       "      <td>https://www.buzzfeed.com/adolfoflores/caravan-...</td>\n",
       "      <td>Not Over Yet: With Legal Papers In Hand, The M...</td>\n",
       "      <td>2018-04-06 22:52:30.325</td>\n",
       "      <td>2018-04-06 22:21:23</td>\n",
       "      <td>119</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2018-04-07T22:18:14.605Z</td>\n",
       "      <td>31</td>\n",
       "      <td>61</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-07T00:40:13.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1060.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>56.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b21e43b2d43b7fdb8d7919c808cd2c718135b62e</th>\n",
       "      <td>https://www.buzzfeed.com/koviebiakolo/the-rach...</td>\n",
       "      <td>The Rachel Dolezal Documentary Has Become A De...</td>\n",
       "      <td>2018-04-28 14:14:12.074</td>\n",
       "      <td>2018-04-28 01:58:16</td>\n",
       "      <td>29</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2018-04-28T15:26:02.727Z</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-29T14:04:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>3089.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2cd85f75342343e471684a899fbca70a1da5c7b0</th>\n",
       "      <td>https://www.buzzfeed.com/salvadorhernandez/nat...</td>\n",
       "      <td>Hundreds Of National Guard Troops Are Headed T...</td>\n",
       "      <td>2018-04-07 01:16:17.047</td>\n",
       "      <td>2018-04-07 01:08:37</td>\n",
       "      <td>143</td>\n",
       "      <td>0.58</td>\n",
       "      <td>2018-04-07T21:41:06.364Z</td>\n",
       "      <td>27</td>\n",
       "      <td>88</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-07T20:30:38.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>496.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>56.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a12bb350a8e994e03d79a58a26a0ccad0d67fe3b</th>\n",
       "      <td>https://www.buzzfeed.com/skbaer/how-the-golden...</td>\n",
       "      <td>How California's Most Notorious And Prolific S...</td>\n",
       "      <td>2018-04-27 23:55:31.649</td>\n",
       "      <td>2018-04-27 02:59:31</td>\n",
       "      <td>19</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-04-28T01:07:16.868Z</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-28T20:35:06.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46a709c479a116fa560575e778ffadcaad98cd24</th>\n",
       "      <td>https://www.buzzfeed.com/bensmith/facebook-you...</td>\n",
       "      <td>What Comes After The Social Media Empires</td>\n",
       "      <td>2018-04-18 18:04:27.256</td>\n",
       "      <td>2018-04-18 18:01:44</td>\n",
       "      <td>68</td>\n",
       "      <td>0.25</td>\n",
       "      <td>2018-04-18T19:17:04.867Z</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-18T18:42:49.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1228.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>34.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79f3ea9c5f0c08b32c975851e7aea661ab91776b</th>\n",
       "      <td>https://www.buzzfeed.com/adolfoflores/caravan-...</td>\n",
       "      <td>Organizers Say Caravan Will Continue And Will ...</td>\n",
       "      <td>2018-04-04 00:37:26.127</td>\n",
       "      <td>2018-04-04 00:29:33</td>\n",
       "      <td>117</td>\n",
       "      <td>0.42</td>\n",
       "      <td>2018-04-04T04:51:10.902Z</td>\n",
       "      <td>33</td>\n",
       "      <td>57</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-04T03:18:58.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>748.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f7de523afb549ce453cf8e07321eabc8fe1db5d2</th>\n",
       "      <td>https://www.buzzfeed.com/coralewis/new-sanctio...</td>\n",
       "      <td>The US Is Placing New Sanctions On 38 Russian ...</td>\n",
       "      <td>2018-04-06 12:40:13.441</td>\n",
       "      <td>2018-04-06 12:37:40</td>\n",
       "      <td>67</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2018-04-06T12:52:07.859Z</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-06T15:20:15.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>295.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e228b9b4729b1e26b70d184c84b07192c813b026</th>\n",
       "      <td>https://www.buzzfeed.com/craigsilverman/youtub...</td>\n",
       "      <td>How YouTube’s Channel Recommendations Push Use...</td>\n",
       "      <td>2018-04-12 19:07:36.597</td>\n",
       "      <td>2018-04-12 16:15:27</td>\n",
       "      <td>58</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2018-04-13T15:33:13.988Z</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-16T18:07:25.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1148.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3  https://www.buzzfeed.com/katienotopoulos/teens...   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2  https://www.buzzfeed.com/theresatamkins/twin-s...   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91  https://www.buzzfeed.com/kendalltaggart/nypd-p...   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f  https://www.buzzfeed.com/claudiakoerner/teache...   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548  https://www.buzzfeed.com/theresatamkins/ocular...   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb  https://www.buzzfeed.com/krishrach/south-korea...   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71  https://www.buzzfeed.com/albertsamaha/san-anto...   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b  https://www.buzzfeed.com/katebubacz/heres-why-...   \n",
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       "8607d8bcd0338c95626444386547442a95dbe452  https://www.buzzfeed.com/karlazabludovsky/the-...   \n",
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       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b  https://www.buzzfeed.com/skbaer/how-the-golden...   \n",
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       "79f3ea9c5f0c08b32c975851e7aea661ab91776b  https://www.buzzfeed.com/adolfoflores/caravan-...   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2  https://www.buzzfeed.com/coralewis/new-sanctio...   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026  https://www.buzzfeed.com/craigsilverman/youtub...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3             Teens Also Sometimes Quit Social Media   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2  Twin Sisters With Severe OCD Have Died In A Po...   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91  Here’s Why BuzzFeed News Is Publishing Thousan...   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f  This Teacher Says She Can’t Afford To Stay On ...   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548  This Rare Eye Cancer Is Affecting Young Women ...   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb  The #MeToo Era Is Happening In South Korea Whe...   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71  This Police Force Is Considered Progressive, B...   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b     Here's Why People Are Seeking Asylum In The US   \n",
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       "c9b4fe9d6bb974728cf3be7416843b6a59134771  There’s A Truther Movement In Nigeria That Thi...   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081  Syrian Rebels Hope Strikes Aren’t Just For Sho...   \n",
       "1c0fa02e27e11772590021e15381451d072f937f           Watching \"Paterno\" During The #MeToo Era   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13  The Opioid Crisis Is Turning Into A Cocaine Cr...   \n",
       "8607d8bcd0338c95626444386547442a95dbe452  The Caravan That Has Trump Angry Is An Excepti...   \n",
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       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e  The Rachel Dolezal Documentary Has Become A De...   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0  Hundreds Of National Guard Troops Are Headed T...   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b  How California's Most Notorious And Prolific S...   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24          What Comes After The Social Media Empires   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b  Organizers Say Caravan Will Continue And Will ...   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2  The US Is Placing New Sanctions On 38 Russian ...   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026  How YouTube’s Channel Recommendations Push Use...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3 2018-04-07 17:04:24.234   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2 2018-04-05 19:16:17.257   \n",
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       "acd63345be81904294a37e8e687c1ffcd41c7c1f 2018-04-11 12:01:20.976   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548 2018-05-01 17:07:48.450   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb 2018-04-17 12:40:15.914   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71 2018-04-24 12:19:26.784   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b 2018-04-30 11:34:19.256   \n",
       "d91e16c87837630173d243077657f028199a5e29 2018-04-23 16:31:31.209   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771 2018-04-28 16:19:14.197   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081 2018-04-09 21:28:19.824   \n",
       "1c0fa02e27e11772590021e15381451d072f937f 2018-04-07 14:04:19.812   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13 2018-05-01 13:39:11.249   \n",
       "8607d8bcd0338c95626444386547442a95dbe452 2018-04-02 21:34:26.612   \n",
       "472557d89afbef234765488b15cf82a8d7364158 2018-04-09 16:07:43.899   \n",
       "17951ed09b77c76391414d3a9921c5900581066b 2018-04-07 01:19:14.059   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f 2018-04-22 16:01:16.983   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7 2018-04-06 22:52:30.325   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e 2018-04-28 14:14:12.074   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0 2018-04-07 01:16:17.047   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b 2018-04-27 23:55:31.649   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24 2018-04-18 18:04:27.256   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b 2018-04-04 00:37:26.127   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2 2018-04-06 12:40:13.441   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026 2018-04-12 19:07:36.597   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3 2018-04-04 17:37:46               0   \n",
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       "4d77d72e13dbba05f89bf209fde926d9347a3548 2018-04-30 17:03:45               5   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb 2018-04-13 13:44:41               2   \n",
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       "261f8a165d69b04445a514ae9d7693b67d003c6b 2018-04-28 19:04:52               1   \n",
       "d91e16c87837630173d243077657f028199a5e29 2018-04-21 00:10:58               2   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771 2018-04-27 18:40:36              11   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081 2018-04-09 21:09:10              36   \n",
       "1c0fa02e27e11772590021e15381451d072f937f 2018-04-06 22:47:16              43   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13 2018-04-30 14:43:47              35   \n",
       "8607d8bcd0338c95626444386547442a95dbe452 2018-04-02 20:19:41              56   \n",
       "472557d89afbef234765488b15cf82a8d7364158 2018-04-09 16:04:52              53   \n",
       "17951ed09b77c76391414d3a9921c5900581066b 2018-04-07 00:51:00              85   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f 2018-04-17 15:47:49               0   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7 2018-04-06 22:21:23             119   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e 2018-04-28 01:58:16              29   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0 2018-04-07 01:08:37             143   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b 2018-04-27 02:59:31              19   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24 2018-04-18 18:01:44              68   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b 2018-04-04 00:29:33             117   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2 2018-04-06 12:37:40              67   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026 2018-04-12 16:15:27              58   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3                        0.00   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2                        0.31   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91                        0.00   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f                        0.00   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548                        0.45   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb                        0.19   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71                        0.00   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b                        0.10   \n",
       "d91e16c87837630173d243077657f028199a5e29                        0.18   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771                        0.20   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081                        0.46   \n",
       "1c0fa02e27e11772590021e15381451d072f937f                        0.22   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13                        0.52   \n",
       "8607d8bcd0338c95626444386547442a95dbe452                        0.15   \n",
       "472557d89afbef234765488b15cf82a8d7364158                        0.15   \n",
       "17951ed09b77c76391414d3a9921c5900581066b                        0.23   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f                        0.00   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7                        0.27   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e                        0.12   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0                        0.58   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b                        0.20   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24                        0.25   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b                        0.42   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2                        0.27   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026                        0.15   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3        2018-04-07T17:16:12.351Z   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2        2018-04-05T20:28:07.825Z   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91        2018-04-16T09:45:13.729Z   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f        2018-04-11T12:13:11.080Z   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548        2018-05-01T17:19:18.075Z   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb        2018-04-17T12:52:07.422Z   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71        2018-04-24T12:30:13.329Z   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b        2018-04-30T11:45:08.069Z   \n",
       "d91e16c87837630173d243077657f028199a5e29        2018-04-23T16:43:09.589Z   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771        2018-04-28T16:30:13.514Z   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081        2018-04-09T21:40:08.801Z   \n",
       "1c0fa02e27e11772590021e15381451d072f937f        2018-04-07T16:17:11.923Z   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13        2018-05-01T14:51:11.209Z   \n",
       "8607d8bcd0338c95626444386547442a95dbe452        2018-04-03T01:49:09.479Z   \n",
       "472557d89afbef234765488b15cf82a8d7364158        2018-04-09T23:24:14.462Z   \n",
       "17951ed09b77c76391414d3a9921c5900581066b        2018-04-07T23:44:12.003Z   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f        2018-04-22T16:12:11.498Z   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7        2018-04-07T22:18:14.605Z   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e        2018-04-28T15:26:02.727Z   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0        2018-04-07T21:41:06.364Z   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b        2018-04-28T01:07:16.868Z   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24        2018-04-18T19:17:04.867Z   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b        2018-04-04T04:51:10.902Z   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2        2018-04-06T12:52:07.859Z   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026        2018-04-13T15:33:13.988Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3            0             0   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2            1            10   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91            0             0   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f            0             0   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548            0             3   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb            0             0   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71            0             0   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b            0             0   \n",
       "d91e16c87837630173d243077657f028199a5e29            0             1   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771            0             2   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081            2            20   \n",
       "1c0fa02e27e11772590021e15381451d072f937f            9            22   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13            2            15   \n",
       "8607d8bcd0338c95626444386547442a95dbe452            3            29   \n",
       "472557d89afbef234765488b15cf82a8d7364158            6            38   \n",
       "17951ed09b77c76391414d3a9921c5900581066b           20            35   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f            0             0   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7           31            61   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e            6            10   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0           27            88   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b            0             2   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24            5            27   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b           33            57   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2            8            28   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026            8            14   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3          0     ...       \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2          8     ...       \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91          0     ...       \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f          0     ...       \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548          2     ...       \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb          2     ...       \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71          0     ...       \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b          1     ...       \n",
       "d91e16c87837630173d243077657f028199a5e29          1     ...       \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771          9     ...       \n",
       "01710ce2fee069ba68fb22291549cd4822c66081         14     ...       \n",
       "1c0fa02e27e11772590021e15381451d072f937f         12     ...       \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13         18     ...       \n",
       "8607d8bcd0338c95626444386547442a95dbe452         24     ...       \n",
       "472557d89afbef234765488b15cf82a8d7364158          9     ...       \n",
       "17951ed09b77c76391414d3a9921c5900581066b         30     ...       \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f          0     ...       \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7         27     ...       \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e         13     ...       \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0         28     ...       \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b         17     ...       \n",
       "46a709c479a116fa560575e778ffadcaad98cd24         36     ...       \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b         27     ...       \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2         31     ...       \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026         36     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3  2018-04-08T01:04:02.000Z        147   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2  2018-04-08T18:04:00.000Z        147   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91  2018-04-16T13:23:00.000Z        147   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f  2018-04-11T17:20:19.000Z        147   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548  2018-05-02T18:50:17.000Z        147   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb  2018-04-18T13:30:17.000Z        147   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71  2018-04-24T13:24:55.000Z        147   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b  2018-04-30T14:11:07.000Z        147   \n",
       "d91e16c87837630173d243077657f028199a5e29  2018-04-23T16:40:19.000Z        147   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771  2018-04-29T23:34:00.000Z        147   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081  2018-04-10T01:00:57.000Z        147   \n",
       "1c0fa02e27e11772590021e15381451d072f937f  2018-04-08T21:03:28.000Z        147   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13  2018-05-01T14:42:35.000Z        147   \n",
       "8607d8bcd0338c95626444386547442a95dbe452  2018-04-03T00:56:32.000Z        147   \n",
       "472557d89afbef234765488b15cf82a8d7364158  2018-04-09T17:56:12.000Z        147   \n",
       "17951ed09b77c76391414d3a9921c5900581066b  2018-04-08T23:04:41.000Z        147   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f  2018-04-22T19:33:44.000Z        147   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7  2018-04-07T00:40:13.000Z        147   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e  2018-04-29T14:04:00.000Z        147   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0  2018-04-07T20:30:38.000Z        147   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b  2018-04-28T20:35:06.000Z        147   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24  2018-04-18T18:42:49.000Z        147   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b  2018-04-04T03:18:58.000Z        147   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2  2018-04-06T15:20:15.000Z        147   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026  2018-04-16T18:07:25.000Z        147   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3     1176.00            0.00   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2      130.00            4.00   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91     1304.00            0.00   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f     2476.00            0.00   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548     1162.00            1.00   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb     2552.00            1.00   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71     4976.00            0.00   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b     1486.00            0.00   \n",
       "d91e16c87837630173d243077657f028199a5e29      824.00            1.00   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771     4457.00            2.00   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081      848.00            6.00   \n",
       "1c0fa02e27e11772590021e15381451d072f937f     1071.00            6.00   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13     2614.00            5.00   \n",
       "8607d8bcd0338c95626444386547442a95dbe452      939.00            7.00   \n",
       "472557d89afbef234765488b15cf82a8d7364158      382.00            7.00   \n",
       "17951ed09b77c76391414d3a9921c5900581066b     1128.00            9.00   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f     1719.00            0.00   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7     1060.00           11.00   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e     3089.00            5.00   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0      496.00           11.00   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b     1304.00            4.00   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24     1228.00            8.00   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b      748.00           10.00   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2      295.00            8.00   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026     1148.00            7.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3       19.00        13.00   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2       19.00        15.00   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91       19.00        11.00   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f       19.00        11.00   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548       19.00        11.00   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb       19.00        11.00   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71       19.00        10.00   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b       19.00         9.00   \n",
       "d91e16c87837630173d243077657f028199a5e29       19.00        10.00   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771       19.00        10.00   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081       19.00        14.00   \n",
       "1c0fa02e27e11772590021e15381451d072f937f       19.00        14.00   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13       19.00        11.00   \n",
       "8607d8bcd0338c95626444386547442a95dbe452       19.00        13.00   \n",
       "472557d89afbef234765488b15cf82a8d7364158       19.00        13.00   \n",
       "17951ed09b77c76391414d3a9921c5900581066b       19.00        14.00   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f       19.00         4.00   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7       19.00        15.00   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e       19.00         9.00   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0       19.00        15.00   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b       19.00         8.00   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24       19.00        12.00   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b       19.00        13.00   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2       19.00        11.00   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026       19.00        10.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3                     11.00   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2                     11.00   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91                     11.00   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f                     11.00   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548                     11.00   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb                     11.00   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71                     11.00   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b                     11.00   \n",
       "d91e16c87837630173d243077657f028199a5e29                     11.00   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771                     11.00   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081                     11.00   \n",
       "1c0fa02e27e11772590021e15381451d072f937f                     11.00   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13                     11.00   \n",
       "8607d8bcd0338c95626444386547442a95dbe452                     11.00   \n",
       "472557d89afbef234765488b15cf82a8d7364158                     11.00   \n",
       "17951ed09b77c76391414d3a9921c5900581066b                     11.00   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f                     11.00   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7                     11.00   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e                     11.00   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0                     11.00   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b                     11.00   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24                     11.00   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b                     11.00   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2                     11.00   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026                     11.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3           43.00            43.00   \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2           45.00            49.00   \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91           41.00            41.00   \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f           41.00            41.00   \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548           41.00            42.00   \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb           41.00            42.00   \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71           40.00            40.00   \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b           39.00            39.00   \n",
       "d91e16c87837630173d243077657f028199a5e29           40.00            41.00   \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771           40.00            42.00   \n",
       "01710ce2fee069ba68fb22291549cd4822c66081           44.00            50.00   \n",
       "1c0fa02e27e11772590021e15381451d072f937f           44.00            50.00   \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13           41.00            46.00   \n",
       "8607d8bcd0338c95626444386547442a95dbe452           43.00            50.00   \n",
       "472557d89afbef234765488b15cf82a8d7364158           43.00            50.00   \n",
       "17951ed09b77c76391414d3a9921c5900581066b           44.00            53.00   \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f           34.00            34.00   \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7           45.00            56.00   \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e           39.00            44.00   \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0           45.00            56.00   \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b           38.00            42.00   \n",
       "46a709c479a116fa560575e778ffadcaad98cd24           42.00            50.00   \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b           43.00            53.00   \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2           41.00            49.00   \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026           40.00            47.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "8b67316e22d9bbbbe26a97a39dd1365ff9d175d3       43.00  \n",
       "3cb27a4e5d7b0b0d6972afec2737c2a99cc76be2       41.00  \n",
       "f05031efa6a829f220e82331a2c91c48b33ddd91       41.00  \n",
       "acd63345be81904294a37e8e687c1ffcd41c7c1f       41.00  \n",
       "4d77d72e13dbba05f89bf209fde926d9347a3548       40.00  \n",
       "aaeccc954251b991b87742305992c21b5a07e4fb       40.00  \n",
       "adf38c51ab0e882926d1294199ad563e9efa8c71       40.00  \n",
       "261f8a165d69b04445a514ae9d7693b67d003c6b       39.00  \n",
       "d91e16c87837630173d243077657f028199a5e29       39.00  \n",
       "c9b4fe9d6bb974728cf3be7416843b6a59134771       38.00  \n",
       "01710ce2fee069ba68fb22291549cd4822c66081       38.00  \n",
       "1c0fa02e27e11772590021e15381451d072f937f       38.00  \n",
       "8a5c5d33f825e7d9497f31fb9c1bd70b1013bb13       36.00  \n",
       "8607d8bcd0338c95626444386547442a95dbe452       36.00  \n",
       "472557d89afbef234765488b15cf82a8d7364158       36.00  \n",
       "17951ed09b77c76391414d3a9921c5900581066b       35.00  \n",
       "b2166204c46fb2999a8b47d79c35173cb3be618f       34.00  \n",
       "1f401a0e408e81d6fbff3e6590f6c4f6191c34d7       34.00  \n",
       "b21e43b2d43b7fdb8d7919c808cd2c718135b62e       34.00  \n",
       "2cd85f75342343e471684a899fbca70a1da5c7b0       34.00  \n",
       "a12bb350a8e994e03d79a58a26a0ccad0d67fe3b       34.00  \n",
       "46a709c479a116fa560575e778ffadcaad98cd24       34.00  \n",
       "79f3ea9c5f0c08b32c975851e7aea661ab91776b       33.00  \n",
       "f7de523afb549ce453cf8e07321eabc8fe1db5d2       33.00  \n",
       "e228b9b4729b1e26b70d184c84b07192c813b026       33.00  \n",
       "\n",
       "[25 rows x 27 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# promoted but low response\n",
    "data.sort_values(\"score_diff\", ascending=False).head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
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       "      <td>Jimmy Kimmel mocks Melania Trump's accent, tro...</td>\n",
       "      <td>2018-04-03 16:39:16.948</td>\n",
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       "      <td>Indiana abortion law signed by Mike Pence rule...</td>\n",
       "      <td>2018-04-20 20:34:29.230</td>\n",
       "      <td>2018-04-20 20:30:33</td>\n",
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       "      <td>http://www.foxnews.com/health/2018/04/02/teens...</td>\n",
       "      <td>Teens snort condoms then pull them through mou...</td>\n",
       "      <td>2018-04-02 16:59:17.583</td>\n",
       "      <td>2018-04-02 16:51:40</td>\n",
       "      <td>103517</td>\n",
       "      <td>545.63</td>\n",
       "      <td>2018-04-03T05:03:10.892Z</td>\n",
       "      <td>49901</td>\n",
       "      <td>40170</td>\n",
       "      <td>13446</td>\n",
       "      <td>...</td>\n",
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       "      <td>285</td>\n",
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       "      <td>2.00</td>\n",
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       "    <tr>\n",
       "      <th>1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18</th>\n",
       "      <td>https://www.buzzfeed.com/caseyrackham/watch-co...</td>\n",
       "      <td>Pixar's \"Coco\" Is Coming To Netflix In May, So...</td>\n",
       "      <td>2018-04-24 14:14:07.919</td>\n",
       "      <td>2018-04-24 14:09:14</td>\n",
       "      <td>100220</td>\n",
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       "      <td>2018-04-24T18:46:10.985Z</td>\n",
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       "      <td>74627</td>\n",
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       "    <tr>\n",
       "      <th>574b18606f4757686e9ee04a479a85f3abb0982c</th>\n",
       "      <td>http://www.foxnews.com/entertainment/2018/04/1...</td>\n",
       "      <td>Roseanne defends pro-Trump Diamond and Silk af...</td>\n",
       "      <td>2018-04-11 18:24:10.969</td>\n",
       "      <td>2018-04-11 17:21:34</td>\n",
       "      <td>68570</td>\n",
       "      <td>1257.53</td>\n",
       "      <td>2018-04-12T01:11:16.004Z</td>\n",
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       "      <td>63390</td>\n",
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       "      <td>285</td>\n",
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       "    <tr>\n",
       "      <th>ee874f553d5fdf610abf75e9e100d40dd7a1dbcd</th>\n",
       "      <td>http://www.washingtonpost.com/video/politics/t...</td>\n",
       "      <td>Trump claims ‘millions and millions’ vote ille...</td>\n",
       "      <td>2018-04-05 19:28:14.478</td>\n",
       "      <td>2018-04-05 19:11:23</td>\n",
       "      <td>58822</td>\n",
       "      <td>40.83</td>\n",
       "      <td>2018-04-06T00:32:04.144Z</td>\n",
       "      <td>23824</td>\n",
       "      <td>27390</td>\n",
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       "    <tr>\n",
       "      <th>2e57f337f489f4a986044c55a13684946df9fabe</th>\n",
       "      <td>https://www.washingtonpost.com/news/arts-and-e...</td>\n",
       "      <td>Forty years ago, ‘Rock Lobster’ launched the c...</td>\n",
       "      <td>2018-04-06 11:04:29.589</td>\n",
       "      <td>2018-04-06 11:00:24</td>\n",
       "      <td>72671</td>\n",
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       "      <td>2018-04-06T23:06:09.762Z</td>\n",
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       "      <td>56191</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2d671f7213cf85d0a97ca1db26c60b805740fa59</th>\n",
       "      <td>https://www.nytimes.com/2018/04/22/nyregion/ch...</td>\n",
       "      <td>New York to Expand Use of Doulas to Reduce Chi...</td>\n",
       "      <td>2018-04-22 22:52:15.228</td>\n",
       "      <td>2018-04-22 22:51:09</td>\n",
       "      <td>55909</td>\n",
       "      <td>60.36</td>\n",
       "      <td>2018-04-23T14:02:10.892Z</td>\n",
       "      <td>5271</td>\n",
       "      <td>44099</td>\n",
       "      <td>6539</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120</td>\n",
       "      <td>684.00</td>\n",
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       "    <tr>\n",
       "      <th>0ba20825bcbbd5fd6b4f812e89f2632c3182b313</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-london-43...</td>\n",
       "      <td>Man, 78, arrested over Hither Green 'burglar' ...</td>\n",
       "      <td>2018-04-04 10:16:08.368</td>\n",
       "      <td>2018-04-04 10:14:48</td>\n",
       "      <td>100900</td>\n",
       "      <td>132.18</td>\n",
       "      <td>2018-04-05T09:34:11.481Z</td>\n",
       "      <td>41029</td>\n",
       "      <td>49364</td>\n",
       "      <td>10507</td>\n",
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       "      <td>96</td>\n",
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       "    <tr>\n",
       "      <th>e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141</th>\n",
       "      <td>https://www.reuters.com/article/us-usa-biofuel...</td>\n",
       "      <td>Exclusive: U.S. EPA grants biofuels waiver to ...</td>\n",
       "      <td>2018-04-30 11:04:20.311</td>\n",
       "      <td>2018-04-30 11:02:46</td>\n",
       "      <td>59982</td>\n",
       "      <td>152.27</td>\n",
       "      <td>2018-04-30T15:30:16.669Z</td>\n",
       "      <td>7488</td>\n",
       "      <td>39088</td>\n",
       "      <td>13406</td>\n",
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       "    <tr>\n",
       "      <th>800b7219c01f879055a94d83af8387aae9aa3213</th>\n",
       "      <td>http://yournewswire.com/queen-elizabeth-bans-o...</td>\n",
       "      <td>Queen Elizabeth Bans Obamas From Royal Wedding</td>\n",
       "      <td>2018-04-15 16:54:33.316</td>\n",
       "      <td>2018-04-15 16:22:54</td>\n",
       "      <td>75033</td>\n",
       "      <td>25.45</td>\n",
       "      <td>2018-04-17T23:34:14.132Z</td>\n",
       "      <td>17465</td>\n",
       "      <td>47923</td>\n",
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       "    <tr>\n",
       "      <th>be0c99a91cade39290e46f145c9ed8bff606a225</th>\n",
       "      <td>https://www.washingtonpost.com/opinions/robert...</td>\n",
       "      <td>Robert Redford: The biggest Scott Pruitt scand...</td>\n",
       "      <td>2018-04-26 23:46:22.593</td>\n",
       "      <td>2018-04-26 23:36:59</td>\n",
       "      <td>73360</td>\n",
       "      <td>59.73</td>\n",
       "      <td>2018-04-30T01:31:09.202Z</td>\n",
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       "      <td>56113</td>\n",
       "      <td>12469</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>e641e3fdb87663c53282c8e2e5b74373a9e4f905</th>\n",
       "      <td>http://www.foxnews.com/politics/2018/04/04/oba...</td>\n",
       "      <td>Obama State Dept used taxpayer dollars to fund...</td>\n",
       "      <td>2018-04-04 21:59:16.809</td>\n",
       "      <td>2018-04-04 21:56:39</td>\n",
       "      <td>56230</td>\n",
       "      <td>70.48</td>\n",
       "      <td>2018-04-04T23:14:07.972Z</td>\n",
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       "      <td>33225</td>\n",
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       "    <tr>\n",
       "      <th>ad1282930d08eea4d6b20ac2ea99a087f593183e</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-london-43...</td>\n",
       "      <td>No further action after 'burglar' death</td>\n",
       "      <td>2018-04-06 17:25:14.934</td>\n",
       "      <td>2018-04-06 17:23:05</td>\n",
       "      <td>320098</td>\n",
       "      <td>1413.60</td>\n",
       "      <td>2018-04-06T17:59:10.398Z</td>\n",
       "      <td>42599</td>\n",
       "      <td>241401</td>\n",
       "      <td>36098</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>c2ff33a69eecfbeaafb92f967d2434a758da7bc8</th>\n",
       "      <td>https://yournewswire.com/smallville-star-sold-...</td>\n",
       "      <td>‘Smallville’ Star Confesses She Sold Children ...</td>\n",
       "      <td>2018-04-29 00:09:32.401</td>\n",
       "      <td>2018-04-29 00:07:39</td>\n",
       "      <td>276577</td>\n",
       "      <td>800.85</td>\n",
       "      <td>2018-04-30T23:04:08.422Z</td>\n",
       "      <td>93935</td>\n",
       "      <td>123872</td>\n",
       "      <td>58770</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-05-01T16:12:00.000Z</td>\n",
       "      <td>22568</td>\n",
       "      <td>865.00</td>\n",
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       "    <tr>\n",
       "      <th>2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5</th>\n",
       "      <td>http://yournewswire.com/california-brown-ban-b...</td>\n",
       "      <td>California Gov. Jerry Brown To Ban Sales Of Th...</td>\n",
       "      <td>2018-04-20 17:04:25.516</td>\n",
       "      <td>2018-04-20 16:27:56</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
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       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b     South Korea credits Trump for talks with North   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c  California Bans Parents From Pulling Kids From...   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13  READ: Full declaration of North and South Kore...   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c  Former ace Navy pilot ID’d as hero who landed ...   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e  Nasser Sultan 'moves on with a man' after spli...   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e             NSW man nearly burnt alive by barbeque   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e  Body cam shows police fatally shoot black male...   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189  China’s retaliatory tariffs will hit Trump cou...   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84  FBI seizes records related to Stormy Daniels i...   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5  Jimmy Kimmel mocks Melania Trump's accent, tro...   \n",
       "e38732e2f458927cf77118b432ba912d197770ba  Indiana abortion law signed by Mike Pence rule...   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42  Teens snort condoms then pull them through mou...   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18  Pixar's \"Coco\" Is Coming To Netflix In May, So...   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c  Roseanne defends pro-Trump Diamond and Silk af...   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd  Trump claims ‘millions and millions’ vote ille...   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe  Forty years ago, ‘Rock Lobster’ launched the c...   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59  New York to Expand Use of Doulas to Reduce Chi...   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313  Man, 78, arrested over Hither Green 'burglar' ...   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141  Exclusive: U.S. EPA grants biofuels waiver to ...   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213     Queen Elizabeth Bans Obamas From Royal Wedding   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225  Robert Redford: The biggest Scott Pruitt scand...   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905  Obama State Dept used taxpayer dollars to fund...   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e            No further action after 'burglar' death   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8  ‘Smallville’ Star Confesses She Sold Children ...   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5  California Gov. Jerry Brown To Ban Sales Of Th...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b 2018-04-26 11:55:10.250   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c 2018-04-23 16:24:28.801   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13 2018-04-27 10:13:20.763   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c 2018-04-18 05:44:09.443   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e 2018-04-08 22:31:23.503   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e 2018-04-12 01:46:20.183   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e 2018-04-18 16:34:23.675   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189 2018-04-04 18:01:16.010   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84 2018-04-09 20:34:12.849   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5 2018-04-03 16:39:16.948   \n",
       "e38732e2f458927cf77118b432ba912d197770ba 2018-04-20 20:34:29.230   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42 2018-04-02 16:59:17.583   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18 2018-04-24 14:14:07.919   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c 2018-04-11 18:24:10.969   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd 2018-04-05 19:28:14.478   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe 2018-04-06 11:04:29.589   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59 2018-04-22 22:52:15.228   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313 2018-04-04 10:16:08.368   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141 2018-04-30 11:04:20.311   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213 2018-04-15 16:54:33.316   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225 2018-04-26 23:46:22.593   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905 2018-04-04 21:59:16.809   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e 2018-04-06 17:25:14.934   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8 2018-04-29 00:09:32.401   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5 2018-04-20 17:04:25.516   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b 2018-04-26 11:49:17          488344   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c 2018-04-23 15:22:43          115948   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13 2018-04-27 10:10:33           97886   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c 2018-04-18 05:37:56          186147   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e 2018-04-08 22:26:54          118419   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e 2018-04-12 01:42:16          113588   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e 2018-04-18 16:31:01           91087   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189 2018-04-04 17:56:19          110272   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84 2018-04-09 20:27:56          102076   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5 2018-04-03 16:26:39          101329   \n",
       "e38732e2f458927cf77118b432ba912d197770ba 2018-04-20 20:30:33          141991   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42 2018-04-02 16:51:40          103517   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18 2018-04-24 14:09:14          100220   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c 2018-04-11 17:21:34           68570   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd 2018-04-05 19:11:23           58822   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe 2018-04-06 11:00:24           72671   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59 2018-04-22 22:51:09           55909   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313 2018-04-04 10:14:48          100900   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141 2018-04-30 11:02:46           59982   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213 2018-04-15 16:22:54           75033   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225 2018-04-26 23:36:59           73360   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905 2018-04-04 21:56:39           56230   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e 2018-04-06 17:23:05          320098   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8 2018-04-29 00:07:39          276577   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5 2018-04-20 16:27:56          552344   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b                      539.73   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c                       67.65   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13                      204.93   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c                      651.87   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e                      215.18   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e                      443.69   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e                       31.41   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189                       84.71   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84                      327.17   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5                      199.70   \n",
       "e38732e2f458927cf77118b432ba912d197770ba                      105.32   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42                      545.63   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18                      340.67   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c                     1257.53   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd                       40.83   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe                      397.24   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59                       60.36   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313                      132.18   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141                      152.27   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213                       25.45   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225                       59.73   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905                       70.48   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e                     1413.60   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8                      800.85   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5                      422.89   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b        2018-04-27T17:04:09.730Z   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c        2018-04-26T22:37:11.361Z   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13        2018-04-28T09:06:07.845Z   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c        2018-04-18T14:11:11.142Z   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e        2018-04-09T03:34:08.228Z   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e        2018-04-12T15:07:10.107Z   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e        2018-04-26T13:51:12.301Z   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189        2018-04-05T02:17:11.648Z   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84        2018-04-09T22:32:12.679Z   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5        2018-04-03T19:28:07.769Z   \n",
       "e38732e2f458927cf77118b432ba912d197770ba        2018-04-21T15:17:16.755Z   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42        2018-04-03T05:03:10.892Z   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18        2018-04-24T18:46:10.985Z   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c        2018-04-12T01:11:16.004Z   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd        2018-04-06T00:32:04.144Z   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe        2018-04-06T23:06:09.762Z   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59        2018-04-23T14:02:10.892Z   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313        2018-04-05T09:34:11.481Z   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141        2018-04-30T15:30:16.669Z   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213        2018-04-17T23:34:14.132Z   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225        2018-04-30T01:31:09.202Z   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905        2018-04-04T23:14:07.972Z   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e        2018-04-06T17:59:10.398Z   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8        2018-04-30T23:04:08.422Z   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5        2018-04-22T07:05:08.991Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b        78939        344837   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c        43498         54777   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13        16821         68860   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c         8710        157521   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e       101766         14833   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e        25066         61963   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e        23820         40915   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189        31539         59270   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84        25888         63815   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5        41034         54055   \n",
       "e38732e2f458927cf77118b432ba912d197770ba        13900        114761   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42        49901         40170   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18        19390         74627   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c         2981         63390   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd        23824         27390   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe         9873         56191   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59         5271         44099   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313        41029         49364   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141         7488         39088   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213        17465         47923   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225         4778         56113   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905         8452         33225   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e        42599        241401   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8        93935        123872   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5       259819        208358   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b      64568     ...       \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c      17673     ...       \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13      12205     ...       \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c      19916     ...       \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e       1820     ...       \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e      26559     ...       \n",
       "e0db1773b7e34469b8624958df28c93997f5048e      26352     ...       \n",
       "02d16220f444d881aac0dff48bd84c204edeb189      19463     ...       \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84      12373     ...       \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5       6240     ...       \n",
       "e38732e2f458927cf77118b432ba912d197770ba      13330     ...       \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42      13446     ...       \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18       6203     ...       \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c       2199     ...       \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd       7608     ...       \n",
       "2e57f337f489f4a986044c55a13684946df9fabe       6607     ...       \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59       6539     ...       \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313      10507     ...       \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141      13406     ...       \n",
       "800b7219c01f879055a94d83af8387aae9aa3213       9645     ...       \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225      12469     ...       \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905      14553     ...       \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e      36098     ...       \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8      58770     ...       \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5      84167     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b                       NaN        105   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c                       NaN      22568   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13                       NaN        105   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c                       NaN        285   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e                       NaN        158   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e                       NaN        158   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e                       NaN        158   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189                       NaN        191   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84                       NaN        191   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5                       NaN        285   \n",
       "e38732e2f458927cf77118b432ba912d197770ba                       NaN        105   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42                       NaN        285   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18                       NaN        147   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c                       NaN        285   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd                       NaN        191   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe                       NaN        191   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59                       NaN        120   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313                       NaN         96   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141                       NaN        497   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213                       NaN      22568   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225                       NaN        191   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905                       NaN        285   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e                       NaN         96   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8  2018-05-01T16:12:00.000Z      22568   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5  2018-04-21T19:52:56.000Z      22568   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b      443.00           50.00   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c      765.00           50.00   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13     1144.00           49.00   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c      412.00           50.00   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e      424.00           50.00   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e      206.00           50.00   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e      699.00           49.00   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189      328.00           50.00   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84      145.00           49.00   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5      564.00           49.00   \n",
       "e38732e2f458927cf77118b432ba912d197770ba      367.00           50.00   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42      395.00           49.00   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18         nan           49.00   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c      411.00           47.00   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd         nan           46.00   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe      982.00           47.00   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59      684.00           46.00   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313      140.00           49.00   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141         nan           46.00   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213     1146.00           47.00   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225      608.00           47.00   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905      802.00           46.00   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e       68.00           50.00   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8      865.00           50.00   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5      437.00           50.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b        0.00         1.00   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c        0.00         1.00   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13        0.00         0.00   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c        0.00         1.00   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e        0.00         1.00   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e        0.00         1.00   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e        0.00         0.00   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189        0.00         1.00   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84        0.00         1.00   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5        0.00         1.00   \n",
       "e38732e2f458927cf77118b432ba912d197770ba        0.00         2.00   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42        0.00         2.00   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18        0.00         2.00   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c        0.00         1.00   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd        0.00         0.00   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe        0.00         1.00   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59        0.00         0.00   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313        0.00         3.00   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141        0.00         0.00   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213        0.00         1.00   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225        0.00         2.00   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905        0.00         1.00   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e        0.00         5.00   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8        0.00         1.00   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5        0.00         1.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b                      0.00   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c                      0.00   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13                      0.00   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c                      0.00   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e                      0.00   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e                      0.00   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e                      0.00   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189                      0.00   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84                      0.00   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5                      0.00   \n",
       "e38732e2f458927cf77118b432ba912d197770ba                      0.00   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42                      0.00   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18                      0.00   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c                      0.00   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd                      0.00   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe                      0.00   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59                      0.00   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313                      0.00   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141                      0.00   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213                      0.00   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225                      0.00   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905                      0.00   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e                      0.00   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8                      4.00   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5                      4.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b            1.00            51.00   \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c            1.00            51.00   \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13            0.00            49.00   \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c            1.00            51.00   \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e            1.00            51.00   \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e            1.00            51.00   \n",
       "e0db1773b7e34469b8624958df28c93997f5048e            0.00            49.00   \n",
       "02d16220f444d881aac0dff48bd84c204edeb189            1.00            51.00   \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84            1.00            50.00   \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5            1.00            50.00   \n",
       "e38732e2f458927cf77118b432ba912d197770ba            2.00            52.00   \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42            2.00            51.00   \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18            2.00            51.00   \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c            1.00            48.00   \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd            0.00            46.00   \n",
       "2e57f337f489f4a986044c55a13684946df9fabe            1.00            48.00   \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59            0.00            46.00   \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313            3.00            52.00   \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141            0.00            46.00   \n",
       "800b7219c01f879055a94d83af8387aae9aa3213            1.00            48.00   \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225            2.00            49.00   \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905            1.00            47.00   \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e            5.00            55.00   \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8            5.00            55.00   \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5            5.00            55.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "98e23165dce61669ac8bc420f87cb39d5682f90b      -49.00  \n",
       "697c0030f63bf62fbaf47e740a04af8b45a51f0c      -49.00  \n",
       "d475a7270eadc9e9b419abc63a59e54478399d13      -49.00  \n",
       "c46c58ebe5cb89d87b3b3e734d799f697e8de70c      -49.00  \n",
       "42c82ece9cb64042cbed2d151e3d0aa5d43c608e      -49.00  \n",
       "f56a0d6c345e8f99deeb019ba69a335ef193f54e      -49.00  \n",
       "e0db1773b7e34469b8624958df28c93997f5048e      -49.00  \n",
       "02d16220f444d881aac0dff48bd84c204edeb189      -49.00  \n",
       "fa16823eda18f3c7cd15c117d53c7c6504736c84      -48.00  \n",
       "6ed8d0b4c37eed6ca2a44109c5b1c2bf160370a5      -48.00  \n",
       "e38732e2f458927cf77118b432ba912d197770ba      -48.00  \n",
       "5779932dc4708265140b6f5c57d63e553b1a2a42      -47.00  \n",
       "1884d5b8859e0dd1c2c252c4a5cbb3e416a96f18      -47.00  \n",
       "574b18606f4757686e9ee04a479a85f3abb0982c      -46.00  \n",
       "ee874f553d5fdf610abf75e9e100d40dd7a1dbcd      -46.00  \n",
       "2e57f337f489f4a986044c55a13684946df9fabe      -46.00  \n",
       "2d671f7213cf85d0a97ca1db26c60b805740fa59      -46.00  \n",
       "0ba20825bcbbd5fd6b4f812e89f2632c3182b313      -46.00  \n",
       "e7ce2eb7d78463c80e6747eb0f961e2bb8e5b141      -46.00  \n",
       "800b7219c01f879055a94d83af8387aae9aa3213      -46.00  \n",
       "be0c99a91cade39290e46f145c9ed8bff606a225      -45.00  \n",
       "e641e3fdb87663c53282c8e2e5b74373a9e4f905      -45.00  \n",
       "ad1282930d08eea4d6b20ac2ea99a087f593183e      -45.00  \n",
       "c2ff33a69eecfbeaafb92f967d2434a758da7bc8      -45.00  \n",
       "2d9b8a4b0d7b4055b3f2d416f1f87d264d7f61a5      -45.00  \n",
       "\n",
       "[25 rows x 27 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# high response but not promoted\n",
    "data.sort_values(\"score_diff\", ascending=True).head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write that data to a file. Note that the scores here are provisional for two reasons:\n",
    "1. they should be using a rolling-month based on the article publication date to calculate medians/min/max etc, whereas in this workbook we as just using values for the month of May\n",
    "2. for analysis, we've rounded the numbers; we don't expect to do that for the actual scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.to_csv(\"articles_with_provisional_scores_\" + date_filename + \".csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The attention index of an article is comprised of four components:\n",
    "\n",
    "- *lead score* (max 20 points) based on how long an article was the lead story on the publisher's home page, scaled by the traffic to that publisher\n",
    "- *front score* (max 15 points) based on how long an article was present on the publisher's home page, scaled by traffic to that publisher\n",
    "- *Facebook promotion score* (max 15 points) based on whether the article was promoted to the publisher's Facebook brand page, scaled by the reach of that brand page\n",
    "- *response score* (max 50 points) based on the number of Facebook engagements the article received, relative to other articles\n",
    "\n",
    "Or, in other words:\n",
    "\n",
    "\\begin{align}\n",
    "attentionIndex_a &= leadScore_a + frontScore_a + facebookPromotionScore_a + responseScore_a \\\\\n",
    "leadScore_a &= 20 \\cdot \\left(\\frac{\\min(minsAsLead_a, 60)}{alexaRank_a}\\right) \\cdot \\left( \\frac{\\min(alexaRank)}{60} \\right) \\\\\n",
    "frontScore_a &= \n",
    "15 \\cdot\n",
    "\\left(\\frac{\\min(minsOnFront_a, 1440)}{alexaRank_a \\cdot numArticlesOnFront_a}\\right) \\cdot\n",
    "\\left( \\frac{\\min(alexaRank \\cdot numArticlesOnFront)}{1440} \\right) \\\\\n",
    "facebookPromotion_a &= \n",
    "\\begin{cases}\n",
    " 0 \\text{ if not shared on brand page }\\\\\n",
    "   15 \\cdot \\frac{\\log(brandPageLikes_a) - \\log(\\min(brandPageLikes))}{\\log(\\max(brandPageLikes)) - \\log(\\min(brandPageLikes))}  \\text{ otherwise }\n",
    "\\end{cases}   \n",
    "\\\\\n",
    "responseScore_a &= \n",
    "\\begin{cases} \n",
    "   0 \\text{ if } engagements_a = 0 \\\\\n",
    "   50 \\cdot \n",
    "   \\frac{\\log(\\min(engagements_a,limit) + median(engagements)) - \\log(1 + median(engagements))}\n",
    "   {\\log(limit + median(engagements)) - \\log(1 + median(engagements))} \\text{ if } engagements_a > 0\n",
    "\\end{cases} \\\\\n",
    "\\end{align} "
   ]
  }
 ],
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