data/attention-index-march-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 = \"2018-03-01_2018-03-31\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>https://www.thetimes.co.uk/article/national-ge...</td>\n",
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       "      <td>270.0</td>\n",
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       "      <td>https://www.thetimes.co.uk/article/skive-off-s...</td>\n",
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       "      <td>https://www.thetimes.co.uk/article/pop-review-...</td>\n",
       "      <td>Pop review: Yonaka at the Garage, N5</td>\n",
       "      <td>2018-03-01 17:05:18.708</td>\n",
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       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "4296661b7ec493a798bf313f1133cd1176052f30  https://www.thetimes.co.uk/article/national-ge...   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e  https://www.thetimes.co.uk/article/child-safet...   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5  https://www.thetimes.co.uk/article/mosley-must...   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37  https://www.thetimes.co.uk/article/skive-off-s...   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1  https://www.thetimes.co.uk/article/pop-review-...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "4296661b7ec493a798bf313f1133cd1176052f30  National Geographic Traveller reveals photo co...   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e  Child safety fears over director at charity fo...   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5          Mosley must face up to his poisonous past   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37  Skive off school and enjoy sledging, says head...   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1               Pop review: Yonaka at the Garage, N5   \n",
       "\n",
       "                                                      discovered  published  \\\n",
       "id                                                                            \n",
       "4296661b7ec493a798bf313f1133cd1176052f30 2018-03-01 02:44:05.240 2018-03-01   \n",
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       "19b8c2e31074fa50f06010b8f00a9899994baea1 2018-03-01 17:05:18.708 2018-03-01   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "4296661b7ec493a798bf313f1133cd1176052f30               4   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e               4   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5              25   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37              67   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1             128   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "4296661b7ec493a798bf313f1133cd1176052f30                    0.032796   \n",
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       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "4296661b7ec493a798bf313f1133cd1176052f30        2018-03-01T23:14:09.837Z   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e        2018-03-01T13:33:06.906Z   \n",
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       "19b8c2e31074fa50f06010b8f00a9899994baea1        2018-03-01T21:21:14.439Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "4296661b7ec493a798bf313f1133cd1176052f30            0             1   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e            0             1   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5            4             3   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37           17            37   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1            9           115   \n",
       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "4296661b7ec493a798bf313f1133cd1176052f30          3      The Times   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e          3      The Times   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5         18      The Times   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37         13      The Times   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1          4      The Times   \n",
       "\n",
       "                                            publisher_id  mins_as_lead  \\\n",
       "id                                                                       \n",
       "4296661b7ec493a798bf313f1133cd1176052f30  thetimes_co_uk             0   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e  thetimes_co_uk             0   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5  thetimes_co_uk             0   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37  thetimes_co_uk             0   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1  thetimes_co_uk             0   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "4296661b7ec493a798bf313f1133cd1176052f30           1280   \n",
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       "19b8c2e31074fa50f06010b8f00a9899994baea1           1855   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "4296661b7ec493a798bf313f1133cd1176052f30                  282.0   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e                  270.0   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5                  270.0   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37                  270.0   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1                  332.0   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "4296661b7ec493a798bf313f1133cd1176052f30          False                  NaN   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e          False                  NaN   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5          False                  NaN   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37          False                  NaN   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1          False                  NaN   \n",
       "\n",
       "                                         fb_brand_page_time  alexa_rank  \\\n",
       "id                                                                        \n",
       "4296661b7ec493a798bf313f1133cd1176052f30                NaN        6435   \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e                NaN        6435   \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5                NaN        6435   \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37                NaN        6435   \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1                NaN        6435   \n",
       "\n",
       "                                          word_count  \n",
       "id                                                    \n",
       "4296661b7ec493a798bf313f1133cd1176052f30         NaN  \n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e       125.0  \n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5       125.0  \n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37       125.0  \n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1       126.0  "
      ]
     },
     "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    146484.00\n",
       "mean       1519.93\n",
       "std       15132.24\n",
       "min           0.00\n",
       "50%          25.00\n",
       "75%         258.00\n",
       "90%        1597.00\n",
       "95%        4350.85\n",
       "99%       27468.06\n",
       "99.5%     51204.43\n",
       "99.9%    164145.49\n",
       "max     2915056.00\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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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047</th>\n",
       "      <td>https://www.theguardian.com/science/2018/mar/1...</td>\n",
       "      <td>Stephen Hawking: modern cosmology's brightest ...</td>\n",
       "      <td>2018-03-14 03:49:11.754</td>\n",
       "      <td>2018-03-14 03:46:33</td>\n",
       "      <td>2915056</td>\n",
       "      <td>203793.62</td>\n",
       "      <td>2018-03-14T14:30:08.370Z</td>\n",
       "      <td>195155</td>\n",
       "      <td>2321470</td>\n",
       "      <td>398431</td>\n",
       "      <td>The Guardian</td>\n",
       "      <td>theguardian_com</td>\n",
       "      <td>519</td>\n",
       "      <td>1259</td>\n",
       "      <td>107.00</td>\n",
       "      <td>True</td>\n",
       "      <td>7925040.00</td>\n",
       "      <td>2018-03-14T03:49:46.000Z</td>\n",
       "      <td>142</td>\n",
       "      <td>2007.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3a34a2b4590e487def08b1918783a5d8dd39f73a</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-43396008</td>\n",
       "      <td>Physicist Stephen Hawking dies aged 76</td>\n",
       "      <td>2018-03-14 03:49:13.874</td>\n",
       "      <td>2018-03-14 03:47:02</td>\n",
       "      <td>2016997</td>\n",
       "      <td>8610.41</td>\n",
       "      <td>2018-03-14T04:12:06.080Z</td>\n",
       "      <td>141418</td>\n",
       "      <td>1517206</td>\n",
       "      <td>358373</td>\n",
       "      <td>BBC</td>\n",
       "      <td>bbc_co_uk</td>\n",
       "      <td>545</td>\n",
       "      <td>1837</td>\n",
       "      <td>59.00</td>\n",
       "      <td>True</td>\n",
       "      <td>46116240.00</td>\n",
       "      <td>2018-03-14T03:50:08.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>66.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047  https://www.theguardian.com/science/2018/mar/1...   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a              http://www.bbc.co.uk/news/uk-43396008   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047  Stephen Hawking: modern cosmology's brightest ...   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a             Physicist Stephen Hawking dies aged 76   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047 2018-03-14 03:49:11.754   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a 2018-03-14 03:49:13.874   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047 2018-03-14 03:46:33         2915056   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a 2018-03-14 03:47:02         2016997   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047                   203793.62   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a                     8610.41   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047        2018-03-14T14:30:08.370Z   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a        2018-03-14T04:12:06.080Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047       195155       2321470   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a       141418       1517206   \n",
       "\n",
       "                                          fb_shares publisher_name  \\\n",
       "id                                                                   \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047     398431   The Guardian   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a     358373            BBC   \n",
       "\n",
       "                                             publisher_id  mins_as_lead  \\\n",
       "id                                                                        \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047  theguardian_com           519   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a        bbc_co_uk           545   \n",
       "\n",
       "                                          mins_on_front  \\\n",
       "id                                                        \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047           1259   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a           1837   \n",
       "\n",
       "                                          num_articles_on_front  \\\n",
       "id                                                                \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047                 107.00   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a                  59.00   \n",
       "\n",
       "                                          fb_brand_page  fb_brand_page_likes  \\\n",
       "id                                                                             \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047           True           7925040.00   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a           True          46116240.00   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047  2018-03-14T03:49:46.000Z   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a  2018-03-14T03:50:08.000Z   \n",
       "\n",
       "                                          alexa_rank  word_count  \n",
       "id                                                                \n",
       "b8a75ce80f2c523e6ba16bb3b6439bdf8c37b047         142     2007.00  \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a          96       66.00  "
      ]
     },
     "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": [
    "Key publishers stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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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>38</td>\n",
       "      <td>78751</td>\n",
       "      <td>1665.50</td>\n",
       "      <td>2072.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bbc_co_uk</th>\n",
       "      <td>11963</td>\n",
       "      <td>11962778</td>\n",
       "      <td>35.00</td>\n",
       "      <td>999.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>breitbart_com</th>\n",
       "      <td>2737</td>\n",
       "      <td>7662297</td>\n",
       "      <td>173.00</td>\n",
       "      <td>2799.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brexitcentral_com</th>\n",
       "      <td>66</td>\n",
       "      <td>36151</td>\n",
       "      <td>260.50</td>\n",
       "      <td>547.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>buzzfeed_com</th>\n",
       "      <td>1452</td>\n",
       "      <td>4494915</td>\n",
       "      <td>177.50</td>\n",
       "      <td>3095.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>4368</td>\n",
       "      <td>34823949</td>\n",
       "      <td>589.50</td>\n",
       "      <td>7972.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dailymail_co_uk</th>\n",
       "      <td>25800</td>\n",
       "      <td>16802567</td>\n",
       "      <td>19.00</td>\n",
       "      <td>651.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>579</td>\n",
       "      <td>170498</td>\n",
       "      <td>35.00</td>\n",
       "      <td>294.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>82</td>\n",
       "      <td>342679</td>\n",
       "      <td>2473.50</td>\n",
       "      <td>4179.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>5340</td>\n",
       "      <td>21348445</td>\n",
       "      <td>98.00</td>\n",
       "      <td>3997.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_com</th>\n",
       "      <td>4913</td>\n",
       "      <td>362496</td>\n",
       "      <td>4.00</td>\n",
       "      <td>73.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>2564</td>\n",
       "      <td>18008340</td>\n",
       "      <td>849.00</td>\n",
       "      <td>7023.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>independent_co_uk</th>\n",
       "      <td>5590</td>\n",
       "      <td>4788850</td>\n",
       "      <td>28.00</td>\n",
       "      <td>856.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>indy100_com</th>\n",
       "      <td>471</td>\n",
       "      <td>515637</td>\n",
       "      <td>101.00</td>\n",
       "      <td>1094.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>4229</td>\n",
       "      <td>2780672</td>\n",
       "      <td>65.00</td>\n",
       "      <td>657.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>165</td>\n",
       "      <td>3072</td>\n",
       "      <td>11.00</td>\n",
       "      <td>18.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>10148</td>\n",
       "      <td>5902958</td>\n",
       "      <td>28.00</td>\n",
       "      <td>581.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>2017</td>\n",
       "      <td>10900196</td>\n",
       "      <td>447.00</td>\n",
       "      <td>5404.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>newstatesman_com</th>\n",
       "      <td>489</td>\n",
       "      <td>95347</td>\n",
       "      <td>23.00</td>\n",
       "      <td>194.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>1661</td>\n",
       "      <td>12637764</td>\n",
       "      <td>663.00</td>\n",
       "      <td>7608.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>5016</td>\n",
       "      <td>25629208</td>\n",
       "      <td>225.00</td>\n",
       "      <td>5109.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>order-order_com</th>\n",
       "      <td>264</td>\n",
       "      <td>93065</td>\n",
       "      <td>170.50</td>\n",
       "      <td>352.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>43</td>\n",
       "      <td>50915</td>\n",
       "      <td>341.00</td>\n",
       "      <td>1184.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>6679</td>\n",
       "      <td>3915748</td>\n",
       "      <td>15.00</td>\n",
       "      <td>586.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2322</td>\n",
       "      <td>2359592</td>\n",
       "      <td>353.00</td>\n",
       "      <td>1016.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skwawkbox_org</th>\n",
       "      <td>124</td>\n",
       "      <td>306273</td>\n",
       "      <td>278.50</td>\n",
       "      <td>2469.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>4501</td>\n",
       "      <td>1448183</td>\n",
       "      <td>25.00</td>\n",
       "      <td>321.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>258</td>\n",
       "      <td>358003</td>\n",
       "      <td>453.50</td>\n",
       "      <td>1387.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theguardian_com</th>\n",
       "      <td>8409</td>\n",
       "      <td>13987337</td>\n",
       "      <td>124.00</td>\n",
       "      <td>1663.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>9760</td>\n",
       "      <td>405336</td>\n",
       "      <td>1.00</td>\n",
       "      <td>41.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>washingtonpost_com</th>\n",
       "      <td>23764</td>\n",
       "      <td>19059313</td>\n",
       "      <td>0.00</td>\n",
       "      <td>802.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>westmonster_com</th>\n",
       "      <td>255</td>\n",
       "      <td>292326</td>\n",
       "      <td>44.00</td>\n",
       "      <td>1146.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yournewswire_com</th>\n",
       "      <td>417</td>\n",
       "      <td>1022159</td>\n",
       "      <td>58.00</td>\n",
       "      <td>2451.22</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     38          78751 1665.50 2072.39\n",
       "bbc_co_uk                         11963       11962778   35.00  999.98\n",
       "breitbart_com                      2737        7662297  173.00 2799.52\n",
       "brexitcentral_com                    66          36151  260.50  547.74\n",
       "buzzfeed_com                       1452        4494915  177.50 3095.67\n",
       "cnn_com                            4368       34823949  589.50 7972.52\n",
       "dailymail_co_uk                   25800       16802567   19.00  651.26\n",
       "economist_com                       579         170498   35.00  294.47\n",
       "evolvepolitics_com                   82         342679 2473.50 4179.01\n",
       "foxnews_com                        5340       21348445   98.00 3997.84\n",
       "ft_com                             4913         362496    4.00   73.78\n",
       "huffingtonpost_com                 2564       18008340  849.00 7023.53\n",
       "independent_co_uk                  5590        4788850   28.00  856.68\n",
       "indy100_com                         471         515637  101.00 1094.77\n",
       "lemonde_fr                         4229        2780672   65.00  657.52\n",
       "libdemvoice_org                     165           3072   11.00   18.62\n",
       "mirror_co_uk                      10148        5902958   28.00  581.69\n",
       "nbcnews_com                        2017       10900196  447.00 5404.16\n",
       "newstatesman_com                    489          95347   23.00  194.98\n",
       "npr_org                            1661       12637764  663.00 7608.53\n",
       "nytimes_com                        5016       25629208  225.00 5109.49\n",
       "order-order_com                     264          93065  170.50  352.52\n",
       "propublica_org                       43          50915  341.00 1184.07\n",
       "reuters_com                        6679        3915748   15.00  586.28\n",
       "rt_com                             2322        2359592  353.00 1016.19\n",
       "skwawkbox_org                       124         306273  278.50 2469.94\n",
       "telegraph_co_uk                    4501        1448183   25.00  321.75\n",
       "thecanary_co                        258         358003  453.50 1387.61\n",
       "theguardian_com                    8409       13987337  124.00 1663.38\n",
       "thetimes_co_uk                     9760         405336    1.00   41.53\n",
       "washingtonpost_com                23764       19059313    0.00  802.02\n",
       "westmonster_com                     255         292326   44.00 1146.38\n",
       "yournewswire_com                    417        1022159   58.00 2451.22"
      ]
     },
     "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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8yI8/2sooLm175EiWfRa8QYOGNGgwmNmzU9i7dxcZGbZvyYqLL3L27FkAWrRo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\nfgDUwpfyxbYdOgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112c30b00>"
      ]
     },
     "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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AgJuiZw/OINmrA32eXWX/+dfgE5KkYdPXO3z9ogndaj0mAFJMerQkaVsSCycAAPB+vkYH\nAAAAAOD8gtIs9r49oLqo7AEwjfRey4wOAQCAaqFnD84g2QNgGpENoxweS48EAADwdGzjBGAaaTkW\npeVYjA4DAADAJUj2AJhGdkGmsgsyHRpLjwQAAPB0bOMEYBr9mg9weCw9EgAAwNOR7AEwjZTOFqND\nAAAAcBm2cQIwjfzCPOUX5hkdBgAAgEtQ2QNgGklrEyRxqDoAADAHKnsAAAAA4IWo7AEwjepU9Dhn\nDwDgDliP4AwqewAAAADghUj2AJhG4pqBSlwz0KGxnLMHAHAHrEdwBskeANPYUbRdO4q2OzQ2IDvT\nftYeAABGYT2CM+jZA2AayZ1SjQ4BAIBqoWcPziDZA2Aa/VsOMjoEAAAAl2EbJwDTyNq1XFm7lhsd\nBgAADqNnD86gsgfANKbmTpFEhQ8A4Dkq+/VKUyzGBgKPRLIHwDRah7dxeCw9EgAAwNOR7AEwjSW9\nM4wOAQAAwGXo2QOA86BHAgAAeDqSPQCmEZMerZj0aIfGcq4RAADwdCR7AAAAAOCF6NkDYBrpvZYZ\nHQIAAIDLkOwBMI3IhlFGhwAAAOAybOMEYBppORal5ViMDgMAAMAlqOwBMI3sgrM3XEnpbLnkWM7Z\nAwC4A9YjOINkD4Bp9Gs+wOgQAAAAXIZkD4BpOFLRq1R5xl5piuPXAABQ21iP4Ax69gCYRn5hnvIL\n8xwayzl7AAB3wHoEZ1DZA2AaSWsTJEnbkuh/AAB4Bnr24AwqewAAAADghajsATANKnoAAE9Dzx6c\nQWUPAAAAcFP07MEZVPYAmEbimoGSpCW9My45lh4JAADg6Uj2AJjGjqLtRocAAADgMiR7AEwjuVOq\nw2PpkQAAAJ6OZA+AafRvOcjhsZX9ESR7AADAU3GDFgCmkbVrubJ2LTc6DAAAAJegsgfANKbmTpFU\nvQofAACApyLZA2AarcPbGB0CAACAy5DsATANR45cAAAA8BYkewBwHpyzBwBwB6xHcAY3aAFgGjHp\n0YpJjzY6DAAAAJcg2QOA8whKs9jP2gMAwCisR3AG2zgBmEZ6r2UOj+WcPQCAO2A9gjNI9gCYRmTD\nKKNDAACgWujZgzPYxgnANNJyLErLsRgdBgAAgEuQ7AEwjeyCTGUXZBodBgAADqNnD85gGycA0+jX\nfIDRIQAAUC307MEZJHsATCOls8XhsfRIAAAAT8c2TgCmkV+Yp/zCPKPDAAAAcAkqewBMI2ltgiRp\nW9Klq3aV/RFsmwEAAJ6Kyh4AnEdAdqa9TwIAAMATUdkDYBqOVPQAAAC8BZU9AAAAAPBCNarslZeX\na8KECdq/f798fX31wgsvyN/fXxMmTJCPj49atGihSZMmydfXV3PnztWGDRvk7++v5ORktWvXTrt3\n73Z4LADUlsQ1AyVJS3pnGBwJAABA3atRsvfZZ5/pzJkzWrp0qTZv3qw5c+aovLxco0aNUqdOnZSa\nmqp169apcePG2rp1qzIyMnTw4EE9+eSTysrK0rRp0xweCwC1ZUfRdqNDAAAAcJkaJXtNmzZVRUWF\nrFarSkpK5O/vr6+//lodO3aUJMXHx2vz5s1q2rSp4uLi5OPjo8aNG6uiokJFRUXKy8tzeGx4ePgF\n4wgLC5S/v19NPoJbi4gIMToEeADmSfVN7z5NkoPf3Z7dZ8fWZUBujPmFusT8Ql3yuvll8vXI3Xja\n/KpRshcYGKj9+/erZ8+eOnLkiN544w198cUX8vHxkSQFBQWpuLhYJSUlCg0NtV9X+bjNZnN47MWS\nvSNHymoSvts7fLjY6BDg5iIiQpgnNdD9yj6S+Bu7FOYX6hLzC3WJ+YW65K7z62IJaI2Svbfffltx\ncXF69tlndfDgQQ0ZMkTl5eX250tLS9WgQQMFBwertLS0yuMhISHy9fV1eCwA1JasXcslSf1bDrrk\nWM7ZAwC4A9YjOKNGd+Ns0KCBPRG7/PLLdebMGUVGRio3N1eStHHjRsXGxqpDhw7atGmTrFarDhw4\nIKvVqvDw8GqNBYDaMjV3iqbmTnFoLOfsAQDcAesRnFGjyt7QoUOVnJys+++/X+Xl5Ro9erSio6M1\nceJEzZ49W82aNVOPHj3k5+en2NhYJSQkyGq1KjU1VZI0fvx4h8cCQG1pHd7G6BAAAKiWom2cEYua\n87HZbDajg6gpd9wzK0nDpq+3/7wu+FFJ0m0lCxy+ftGEbrUeE7yLu+4Z9ybhMdGSzLnIMr9Ql5hf\nqEvML9Qld51fF+vZ41B1AAAAwE0FpVnsfXtAdZHsATCNmPRoxaRHGx0GAAAOo2cPzqhRzx4AeDsz\nbt8EAADehWQPgGmk91pmdAgAAAAuQ7IHwDQiG0Y5PJZzjQAAgKejZw+AaaTlWJSWY3FoLD0SAADA\n05HsATCN7IJMZReQwAEAAHNgGycA0+jXfIDRIQAAALgMyR4A00jpbDE6BAAAAJdhGycA08gvzFN+\nYZ7RYQAAALgElT0AppG0NkGStC3p0mfocc4eAMAdsB7BGVT2AAAAAMALUdkDYBqOVPQqcc4eAMAd\nsB7BGVT2AOA8OGcPAOAOWI/gDCp7AEwjcc1ASdKS3hkGRwIAgGPo2YMzSPYAmMaOou1GhwAAAOAy\nJHsATCO5U6rRIQAAUC307MEZJHsATKN/y0FGhwAAQLVU9uuR7KEmSPYAmEbWruWSHEv66JEAAACe\njmQPgGlMzZ0iiQofAAAwB5I9AKbROryNw2PpkQAAAJ6OZA+AaVTnyAV6JAAAgKfjUHUAAAAA8EIk\newBMIyY9WjHp0UaHAQAA4BIkewAAAADghejZA2Aa6b2WGR0CAACAy5DsATCNyIZRDo/lnD0AgDtg\nPYIz2MYJwDTScixKy7EYHQYAAIBLkOwBMI3sgkxlF2Q6NDYozWI/aw8AAKOwHsEZbOMEYBr9mg9w\neCzn7AEA3AHrEZxBsgfANFI6W4wOAQCAaqFnD85gGycA08gvzFN+YZ7RYQAAALgElT0AppG0NkGS\ntC2JfyUFAHiGyn49tnGiJqjsAQAAAG4qIDvT3rcHVBeVPQCmUZ2KHj0SAADA01HZAwAAAAAvRLIH\nwDQS1wxU4pqBDo3lXCMAAODp2MYJwDR2FG13eCznGgEAAE9HsgfANJI7pRodAgAAgMuQ7AEwjf4t\nBxkdAgAAgMvQswfANLJ2LVfWruVGhwEAAOASVPYAmMbU3CmSqPABAABzINkDYBqtw9s4PJZz9gAA\n7oD1CM4g2QNgGkt6ZxgdAgAAgMvQswcA58E5ewAAd8B6BGeQ7AEwjZj0aMWkRzs0NiA7037WHgAA\nRmE9gjPYxgkAAAC4KXr24AySPQCmkd5rmdEhAAAAuAzJHgDTiGwYZXQIAABUS2W/XmmKxcgw4KHo\n2QNgGmk5FqXlWIwOAwAAh9GzB2dQ2QNgGtkFZxfLlM6WS46lRwIAAHg6kj0AptGv+QCjQwAAAHAZ\nkj0ApuFIRa8SPRIAAMDT0bMHwDTyC/OUX5jn0Fh6JAAAgKejsgfANJLWJkiStiXRjwcAALwflT0A\nAAAA8EJU9gCYBhU9AABgJlT2AAAAAMALUdkDYBqJawZKkpb0zrjkWM7ZAwC4A9YjOINkD4Bp7Cja\nbnQIAAAALkOyB8A0kjulOjyWc/YAAO6A9QjOINkDYBr9Ww5yeGzlGXssrgAAI7EewRkkewBMI2vX\ncknVS/oAADASPXtwBskeANOYmjtFEskeAAAwB5I9AKbROryN0SEAAFAt9OzBGSR7AEzDkSMXAABw\nJ/TswRkkewBwHvRIAAAAT+drdAAA4Cox6dGKSY82OgwAAACXqHFl780339T69etVXl6u++67Tx07\ndtSECRPk4+OjFi1aaNKkSfL19dXcuXO1YcMG+fv7Kzk5We3atdPu3bsdHgsARqBHAgAAeLoaVfZy\nc3P11Vdf6f3331d6erp+/vlnTZs2TaNGjdJ7770nm82mdevWKS8vT1u3blVGRoZmz56tyZMnS1K1\nxgJAbUnvtUzpvZY5NDYgO9PeJwEAAOCJalTZ27Rpk1q2bKknnnhCJSUlGjdunJYvX66OHTtKkuLj\n47V582Y1bdpUcXFx8vHxUePGjVVRUaGioiLl5eU5PDY8PPyCcYSFBcrf368mH8GtRUSEGB0CPADz\npPq6Rtzk+GBfH0nm/Z7N+rnhGswv1CWvm18mX4/cjaf9d6hRsnfkyBEdOHBAb7zxhvbt26cRI0bI\nZrPJx+fsZAwKClJxcbFKSkoUGhpqv67y8eqMvViyd+RIWU3Cd3uHDxcbHQLcXERECPOkBtJyLJKk\nlM6WS44Nt9okSUUm/J6ZX6hLzC/UJW+cX2Zej9yNu86viyWgNdrGGRoaqri4OP3ud79Ts2bNFBAQ\noOLi/3zw0tJSNWjQQMHBwSotLa3yeEhIiHx9fR0eCwC1JbsgU9kFbM0EAADmUKNkLyYmRv/4xz9k\ns9l06NAhnThxQp07d1Zubq4kaePGjYqNjVWHDh20adMmWa1WHThwQFarVeHh4YqMjHR4LADUln7N\nB6hf8wFGhwEAAOASNdrG+ac//UlffPGFBgwYIJvNptTUVF199dWaOHGiZs+erWbNmqlHjx7y8/NT\nbGysEhISZLValZqaKkkaP368w2MBoLY4sn2zEufsAQDcAesRnOFjs9lsRgdRU+64Z1aShk1fb/95\nXfCjkqTbShY4fP2iCd1qPSZ4F3fdM+7u8gvzJEmRDaMMjsS9Mb9Ql5hfqEvML9Qld51fF+vZq/E5\newDgaZLWJkiStiVd+l9JOWcPAOAOWI/gjBr17AGAt+OcPQCAO2A9gjOo7AEwDUcqegAAuBN69uAM\nKnsAAAAA4IVI9gCYRuKagUpcM9DoMAAAcFhQmsXetwdUF9s4AZjGjqLtRocAAEC1VPbrcYMW1ATJ\nHgDTSO7k+Pmd9EgAAABPR7IHwDT6txxkdAgAAAAuQ88eANPI2rVcWbuWOzSWHgkAAODpqOwBMI2p\nuVMkOVbho0cCAAB4OpI9AKbROryN0SEAAAC4DMkeANNY0jvD6BAAAABchp49AAAAAPBCJHsATCMm\nPVox6dFGhwEAAOASbOMEgPPgnD0AgDtgPYIzSPYAmEZ6r2VGhwAAAOAyJHsATCOyYZTDYyvP2OPo\nBQCAkViP4Ax69gCYRlqORWk5FofGBmRn2s/aAwDAKKxHcAaVPQCmkV1wdrFM6WwxNhAAABxEzx6c\nQbIHwDT6NR9gdAgAAAAuQ7IHwDSo6AEAPA09e3AGPXsATCO/ME/5hXlGhwEAgMPo2YMzqOwBMI2k\ntQmSpG1Jl+5/oEcCAAB4Oip7AAAAAOCFqOwBMA1HKnqV6JEAAACejsoeAJwHPRIAAMDTkewBMI3E\nNQOVuGag0WEAAAC4BNs4AZjGjqLtRocAAADgMiR7AEwjuVOq0SEAAAC4DMkeANPo33KQ0SEAAAC4\nDMkeANPI2rVckmNJH+fsAQDcAesRnEGyB8A0puZOkUSFDwAAmAPJHgDTaB3exuGxnLMHAHAHrEdw\nBskeANNY0jvD4bGVZ+yxuAIAjMR6BGeQ7AEAAABuip49OIND1QGYRkx6tGLSo40OAwAAwCVI9gAA\nAAA3FZRmsfftAdXFNk4AppHea5nRIQAAUC307MEZJHsATCOyYZTDY+mRAAAAno5tnABMIy3HorQc\ni9FhAAAAuATJHgDTyC7IVHZBpkNj6ZEAAACejm2cAEyjX/MBDo+lRwIAAHg6kj0AppHS2WJ0CAAA\nAC7DNk4AppFfmKf8wjyjwwAAAHAJKnsATCNpbYIkaVsSd9oEAADej8oeAAAAAHghKnsATKM6FT3O\n2QMAuAPWIziDyh4AAAAAeCGSPQCmkbhmoBLXDHRoLOfsAQDcAesRnEGyB8A0dhRt146i7Q6NDcjO\ntJ+1BwCAUViP4Ax69gCYRnKnVKNDAACgWujZgzNI9gCYRv+Wg4wOAQAAwGXYxgnANLJ2LVfWruVG\nhwEAgMPo2YMzqOwBMI2puVMkUeEDAHiOyn690hSLsYHAI5HsATCN1uFtHB5LjwQAAPB0JHsATGNJ\n7wyjQwAAAHAZevYA4DzokQAAAJ6OZA+AacSkRysmPdqhsZxrBAAAPB3JHgAAAAB4IXr2AJhGeq9l\nRocAAADFBDwGAAAgAElEQVTgMiR7AEwjsmGU0SEAAAC4DNs4AZhGWo5FaTkWo8MAAABwCSp7AEwj\nu+DsDVdSOlsuOZZz9gAA7oD1CM4g2QNgGv2aDzA6BAAAAJch2QNgGo5U9CpVnrFXmuL4NQAA1DbW\nIziDnj0AppFfmKf8wjyHxnLOHgDAHbAewRlU9gCYRtLaBEnStiT6HwAAnoGePTiDyh4AAAAAeCGn\nKnuFhYW69957tWjRIvn7+2vChAny8fFRixYtNGnSJPn6+mru3LnasGGD/P39lZycrHbt2mn37t0O\njwWA2kJFDwDgaejZgzNqXNkrLy9Xamqq6tevL0maNm2aRo0apffee082m03r1q1TXl6etm7dqoyM\nDM2ePVuTJ0+u9lgAAADArOjZgzNqXNmbMWOGBg8erPnz50uS8vLy1LFjR0lSfHy8Nm/erKZNmyou\nLk4+Pj5q3LixKioqVFRUVK2x4eHhF4whLCxQ/v5+Nf0IbisiIsToEOABmCfVd9d7d0mSPrz/w0sP\n3rNbkhRRlwG5MeYX6hLzC3XJ6+aXr48kL/xcHsrT/jvUKNlbsWKFwsPD1aVLF3uyZ7PZ5ONzdjIG\nBQWpuLhYJSUlCg0NtV9X+Xh1xl4s2TtypKwm4bu9w4eLjQ4Bbi4iIoR5UgPf/vydJP7GLoX5hbrE\n/EJd8sb5FW61SZKKvOxzeSJ3nV8XS0BrlOxlZWXJx8dHOTk52r59u8aPH6+ioiL786WlpWrQoIGC\ng4NVWlpa5fGQkBD5+vo6PBYAaktyp1SHx9IjAQAAPF2NevaWLFmid999V+np6WrTpo1mzJih+Ph4\n5ebmSpI2btyo2NhYdejQQZs2bZLVatWBAwdktVoVHh6uyMhIh8cCQG3p33KQ+rcc5NBYeiQAAICn\nq7Vz9saPH6+JEydq9uzZatasmXr06CE/Pz/FxsYqISFBVqtVqamp1R4LALUla9dySXI44QMAAPBk\nPjabzWZ0EDXljntmJWnY9PX2n9cFPypJuq1kgcPXL5rQrdZjgndx1z3j7i4mPVqSY0cwhMecHWvG\nw2yZX6hLzC/UJW+cX2Zej9yNu86vWu/ZAwBP1Dq8jdEhAAAAuAzJHgDTWNI7w+gQAAAAXIZkDwDO\ng+0yAAB3wHoEZ9TobpwA4Ili0qPtfXsAAADejmQPAM4jKM1iP2sPAACjsB7BGWzjBGAa6b2WOTy2\n8ow9DlUHABiJ9QjOINkDYBqRDaOMDgEAgGqhZw/OYBsnANNIy7EoLcdidBgAAAAuQbIHwDSyCzKV\nXZBpdBgAADiMnj04g22cAEyjX/MBRocAAEC10LMHZ5DsATCNlM4Wh8fSIwEAADwd2zgBmEZ+YZ7y\nC/OMDgMAAMAlqOwBMI2ktQmSpG1Jl67aVfZHsG0GAAB4Kip7AHAeAdmZ9j4JAAAAT0RlD4BpOFLR\nAwAA8BZU9gAAAADAC5HsATCNxDUDlbhmoNFhAAAAuATbOAGYxo6i7UaHAAAA4DIkewBMI7lTqsNj\nOWcPAOAOWI/gDJI9AKbRv+Ugo0MAAABwGXr2AJhG1q7lytq13KGxQWkW+1l7AAAYhfUIziDZA2Aa\nU3OnaGruFIfGcs4eAMAdsB7BGWzjBGAarcPbGB0CAADVQs8enEGyB8A0lvTOMDoEAAAAl2EbJwAA\nAOCm6NmDM0j2AJhGTHq0YtKjjQ4DAACH0bMHZ7CNEwDOgx4JAADg6Uj2AJhGeq9lRocAAADgMiR7\nAEwjsmGUw2Mr+yNKUyx1EgsAAEBdo2cPgGmk5ViUlmNxaCw9EgAAwNOR7AEwjeyCTGUXkMABAABz\nYBsnANPo13yA0SEAAAC4DMkeANNI6WwxOgQAAACXYRsnANPIL8xTfmGe0WEAAAC4BJU9AKaRtDZB\nkrQt6dJn6HHOHgDAHbAewRlU9gAAAADAC1HZA2AajlT0KnHOHgDAHbAewRlU9gDgPDhnDwDgDliP\n4AwqewBMI3HNQEnSkt4ZBkcCAIBj6NmDM0j2AJjGjqLtRocAAADgMiR7AEwjuVOq0SEAAFAt9OzB\nGSR7AEyjf8tBRocAAEC1VPbrkeyhJkj2AJhG1q7lkhxL+uiRAAAAno5kD4BpTM2dIokKHwAAMAeS\nPQCm0Tq8jcNj6ZEAAACejmQPgGlU58gFeiQAAICn41B1AAAAAPBCJHsATCMmPVox6dFGhwEAAOAS\nJHsAAAAA4IXo2QNgGum9lhkdAgAAgMuQ7AEwjciGUQ6P5Zw9AIA7YD2CM9jGCcA00nIsSsuxGB0G\nAACAS5DsATCN7IJMZRdkOjQ2KM1iP2sPAACjsB7BGWzjBGAa/ZoPcHgs5+wBANwB6xGcQbIHwDRS\nOluMDgEAgGqhZw/OYBsnANPIL8xTfmGe0WEAAAC4BJU9AKaRtDZBkrQtiX8lBQB4hsp+PbZxoiao\n7AEAAABuKiA70963B1QXlT0AplGdih49EgAAwNNR2QMAAAAAL0SyB8A0EtcMVOKagQ6N5VwjAADg\n6djGCcA0dhRtd3gs5xoBAABPR7IHwDSSO6UaHQIAAIDLkOwBMI3+LQcZHQIAAIDL0LMHwDSydi1X\n1q7lRocBAADgElT2AJjG1NwpkqjwAQAAcyDZA2AarcPbODyWc/YAAO6A9QjOqFGyV15eruTkZO3f\nv1+nT5/WiBEj1Lx5c02YMEE+Pj5q0aKFJk2aJF9fX82dO1cbNmyQv7+/kpOT1a5dO+3evdvhsQBQ\nW5b0zjA6BAAAAJepUbK3evVqhYaGaubMmTp69Kj69u2r1q1ba9SoUerUqZNSU1O1bt06NW7cWFu3\nblVGRoYOHjyoJ598UllZWZo2bZrDYwHACJVn7HH0AgDASKxHcEaNbtBy55136umnn5Yk2Ww2+fn5\nKS8vTx07dpQkxcfHa8uWLdq2bZvi4uLk4+Ojxo0bq6KiQkVFRdUaCwC1JSY9WjHp0Q6NDcjOtJ+1\nBwCAUViP4IwaVfaCgoIkSSUlJXrqqac0atQozZgxQz4+Pvbni4uLVVJSotDQ0CrXFRcXy2azOTw2\nPDz8gnGEhQXK39+vJh/BrUVEhBgdAjwA86T6fH3P/u+OQ99ddcZ6IbN+brgG8wt1yevm157dkqQI\ng8PAWZ42v2p8g5aDBw/qiSee0P33368+ffpo5syZ9udKS0vVoEEDBQcHq7S0tMrjISEh8vX1dXjs\nxRw5UlbT8N3a4cPFRocANxcREcI8qYHFdy6V5NjfWLjVJkkqMuH3zPxCXWJ+oS4xv1CX3HV+XSwB\nrdE2zl9//VXDhg3T2LFjNWDAAElSZGSkcnNzJUkbN25UbGysOnTooE2bNslqterAgQOyWq0KDw+v\n1lgAqC2RDaMU2TDK6DAAAHBYUJrF3rcHVFeNKntvvPGGjh8/rtdff12vv/66JOn5559XWlqaZs+e\nrWbNmqlHjx7y8/NTbGysEhISZLValZqaKkkaP368Jk6c6NBYAKgtaTkWSVJKZ4uhcQAA4KjKfj1u\n0IKa8LHZbDajg6gpdyyjStKw6evtP68LflSSdFvJAoevXzShW63HBO/irtsI3F3lzVm2JXFm0cUw\nv1CXmF+oS944v8Jjzq5dnLd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8s8rLy/XMM+PUunWkZs6cqn379spqterRR0eoQ4dYDRky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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c19fdd8>"
      ]
     },
     "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   119204.00\n",
       "mean         5.03\n",
       "std          1.80\n",
       "min          3.26\n",
       "25%          3.53\n",
       "50%          4.42\n",
       "75%          6.10\n",
       "max         12.01\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   119204.00\n",
       "mean        10.61\n",
       "std         10.29\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 0x10e0eca20>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JmzZtUllZmYqLi/W73/1Ozz33nA4cOKAPPvjAs9cn9B3iToDnb+jQoVqzZk3b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\nQxD6AAAYgtAHAMAQhD4AAIb4f4nUTfWM+jtiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f9efc18>"
      ]
     },
     "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   146484.00\n",
       "mean         9.15\n",
       "std         90.17\n",
       "min          0.00\n",
       "50%          0.00\n",
       "75%          0.00\n",
       "90%          0.00\n",
       "95%          0.00\n",
       "99%        275.00\n",
       "99.5%      579.00\n",
       "99.9%     1174.65\n",
       "max       7504.00\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   4086.00\n",
       "mean     328.16\n",
       "std      432.24\n",
       "min        4.00\n",
       "25%       84.00\n",
       "50%      179.00\n",
       "75%      433.50\n",
       "90%      839.50\n",
       "95%     1068.00\n",
       "99%     1594.15\n",
       "99.5%   1962.30\n",
       "99.9%   5636.62\n",
       "max     7504.00\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 0x10eebdf28>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6rSgAAHBt6v0NLmFhYbrnnnu0a9cuf9QDAAAagU8z+DfffNP7s2VZ+uabbxQWFua3ogAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c17deb8>"
      ]
     },
     "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 0x10c15a9b0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfcAAAFJCAYAAACGtWQiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAADDUO4AABjmfwFtixSJvCSE3AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1112eb6a0>"
      ]
     },
     "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 0x10c187438>"
      ]
     },
     "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 0x10fea1a20>"
      ]
     },
     "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 0x10fed3400>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+FfyBAwe8X1dXV+utt97S7t27bQsFAAAuzgVfCh8REaFbb71VH3zwgR15AABAA/BrBf/q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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cb244a8>"
      ]
     },
     "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 0x1101bbd30>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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APj4+EEIgODgY4eHhqFy5MkwmE6Kjo2E0GrFv3z4AgJ+fH1555ZV8LzgRERFRQbKaRDk4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\nQggDCqIIIYQQQhhQEEUIIYQQwuD/ATt42P+MQalpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fee5240>"
      ]
     },
     "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 0x11148ceb8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YoR07dshms0U6WlgkJCTowIEDmjhxotrb27V69epIR7Jcfn6+mpqaum8HAoHu\nn3diYqI6OjoiFS0s/nv+Uw/g//GPf6iqqkobNmyIVLSIiJoVOVeHk1paWnTXXXfp1ltv1S233BLp\nOGGzZcsW1dfXa8qUKdq3b59KS0vV2toa6Vhhk5qaKqfTqfj4eGVlZalv375qa2uLdKywefrpp+V0\nOvXKK69o+/btKisr6z7lGivi4r7+U+7xeJSSkhLBNJHx8ssvq6KiQk899ZTS09MjHSesoqbIY/3q\ncIcPH9bUqVM1Z84cFRQURDpOWG3YsEFVVVVav369Lr/8ci1btkwZGRmRjhU2V111ld58800FAgEd\nOnRIx44dU2pqaqRjhU1KSoqSk796b4VLLrlEXV1d8vl8EU4VXiNHjlRDQ4MkqaamRjk5ORFOFF7b\nt2/v/hswaNCgSMcJu6hZst54442qq6tTUVFR99XhYsnq1av15ZdfatWqVVq1apWkr14QEosv/oo1\n119/vXbv3q2CggIFAgG53e6Yeo3EPffco/LychUXF8vr9erBBx9UQkJCpGOFVWlpqebNm6fKykpl\nZWUpPz8/0pHCxufzadGiRfr2t78tl8slSRo7dqxmzZoV4WThw5XdAAAwWNScWgcAIBZR5AAAGIwi\nBwDAYBQ5AAAGo8gBADAYRQ4AgMEocgAADEaRAwBgsP8DmDKIAEy2VA8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111809c88>"
      ]
     },
     "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>38.00</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>108.00</td>\n",
       "      <td>12.87</td>\n",
       "      <td>1.50</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>213.00</td>\n",
       "      <td>8.35</td>\n",
       "      <td>1.34</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>49.00</td>\n",
       "      <td>4.14</td>\n",
       "      <td>1.16</td>\n",
       "      <td>0.69</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>314.00</td>\n",
       "      <td>11.69</td>\n",
       "      <td>1.36</td>\n",
       "      <td>1.80</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "      <td>12.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>210.00</td>\n",
       "      <td>11.94</td>\n",
       "      <td>2.64</td>\n",
       "      <td>0.86</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>150.00</td>\n",
       "      <td>11.47</td>\n",
       "      <td>1.62</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>66.00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.53</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>foxnews_com</th>\n",
       "      <td>101.00</td>\n",
       "      <td>10.54</td>\n",
       "      <td>0.79</td>\n",
       "      <td>2.65</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>102.00</td>\n",
       "      <td>7.54</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.54</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "      <td>8.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huffingtonpost_com</th>\n",
       "      <td>162.00</td>\n",
       "      <td>10.87</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.93</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>144.00</td>\n",
       "      <td>9.69</td>\n",
       "      <td>1.43</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>138.00</td>\n",
       "      <td>6.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.17</td>\n",
       "      <td>5.87</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>233.00</td>\n",
       "      <td>8.15</td>\n",
       "      <td>2.48</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>159.00</td>\n",
       "      <td>4.57</td>\n",
       "      <td>0.53</td>\n",
       "      <td>0.78</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror_co_uk</th>\n",
       "      <td>6.00</td>\n",
       "      <td>5.62</td>\n",
       "      <td>3.11</td>\n",
       "      <td>1.52</td>\n",
       "      <td>3.47</td>\n",
       "      <td>5.56</td>\n",
       "      <td>8.23</td>\n",
       "      <td>9.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>111.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>1.10</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>63.00</td>\n",
       "      <td>6.11</td>\n",
       "      <td>0.81</td>\n",
       "      <td>2.64</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>174.00</td>\n",
       "      <td>9.18</td>\n",
       "      <td>1.04</td>\n",
       "      <td>1.57</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nytimes_com</th>\n",
       "      <td>64.00</td>\n",
       "      <td>12.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.53</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>262.00</td>\n",
       "      <td>4.53</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.39</td>\n",
       "      <td>3.27</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>18.00</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>100.00</td>\n",
       "      <td>9.32</td>\n",
       "      <td>1.44</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>166.00</td>\n",
       "      <td>9.68</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.85</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>124.00</td>\n",
       "      <td>4.69</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>102.00</td>\n",
       "      <td>9.68</td>\n",
       "      <td>1.91</td>\n",
       "      <td>0.68</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>239.00</td>\n",
       "      <td>4.90</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.93</td>\n",
       "      <td>3.83</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>136.00</td>\n",
       "      <td>10.89</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.01</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "      <td>12.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>63.00</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0.86</td>\n",
       "      <td>1.71</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>101.00</td>\n",
       "      <td>11.04</td>\n",
       "      <td>1.63</td>\n",
       "      <td>1.71</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>170.00</td>\n",
       "      <td>5.73</td>\n",
       "      <td>0.61</td>\n",
       "      <td>2.79</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  count  mean  std   min   25%   50%   75%  \\\n",
       "publisher_id                                                                 \n",
       "anotherangryvoice_blogspot_co_uk  38.00  5.33 0.00  5.33  5.33  5.33  5.33   \n",
       "bbc_co_uk                        108.00 12.87 1.50  2.19 13.15 13.15 13.15   \n",
       "breitbart_com                    213.00  8.35 1.34  0.72  8.69  8.69  8.69   \n",
       "brexitcentral_com                 49.00  4.14 1.16  0.69  4.59  4.59  4.59   \n",
       "buzzfeed_com                     314.00 11.69 1.36  1.80 12.02 12.02 12.02   \n",
       "cnn_com                          210.00 11.94 2.64  0.86 12.89 12.89 12.89   \n",
       "dailymail_co_uk                  150.00 11.47 1.62  0.99 11.85 11.85 11.85   \n",
       "economist_com                     66.00  7.62 1.35  0.53  7.99  7.99  7.99   \n",
       "foxnews_com                      101.00 10.54 0.79  2.65 10.61 10.61 10.61   \n",
       "ft_com                           102.00  7.54 1.65  0.54  8.14  8.14  8.14   \n",
       "huffingtonpost_com               162.00 10.87 1.35  0.93 11.17 11.17 11.17   \n",
       "independent_co_uk                144.00  9.69 1.43  0.84 10.07 10.07 10.07   \n",
       "indy100_com                      138.00  6.14 1.68  1.17  5.87  7.04  7.04   \n",
       "lemonde_fr                       233.00  8.15 2.48  0.62  9.34  9.34  9.34   \n",
       "libdemvoice_org                  159.00  4.57 0.53  0.78  4.71  4.71  4.71   \n",
       "mirror_co_uk                       6.00  5.62 3.11  1.52  3.47  5.56  8.23   \n",
       "nbcnews_com                      111.00  8.71 1.10  0.74  8.93  8.93  8.93   \n",
       "newstatesman_com                  63.00  6.11 0.81  2.64  6.35  6.35  6.35   \n",
       "npr_org                          174.00  9.18 1.04  1.57  9.39  9.39  9.39   \n",
       "nytimes_com                       64.00 12.53 0.00 12.53 12.53 12.53 12.53   \n",
       "order-order_com                  262.00  4.53 1.64  0.39  3.27  5.78  5.78   \n",
       "propublica_org                    18.00  6.20 0.00  6.20  6.20  6.20  6.20   \n",
       "reuters_com                      100.00  9.32 1.44  0.81  9.66  9.66  9.66   \n",
       "rt_com                           166.00  9.68 1.65  0.85 10.17 10.17 10.17   \n",
       "skwawkbox_org                    124.00  4.69 0.81  1.17  5.03  5.03  5.03   \n",
       "telegraph_co_uk                  102.00  9.68 1.91  0.68 10.15 10.15 10.15   \n",
       "thecanary_co                     239.00  4.90 1.65  0.93  3.83  6.11  6.21   \n",
       "theguardian_com                  136.00 10.89 2.90  1.01 12.11 12.11 12.11   \n",
       "thetimes_co_uk                    63.00  6.69 0.86  1.71  6.84  6.84  6.84   \n",
       "washingtonpost_com               101.00 11.04 1.63  1.71 11.42 11.42 11.42   \n",
       "yournewswire_com                 170.00  5.73 0.61  2.79  5.99  5.99  5.99   \n",
       "\n",
       "                                   max  \n",
       "publisher_id                            \n",
       "anotherangryvoice_blogspot_co_uk  5.33  \n",
       "bbc_co_uk                        13.15  \n",
       "breitbart_com                     8.69  \n",
       "brexitcentral_com                 4.59  \n",
       "buzzfeed_com                     12.02  \n",
       "cnn_com                          12.89  \n",
       "dailymail_co_uk                  11.85  \n",
       "economist_com                     7.99  \n",
       "foxnews_com                      10.61  \n",
       "ft_com                            8.14  \n",
       "huffingtonpost_com               11.17  \n",
       "independent_co_uk                10.07  \n",
       "indy100_com                       7.04  \n",
       "lemonde_fr                        9.34  \n",
       "libdemvoice_org                   4.71  \n",
       "mirror_co_uk                      9.15  \n",
       "nbcnews_com                       8.93  \n",
       "newstatesman_com                  6.35  \n",
       "npr_org                           9.39  \n",
       "nytimes_com                      12.53  \n",
       "order-order_com                   5.78  \n",
       "propublica_org                    6.20  \n",
       "reuters_com                       9.66  \n",
       "rt_com                           10.17  \n",
       "skwawkbox_org                     5.03  \n",
       "telegraph_co_uk                  10.15  \n",
       "thecanary_co                      6.21  \n",
       "theguardian_com                  12.11  \n",
       "thetimes_co_uk                    6.84  \n",
       "washingtonpost_com               11.42  \n",
       "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 0x1119654a8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SiF11pAmbpomI/tt4nteGLU5EREREGrHFiUgC3qkRUV7h+efVYuL0H8cf1L8L9xfRy8Pf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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1100204e0>"
      ]
     },
     "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": [
       "(0.38500569152790032, 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 0x1117964e0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FiyV9/xbiokWLfEayJ3s5cuSIpkyZosOHD8tut8vpdIbF7KUtvf4+9thjKisr\nC8lz5YIPdwAATHPBn5YHAMA0hDsAAIYh3AEAMAzhDgCAYQh3AAAMQ7gDAGAYwh0AAMMQ7gAAGOb/\nARgkcZF8R/SSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cb1eba8>"
      ]
     },
     "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 0x112d916a0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Aj48PDAYDvLy8cPHiRXh5eWHjxo3w9fWVnjQRERGRJSrUqcBKlSph06ZNAAAXFxesXbv2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\nhBBCiEQosCKEEEIIkQgFVoQQQgghEvk/JtmPDxY/5TkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112dd3780>"
      ]
     },
     "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     142399\n",
       "1.00         40\n",
       "2.00         43\n",
       "3.00         61\n",
       "4.00         60\n",
       "5.00         59\n",
       "6.00         71\n",
       "7.00        272\n",
       "8.00        196\n",
       "9.00        327\n",
       "10.00       210\n",
       "11.00       176\n",
       "12.00        81\n",
       "13.00       106\n",
       "14.00       320\n",
       "15.00       436\n",
       "16.00       379\n",
       "17.00       263\n",
       "18.00       240\n",
       "19.00       399\n",
       "20.00       346\n",
       "Name: lead_score, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.lead_score.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "publisher_id\n",
       "anotherangryvoice_blogspot_co_uk    8.00\n",
       "bbc_co_uk                          20.00\n",
       "breitbart_com                      14.00\n",
       "brexitcentral_com                   7.00\n",
       "buzzfeed_com                       19.00\n",
       "cnn_com                            20.00\n",
       "dailymail_co_uk                    18.00\n",
       "economist_com                      12.00\n",
       "evolvepolitics_com                  0.00\n",
       "foxnews_com                        17.00\n",
       "ft_com                             13.00\n",
       "huffingtonpost_com                 17.00\n",
       "independent_co_uk                  16.00\n",
       "indy100_com                        11.00\n",
       "lemonde_fr                         15.00\n",
       "libdemvoice_org                     7.00\n",
       "mirror_co_uk                       14.00\n",
       "nbcnews_com                        14.00\n",
       "newstatesman_com                   10.00\n",
       "npr_org                            15.00\n",
       "nytimes_com                        20.00\n",
       "order-order_com                     9.00\n",
       "propublica_org                     10.00\n",
       "reuters_com                        15.00\n",
       "rt_com                             16.00\n",
       "skwawkbox_org                       8.00\n",
       "telegraph_co_uk                    16.00\n",
       "thecanary_co                       10.00\n",
       "theguardian_com                    19.00\n",
       "thetimes_co_uk                     11.00\n",
       "washingtonpost_com                 18.00\n",
       "westmonster_com                     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 0x113da9ef0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vvDFvvfVW7r777syaNStf+cpXcuqpp+7xzyxdujSzZs3KLbfckiTZsGFDpkyZkiSZNm1a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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11242f9b0>"
      ]
     },
     "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     74079\n",
       "2.00      7491\n",
       "3.00      4745\n",
       "4.00      4502\n",
       "5.00       829\n",
       "6.00       667\n",
       "7.00       534\n",
       "8.00       437\n",
       "9.00       867\n",
       "10.00      493\n",
       "11.00      242\n",
       "12.00      148\n",
       "13.00      100\n",
       "14.00       87\n",
       "15.00       18\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      38.00\n",
       "bbc_co_uk                          14465.00\n",
       "breitbart_com                       2641.00\n",
       "brexitcentral_com                     66.00\n",
       "buzzfeed_com                       10488.00\n",
       "cnn_com                            12675.00\n",
       "dailymail_co_uk                    14438.00\n",
       "economist_com                        286.00\n",
       "evolvepolitics_com                    79.00\n",
       "foxnews_com                         6709.00\n",
       "ft_com                              3187.00\n",
       "huffingtonpost_com                  8335.00\n",
       "independent_co_uk                   3902.00\n",
       "indy100_com                          470.00\n",
       "lemonde_fr                          4216.00\n",
       "libdemvoice_org                      165.00\n",
       "mirror_co_uk                        9635.00\n",
       "nbcnews_com                         1801.00\n",
       "newstatesman_com                     482.00\n",
       "npr_org                             2919.00\n",
       "nytimes_com                         9791.00\n",
       "order-order_com                      263.00\n",
       "propublica_org                        43.00\n",
       "reuters_com                         7705.00\n",
       "rt_com                              4740.00\n",
       "skwawkbox_org                        124.00\n",
       "telegraph_co_uk                     4415.00\n",
       "thecanary_co                         255.00\n",
       "theguardian_com                    12338.00\n",
       "thetimes_co_uk                      9740.00\n",
       "washingtonpost_com                  9571.00\n",
       "westmonster_com                      246.00\n",
       "yournewswire_com                     416.00\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",
       "4296661b7ec493a798bf313f1133cd1176052f30   1.00\n",
       "a995ae644e9cbe39a5b4a41143466399751bdf5e   1.00\n",
       "5e8654da9845e74a797af5a1f8fa076b47c0b6f5   1.00\n",
       "55c5ece98c02b70430bd19a2087558eaf0288f37   1.00\n",
       "19b8c2e31074fa50f06010b8f00a9899994baea1   1.00\n",
       "8fd307ee7359d9bc37ee1d0de1bdedf27c67aaec   1.00\n",
       "e9e44511e90365c6806d5d21c442dec0e5ce2289   1.00\n",
       "29df6d80a9f8a8691492021fbdb407bd873f7634   1.00\n",
       "4f23bde73ab83522dfe7d326f92500acb4c57ede   1.00\n",
       "a43485f058f904f73b53bcae2bd63b48def31851   1.00\n",
       "1eba49de1ed24dd27c87cc7f7df88eea14b77ffb   1.00\n",
       "74acd3f538a979ec306a0e23ab78376a2c02964d   1.00\n",
       "7c256cc04797c8a828adcc7a60ae5ec4c97af7e1   1.00\n",
       "0262e43862244464024660cd2cbbafb71a2cd279   1.00\n",
       "fc3207065dc6daf733c243411a60553858ad57e4   1.00\n",
       "b4b2a48f6570ecc54d037e20642fd1a72aee6d07   1.00\n",
       "20b8b495a1f324efc7fcdf563ed7c500342bc0a6   1.00\n",
       "8e5f315c408da033da14ca097efe1c1cf58f1e24   1.00\n",
       "302848dc6974b2c1f8e3c13005490801c13fab01   1.00\n",
       "ad63302360007ff4aaca5a3ca838e6b323c7f2e8   1.00\n",
       "c50275a656ed2e45255f4f34074e7b431821cdf4   1.00\n",
       "fa09e221612841335239ef657bb0e159b12a8790   1.00\n",
       "07b362eabee7ecf9852588bb5b65c0b7ba7ab3ab   1.00\n",
       "f05506729453ebf18fcc760d153805fca11a314c   1.00\n",
       "5ab3420fd5c7a9d2f4440efddc2be6d0eaf83a69   1.00\n",
       "a472d447d13cf62efc56dd028293115b27b7c7d0   1.00\n",
       "11b7bc3b9e8d7317c960b081778b156ac38d957c   1.00\n",
       "f115164f2a4becf341ed2980acf23e496b82aa1c   1.00\n",
       "1bcb84381c9c6954e7194428042f49779ea6a3a0   1.00\n",
       "de3f21baede6de63afc29bcd557aa97b85d0da56   1.00\n",
       "                                           ... \n",
       "f62818af1cb8aa90e8334d4a061901c427be88f8   0.00\n",
       "9776277c068ca6b7ece5c1e0ef3581afe1958908   0.00\n",
       "9b0db6758f03513f09a33ea41cc8ecc511477282   0.00\n",
       "c8adc816a8455481a6ee2ffad6c9dc9cfbb9295f   0.00\n",
       "448c0976efe0dab8ffbd36fdd65e29f483798ac1   0.00\n",
       "723641a365d8a80e6435b5f6d1681c38e0b2bc68   1.00\n",
       "fc77940ed0980846117a7e37aceda618e310042a   1.00\n",
       "051240fb8de7e3bf81122c3432649f8e934c6d9a   0.00\n",
       "f2cb3bce762a35a29045820da033bffeb264611c   0.00\n",
       "e4ea7c7dd830a8a536c02dbb22db8d06e835ff0c   6.00\n",
       "a75381d7ee18af66a174f26fcb6e9c84c3a862dd   1.00\n",
       "09588094ea55b016b587aff909ac1e6e687b83ce   1.00\n",
       "adffbfec52cc8cfb0dd9ea8a15e6cd00e0eac35f   1.00\n",
       "7761e92901f2682bd3205f3db8d18f6f396f7092   1.00\n",
       "7b78b7d3509c6d15fcf46237d7b004d5364c3b26   1.00\n",
       "86e01feb83cf77fa60a0f942903154b315f9039e   1.00\n",
       "1ffec218f2615e0c1420a1d783d524720a5bdf27   1.00\n",
       "99bfc46e13bd0d7c42bfa28aa011e2583b732f9b   1.00\n",
       "57e16ac7e15a6b6b208c7c40d630ea40eb70739d   3.00\n",
       "fb78fef5863200d46ab89101bbc20a4ac0b7a6f8   1.00\n",
       "1cede55875753f22355802b65bc765bef3aa08b0   1.00\n",
       "78050ebf3f153ebe09b5012171df31c96f8b41b5   1.00\n",
       "a3ec6f7c4f1f492ccd315648f46de1a57ac32d86   1.00\n",
       "e0832b31125db89d7277487524a3bc3e9d410df7   1.00\n",
       "d006b8c4e6e302621dd2033eb38656e0edfc909c   1.00\n",
       "6438936238c8f4c27571c8b76ec588595314a1ce   1.00\n",
       "c6a120ac5c80edf83da06277836da094c6925955   1.00\n",
       "017ea59645d12a0f4e20385f13a9803455016734   1.00\n",
       "5a74f3bf5380e19c8b432b3ca0eddba1c4d469c9   1.00\n",
       "13db19d820572f0e174d36463e243624e16972d4   1.00\n",
       "Name: front_score, Length: 146484, 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": [
       "46501656.0"
      ]
     },
     "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 0x1144f85f8>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IBJSUlBTx2tM5duxELOOPud7eoNcjfEF2diAu54qGhQwSOeKJhQySjRwWMkjjk+N0Hxpi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\nAACMoNQBADCCUgcAwIj/A4WGj+UydweIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112854b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "facebook_promotion_proposed_1.value_counts().sort_index().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>publisher_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>anotherangryvoice_blogspot_co_uk</th>\n",
       "      <td>38.00</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>11963.00</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2.75</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>2737.00</td>\n",
       "      <td>0.78</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>66.00</td>\n",
       "      <td>0.56</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>buzzfeed_com</th>\n",
       "      <td>1452.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnn_com</th>\n",
       "      <td>4368.00</td>\n",
       "      <td>2.54</td>\n",
       "      <td>4.36</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>25800.00</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>economist_com</th>\n",
       "      <td>579.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>evolvepolitics_com</th>\n",
       "      <td>82.00</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>5340.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>2.07</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>4913.00</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>2564.00</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.99</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>5590.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.30</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>471.00</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lemonde_fr</th>\n",
       "      <td>4229.00</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>libdemvoice_org</th>\n",
       "      <td>165.00</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.19</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>10148.00</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nbcnews_com</th>\n",
       "      <td>2017.00</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.94</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>489.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npr_org</th>\n",
       "      <td>1661.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.48</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>5016.00</td>\n",
       "      <td>1.55</td>\n",
       "      <td>2.31</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>264.00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>propublica_org</th>\n",
       "      <td>43.00</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reuters_com</th>\n",
       "      <td>6679.00</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rt_com</th>\n",
       "      <td>2322.00</td>\n",
       "      <td>1.29</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>124.00</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>telegraph_co_uk</th>\n",
       "      <td>4501.00</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thecanary_co</th>\n",
       "      <td>258.00</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.39</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>theguardian_com</th>\n",
       "      <td>8409.00</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thetimes_co_uk</th>\n",
       "      <td>9760.00</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>23764.00</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>255.00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.45</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>417.00</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    count  mean  std  min  25%  50%   75%  \\\n",
       "publisher_id                                                                \n",
       "anotherangryvoice_blogspot_co_uk    38.00  1.00 0.00 1.00 1.00 1.00  1.00   \n",
       "bbc_co_uk                        11963.00  0.52 2.75 0.00 0.00 0.00  0.00   \n",
       "breitbart_com                     2737.00  0.78 0.98 0.00 0.00 0.00  2.00   \n",
       "brexitcentral_com                   66.00  0.56 0.50 0.00 0.00 1.00  1.00   \n",
       "buzzfeed_com                      1452.00  0.50 0.50 0.00 0.00 0.00  1.00   \n",
       "cnn_com                           4368.00  2.54 4.36 0.00 0.00 0.00 10.00   \n",
       "dailymail_co_uk                  25800.00  0.61 1.64 0.00 0.00 0.00  0.00   \n",
       "economist_com                      579.00  2.50 1.12 0.00 3.00 3.00  3.00   \n",
       "evolvepolitics_com                  82.00  0.94 0.24 0.00 1.00 1.00  1.00   \n",
       "foxnews_com                       5340.00  0.83 2.07 0.00 0.00 0.00  0.00   \n",
       "ft_com                            4913.00  0.49 0.86 0.00 0.00 0.00  0.00   \n",
       "huffingtonpost_com                2564.00  1.84 1.99 0.00 0.00 0.00  4.00   \n",
       "independent_co_uk                 5590.00  0.75 1.30 0.00 0.00 0.00  3.00   \n",
       "indy100_com                        471.00  0.79 0.41 0.00 1.00 1.00  1.00   \n",
       "lemonde_fr                        4229.00  0.70 0.95 0.00 0.00 0.00  2.00   \n",
       "libdemvoice_org                    165.00  0.96 0.19 0.00 1.00 1.00  1.00   \n",
       "mirror_co_uk                     10148.00  0.22 0.42 0.00 0.00 0.00  0.00   \n",
       "nbcnews_com                       2017.00  2.50 1.94 0.00 0.00 4.00  4.00   \n",
       "newstatesman_com                   489.00  0.75 0.43 0.00 1.00 1.00  1.00   \n",
       "npr_org                           1661.00  1.75 1.48 0.00 0.00 3.00  3.00   \n",
       "nytimes_com                       5016.00  1.55 2.31 0.00 0.00 0.00  5.00   \n",
       "order-order_com                    264.00  0.78 0.41 0.00 1.00 1.00  1.00   \n",
       "propublica_org                      43.00  0.84 0.37 0.00 1.00 1.00  1.00   \n",
       "reuters_com                       6679.00  0.59 0.91 0.00 0.00 0.00  2.00   \n",
       "rt_com                            2322.00  1.29 0.96 0.00 0.00 2.00  2.00   \n",
       "skwawkbox_org                      124.00  0.99 0.09 0.00 1.00 1.00  1.00   \n",
       "telegraph_co_uk                   4501.00  0.57 0.91 0.00 0.00 0.00  2.00   \n",
       "thecanary_co                       258.00  0.19 0.39 0.00 0.00 0.00  0.00   \n",
       "theguardian_com                   8409.00  0.53 1.14 0.00 0.00 0.00  0.00   \n",
       "thetimes_co_uk                    9760.00  0.05 0.22 0.00 0.00 0.00  0.00   \n",
       "washingtonpost_com               23764.00  0.11 0.45 0.00 0.00 0.00  0.00   \n",
       "westmonster_com                    255.00  0.29 0.45 0.00 0.00 0.00  1.00   \n",
       "yournewswire_com                   417.00  0.18 0.39 0.00 0.00 0.00  0.00   \n",
       "\n",
       "                                   max  \n",
       "publisher_id                            \n",
       "anotherangryvoice_blogspot_co_uk  1.00  \n",
       "bbc_co_uk                        15.00  \n",
       "breitbart_com                     2.00  \n",
       "brexitcentral_com                 1.00  \n",
       "buzzfeed_com                      1.00  \n",
       "cnn_com                          10.00  \n",
       "dailymail_co_uk                   5.00  \n",
       "economist_com                     3.00  \n",
       "evolvepolitics_com                1.00  \n",
       "foxnews_com                       6.00  \n",
       "ft_com                            2.00  \n",
       "huffingtonpost_com                4.00  \n",
       "independent_co_uk                 3.00  \n",
       "indy100_com                       1.00  \n",
       "lemonde_fr                        2.00  \n",
       "libdemvoice_org                   1.00  \n",
       "mirror_co_uk                      1.00  \n",
       "nbcnews_com                       4.00  \n",
       "newstatesman_com                  1.00  \n",
       "npr_org                           3.00  \n",
       "nytimes_com                       6.00  \n",
       "order-order_com                   1.00  \n",
       "propublica_org                    1.00  \n",
       "reuters_com                       2.00  \n",
       "rt_com                            2.00  \n",
       "skwawkbox_org                     1.00  \n",
       "telegraph_co_uk                   2.00  \n",
       "thecanary_co                      1.00  \n",
       "theguardian_com                   3.00  \n",
       "thetimes_co_uk                    1.00  \n",
       "washingtonpost_com                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     334591.00\n",
       "bbc_co_uk                          46501656.00\n",
       "breitbart_com                       3855739.00\n",
       "brexitcentral_com                     16040.00\n",
       "buzzfeed_com                        2941240.00\n",
       "cnn_com                            30055121.00\n",
       "dailymail_co_uk                    14651250.00\n",
       "economist_com                       8528948.00\n",
       "evolvepolitics_com                   128042.00\n",
       "foxnews_com                        16377561.00\n",
       "ft_com                              3776695.00\n",
       "huffingtonpost_com                  9872568.00\n",
       "independent_co_uk                   8204164.00\n",
       "indy100_com                          243508.00\n",
       "lemonde_fr                          4147802.00\n",
       "libdemvoice_org                        8634.00\n",
       "mirror_co_uk                        2987463.00\n",
       "nbcnews_com                         9699612.00\n",
       "newstatesman_com                     154653.00\n",
       "npr_org                             6312234.00\n",
       "nytimes_com                        15594031.00\n",
       "order-order_com                       45697.00\n",
       "propublica_org                       379791.00\n",
       "reuters_com                         3999322.00\n",
       "rt_com                              4995093.00\n",
       "skwawkbox_org                          7897.00\n",
       "telegraph_co_uk                     4425790.00\n",
       "thecanary_co                         158047.00\n",
       "theguardian_com                     7948187.00\n",
       "thetimes_co_uk                       764648.00\n",
       "washingtonpost_com                  6158264.00\n",
       "westmonster_com                       19853.00\n",
       "yournewswire_com                      28490.00\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                   9.68\n",
       "buzzfeed_com                       14.89\n",
       "cnn_com                            17.22\n",
       "dailymail_co_uk                    16.50\n",
       "economist_com                      15.96\n",
       "evolvepolitics_com                 11.76\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                             15.42\n",
       "skwawkbox_org                       8.97\n",
       "telegraph_co_uk                    15.30\n",
       "thecanary_co                       11.97\n",
       "theguardian_com                    15.89\n",
       "thetimes_co_uk                     13.55\n",
       "washingtonpost_com                 15.63\n",
       "westmonster_com                     9.90\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                   2.78\n",
       "buzzfeed_com                        7.99\n",
       "cnn_com                            10.31\n",
       "dailymail_co_uk                     9.59\n",
       "economist_com                       9.05\n",
       "evolvepolitics_com                  4.85\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                         8.29\n",
       "rt_com                              8.52\n",
       "skwawkbox_org                       2.07\n",
       "telegraph_co_uk                     8.40\n",
       "thecanary_co                        5.06\n",
       "theguardian_com                     8.98\n",
       "thetimes_co_uk                      6.64\n",
       "washingtonpost_com                  8.73\n",
       "westmonster_com                     2.99\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                        8.00\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                      12.00\n",
       "brexitcentral_com                   3.00\n",
       "buzzfeed_com                       11.00\n",
       "cnn_com                            15.00\n",
       "dailymail_co_uk                    14.00\n",
       "economist_com                      13.00\n",
       "evolvepolitics_com                  6.00\n",
       "foxnews_com                        14.00\n",
       "ft_com                             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                        6.00\n",
       "theguardian_com                    13.00\n",
       "thetimes_co_uk                      9.00\n",
       "washingtonpost_com                 12.00\n",
       "westmonster_com                     3.00\n",
       "yournewswire_com                    4.00\n",
       "Name: fb_brand_page_likes, dtype: float64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "facebook_promotion_proposed_3.groupby(data.publisher_id).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data[\"facebook_promotion_score\"] = facebook_promotion_proposed_3.fillna(0.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data[\"promotion_score\"] = (data.lead_score + data.front_score + data.facebook_promotion_score)\n",
    "data[\"attention_index\"] = (data.promotion_score + data.response_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10c67bc50>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+agrCCy64ICNGjMjFF1+ctra2PPLII/mXf/mXfPnLX673fAAAANRJTUH45JNP5sEHHxz+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11285dd30>"
      ]
     },
     "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 0x1188e8278>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AABSUQAgAAFBQAiEAAEBBCYQAAAAFZZdRKuZAO5AmdiEFAIBKM0MIAABQUAIh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\nAApKIAQAACgogRAAAKCgBEIAAICC+n/giCF7b9gvUQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114d65630>"
      ]
     },
     "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     21250\n",
       "1.00     19394\n",
       "2.00     12021\n",
       "3.00      8741\n",
       "4.00      6532\n",
       "5.00      5408\n",
       "6.00      4333\n",
       "7.00      3791\n",
       "8.00      3415\n",
       "9.00      3065\n",
       "10.00     2821\n",
       "11.00     2518\n",
       "12.00     2342\n",
       "13.00     2350\n",
       "14.00     2266\n",
       "15.00     2083\n",
       "16.00     1894\n",
       "17.00     1902\n",
       "18.00     1892\n",
       "19.00     1765\n",
       "20.00     1715\n",
       "21.00     1635\n",
       "22.00     1592\n",
       "23.00     1578\n",
       "24.00     1500\n",
       "25.00     1551\n",
       "26.00     1484\n",
       "27.00     1382\n",
       "28.00     1311\n",
       "29.00     1324\n",
       "         ...  \n",
       "66.00      107\n",
       "67.00       82\n",
       "68.00       70\n",
       "69.00       65\n",
       "70.00       52\n",
       "71.00       51\n",
       "72.00       45\n",
       "73.00       32\n",
       "74.00       43\n",
       "75.00       35\n",
       "76.00       19\n",
       "77.00       28\n",
       "78.00       36\n",
       "79.00       27\n",
       "80.00       28\n",
       "81.00       17\n",
       "82.00       14\n",
       "83.00       15\n",
       "84.00        6\n",
       "85.00       15\n",
       "86.00        8\n",
       "87.00        7\n",
       "88.00       15\n",
       "89.00        7\n",
       "90.00        4\n",
       "91.00        6\n",
       "92.00        3\n",
       "93.00        2\n",
       "94.00        4\n",
       "95.00        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": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
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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_likes</th>\n",
       "      <th>fb_brand_page_time</th>\n",
       "      <th>alexa_rank</th>\n",
       "      <th>word_count</th>\n",
       "      <th>response_score</th>\n",
       "      <th>lead_score</th>\n",
       "      <th>front_score</th>\n",
       "      <th>facebook_promotion_score</th>\n",
       "      <th>promotion_score</th>\n",
       "      <th>attention_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3a34a2b4590e487def08b1918783a5d8dd39f73a</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-43396008</td>\n",
       "      <td>Physicist Stephen Hawking dies aged 76</td>\n",
       "      <td>2018-03-14 03:49:13.874</td>\n",
       "      <td>2018-03-14 03:47:02.000</td>\n",
       "      <td>2016997</td>\n",
       "      <td>8610.41</td>\n",
       "      <td>2018-03-14T04:12:06.080Z</td>\n",
       "      <td>141418</td>\n",
       "      <td>1517206</td>\n",
       "      <td>358373</td>\n",
       "      <td>...</td>\n",
       "      <td>46116240.00</td>\n",
       "      <td>2018-03-14T03:50:08.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>66.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>95.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e7607247fffe2d26b41a40d3e538ca6aa3713c6a</th>\n",
       "      <td>https://www.cnn.com/2018/03/25/us/emma-gonzale...</td>\n",
       "      <td>Emma Gonzalez profile: What you need to know a...</td>\n",
       "      <td>2018-03-25 13:04:19.014</td>\n",
       "      <td>2018-03-25 12:56:50.000</td>\n",
       "      <td>233961</td>\n",
       "      <td>787.19</td>\n",
       "      <td>2018-03-25T15:48:12.330Z</td>\n",
       "      <td>29785</td>\n",
       "      <td>189759</td>\n",
       "      <td>14417</td>\n",
       "      <td>...</td>\n",
       "      <td>29898261.00</td>\n",
       "      <td>2018-03-25T15:30:01.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>851.00</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>424489ba1c79b4b8d4da2e45f7fd358322947ebc</th>\n",
       "      <td>https://www.cnn.com/2018/03/21/us/austin-explo...</td>\n",
       "      <td>Austin bomber's motive is to cause 'mayhem and...</td>\n",
       "      <td>2018-03-21 06:10:16.915</td>\n",
       "      <td>2018-03-21 06:06:52.000</td>\n",
       "      <td>167127</td>\n",
       "      <td>381.36</td>\n",
       "      <td>2018-03-21T13:15:12.369Z</td>\n",
       "      <td>39679</td>\n",
       "      <td>99918</td>\n",
       "      <td>27530</td>\n",
       "      <td>...</td>\n",
       "      <td>29873177.00</td>\n",
       "      <td>2018-03-22T00:03:09.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>688.00</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>0fd72776c86f7d09898cb4f9e59b79d589127ae8</th>\n",
       "      <td>https://www.cnn.com/2018/03/31/politics/nra-me...</td>\n",
       "      <td>Ted Nugent calls Parkland survivors 'liars' an...</td>\n",
       "      <td>2018-03-31 23:34:16.919</td>\n",
       "      <td>2018-03-31 23:30:04.000</td>\n",
       "      <td>149760</td>\n",
       "      <td>251.02</td>\n",
       "      <td>2018-04-01T00:57:05.961Z</td>\n",
       "      <td>60523</td>\n",
       "      <td>78564</td>\n",
       "      <td>10673</td>\n",
       "      <td>...</td>\n",
       "      <td>29918466.00</td>\n",
       "      <td>2018-04-01T00:21:12.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>567.00</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>8d4daa22650daac24f1278a5e31c1f7204f47380</th>\n",
       "      <td>https://www.cnn.com/2018/03/20/us/maryland-sch...</td>\n",
       "      <td>Lone resource officer's quick action stopped t...</td>\n",
       "      <td>2018-03-20 19:19:19.249</td>\n",
       "      <td>2018-03-20 19:14:25.000</td>\n",
       "      <td>233418</td>\n",
       "      <td>1128.83</td>\n",
       "      <td>2018-03-21T13:08:07.973Z</td>\n",
       "      <td>41196</td>\n",
       "      <td>169456</td>\n",
       "      <td>22766</td>\n",
       "      <td>...</td>\n",
       "      <td>29865951.00</td>\n",
       "      <td>2018-03-20T22:30:14.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>694.00</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>7664d105c1e404927d190c8ef9106192165226d0</th>\n",
       "      <td>https://www.cnn.com/2018/03/16/politics/andrew...</td>\n",
       "      <td>Ex-FBI deputy director Andrew McCabe fired</td>\n",
       "      <td>2018-03-17 02:09:08.055</td>\n",
       "      <td>2018-03-17 02:00:06.000</td>\n",
       "      <td>289576</td>\n",
       "      <td>1156.07</td>\n",
       "      <td>2018-03-17T03:14:08.419Z</td>\n",
       "      <td>100382</td>\n",
       "      <td>162935</td>\n",
       "      <td>26259</td>\n",
       "      <td>...</td>\n",
       "      <td>29844606.00</td>\n",
       "      <td>2018-03-17T02:08:52.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>113.00</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>8848efde83e686020d400bbc7505803567b9331c</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-43525267</td>\n",
       "      <td>French police 'hero' dies of wounds</td>\n",
       "      <td>2018-03-24 05:13:12.232</td>\n",
       "      <td>2018-03-24 05:10:28.000</td>\n",
       "      <td>113294</td>\n",
       "      <td>285.37</td>\n",
       "      <td>2018-03-24T08:40:11.781Z</td>\n",
       "      <td>10422</td>\n",
       "      <td>91883</td>\n",
       "      <td>10989</td>\n",
       "      <td>...</td>\n",
       "      <td>46201300.00</td>\n",
       "      <td>2018-03-24T08:30:01.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>83.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>93.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0705ea630bb0def04ffcbe69420b63a500879d43</th>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-43324406</td>\n",
       "      <td>International Women's Day: Trains cancelled as...</td>\n",
       "      <td>2018-03-08 03:25:11.956</td>\n",
       "      <td>2018-03-08 03:22:33.000</td>\n",
       "      <td>91511</td>\n",
       "      <td>237.61</td>\n",
       "      <td>2018-03-08T17:58:06.745Z</td>\n",
       "      <td>3914</td>\n",
       "      <td>78771</td>\n",
       "      <td>8826</td>\n",
       "      <td>...</td>\n",
       "      <td>46026903.00</td>\n",
       "      <td>2018-03-08T17:40:00.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>289.00</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>2e5fa0c72c95854d8fec1ad919caef746a97894e</th>\n",
       "      <td>https://www.cnn.com/2018/03/16/politics/tennes...</td>\n",
       "      <td>Resolution denouncing white supremacists and n...</td>\n",
       "      <td>2018-03-16 15:10:20.763</td>\n",
       "      <td>2018-03-16 15:07:46.000</td>\n",
       "      <td>113404</td>\n",
       "      <td>380.13</td>\n",
       "      <td>2018-03-17T15:08:09.009Z</td>\n",
       "      <td>23082</td>\n",
       "      <td>69399</td>\n",
       "      <td>20923</td>\n",
       "      <td>...</td>\n",
       "      <td>29843740.00</td>\n",
       "      <td>2018-03-16T16:31:06.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>398.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b</th>\n",
       "      <td>https://www.cnn.com/2018/03/23/politics/transg...</td>\n",
       "      <td>White House announces policy to ban most trans...</td>\n",
       "      <td>2018-03-24 01:34:16.864</td>\n",
       "      <td>2018-03-24 01:29:02.000</td>\n",
       "      <td>114599</td>\n",
       "      <td>249.08</td>\n",
       "      <td>2018-03-24T03:08:06.356Z</td>\n",
       "      <td>30346</td>\n",
       "      <td>73204</td>\n",
       "      <td>11049</td>\n",
       "      <td>...</td>\n",
       "      <td>29880855.00</td>\n",
       "      <td>2018-03-24T01:55:03.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>87.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>92.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b2688f1ef5dfcb7d0cfa192634af8c318db75736</th>\n",
       "      <td>https://www.cnn.com/2018/03/14/health/stephen-...</td>\n",
       "      <td>Stephen Hawking, renowned scientist, dies at 76</td>\n",
       "      <td>2018-03-14 04:07:13.160</td>\n",
       "      <td>2018-03-14 04:03:53.000</td>\n",
       "      <td>711418</td>\n",
       "      <td>2328.02</td>\n",
       "      <td>2018-03-14T04:19:09.362Z</td>\n",
       "      <td>58142</td>\n",
       "      <td>545087</td>\n",
       "      <td>108189</td>\n",
       "      <td>...</td>\n",
       "      <td>29827961.00</td>\n",
       "      <td>2018-03-14T04:09:41.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>653.00</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>50436ebae1b3cdca23bc56a93b67aeb35087c01a</th>\n",
       "      <td>https://www.cnn.com/2018/03/27/politics/donald...</td>\n",
       "      <td>Trump suggests US military foot the bill for b...</td>\n",
       "      <td>2018-03-27 18:34:22.226</td>\n",
       "      <td>2018-03-27 18:29:24.000</td>\n",
       "      <td>125500</td>\n",
       "      <td>409.71</td>\n",
       "      <td>2018-03-28T13:03:08.153Z</td>\n",
       "      <td>47570</td>\n",
       "      <td>65167</td>\n",
       "      <td>12763</td>\n",
       "      <td>...</td>\n",
       "      <td>29916236.00</td>\n",
       "      <td>2018-03-31T10:00:21.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>482.00</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>0be4709b4b6141a6344aa3ae90df89aba5c96eb4</th>\n",
       "      <td>https://www.buzzfeed.com/arianelange/john-kric...</td>\n",
       "      <td>Creator Of “Ren &amp; Stimpy” Accused Of Preying O...</td>\n",
       "      <td>2018-03-29 20:40:13.743</td>\n",
       "      <td>2018-03-29 20:37:53.000</td>\n",
       "      <td>94263</td>\n",
       "      <td>125.60</td>\n",
       "      <td>2018-03-30T00:54:08.282Z</td>\n",
       "      <td>31786</td>\n",
       "      <td>51169</td>\n",
       "      <td>11308</td>\n",
       "      <td>...</td>\n",
       "      <td>2936785.00</td>\n",
       "      <td>2018-03-29T21:20:54.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>4111.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>91.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328f86eb43abe871db40cac05697a816367bb89b</th>\n",
       "      <td>https://www.cnn.com/2018/03/28/politics/donald...</td>\n",
       "      <td>An unheard-of problem: The President can't fin...</td>\n",
       "      <td>2018-03-28 05:31:22.960</td>\n",
       "      <td>2018-03-28 05:26:52.000</td>\n",
       "      <td>181848</td>\n",
       "      <td>460.77</td>\n",
       "      <td>2018-03-28T13:07:05.137Z</td>\n",
       "      <td>37122</td>\n",
       "      <td>126413</td>\n",
       "      <td>18313</td>\n",
       "      <td>...</td>\n",
       "      <td>29908332.00</td>\n",
       "      <td>2018-03-28T13:29:04.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>1173.00</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>a459ce106c02660968f2836220d0118a9a2a6824</th>\n",
       "      <td>http://money.cnn.com/2018/03/14/news/companies...</td>\n",
       "      <td>Toys 'R' Us will close or sell all US stores</td>\n",
       "      <td>2018-03-14 22:44:11.213</td>\n",
       "      <td>2018-03-14 22:38:00.000</td>\n",
       "      <td>159559</td>\n",
       "      <td>515.25</td>\n",
       "      <td>2018-03-14T23:18:03.648Z</td>\n",
       "      <td>40065</td>\n",
       "      <td>96445</td>\n",
       "      <td>23049</td>\n",
       "      <td>...</td>\n",
       "      <td>29837453.00</td>\n",
       "      <td>2018-03-14T22:45:04.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>nan</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>7f88871e141af09b1e5de790cd2d0b440d1adf4c</th>\n",
       "      <td>https://www.cnn.com/2018/03/22/politics/john-d...</td>\n",
       "      <td>Dowd resigns as Trump's lawyer</td>\n",
       "      <td>2018-03-22 15:37:16.332</td>\n",
       "      <td>2018-03-22 15:31:14.000</td>\n",
       "      <td>182692</td>\n",
       "      <td>855.50</td>\n",
       "      <td>2018-03-22T16:00:09.907Z</td>\n",
       "      <td>31654</td>\n",
       "      <td>128300</td>\n",
       "      <td>22738</td>\n",
       "      <td>...</td>\n",
       "      <td>29875784.00</td>\n",
       "      <td>2018-03-22T15:45:06.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>76.00</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>25dc33625aea1e8d559a344bbf837ea986bd4a08</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/andrew-mc...</td>\n",
       "      <td>Read Andrew McCabe's Response To Being Fired T...</td>\n",
       "      <td>2018-03-17 02:39:14.557</td>\n",
       "      <td>2018-03-17 02:33:26.000</td>\n",
       "      <td>161658</td>\n",
       "      <td>687.37</td>\n",
       "      <td>2018-03-17T19:09:08.459Z</td>\n",
       "      <td>40559</td>\n",
       "      <td>97409</td>\n",
       "      <td>23690</td>\n",
       "      <td>...</td>\n",
       "      <td>9870240.00</td>\n",
       "      <td>2018-03-17T14:30:04.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>954.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7ffffa6d7974335419e3c65059fc4ea3de49af3d</th>\n",
       "      <td>https://www.cnn.com/2018/03/12/us/texas-austin...</td>\n",
       "      <td>Austin explosions: 2 deadly blasts connected, ...</td>\n",
       "      <td>2018-03-12 17:22:18.966</td>\n",
       "      <td>2018-03-12 17:19:09.000</td>\n",
       "      <td>72077</td>\n",
       "      <td>197.98</td>\n",
       "      <td>2018-03-12T19:07:11.845Z</td>\n",
       "      <td>12615</td>\n",
       "      <td>43108</td>\n",
       "      <td>16354</td>\n",
       "      <td>...</td>\n",
       "      <td>29816162.00</td>\n",
       "      <td>2018-03-12T18:44:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>200.00</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>1c6abd59d584927743ac3606cc6783edc6653805</th>\n",
       "      <td>https://www.cnn.com/2018/03/15/politics/robert...</td>\n",
       "      <td>NYT: Mueller subpoenas Trump Organization</td>\n",
       "      <td>2018-03-15 18:07:22.216</td>\n",
       "      <td>2018-03-15 18:03:15.000</td>\n",
       "      <td>94218</td>\n",
       "      <td>532.91</td>\n",
       "      <td>2018-03-15T19:13:13.249Z</td>\n",
       "      <td>19521</td>\n",
       "      <td>64878</td>\n",
       "      <td>9819</td>\n",
       "      <td>...</td>\n",
       "      <td>29842457.00</td>\n",
       "      <td>2018-03-15T18:15:04.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>92.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40168add43bafc4da17ca035e9b52e967055e680</th>\n",
       "      <td>https://www.cnn.com/2018/03/08/politics/donald...</td>\n",
       "      <td>Trump accepts offer to meet Kim Jong Un</td>\n",
       "      <td>2018-03-09 00:25:18.624</td>\n",
       "      <td>2018-03-09 00:20:14.000</td>\n",
       "      <td>90701</td>\n",
       "      <td>210.60</td>\n",
       "      <td>2018-03-09T02:12:10.970Z</td>\n",
       "      <td>34902</td>\n",
       "      <td>42937</td>\n",
       "      <td>12862</td>\n",
       "      <td>...</td>\n",
       "      <td>29798449.00</td>\n",
       "      <td>2018-03-09T00:50:02.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>34.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b25e487d0eaa9639787f6a8e205a98b4acc0ac0</th>\n",
       "      <td>https://www.buzzfeed.com/tomnamako/ralph-peters</td>\n",
       "      <td>An \"Ashamed\" Fox News Commentator Just Quit Th...</td>\n",
       "      <td>2018-03-20 20:07:19.832</td>\n",
       "      <td>2018-03-20 20:00:15.000</td>\n",
       "      <td>76239</td>\n",
       "      <td>172.22</td>\n",
       "      <td>2018-03-20T22:44:19.065Z</td>\n",
       "      <td>15047</td>\n",
       "      <td>43957</td>\n",
       "      <td>17235</td>\n",
       "      <td>...</td>\n",
       "      <td>2935278.00</td>\n",
       "      <td>2018-03-20T20:30:51.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>603.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505077913306a55b2cf4e8cd7ca01fc810f78749</th>\n",
       "      <td>https://www.cnn.com/2018/03/17/politics/mccabe...</td>\n",
       "      <td>McCabe has memos documenting his conversations...</td>\n",
       "      <td>2018-03-17 17:43:13.101</td>\n",
       "      <td>2018-03-17 17:36:54.000</td>\n",
       "      <td>83981</td>\n",
       "      <td>711.60</td>\n",
       "      <td>2018-03-17T19:08:04.728Z</td>\n",
       "      <td>15804</td>\n",
       "      <td>60628</td>\n",
       "      <td>7549</td>\n",
       "      <td>...</td>\n",
       "      <td>29849494.00</td>\n",
       "      <td>2018-03-17T18:46:10.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>146.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3</th>\n",
       "      <td>https://www.cnn.com/2018/03/01/politics/ivanka...</td>\n",
       "      <td>Exclusive: FBI counterintel looks at Ivanka Tr...</td>\n",
       "      <td>2018-03-01 23:01:21.164</td>\n",
       "      <td>2018-03-01 22:59:33.000</td>\n",
       "      <td>58344</td>\n",
       "      <td>294.07</td>\n",
       "      <td>2018-03-02T16:15:13.750Z</td>\n",
       "      <td>12208</td>\n",
       "      <td>36614</td>\n",
       "      <td>9522</td>\n",
       "      <td>...</td>\n",
       "      <td>29763429.00</td>\n",
       "      <td>2018-03-01T23:15:05.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>1276.00</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>9afbf17229fbe2035b78545478034672f64db046</th>\n",
       "      <td>https://www.cnn.com/2018/03/08/politics/trump-...</td>\n",
       "      <td>Trump upset with Sanders over Stormy Daniels r...</td>\n",
       "      <td>2018-03-08 13:49:18.486</td>\n",
       "      <td>2018-03-08 13:42:56.000</td>\n",
       "      <td>75453</td>\n",
       "      <td>313.91</td>\n",
       "      <td>2018-03-08T15:47:10.491Z</td>\n",
       "      <td>22492</td>\n",
       "      <td>46863</td>\n",
       "      <td>6098</td>\n",
       "      <td>...</td>\n",
       "      <td>29794913.00</td>\n",
       "      <td>2018-03-08T15:30:12.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>153.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6b7e492f18852c185ce675613126ecc1dc635ad8</th>\n",
       "      <td>https://www.cnn.com/2018/03/09/us/florida-gov-...</td>\n",
       "      <td>Florida Gov. Rick Scott signs gun bill</td>\n",
       "      <td>2018-03-09 20:19:13.516</td>\n",
       "      <td>2018-03-09 20:14:08.000</td>\n",
       "      <td>63286</td>\n",
       "      <td>191.69</td>\n",
       "      <td>2018-03-09T22:18:14.865Z</td>\n",
       "      <td>21148</td>\n",
       "      <td>34852</td>\n",
       "      <td>7286</td>\n",
       "      <td>...</td>\n",
       "      <td>29803315.00</td>\n",
       "      <td>2018-03-09T20:30:44.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>597.00</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>0bc531fbd47a9cbf242866e491b5912b92138391</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/florida-p...</td>\n",
       "      <td>Exclusive: Florida Public School Teacher Has A...</td>\n",
       "      <td>2018-03-03 17:04:20.369</td>\n",
       "      <td>2018-03-03 17:02:22.984</td>\n",
       "      <td>348983</td>\n",
       "      <td>343.78</td>\n",
       "      <td>2018-03-03T21:52:08.809Z</td>\n",
       "      <td>98997</td>\n",
       "      <td>200766</td>\n",
       "      <td>49220</td>\n",
       "      <td>...</td>\n",
       "      <td>9855456.00</td>\n",
       "      <td>2018-03-03T17:30:30.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>1163.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/teens-kil...</td>\n",
       "      <td>73 Teens Shot To Death In The 37 Days Since Th...</td>\n",
       "      <td>2018-03-23 23:46:11.064</td>\n",
       "      <td>2018-03-23 23:32:05.860</td>\n",
       "      <td>205380</td>\n",
       "      <td>153.51</td>\n",
       "      <td>2018-03-24T14:10:06.582Z</td>\n",
       "      <td>16975</td>\n",
       "      <td>145972</td>\n",
       "      <td>42433</td>\n",
       "      <td>...</td>\n",
       "      <td>9872116.00</td>\n",
       "      <td>2018-03-24T13:30:06.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>852.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>89.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4d6502bd4e3a0c3973855e284d48f12c1038cb52</th>\n",
       "      <td>https://www.nytimes.com/interactive/2018/obitu...</td>\n",
       "      <td>Women We Overlooked in 167 Years of New York T...</td>\n",
       "      <td>2018-03-08 06:01:13.571</td>\n",
       "      <td>2018-03-08 06:00:29.000</td>\n",
       "      <td>175255</td>\n",
       "      <td>937.13</td>\n",
       "      <td>2018-03-08T14:03:12.334Z</td>\n",
       "      <td>9797</td>\n",
       "      <td>124907</td>\n",
       "      <td>40551</td>\n",
       "      <td>...</td>\n",
       "      <td>15386187.00</td>\n",
       "      <td>2018-03-08T12:55:06.000Z</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>ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2</th>\n",
       "      <td>https://www.cnn.com/2018/03/15/us/miami-bridge...</td>\n",
       "      <td>Pedestrian bridge collapses in Miami</td>\n",
       "      <td>2018-03-15 18:25:24.501</td>\n",
       "      <td>2018-03-15 18:22:27.000</td>\n",
       "      <td>99543</td>\n",
       "      <td>609.18</td>\n",
       "      <td>2018-03-15T19:09:15.074Z</td>\n",
       "      <td>19426</td>\n",
       "      <td>65311</td>\n",
       "      <td>14806</td>\n",
       "      <td>...</td>\n",
       "      <td>29842448.00</td>\n",
       "      <td>2018-03-15T18:29:06.000Z</td>\n",
       "      <td>105</td>\n",
       "      <td>43.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>88.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773d4d6e929b7214b91c99af479d3428243d8834</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/nra-march...</td>\n",
       "      <td>NRA Takes Aim At ‘March For Our Lives' Rally, ...</td>\n",
       "      <td>2018-03-25 12:59:13.260</td>\n",
       "      <td>2018-03-25 12:49:22.000</td>\n",
       "      <td>120306</td>\n",
       "      <td>243.07</td>\n",
       "      <td>2018-03-25T14:45:14.160Z</td>\n",
       "      <td>39242</td>\n",
       "      <td>69841</td>\n",
       "      <td>11223</td>\n",
       "      <td>...</td>\n",
       "      <td>9872381.00</td>\n",
       "      <td>2018-03-25T14:00:10.000Z</td>\n",
       "      <td>215</td>\n",
       "      <td>456.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>39.00</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>589381e0e53a564fcbf2b7f7d686fb4ffb7de28f</th>\n",
       "      <td>https://www.washingtonpost.com/national/10-thi...</td>\n",
       "      <td>10 Things to Know for Today</td>\n",
       "      <td>2018-03-14 10:19:12.084</td>\n",
       "      <td>2018-03-14 10:07:15.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-03-14T10:31:10.552Z</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>393.00</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>374eded6396cc66aac5f262bbf861d651040f5f1</th>\n",
       "      <td>http://www.bbc.co.uk/news/uk-scotland-tayside-...</td>\n",
       "      <td>Man charged with assault after CCTV appeal</td>\n",
       "      <td>2018-03-14 10:13:09.772</td>\n",
       "      <td>2018-03-14 10:09:32.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-03-15T09:41:07.716Z</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>96</td>\n",
       "      <td>65.00</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>235c18ee0dcdfc6d5ba97a5606413a4977bf289a</th>\n",
       "      <td>https://www.buzzfeed.com/hazelshearing/these-s...</td>\n",
       "      <td>These Sexual Assault Victims Say Bristol Unive...</td>\n",
       "      <td>2018-04-27 08:01:13.447</td>\n",
       "      <td>2018-03-14 10:10:14.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-04-27T08:12:12.343Z</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>147</td>\n",
       "      <td>2604.00</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>ff34bc30c66bd4dc84aaee72eb5b399915ee8473</th>\n",
       "      <td>https://www.washingtonpost.com/business/techno...</td>\n",
       "      <td>Edmunds: These 6 new SUVs are worth the wait</td>\n",
       "      <td>2018-03-14 10:22:16.719</td>\n",
       "      <td>2018-03-14 10:15:04.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-03-14T10:34:11.039Z</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>940.00</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>a3a7576ea53b61ef6e26e68c2f99315e9578de9e</th>\n",
       "      <td>https://www.washingtonpost.com/sports/wizards/...</td>\n",
       "      <td>Cavaliers’ Kyle Korver attends funeral for you...</td>\n",
       "      <td>2018-03-27 14:13:19.120</td>\n",
       "      <td>2018-03-27 14:10:16.000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2018-03-28T13:41:16.514Z</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>155.00</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>0d7d4e6c8e63fb95d01c0b23691656917bd9c329</th>\n",
       "      <td>http://www.dailymail.co.uk/tvshowbiz/article-5...</td>\n",
       "      <td>Dave Hughes' crooked smile motivated Joe Hilde...</td>\n",
       "      <td>2018-03-14 09:40:21.414</td>\n",
       "      <td>2018-03-14 09:35:54.000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.02</td>\n",
       "      <td>2018-03-14T13:55:14.174Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "eac51a65487c71639689314af6a89923cff1c95a  Recovering Cathay Pacific Flies Into a Threat ...   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554  COOKING ON DEADLINE: Leftover Brisket Barley Soup   \n",
       "504b31c73509ae9657d6592a4998caee9e839819    RHI Live: OFGEM officials face inquiry grilling   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4  Charges: Man shot dead after trying to record ...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a 2018-03-14 03:49:13.874   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a 2018-03-25 13:04:19.014   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc 2018-03-21 06:10:16.915   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8 2018-03-31 23:34:16.919   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380 2018-03-20 19:19:19.249   \n",
       "7664d105c1e404927d190c8ef9106192165226d0 2018-03-17 02:09:08.055   \n",
       "8848efde83e686020d400bbc7505803567b9331c 2018-03-24 05:13:12.232   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43 2018-03-08 03:25:11.956   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e 2018-03-16 15:10:20.763   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b 2018-03-24 01:34:16.864   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736 2018-03-14 04:07:13.160   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a 2018-03-27 18:34:22.226   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4 2018-03-29 20:40:13.743   \n",
       "328f86eb43abe871db40cac05697a816367bb89b 2018-03-28 05:31:22.960   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824 2018-03-14 22:44:11.213   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c 2018-03-22 15:37:16.332   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08 2018-03-17 02:39:14.557   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d 2018-03-12 17:22:18.966   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805 2018-03-15 18:07:22.216   \n",
       "40168add43bafc4da17ca035e9b52e967055e680 2018-03-09 00:25:18.624   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0 2018-03-20 20:07:19.832   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749 2018-03-17 17:43:13.101   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3 2018-03-01 23:01:21.164   \n",
       "9afbf17229fbe2035b78545478034672f64db046 2018-03-08 13:49:18.486   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8 2018-03-09 20:19:13.516   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391 2018-03-03 17:04:20.369   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c 2018-03-23 23:46:11.064   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52 2018-03-08 06:01:13.571   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2 2018-03-15 18:25:24.501   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834 2018-03-25 12:59:13.260   \n",
       "...                                                          ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f 2018-03-14 10:19:12.084   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1 2018-03-14 10:13:09.772   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a 2018-04-27 08:01:13.447   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473 2018-03-14 10:22:16.719   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e 2018-03-27 14:13:19.120   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329 2018-03-14 09:40:21.414   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9 2018-03-14 09:37:12.559   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f 2018-03-14 09:37:16.154   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b 2018-03-27 14:28:22.960   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc 2018-03-14 08:40:10.520   \n",
       "116c491935236e1476a014d7ebca706125a22c07 2018-03-27 14:31:13.686   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888 2018-03-14 08:40:13.393   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0 2018-03-14 08:43:20.864   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1 2018-03-27 14:31:11.680   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4 2018-03-27 14:19:15.403   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702 2018-03-14 08:49:15.380   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0 2018-03-14 08:49:18.512   \n",
       "e543cde9cf07954b432586b505e04440a5abc652 2018-03-14 08:58:22.486   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b 2018-03-27 14:19:20.518   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe 2018-03-14 09:10:11.394   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec 2018-03-14 09:07:08.901   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e 2018-03-14 09:01:26.994   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149 2018-03-14 09:04:09.735   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92 2018-03-14 09:10:11.876   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4 2018-03-14 09:22:12.358   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341 2018-03-14 09:22:13.062   \n",
       "eac51a65487c71639689314af6a89923cff1c95a 2018-03-14 09:46:19.383   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554 2018-03-27 14:19:22.409   \n",
       "504b31c73509ae9657d6592a4998caee9e839819 2018-03-14 09:31:12.851   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4 2018-03-15 23:07:17.810   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a 2018-03-14 03:47:02.000   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a 2018-03-25 12:56:50.000   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc 2018-03-21 06:06:52.000   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8 2018-03-31 23:30:04.000   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380 2018-03-20 19:14:25.000   \n",
       "7664d105c1e404927d190c8ef9106192165226d0 2018-03-17 02:00:06.000   \n",
       "8848efde83e686020d400bbc7505803567b9331c 2018-03-24 05:10:28.000   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43 2018-03-08 03:22:33.000   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e 2018-03-16 15:07:46.000   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b 2018-03-24 01:29:02.000   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736 2018-03-14 04:03:53.000   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a 2018-03-27 18:29:24.000   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4 2018-03-29 20:37:53.000   \n",
       "328f86eb43abe871db40cac05697a816367bb89b 2018-03-28 05:26:52.000   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824 2018-03-14 22:38:00.000   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c 2018-03-22 15:31:14.000   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08 2018-03-17 02:33:26.000   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d 2018-03-12 17:19:09.000   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805 2018-03-15 18:03:15.000   \n",
       "40168add43bafc4da17ca035e9b52e967055e680 2018-03-09 00:20:14.000   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0 2018-03-20 20:00:15.000   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749 2018-03-17 17:36:54.000   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3 2018-03-01 22:59:33.000   \n",
       "9afbf17229fbe2035b78545478034672f64db046 2018-03-08 13:42:56.000   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8 2018-03-09 20:14:08.000   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391 2018-03-03 17:02:22.984   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c 2018-03-23 23:32:05.860   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52 2018-03-08 06:00:29.000   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2 2018-03-15 18:22:27.000   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834 2018-03-25 12:49:22.000   \n",
       "...                                                          ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f 2018-03-14 10:07:15.000   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1 2018-03-14 10:09:32.000   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a 2018-03-14 10:10:14.000   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473 2018-03-14 10:15:04.000   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e 2018-03-27 14:10:16.000   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329 2018-03-14 09:35:54.000   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9 2018-03-14 09:33:40.000   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f 2018-03-14 09:30:21.000   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b 2018-03-27 14:19:59.000   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc 2018-03-14 08:30:09.000   \n",
       "116c491935236e1476a014d7ebca706125a22c07 2018-03-27 14:19:12.000   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888 2018-03-14 08:37:02.000   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0 2018-03-14 08:42:38.000   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1 2018-03-27 14:16:14.000   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4 2018-03-27 14:16:02.000   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702 2018-03-14 08:44:17.000   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0 2018-03-14 08:48:51.000   \n",
       "e543cde9cf07954b432586b505e04440a5abc652 2018-03-14 08:53:34.000   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b 2018-03-27 14:14:31.000   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe 2018-03-14 08:57:10.000   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec 2018-03-14 08:58:10.000   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e 2018-03-14 09:00:02.000   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149 2018-03-14 09:03:18.000   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92 2018-03-14 09:05:30.000   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4 2018-03-14 09:11:12.000   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341 2018-03-14 09:13:12.000   \n",
       "eac51a65487c71639689314af6a89923cff1c95a 2018-03-14 09:24:36.000   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554 2018-03-27 14:11:13.000   \n",
       "504b31c73509ae9657d6592a4998caee9e839819 2018-03-14 09:27:36.000   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4 2018-03-15 22:58:32.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a         2016997   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a          233961   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc          167127   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8          149760   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380          233418   \n",
       "7664d105c1e404927d190c8ef9106192165226d0          289576   \n",
       "8848efde83e686020d400bbc7505803567b9331c          113294   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43           91511   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e          113404   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b          114599   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736          711418   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a          125500   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4           94263   \n",
       "328f86eb43abe871db40cac05697a816367bb89b          181848   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824          159559   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c          182692   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08          161658   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d           72077   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805           94218   \n",
       "40168add43bafc4da17ca035e9b52e967055e680           90701   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0           76239   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749           83981   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3           58344   \n",
       "9afbf17229fbe2035b78545478034672f64db046           75453   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8           63286   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391          348983   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c          205380   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52          175255   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2           99543   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834          120306   \n",
       "...                                                  ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f               0   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1               1   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a               1   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473               0   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e               0   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329               1   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9               0   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f               0   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b               0   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc               0   \n",
       "116c491935236e1476a014d7ebca706125a22c07               1   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888               0   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0               1   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1               1   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4               1   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702               0   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0               1   \n",
       "e543cde9cf07954b432586b505e04440a5abc652               0   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b               0   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe               1   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec               0   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e               0   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149               0   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92               0   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4               0   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341               0   \n",
       "eac51a65487c71639689314af6a89923cff1c95a               0   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554               0   \n",
       "504b31c73509ae9657d6592a4998caee9e839819               1   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4               0   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a                     8610.41   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a                      787.19   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc                      381.36   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8                      251.02   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380                     1128.83   \n",
       "7664d105c1e404927d190c8ef9106192165226d0                     1156.07   \n",
       "8848efde83e686020d400bbc7505803567b9331c                      285.37   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43                      237.61   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e                      380.13   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b                      249.08   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736                     2328.02   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a                      409.71   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4                      125.60   \n",
       "328f86eb43abe871db40cac05697a816367bb89b                      460.77   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824                      515.25   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c                      855.50   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08                      687.37   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d                      197.98   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805                      532.91   \n",
       "40168add43bafc4da17ca035e9b52e967055e680                      210.60   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0                      172.22   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749                      711.60   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3                      294.07   \n",
       "9afbf17229fbe2035b78545478034672f64db046                      313.91   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8                      191.69   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391                      343.78   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c                      153.51   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52                      937.13   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2                      609.18   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834                      243.07   \n",
       "...                                                              ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f                        0.00   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1                        0.02   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a                        0.00   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473                        0.00   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e                        0.00   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329                        0.02   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9                        0.00   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f                        0.00   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b                        0.00   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc                        0.00   \n",
       "116c491935236e1476a014d7ebca706125a22c07                        0.02   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888                        0.00   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0                        0.02   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1                        0.02   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4                        0.02   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702                        0.00   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0                        0.10   \n",
       "e543cde9cf07954b432586b505e04440a5abc652                        0.00   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b                        0.00   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe                        0.10   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec                        0.00   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e                        0.00   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149                        0.00   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92                        0.00   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4                        0.00   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341                        0.00   \n",
       "eac51a65487c71639689314af6a89923cff1c95a                        0.00   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554                        0.00   \n",
       "504b31c73509ae9657d6592a4998caee9e839819                        0.02   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4                        0.00   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a        2018-03-14T04:12:06.080Z   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a        2018-03-25T15:48:12.330Z   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc        2018-03-21T13:15:12.369Z   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8        2018-04-01T00:57:05.961Z   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380        2018-03-21T13:08:07.973Z   \n",
       "7664d105c1e404927d190c8ef9106192165226d0        2018-03-17T03:14:08.419Z   \n",
       "8848efde83e686020d400bbc7505803567b9331c        2018-03-24T08:40:11.781Z   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43        2018-03-08T17:58:06.745Z   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e        2018-03-17T15:08:09.009Z   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b        2018-03-24T03:08:06.356Z   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736        2018-03-14T04:19:09.362Z   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a        2018-03-28T13:03:08.153Z   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4        2018-03-30T00:54:08.282Z   \n",
       "328f86eb43abe871db40cac05697a816367bb89b        2018-03-28T13:07:05.137Z   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824        2018-03-14T23:18:03.648Z   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c        2018-03-22T16:00:09.907Z   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08        2018-03-17T19:09:08.459Z   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d        2018-03-12T19:07:11.845Z   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805        2018-03-15T19:13:13.249Z   \n",
       "40168add43bafc4da17ca035e9b52e967055e680        2018-03-09T02:12:10.970Z   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0        2018-03-20T22:44:19.065Z   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749        2018-03-17T19:08:04.728Z   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3        2018-03-02T16:15:13.750Z   \n",
       "9afbf17229fbe2035b78545478034672f64db046        2018-03-08T15:47:10.491Z   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8        2018-03-09T22:18:14.865Z   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391        2018-03-03T21:52:08.809Z   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c        2018-03-24T14:10:06.582Z   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52        2018-03-08T14:03:12.334Z   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2        2018-03-15T19:09:15.074Z   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834        2018-03-25T14:45:14.160Z   \n",
       "...                                                                  ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f        2018-03-14T10:31:10.552Z   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1        2018-03-15T09:41:07.716Z   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a        2018-04-27T08:12:12.343Z   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473        2018-03-14T10:34:11.039Z   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e        2018-03-28T13:41:16.514Z   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329        2018-03-14T13:55:14.174Z   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9        2018-03-14T09:48:13.624Z   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f        2018-03-14T09:48:13.627Z   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b        2018-03-28T14:58:12.849Z   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc        2018-03-14T10:52:10.127Z   \n",
       "116c491935236e1476a014d7ebca706125a22c07        2018-03-27T19:46:09.073Z   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888        2018-03-14T08:52:10.822Z   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0        2018-03-14T09:55:11.653Z   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1        2018-03-27T15:43:13.263Z   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4        2018-03-27T16:32:08.406Z   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702        2018-03-14T11:02:10.420Z   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0        2018-03-14T09:00:15.662Z   \n",
       "e543cde9cf07954b432586b505e04440a5abc652        2018-03-14T09:10:08.806Z   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b        2018-03-27T20:35:09.526Z   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe        2018-03-14T09:21:09.832Z   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec        2018-03-14T09:18:11.748Z   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e        2018-03-14T09:13:04.797Z   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149        2018-03-14T09:15:08.370Z   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92        2018-03-14T11:22:15.494Z   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4        2018-03-14T11:35:07.289Z   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341        2018-03-15T06:50:03.633Z   \n",
       "eac51a65487c71639689314af6a89923cff1c95a        2018-03-15T03:11:13.923Z   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554        2018-03-28T11:46:10.965Z   \n",
       "504b31c73509ae9657d6592a4998caee9e839819        2018-03-14T16:48:06.143Z   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4        2018-03-16T10:27:07.148Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a       141418       1517206   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a        29785        189759   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc        39679         99918   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8        60523         78564   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380        41196        169456   \n",
       "7664d105c1e404927d190c8ef9106192165226d0       100382        162935   \n",
       "8848efde83e686020d400bbc7505803567b9331c        10422         91883   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43         3914         78771   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e        23082         69399   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b        30346         73204   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736        58142        545087   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a        47570         65167   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4        31786         51169   \n",
       "328f86eb43abe871db40cac05697a816367bb89b        37122        126413   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824        40065         96445   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c        31654        128300   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08        40559         97409   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d        12615         43108   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805        19521         64878   \n",
       "40168add43bafc4da17ca035e9b52e967055e680        34902         42937   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0        15047         43957   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749        15804         60628   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3        12208         36614   \n",
       "9afbf17229fbe2035b78545478034672f64db046        22492         46863   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8        21148         34852   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391        98997        200766   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c        16975        145972   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52         9797        124907   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2        19426         65311   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834        39242         69841   \n",
       "...                                               ...           ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f            0             0   \n",
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       "adf35886949348793ba290bed12c3c3f4e40e42e            0             0   \n",
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       "dc489191d695f2ea21c5056bf52f04040cf63e92            0             0   \n",
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       "504b31c73509ae9657d6592a4998caee9e839819            0             0   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4            0             0   \n",
       "\n",
       "                                          fb_shares       ...         \\\n",
       "id                                                        ...          \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a     358373       ...          \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a      14417       ...          \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc      27530       ...          \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8      10673       ...          \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380      22766       ...          \n",
       "7664d105c1e404927d190c8ef9106192165226d0      26259       ...          \n",
       "8848efde83e686020d400bbc7505803567b9331c      10989       ...          \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43       8826       ...          \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e      20923       ...          \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b      11049       ...          \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736     108189       ...          \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a      12763       ...          \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4      11308       ...          \n",
       "328f86eb43abe871db40cac05697a816367bb89b      18313       ...          \n",
       "a459ce106c02660968f2836220d0118a9a2a6824      23049       ...          \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c      22738       ...          \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08      23690       ...          \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d      16354       ...          \n",
       "1c6abd59d584927743ac3606cc6783edc6653805       9819       ...          \n",
       "40168add43bafc4da17ca035e9b52e967055e680      12862       ...          \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0      17235       ...          \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749       7549       ...          \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3       9522       ...          \n",
       "9afbf17229fbe2035b78545478034672f64db046       6098       ...          \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8       7286       ...          \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391      49220       ...          \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c      42433       ...          \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52      40551       ...          \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2      14806       ...          \n",
       "773d4d6e929b7214b91c99af479d3428243d8834      11223       ...          \n",
       "...                                             ...       ...          \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f          0       ...          \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1          1       ...          \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a          1       ...          \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473          0       ...          \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e          0       ...          \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329          1       ...          \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9          0       ...          \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f          0       ...          \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b          0       ...          \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc          0       ...          \n",
       "116c491935236e1476a014d7ebca706125a22c07          1       ...          \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888          0       ...          \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0          1       ...          \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1          1       ...          \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4          1       ...          \n",
       "b12039e3ab812c96a686904511beb8a2210a3702          0       ...          \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0          1       ...          \n",
       "e543cde9cf07954b432586b505e04440a5abc652          0       ...          \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b          0       ...          \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe          1       ...          \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec          0       ...          \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e          0       ...          \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149          0       ...          \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92          0       ...          \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4          0       ...          \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341          0       ...          \n",
       "eac51a65487c71639689314af6a89923cff1c95a          0       ...          \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554          0       ...          \n",
       "504b31c73509ae9657d6592a4998caee9e839819          1       ...          \n",
       "6205205421bc3e02bb31acdc0656147578c677f4          0       ...          \n",
       "\n",
       "                                         fb_brand_page_likes  \\\n",
       "id                                                             \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a         46116240.00   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a         29898261.00   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc         29873177.00   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8         29918466.00   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380         29865951.00   \n",
       "7664d105c1e404927d190c8ef9106192165226d0         29844606.00   \n",
       "8848efde83e686020d400bbc7505803567b9331c         46201300.00   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43         46026903.00   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e         29843740.00   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b         29880855.00   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736         29827961.00   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a         29916236.00   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4          2936785.00   \n",
       "328f86eb43abe871db40cac05697a816367bb89b         29908332.00   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824         29837453.00   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c         29875784.00   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08          9870240.00   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d         29816162.00   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805         29842457.00   \n",
       "40168add43bafc4da17ca035e9b52e967055e680         29798449.00   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0          2935278.00   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749         29849494.00   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3         29763429.00   \n",
       "9afbf17229fbe2035b78545478034672f64db046         29794913.00   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8         29803315.00   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391          9855456.00   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c          9872116.00   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52         15386187.00   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2         29842448.00   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834          9872381.00   \n",
       "...                                                      ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f                 nan   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1                 nan   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a                 nan   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473                 nan   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e                 nan   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329                 nan   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9                 nan   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f                 nan   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b                 nan   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc                 nan   \n",
       "116c491935236e1476a014d7ebca706125a22c07                 nan   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888                 nan   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0                 nan   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1                 nan   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4                 nan   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702                 nan   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0                 nan   \n",
       "e543cde9cf07954b432586b505e04440a5abc652                 nan   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b                 nan   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe                 nan   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec                 nan   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e                 nan   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149                 nan   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92                 nan   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4                 nan   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341                 nan   \n",
       "eac51a65487c71639689314af6a89923cff1c95a                 nan   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554                 nan   \n",
       "504b31c73509ae9657d6592a4998caee9e839819                 nan   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4                 nan   \n",
       "\n",
       "                                                fb_brand_page_time  \\\n",
       "id                                                                   \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a  2018-03-14T03:50:08.000Z   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a  2018-03-25T15:30:01.000Z   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc  2018-03-22T00:03:09.000Z   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8  2018-04-01T00:21:12.000Z   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380  2018-03-20T22:30:14.000Z   \n",
       "7664d105c1e404927d190c8ef9106192165226d0  2018-03-17T02:08:52.000Z   \n",
       "8848efde83e686020d400bbc7505803567b9331c  2018-03-24T08:30:01.000Z   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43  2018-03-08T17:40:00.000Z   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e  2018-03-16T16:31:06.000Z   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b  2018-03-24T01:55:03.000Z   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736  2018-03-14T04:09:41.000Z   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a  2018-03-31T10:00:21.000Z   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4  2018-03-29T21:20:54.000Z   \n",
       "328f86eb43abe871db40cac05697a816367bb89b  2018-03-28T13:29:04.000Z   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824  2018-03-14T22:45:04.000Z   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c  2018-03-22T15:45:06.000Z   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08  2018-03-17T14:30:04.000Z   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d  2018-03-12T18:44:02.000Z   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805  2018-03-15T18:15:04.000Z   \n",
       "40168add43bafc4da17ca035e9b52e967055e680  2018-03-09T00:50:02.000Z   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0  2018-03-20T20:30:51.000Z   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749  2018-03-17T18:46:10.000Z   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3  2018-03-01T23:15:05.000Z   \n",
       "9afbf17229fbe2035b78545478034672f64db046  2018-03-08T15:30:12.000Z   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8  2018-03-09T20:30:44.000Z   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391  2018-03-03T17:30:30.000Z   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c  2018-03-24T13:30:06.000Z   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52  2018-03-08T12:55:06.000Z   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2  2018-03-15T18:29:06.000Z   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834  2018-03-25T14:00:10.000Z   \n",
       "...                                                            ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f                       NaN   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1                       NaN   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a                       NaN   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473                       NaN   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e                       NaN   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329                       NaN   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9                       NaN   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f                       NaN   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b                       NaN   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc                       NaN   \n",
       "116c491935236e1476a014d7ebca706125a22c07                       NaN   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888                       NaN   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0                       NaN   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1                       NaN   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4                       NaN   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702                       NaN   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0                       NaN   \n",
       "e543cde9cf07954b432586b505e04440a5abc652                       NaN   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b                       NaN   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe                       NaN   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec                       NaN   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e                       NaN   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149                       NaN   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92                       NaN   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4                       NaN   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341                       NaN   \n",
       "eac51a65487c71639689314af6a89923cff1c95a                       NaN   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554                       NaN   \n",
       "504b31c73509ae9657d6592a4998caee9e839819                       NaN   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4                       NaN   \n",
       "\n",
       "                                          alexa_rank  word_count  \\\n",
       "id                                                                 \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a          96       66.00   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a         105      851.00   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc         105      688.00   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8         105      567.00   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380         105      694.00   \n",
       "7664d105c1e404927d190c8ef9106192165226d0         105      113.00   \n",
       "8848efde83e686020d400bbc7505803567b9331c          96       83.00   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43          96      289.00   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e         105      398.00   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b         105       87.00   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736         105      653.00   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a         105      482.00   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4         147     4111.00   \n",
       "328f86eb43abe871db40cac05697a816367bb89b         105     1173.00   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824         105         nan   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c         105       76.00   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08         215      954.00   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d         105      200.00   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805         105       92.00   \n",
       "40168add43bafc4da17ca035e9b52e967055e680         105       34.00   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0         147      603.00   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749         105      146.00   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3         105     1276.00   \n",
       "9afbf17229fbe2035b78545478034672f64db046         105      153.00   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8         105      597.00   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391         215     1163.00   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c         215      852.00   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52         120         nan   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2         105       43.00   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834         215      456.00   \n",
       "...                                              ...         ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f         191      393.00   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1          96       65.00   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a         147     2604.00   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473         191      940.00   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e         191      155.00   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329         158      797.00   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9          96         nan   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f         191      142.00   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b         105      312.00   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc         191      249.00   \n",
       "116c491935236e1476a014d7ebca706125a22c07         191      150.00   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888         158      447.00   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0         386      218.00   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1         191      149.00   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4          96      207.00   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702         191      146.00   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0         386      407.00   \n",
       "e543cde9cf07954b432586b505e04440a5abc652         158      462.00   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b         191      151.00   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe         191       31.00   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec         191      135.00   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e         120      210.00   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149          96       58.00   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92         191      148.00   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4         191      545.00   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341         191      146.00   \n",
       "eac51a65487c71639689314af6a89923cff1c95a         191      494.00   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554         191      586.00   \n",
       "504b31c73509ae9657d6592a4998caee9e839819          96         nan   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4         191      157.00   \n",
       "\n",
       "                                          response_score  lead_score  \\\n",
       "id                                                                     \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a           50.00       20.00   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a           50.00       20.00   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc           50.00       20.00   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8           50.00       20.00   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380           50.00       20.00   \n",
       "7664d105c1e404927d190c8ef9106192165226d0           50.00       20.00   \n",
       "8848efde83e686020d400bbc7505803567b9331c           48.00       20.00   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43           47.00       20.00   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e           48.00       20.00   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b           48.00       20.00   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736           50.00       20.00   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a           49.00       20.00   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4           47.00       19.00   \n",
       "328f86eb43abe871db40cac05697a816367bb89b           50.00       20.00   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824           50.00       20.00   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c           50.00       20.00   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08           50.00       17.00   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d           46.00       20.00   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805           47.00       20.00   \n",
       "40168add43bafc4da17ca035e9b52e967055e680           47.00       20.00   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0           46.00       19.00   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749           47.00       20.00   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3           45.00       20.00   \n",
       "9afbf17229fbe2035b78545478034672f64db046           46.00       20.00   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8           45.00       20.00   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391           50.00       17.00   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c           50.00       17.00   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52           50.00       20.00   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2           48.00       20.00   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834           49.00       17.00   \n",
       "...                                                  ...         ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f            0.00        0.00   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1            0.00        0.00   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a            0.00        0.00   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473            0.00        0.00   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e            0.00        0.00   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329            0.00        0.00   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9            0.00        0.00   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f            0.00        0.00   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b            0.00        0.00   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc            0.00        0.00   \n",
       "116c491935236e1476a014d7ebca706125a22c07            0.00        0.00   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888            0.00        0.00   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0            0.00        0.00   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1            0.00        0.00   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4            0.00        0.00   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702            0.00        0.00   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0            0.00        0.00   \n",
       "e543cde9cf07954b432586b505e04440a5abc652            0.00        0.00   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b            0.00        0.00   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe            0.00        0.00   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec            0.00        0.00   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e            0.00        0.00   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149            0.00        0.00   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92            0.00        0.00   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4            0.00        0.00   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341            0.00        0.00   \n",
       "eac51a65487c71639689314af6a89923cff1c95a            0.00        0.00   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554            0.00        0.00   \n",
       "504b31c73509ae9657d6592a4998caee9e839819            0.00        0.00   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4            0.00        0.00   \n",
       "\n",
       "                                          front_score  \\\n",
       "id                                                      \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a        10.00   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a         9.00   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc         9.00   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8         9.00   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380         9.00   \n",
       "7664d105c1e404927d190c8ef9106192165226d0         8.00   \n",
       "8848efde83e686020d400bbc7505803567b9331c        10.00   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43        10.00   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e         9.00   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b         9.00   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736         6.00   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a         7.00   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4        14.00   \n",
       "328f86eb43abe871db40cac05697a816367bb89b         6.00   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824         6.00   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c         6.00   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08        10.00   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d         9.00   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805         8.00   \n",
       "40168add43bafc4da17ca035e9b52e967055e680         8.00   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0        13.00   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749         7.00   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3         9.00   \n",
       "9afbf17229fbe2035b78545478034672f64db046         8.00   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8         9.00   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391         9.00   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c         9.00   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52         4.00   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2         5.00   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834         9.00   \n",
       "...                                               ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f         0.00   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1         0.00   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a         0.00   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473         0.00   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e         0.00   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329         0.00   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9         0.00   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f         0.00   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b         0.00   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc         0.00   \n",
       "116c491935236e1476a014d7ebca706125a22c07         0.00   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888         0.00   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0         0.00   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1         0.00   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4         0.00   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702         0.00   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0         0.00   \n",
       "e543cde9cf07954b432586b505e04440a5abc652         0.00   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b         0.00   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe         0.00   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec         0.00   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e         0.00   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149         0.00   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92         0.00   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4         0.00   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341         0.00   \n",
       "eac51a65487c71639689314af6a89923cff1c95a         0.00   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554         0.00   \n",
       "504b31c73509ae9657d6592a4998caee9e839819         0.00   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4         0.00   \n",
       "\n",
       "                                         facebook_promotion_score  \\\n",
       "id                                                                  \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a                    15.00   \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a                    15.00   \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc                    15.00   \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8                    15.00   \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380                    15.00   \n",
       "7664d105c1e404927d190c8ef9106192165226d0                    15.00   \n",
       "8848efde83e686020d400bbc7505803567b9331c                    15.00   \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43                    15.00   \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e                    15.00   \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b                    15.00   \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736                    15.00   \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a                    15.00   \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4                    11.00   \n",
       "328f86eb43abe871db40cac05697a816367bb89b                    15.00   \n",
       "a459ce106c02660968f2836220d0118a9a2a6824                    15.00   \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c                    15.00   \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08                    13.00   \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d                    15.00   \n",
       "1c6abd59d584927743ac3606cc6783edc6653805                    15.00   \n",
       "40168add43bafc4da17ca035e9b52e967055e680                    15.00   \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0                    11.00   \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749                    15.00   \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3                    15.00   \n",
       "9afbf17229fbe2035b78545478034672f64db046                    15.00   \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8                    15.00   \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391                    13.00   \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c                    13.00   \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52                    14.00   \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2                    15.00   \n",
       "773d4d6e929b7214b91c99af479d3428243d8834                    13.00   \n",
       "...                                                           ...   \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f                     0.00   \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1                     0.00   \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a                     0.00   \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473                     0.00   \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e                     0.00   \n",
       "0d7d4e6c8e63fb95d01c0b23691656917bd9c329                     0.00   \n",
       "f4b9ffbc56344633583386f7a3e2aa90541be0a9                     0.00   \n",
       "af9129581e2869e0cc8c3be7426c5fdcd4879c8f                     0.00   \n",
       "c9b58956ac88ddc224ad13eb4071079b2380bc1b                     0.00   \n",
       "88d2f8ebf711b99ac5054cd9dc253913bcbb36fc                     0.00   \n",
       "116c491935236e1476a014d7ebca706125a22c07                     0.00   \n",
       "3bee1f7ead7f873c4782aaef3e51a5e6af581888                     0.00   \n",
       "cf30cb097a3db61a654544abb4602c4252c69cd0                     0.00   \n",
       "ccb73b31b27ad487ff278e430a7d598bcc32d7a1                     0.00   \n",
       "1c38f71e043b6cba1674a51d23db3c9f09ced0c4                     0.00   \n",
       "b12039e3ab812c96a686904511beb8a2210a3702                     0.00   \n",
       "68f4e9cb71bbd0b9140f03174aef3a75ac4026c0                     0.00   \n",
       "e543cde9cf07954b432586b505e04440a5abc652                     0.00   \n",
       "f3cbcdfa23c724c3eb4cd6ca3bbe07260e0b8c2b                     0.00   \n",
       "1892c26277a06c54a16378d085f77d3b096c88fe                     0.00   \n",
       "38ddc94c67c6f0250fe52d853385f3d73f9e00ec                     0.00   \n",
       "adf35886949348793ba290bed12c3c3f4e40e42e                     0.00   \n",
       "1860084c3babc992a5d7bf1b8a2e0d0a90a6b149                     0.00   \n",
       "dc489191d695f2ea21c5056bf52f04040cf63e92                     0.00   \n",
       "73dd45ea4708dd4d1899583d534158ff654cf9a4                     0.00   \n",
       "c5e55d09fd84c72d1bdb4958a4915114f52b6341                     0.00   \n",
       "eac51a65487c71639689314af6a89923cff1c95a                     0.00   \n",
       "7c7311d19dbdc874fb1a1635e939523f833fd554                     0.00   \n",
       "504b31c73509ae9657d6592a4998caee9e839819                     0.00   \n",
       "6205205421bc3e02bb31acdc0656147578c677f4                     0.00   \n",
       "\n",
       "                                          promotion_score  attention_index  \n",
       "id                                                                          \n",
       "3a34a2b4590e487def08b1918783a5d8dd39f73a            45.00            95.00  \n",
       "e7607247fffe2d26b41a40d3e538ca6aa3713c6a            44.00            94.00  \n",
       "424489ba1c79b4b8d4da2e45f7fd358322947ebc            44.00            94.00  \n",
       "0fd72776c86f7d09898cb4f9e59b79d589127ae8            44.00            94.00  \n",
       "8d4daa22650daac24f1278a5e31c1f7204f47380            44.00            94.00  \n",
       "7664d105c1e404927d190c8ef9106192165226d0            43.00            93.00  \n",
       "8848efde83e686020d400bbc7505803567b9331c            45.00            93.00  \n",
       "0705ea630bb0def04ffcbe69420b63a500879d43            45.00            92.00  \n",
       "2e5fa0c72c95854d8fec1ad919caef746a97894e            44.00            92.00  \n",
       "a487a5b5754e7ef5e0cdbbadbf0195f88347ce4b            44.00            92.00  \n",
       "b2688f1ef5dfcb7d0cfa192634af8c318db75736            41.00            91.00  \n",
       "50436ebae1b3cdca23bc56a93b67aeb35087c01a            42.00            91.00  \n",
       "0be4709b4b6141a6344aa3ae90df89aba5c96eb4            44.00            91.00  \n",
       "328f86eb43abe871db40cac05697a816367bb89b            41.00            91.00  \n",
       "a459ce106c02660968f2836220d0118a9a2a6824            41.00            91.00  \n",
       "7f88871e141af09b1e5de790cd2d0b440d1adf4c            41.00            91.00  \n",
       "25dc33625aea1e8d559a344bbf837ea986bd4a08            40.00            90.00  \n",
       "7ffffa6d7974335419e3c65059fc4ea3de49af3d            44.00            90.00  \n",
       "1c6abd59d584927743ac3606cc6783edc6653805            43.00            90.00  \n",
       "40168add43bafc4da17ca035e9b52e967055e680            43.00            90.00  \n",
       "9b25e487d0eaa9639787f6a8e205a98b4acc0ac0            43.00            89.00  \n",
       "505077913306a55b2cf4e8cd7ca01fc810f78749            42.00            89.00  \n",
       "3e9f91659c6cfd2ef4e3f1db04d19f81c24d59f3            44.00            89.00  \n",
       "9afbf17229fbe2035b78545478034672f64db046            43.00            89.00  \n",
       "6b7e492f18852c185ce675613126ecc1dc635ad8            44.00            89.00  \n",
       "0bc531fbd47a9cbf242866e491b5912b92138391            39.00            89.00  \n",
       "e0c9b941ff0b4d0875f3da9f2faa3229e902bf7c            39.00            89.00  \n",
       "4d6502bd4e3a0c3973855e284d48f12c1038cb52            38.00            88.00  \n",
       "ffc8f88a3fb0bf314c61ca1b09e8a66ffc2a75d2            40.00            88.00  \n",
       "773d4d6e929b7214b91c99af479d3428243d8834            39.00            88.00  \n",
       "...                                                   ...              ...  \n",
       "589381e0e53a564fcbf2b7f7d686fb4ffb7de28f             0.00             0.00  \n",
       "374eded6396cc66aac5f262bbf861d651040f5f1             0.00             0.00  \n",
       "235c18ee0dcdfc6d5ba97a5606413a4977bf289a             0.00             0.00  \n",
       "ff34bc30c66bd4dc84aaee72eb5b399915ee8473             0.00             0.00  \n",
       "a3a7576ea53b61ef6e26e68c2f99315e9578de9e             0.00             0.00  \n",
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       "\n",
       "[146484 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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       "      <td>2018-03-03 00:13:18.340</td>\n",
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       "      <td>This Town Is At The Center Of The US Opioid Cr...</td>\n",
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       "      <td>2018-03-02 15:20:47</td>\n",
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       "      <td>https://www.buzzfeed.com/alisonwillmore/ready-...</td>\n",
       "      <td>“Ready Player One” Is An Accidental Horror Mov...</td>\n",
       "      <td>2018-04-01 15:54:15.397</td>\n",
       "      <td>2018-03-31 16:59:26</td>\n",
       "      <td>22</td>\n",
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       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>a7ed7f09b6f3909a1bf6188c556291884c66ab06</th>\n",
       "      <td>http://www.bbc.co.uk/news/live/uk-politics-435...</td>\n",
       "      <td>English local elections 2018</td>\n",
       "      <td>2018-03-26 11:04:06.928</td>\n",
       "      <td>2018-03-26 11:01:52</td>\n",
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       "      <td>2018-05-03T22:56:23.000Z</td>\n",
       "      <td>96</td>\n",
       "      <td>nan</td>\n",
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       "      <td>20.00</td>\n",
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       "      <td>15.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>39.00</td>\n",
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       "      <td>https://www.buzzfeed.com/danvergano/ale-shooti...</td>\n",
       "      <td>Rich People Will Soon Be Able To Buy Fake Mete...</td>\n",
       "      <td>2018-03-25 14:44:14.146</td>\n",
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       "      <td>11.00</td>\n",
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       "      <td>39.00</td>\n",
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       "    <tr>\n",
       "      <th>d573ec8e1d6a43be40ca46acf2ee249c1398d745</th>\n",
       "      <td>https://www.buzzfeed.com/hannahalothman/this-i...</td>\n",
       "      <td>This Is What It's Like To Be Put To Sleep So Y...</td>\n",
       "      <td>2018-03-17 11:52:16.580</td>\n",
       "      <td>2018-03-16 19:12:33</td>\n",
       "      <td>43</td>\n",
       "      <td>0.25</td>\n",
       "      <td>2018-03-17T13:04:14.124Z</td>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-18T07:44:10.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>3579.00</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>180467647e6639290cf5684d36823b38f1f0a2f5</th>\n",
       "      <td>https://www.buzzfeed.com/albertsamaha/filipino...</td>\n",
       "      <td>I Followed My Uncle’s Legend To Italy, And Fou...</td>\n",
       "      <td>2018-03-31 15:04:13.911</td>\n",
       "      <td>2018-03-30 16:29:47</td>\n",
       "      <td>13</td>\n",
       "      <td>0.08</td>\n",
       "      <td>2018-03-31T16:16:10.694Z</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-31T21:13:09.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>6252.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>44.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>041fcd233fce6a0a01754aefa84d6928f91bd695</th>\n",
       "      <td>https://www.buzzfeed.com/sylviaobell/black-act...</td>\n",
       "      <td>Here’s What Black Actors Say They Need From Ti...</td>\n",
       "      <td>2018-03-26 23:59:13.622</td>\n",
       "      <td>2018-03-26 21:20:45</td>\n",
       "      <td>40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-03-27T01:11:18.458Z</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-28T03:30:43.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1534.00</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>e7d299569233947afddaeeddacf390842a30f733</th>\n",
       "      <td>https://www.buzzfeed.com/charliewarzel/silicon...</td>\n",
       "      <td>Silicon Valley Is Having An Existential Crisis...</td>\n",
       "      <td>2018-03-13 14:49:15.190</td>\n",
       "      <td>2018-03-13 03:53:47</td>\n",
       "      <td>29</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2018-03-14T03:10:11.630Z</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-14T02:07:22.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1188.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>37.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>abecd354933cbaca20fc43f619a379b682fd1d01</th>\n",
       "      <td>https://www.buzzfeed.com/rahawahaile/selma-civ...</td>\n",
       "      <td>Hiking The Selma Montgomery Trail</td>\n",
       "      <td>2018-04-01 13:09:10.601</td>\n",
       "      <td>2018-03-30 14:23:54</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-04-01T13:20:07.352Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-01T18:11:32.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>3269.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>37.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fb80249318c8be37a4d870ea4ba997d31263b3ab</th>\n",
       "      <td>https://www.buzzfeed.com/tylerkingkade/what-it...</td>\n",
       "      <td>What It’s Like For School Shooting Survivors T...</td>\n",
       "      <td>2018-03-20 13:04:24.495</td>\n",
       "      <td>2018-03-19 23:47:29</td>\n",
       "      <td>39</td>\n",
       "      <td>0.27</td>\n",
       "      <td>2018-03-20T17:18:12.228Z</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-20T16:24:07.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>2188.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>36.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1</th>\n",
       "      <td>https://www.buzzfeed.com/alexkantrowitz/facebo...</td>\n",
       "      <td>Facebook's Political Nightmare Is About To Get...</td>\n",
       "      <td>2018-03-06 14:58:17.643</td>\n",
       "      <td>2018-03-05 23:06:47</td>\n",
       "      <td>59</td>\n",
       "      <td>0.32</td>\n",
       "      <td>2018-03-06T19:13:08.185Z</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-06T18:36:18.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1841.00</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>50fec0d08992fc98fb0111ef4aff5efadb107b93</th>\n",
       "      <td>https://www.buzzfeed.com/tamerragriffin/miguna...</td>\n",
       "      <td>This Lawyer Was Born In Kenya But The Governme...</td>\n",
       "      <td>2018-03-27 19:40:20.520</td>\n",
       "      <td>2018-03-27 19:17:41</td>\n",
       "      <td>55</td>\n",
       "      <td>0.20</td>\n",
       "      <td>2018-03-27T19:51:12.488Z</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-27T20:25:26.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>858.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b94fd95755d5c76accf8df4202c931e5bddbfe85</th>\n",
       "      <td>https://www.buzzfeed.com/gabrielsanchez/24-of-...</td>\n",
       "      <td>24 Of The Most Iconic Pictures From Oscars His...</td>\n",
       "      <td>2018-03-04 17:46:29.898</td>\n",
       "      <td>2018-03-01 20:44:40</td>\n",
       "      <td>2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>2018-03-04T17:58:10.670Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-05T00:12:00.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>nan</td>\n",
       "      <td>1.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>36.00</td>\n",
       "      <td>37.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b11cb512de184a6cf579f3726a1ddcdc07a172ec</th>\n",
       "      <td>https://www.buzzfeed.com/mattberman/david-shul...</td>\n",
       "      <td>Trump's Veterans Affairs Secretary David Shulk...</td>\n",
       "      <td>2018-03-28 21:43:15.112</td>\n",
       "      <td>2018-03-28 21:39:27</td>\n",
       "      <td>71</td>\n",
       "      <td>0.30</td>\n",
       "      <td>2018-03-28T21:54:14.461Z</td>\n",
       "      <td>16</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-29T02:10:56.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>293.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4afb8c4ac700d5419654f8445622ec01cb454b8a</th>\n",
       "      <td>https://www.buzzfeed.com/adambvary/5-reasons-w...</td>\n",
       "      <td>5 Reasons Why This Year's Best Picture Is The ...</td>\n",
       "      <td>2018-03-03 16:49:11.480</td>\n",
       "      <td>2018-03-03 00:13:26</td>\n",
       "      <td>58</td>\n",
       "      <td>0.29</td>\n",
       "      <td>2018-03-03T23:20:43.186Z</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-03T22:02:54.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>1124.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>19.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>42.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63896d10a68d35756e94dfe8076a28fa2937c098</th>\n",
       "      <td>https://www.buzzfeed.com/hazelshearing/russia-...</td>\n",
       "      <td>Russia Will Expel 23 British Diplomats As Tens...</td>\n",
       "      <td>2018-03-17 08:49:19.698</td>\n",
       "      <td>2018-03-17 08:49:02</td>\n",
       "      <td>78</td>\n",
       "      <td>0.48</td>\n",
       "      <td>2018-03-17T18:07:02.743Z</td>\n",
       "      <td>7</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-17T17:15:14.000Z</td>\n",
       "      <td>147</td>\n",
       "      <td>229.00</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",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
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       "63896d10a68d35756e94dfe8076a28fa2937c098  https://www.buzzfeed.com/hazelshearing/russia-...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
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       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7                                        Oscars 2018   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef  Here’s How A Cabbage Juice “Cult” With 58,000 ...   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010  Secret NYPD Files: Hundreds Of Officers Commit...   \n",
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       "a7ed7f09b6f3909a1bf6188c556291884c66ab06                       English local elections 2018   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53  Rich People Will Soon Be Able To Buy Fake Mete...   \n",
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       "abecd354933cbaca20fc43f619a379b682fd1d01                  Hiking The Selma Montgomery Trail   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab  What It’s Like For School Shooting Survivors T...   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1  Facebook's Political Nightmare Is About To Get...   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93  This Lawyer Was Born In Kenya But The Governme...   \n",
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       "b11cb512de184a6cf579f3726a1ddcdc07a172ec  Trump's Veterans Affairs Secretary David Shulk...   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a  5 Reasons Why This Year's Best Picture Is The ...   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098  Russia Will Expel 23 British Diplomats As Tens...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f 2018-03-23 11:31:19.815   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc 2018-03-12 00:19:22.840   \n",
       "719512ac4c86426735c50c9773d2294fef708519 2018-03-27 06:04:19.988   \n",
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       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7 2018-03-02 19:25:13.001   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef 2018-03-17 13:44:15.842   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010 2018-03-05 11:01:26.053   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742 2018-03-03 00:13:18.340   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f 2018-03-03 15:09:14.487   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b 2018-04-01 15:54:15.397   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06 2018-03-26 11:04:06.928   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53 2018-03-25 14:44:14.146   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745 2018-03-17 11:52:16.580   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5 2018-03-31 15:04:13.911   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695 2018-03-26 23:59:13.622   \n",
       "e7d299569233947afddaeeddacf390842a30f733 2018-03-13 14:49:15.190   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01 2018-04-01 13:09:10.601   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab 2018-03-20 13:04:24.495   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1 2018-03-06 14:58:17.643   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93 2018-03-27 19:40:20.520   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85 2018-03-04 17:46:29.898   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec 2018-03-28 21:43:15.112   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a 2018-03-03 16:49:11.480   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098 2018-03-17 08:49:19.698   \n",
       "\n",
       "                                                   published  fb_engagements  \\\n",
       "id                                                                             \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f 2018-03-22 11:28:05               0   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc 2018-03-07 16:18:51               1   \n",
       "719512ac4c86426735c50c9773d2294fef708519 2018-03-26 01:50:59               8   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676 2018-03-30 13:39:53               0   \n",
       "737c0b787113751672e74a807bb490576e2cf943 2018-03-29 20:27:00               5   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7 2018-03-02 19:22:31               0   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef 2018-03-15 20:27:43               6   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010 2018-03-02 19:27:57               4   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742 2018-03-02 23:10:08              11   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f 2018-03-02 15:20:47               0   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b 2018-03-31 16:59:26              22   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06 2018-03-26 11:01:52               1   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53 2018-03-24 13:17:38               2   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745 2018-03-16 19:12:33              43   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5 2018-03-30 16:29:47              13   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695 2018-03-26 21:20:45              40   \n",
       "e7d299569233947afddaeeddacf390842a30f733 2018-03-13 03:53:47              29   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01 2018-03-30 14:23:54               2   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab 2018-03-19 23:47:29              39   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1 2018-03-05 23:06:47              59   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93 2018-03-27 19:17:41              55   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85 2018-03-01 20:44:40               2   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec 2018-03-28 21:39:27              71   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a 2018-03-03 00:13:26              58   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098 2018-03-17 08:49:02              78   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f                        0.00   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc                        0.09   \n",
       "719512ac4c86426735c50c9773d2294fef708519                        0.64   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676                        0.00   \n",
       "737c0b787113751672e74a807bb490576e2cf943                        0.40   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7                        0.00   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef                        0.46   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010                        0.28   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742                        0.07   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f                        0.00   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b                        0.37   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06                        0.02   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53                        0.09   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745                        0.25   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5                        0.08   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695                        0.20   \n",
       "e7d299569233947afddaeeddacf390842a30f733                        0.15   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01                        0.20   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab                        0.27   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1                        0.32   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93                        0.20   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85                        0.18   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec                        0.30   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a                        0.29   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098                        0.48   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f        2018-03-23T11:42:14.365Z   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc        2018-03-12T00:31:05.739Z   \n",
       "719512ac4c86426735c50c9773d2294fef708519        2018-03-27T06:16:05.655Z   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676        2018-05-05T16:31:10.611Z   \n",
       "737c0b787113751672e74a807bb490576e2cf943        2018-03-31T13:30:07.064Z   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7        2018-03-03T11:51:08.649Z   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef        2018-03-17T13:56:02.749Z   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010        2018-03-05T11:13:08.100Z   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742        2018-03-03T05:30:11.035Z   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f        2018-03-03T15:21:15.398Z   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b        2018-04-01T17:05:18.157Z   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06        2018-03-27T03:26:12.038Z   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53        2018-03-25T14:56:11.764Z   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745        2018-03-17T13:04:14.124Z   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5        2018-03-31T16:16:10.694Z   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695        2018-03-27T01:11:18.458Z   \n",
       "e7d299569233947afddaeeddacf390842a30f733        2018-03-14T03:10:11.630Z   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01        2018-04-01T13:20:07.352Z   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab        2018-03-20T17:18:12.228Z   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1        2018-03-06T19:13:08.185Z   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93        2018-03-27T19:51:12.488Z   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85        2018-03-04T17:58:10.670Z   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec        2018-03-28T21:54:14.461Z   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a        2018-03-03T23:20:43.186Z   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098        2018-03-17T18:07:02.743Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f            0             0   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc            0             0   \n",
       "719512ac4c86426735c50c9773d2294fef708519            0             0   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676            0             0   \n",
       "737c0b787113751672e74a807bb490576e2cf943            0             0   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7            0             0   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef            0             2   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010            0             2   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742            0             0   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f            0             0   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b            0            15   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06            0             0   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53            0             0   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745            6            19   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5            0             3   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695            4            25   \n",
       "e7d299569233947afddaeeddacf390842a30f733            0            11   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01            0             0   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab            1            22   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1            6            11   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93            0            25   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85            0             0   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec           16            30   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a            1            48   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098            7            46   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f          0     ...       \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc          1     ...       \n",
       "719512ac4c86426735c50c9773d2294fef708519          8     ...       \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676          0     ...       \n",
       "737c0b787113751672e74a807bb490576e2cf943          5     ...       \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7          0     ...       \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef          4     ...       \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010          2     ...       \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742         11     ...       \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f          0     ...       \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b          7     ...       \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06          1     ...       \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53          2     ...       \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745         18     ...       \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5         10     ...       \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695         11     ...       \n",
       "e7d299569233947afddaeeddacf390842a30f733         18     ...       \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01          2     ...       \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab         16     ...       \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1         42     ...       \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93         30     ...       \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85          2     ...       \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec         25     ...       \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a          9     ...       \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098         25     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f  2018-03-23T14:22:09.000Z        147   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc  2018-03-12T05:04:02.000Z        147   \n",
       "719512ac4c86426735c50c9773d2294fef708519  2018-03-27T07:44:41.000Z         96   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676  2018-05-06T20:04:46.000Z        147   \n",
       "737c0b787113751672e74a807bb490576e2cf943  2018-03-31T15:11:47.000Z        147   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7  2018-03-05T01:22:58.000Z         96   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef  2018-03-17T18:36:18.000Z        147   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010  2018-03-05T11:00:19.000Z        147   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742  2018-03-04T18:13:00.000Z        147   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f  2018-03-04T01:02:29.000Z        147   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b  2018-04-01T22:06:30.000Z        147   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06  2018-05-03T22:56:23.000Z         96   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53  2018-03-25T15:44:26.000Z        147   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745  2018-03-18T07:44:10.000Z        147   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5  2018-03-31T21:13:09.000Z        147   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695  2018-03-28T03:30:43.000Z        147   \n",
       "e7d299569233947afddaeeddacf390842a30f733  2018-03-14T02:07:22.000Z        147   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01  2018-04-01T18:11:32.000Z        147   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab  2018-03-20T16:24:07.000Z        147   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1  2018-03-06T18:36:18.000Z        147   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93  2018-03-27T20:25:26.000Z        147   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85  2018-03-05T00:12:00.000Z        147   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec  2018-03-29T02:10:56.000Z        147   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a  2018-03-03T22:02:54.000Z        147   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098  2018-03-17T17:15:14.000Z        147   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f     3003.00            0.00   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc     3252.00            0.00   \n",
       "719512ac4c86426735c50c9773d2294fef708519      707.00            2.00   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676      909.00            0.00   \n",
       "737c0b787113751672e74a807bb490576e2cf943     3656.00            1.00   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7         nan            0.00   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef     4576.00            2.00   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010     4197.00            1.00   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742     1368.00            2.00   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f     2772.00            0.00   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b     1408.00            4.00   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06         nan            0.00   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53      845.00            1.00   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745     3579.00            6.00   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5     6252.00            3.00   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695     1534.00            6.00   \n",
       "e7d299569233947afddaeeddacf390842a30f733     1188.00            5.00   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01     3269.00            1.00   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab     2188.00            6.00   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1     1841.00            7.00   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93      858.00            7.00   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85         nan            1.00   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec      293.00            8.00   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a     1124.00            7.00   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098      229.00            8.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f       19.00        14.00   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc       19.00        13.00   \n",
       "719512ac4c86426735c50c9773d2294fef708519       20.00         9.00   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676       19.00        12.00   \n",
       "737c0b787113751672e74a807bb490576e2cf943       19.00        13.00   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7       20.00         6.00   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef       19.00        13.00   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010       19.00        12.00   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742       19.00        13.00   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f       17.00        12.00   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b       19.00        14.00   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06       20.00         4.00   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53       18.00        11.00   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745       19.00        14.00   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5       19.00        11.00   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695       19.00        14.00   \n",
       "e7d299569233947afddaeeddacf390842a30f733       19.00        12.00   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01       19.00         7.00   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab       19.00        12.00   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1       19.00        13.00   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93       19.00        12.00   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85       19.00         6.00   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec       19.00        13.00   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a       19.00        12.00   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098       19.00        12.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f                     11.00   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc                     11.00   \n",
       "719512ac4c86426735c50c9773d2294fef708519                     15.00   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676                     11.00   \n",
       "737c0b787113751672e74a807bb490576e2cf943                     11.00   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7                     15.00   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef                     11.00   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010                     11.00   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742                     11.00   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f                     11.00   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b                     11.00   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06                     15.00   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53                     11.00   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745                     11.00   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5                     11.00   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695                     11.00   \n",
       "e7d299569233947afddaeeddacf390842a30f733                     11.00   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01                     11.00   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab                     11.00   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1                     11.00   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93                     11.00   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85                     11.00   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec                     11.00   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a                     11.00   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098                     11.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f           44.00            44.00   \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc           43.00            43.00   \n",
       "719512ac4c86426735c50c9773d2294fef708519           44.00            46.00   \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676           42.00            42.00   \n",
       "737c0b787113751672e74a807bb490576e2cf943           43.00            44.00   \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7           41.00            41.00   \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef           43.00            45.00   \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010           42.00            43.00   \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742           43.00            45.00   \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f           40.00            40.00   \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b           44.00            48.00   \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06           39.00            39.00   \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53           40.00            41.00   \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745           44.00            50.00   \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5           41.00            44.00   \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695           44.00            50.00   \n",
       "e7d299569233947afddaeeddacf390842a30f733           42.00            47.00   \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01           37.00            38.00   \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab           42.00            48.00   \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1           43.00            50.00   \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93           42.00            49.00   \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85           36.00            37.00   \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec           43.00            51.00   \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a           42.00            49.00   \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098           42.00            50.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "42d519353c1ffa2303ad54ba8f6afe6ce0ed7b8f       44.00  \n",
       "512f3efdc422623da2139c574ddf9cf485f813fc       43.00  \n",
       "719512ac4c86426735c50c9773d2294fef708519       42.00  \n",
       "5f76f987898ae0564ad528783cc4cb4a18369676       42.00  \n",
       "737c0b787113751672e74a807bb490576e2cf943       42.00  \n",
       "515df476d5cfcd80af00d8a9cf6b9530a8def2a7       41.00  \n",
       "044f712902ec6bc040d61e1e0b621c18dfe8b5ef       41.00  \n",
       "e44ea39a4c91c5d841a7ccf22e197ba1dd941010       41.00  \n",
       "bbcec1194a52059beffa7f0170bf6fbb8c7c0742       41.00  \n",
       "07d6bb8bd3c9e6df61c120dcf554c7a4d243d77f       40.00  \n",
       "31bd466fdfce3e9ae907f91a2178b6a12a460f1b       40.00  \n",
       "a7ed7f09b6f3909a1bf6188c556291884c66ab06       39.00  \n",
       "22ebd1f10c19bdb54727cb59989d51e814428c53       39.00  \n",
       "d573ec8e1d6a43be40ca46acf2ee249c1398d745       38.00  \n",
       "180467647e6639290cf5684d36823b38f1f0a2f5       38.00  \n",
       "041fcd233fce6a0a01754aefa84d6928f91bd695       38.00  \n",
       "e7d299569233947afddaeeddacf390842a30f733       37.00  \n",
       "abecd354933cbaca20fc43f619a379b682fd1d01       36.00  \n",
       "fb80249318c8be37a4d870ea4ba997d31263b3ab       36.00  \n",
       "49d1f5a72ccfe6e37cba6657efd46528bf2b2cc1       36.00  \n",
       "50fec0d08992fc98fb0111ef4aff5efadb107b93       35.00  \n",
       "b94fd95755d5c76accf8df4202c931e5bddbfe85       35.00  \n",
       "b11cb512de184a6cf579f3726a1ddcdc07a172ec       35.00  \n",
       "4afb8c4ac700d5419654f8445622ec01cb454b8a       35.00  \n",
       "63896d10a68d35756e94dfe8076a28fa2937c098       34.00  \n",
       "\n",
       "[25 rows x 27 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# promoted but low response\n",
    "data.sort_values(\"score_diff\", ascending=False).head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>headline</th>\n",
       "      <th>discovered</th>\n",
       "      <th>published</th>\n",
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       "      <td>Democrat’s Strong Performance in Pennsylvania ...</td>\n",
       "      <td>2018-03-14 09:49:14.808</td>\n",
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       "      <td>49.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8fc7a94c76f872356ed483b7ac17adac5512eeaf</th>\n",
       "      <td>http://www.dailymail.co.uk/health/article-5559...</td>\n",
       "      <td>NHS BANS over-the-counter remedies on prescrip...</td>\n",
       "      <td>2018-03-29 15:31:23.764</td>\n",
       "      <td>2018-03-29 15:30:11.000</td>\n",
       "      <td>192930</td>\n",
       "      <td>2579.73</td>\n",
       "      <td>2018-03-29T21:07:11.238Z</td>\n",
       "      <td>50619</td>\n",
       "      <td>113504</td>\n",
       "      <td>28807</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158</td>\n",
       "      <td>844.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3cefbaccf74c67435f2d9e3ce03a833a6a031dd9</th>\n",
       "      <td>http://www.foxnews.com/politics/2018/03/16/for...</td>\n",
       "      <td>Former FBI Deputy Director Andrew McCabe fired</td>\n",
       "      <td>2018-03-17 02:09:08.956</td>\n",
       "      <td>2018-03-17 02:05:10.000</td>\n",
       "      <td>153446</td>\n",
       "      <td>723.92</td>\n",
       "      <td>2018-03-17T02:31:08.779Z</td>\n",
       "      <td>34418</td>\n",
       "      <td>101832</td>\n",
       "      <td>17196</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>63.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2029aee2f236d917e866b77fff279d24bf704f53</th>\n",
       "      <td>https://www.rt.com/news/421292-russia-uk-skrip...</td>\n",
       "      <td>Russia-UK standoff over Skripal case: Ex-Londo...</td>\n",
       "      <td>2018-03-14 15:10:29.252</td>\n",
       "      <td>2018-03-14 15:09:53.000</td>\n",
       "      <td>181999</td>\n",
       "      <td>2973.62</td>\n",
       "      <td>2018-03-14T18:25:05.286Z</td>\n",
       "      <td>25191</td>\n",
       "      <td>11859</td>\n",
       "      <td>144949</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>365</td>\n",
       "      <td>32.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b81059e9e80c976fb540b0e2072e2e0de13d8237</th>\n",
       "      <td>https://www.theguardian.com/world/2018/mar/15/...</td>\n",
       "      <td>Marielle Franco, councillor and police critic,...</td>\n",
       "      <td>2018-03-15 05:25:08.366</td>\n",
       "      <td>2018-03-15 05:22:02.000</td>\n",
       "      <td>144482</td>\n",
       "      <td>148.20</td>\n",
       "      <td>2018-03-15T13:30:07.659Z</td>\n",
       "      <td>7767</td>\n",
       "      <td>115115</td>\n",
       "      <td>21600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142</td>\n",
       "      <td>307.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-49.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4b263c68cdef616305925dbc652ca78ea2893928</th>\n",
       "      <td>http://www.foxnews.com/politics/2018/03/09/tru...</td>\n",
       "      <td>Trump pardons former Navy sailor imprisoned fo...</td>\n",
       "      <td>2018-03-09 19:44:16.711</td>\n",
       "      <td>2018-03-09 19:35:00.000</td>\n",
       "      <td>171069</td>\n",
       "      <td>698.29</td>\n",
       "      <td>2018-03-10T14:06:13.319Z</td>\n",
       "      <td>22645</td>\n",
       "      <td>129024</td>\n",
       "      <td>19400</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>34.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>-48.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c3660f6b3c146aaf04faf55e0c0bf241e29e8989</th>\n",
       "      <td>https://www.washingtonpost.com/news/morning-mi...</td>\n",
       "      <td>Texas woman sentenced to 5 years in prison for...</td>\n",
       "      <td>2018-03-30 10:14:11.434</td>\n",
       "      <td>2018-03-30 10:01:00.000</td>\n",
       "      <td>174415</td>\n",
       "      <td>129.75</td>\n",
       "      <td>2018-03-30T21:35:06.218Z</td>\n",
       "      <td>37119</td>\n",
       "      <td>108128</td>\n",
       "      <td>29168</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191</td>\n",
       "      <td>886.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>-48.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c47143c6da051a69409d08f1b0a625b4e98459aa</th>\n",
       "      <td>https://www.npr.org/sections/thetwo-way/2018/0...</td>\n",
       "      <td>Man Who Bid For Border Wall Contract Charged I...</td>\n",
       "      <td>2018-03-14 22:29:12.121</td>\n",
       "      <td>2018-03-14 21:44:29.000</td>\n",
       "      <td>118176</td>\n",
       "      <td>48.82</td>\n",
       "      <td>2018-03-15T23:34:10.721Z</td>\n",
       "      <td>15836</td>\n",
       "      <td>76427</td>\n",
       "      <td>25913</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>594</td>\n",
       "      <td>790.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-47.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06a46e015b59b2b7a4e9f3bbd178631499f84d0b</th>\n",
       "      <td>https://www.indy100.com/article/donald-trump-m...</td>\n",
       "      <td>Scientists discovered a moth with golden hair ...</td>\n",
       "      <td>2018-03-27 15:24:16.483</td>\n",
       "      <td>2018-03-27 15:15:44.000</td>\n",
       "      <td>108340</td>\n",
       "      <td>8.62</td>\n",
       "      <td>2018-03-28T02:43:16.019Z</td>\n",
       "      <td>10078</td>\n",
       "      <td>84470</td>\n",
       "      <td>13792</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5014</td>\n",
       "      <td>233.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-47.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c</th>\n",
       "      <td>http://www.foxnews.com/politics/2018/03/13/hil...</td>\n",
       "      <td>Hillary Clinton blames 'pressure' from men for...</td>\n",
       "      <td>2018-03-13 12:24:18.762</td>\n",
       "      <td>2018-03-13 12:20:50.000</td>\n",
       "      <td>124599</td>\n",
       "      <td>260.88</td>\n",
       "      <td>2018-03-13T16:50:09.695Z</td>\n",
       "      <td>51816</td>\n",
       "      <td>61737</td>\n",
       "      <td>11046</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>404.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-47.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29a501b1c0a690e5cd174ab7e6d13b11122a93b8</th>\n",
       "      <td>https://www.cnn.com/2018/03/28/politics/alton-...</td>\n",
       "      <td>White House calls police shootings of black me...</td>\n",
       "      <td>2018-03-29 15:07:20.076</td>\n",
       "      <td>2018-03-29 14:55:23.000</td>\n",
       "      <td>128890</td>\n",
       "      <td>289.15</td>\n",
       "      <td>2018-03-29T17:06:13.811Z</td>\n",
       "      <td>30686</td>\n",
       "      <td>73449</td>\n",
       "      <td>24755</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105</td>\n",
       "      <td>454.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>51.00</td>\n",
       "      <td>-47.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75</th>\n",
       "      <td>https://www.nbcnews.com/feature/nbc-out/oregon...</td>\n",
       "      <td>Oregon Supreme Court suspends judge who refuse...</td>\n",
       "      <td>2018-03-19 03:37:20.964</td>\n",
       "      <td>2018-03-19 03:34:39.000</td>\n",
       "      <td>96376</td>\n",
       "      <td>145.45</td>\n",
       "      <td>2018-03-19T17:08:06.367Z</td>\n",
       "      <td>14772</td>\n",
       "      <td>72125</td>\n",
       "      <td>9479</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>826</td>\n",
       "      <td>nan</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>-46.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418cc03dd36ea891048b13fe7d67ac936ded0b4e</th>\n",
       "      <td>https://www.nbcnews.com/storyline/paris-terror...</td>\n",
       "      <td>Eagles of Death Metal frontman calls Parkland ...</td>\n",
       "      <td>2018-03-26 16:10:08.842</td>\n",
       "      <td>2018-03-26 16:08:53.000</td>\n",
       "      <td>84246</td>\n",
       "      <td>179.64</td>\n",
       "      <td>2018-03-27T16:54:13.990Z</td>\n",
       "      <td>23308</td>\n",
       "      <td>55832</td>\n",
       "      <td>5106</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>826</td>\n",
       "      <td>380.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>48.00</td>\n",
       "      <td>-46.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7a45be3e4cae44045719b087b12c263686a10f54</th>\n",
       "      <td>http://www.foxnews.com/opinion/2018/03/07/tamm...</td>\n",
       "      <td>Tammy Bruce: California chaos -- Unchallenged ...</td>\n",
       "      <td>2018-03-07 15:29:11.736</td>\n",
       "      <td>2018-03-07 15:22:08.000</td>\n",
       "      <td>87396</td>\n",
       "      <td>356.16</td>\n",
       "      <td>2018-03-08T22:07:12.830Z</td>\n",
       "      <td>10953</td>\n",
       "      <td>63055</td>\n",
       "      <td>13388</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285</td>\n",
       "      <td>936.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>-45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d4ea734b1b76e25df1d75bf955cfee3415c67d2e</th>\n",
       "      <td>http://yournewswire.com/rockefeller-big-pharma...</td>\n",
       "      <td>How Rockefeller Founded Big Pharma And Waged W...</td>\n",
       "      <td>2018-03-27 17:29:26.929</td>\n",
       "      <td>2018-03-27 16:39:37.000</td>\n",
       "      <td>206259</td>\n",
       "      <td>58.82</td>\n",
       "      <td>2018-03-29T13:51:13.201Z</td>\n",
       "      <td>34034</td>\n",
       "      <td>114928</td>\n",
       "      <td>57297</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-04-05T08:20:00.000Z</td>\n",
       "      <td>22568</td>\n",
       "      <td>742.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>-45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8e677451fa0eb8ac53c9431bd3c780e24c15313a</th>\n",
       "      <td>http://www.dailymail.co.uk/tvshowbiz/article-5...</td>\n",
       "      <td>Married At First Sight's Ash now dating Justin</td>\n",
       "      <td>2018-03-21 21:19:16.396</td>\n",
       "      <td>2018-03-21 21:16:49.000</td>\n",
       "      <td>74126</td>\n",
       "      <td>85.91</td>\n",
       "      <td>2018-03-22T03:09:07.965Z</td>\n",
       "      <td>57990</td>\n",
       "      <td>14690</td>\n",
       "      <td>1446</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>158</td>\n",
       "      <td>101.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>-45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d</th>\n",
       "      <td>http://yournewswire.com/london-churches-mosques/</td>\n",
       "      <td>London Closes 500 Churches; Opens 423 New Mosques</td>\n",
       "      <td>2018-03-05 17:49:22.185</td>\n",
       "      <td>2018-03-05 17:34:50.000</td>\n",
       "      <td>265318</td>\n",
       "      <td>69.38</td>\n",
       "      <td>2018-03-06T21:13:09.677Z</td>\n",
       "      <td>67888</td>\n",
       "      <td>147744</td>\n",
       "      <td>49686</td>\n",
       "      <td>...</td>\n",
       "      <td>2018-03-06T22:43:36.000Z</td>\n",
       "      <td>22568</td>\n",
       "      <td>1064.00</td>\n",
       "      <td>50.00</td>\n",
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       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>9dba841e93a95329b60a2d259aa5cc088fff53af</th>\n",
       "      <td>https://www.huffingtonpost.com/entry/justice-s...</td>\n",
       "      <td>Justice System Failed These 23 Black Victims</td>\n",
       "      <td>2018-03-28 21:04:22.008</td>\n",
       "      <td>2018-03-28 20:55:15.999</td>\n",
       "      <td>194436</td>\n",
       "      <td>51.85</td>\n",
       "      <td>2018-03-30T14:59:11.295Z</td>\n",
       "      <td>14885</td>\n",
       "      <td>123614</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>bc9d99af54ec89e3e286b5ed111c2020a51d91c9</th>\n",
       "      <td>https://www.nytimes.com/2018/03/13/opinion/nra...</td>\n",
       "      <td>Dear National Rifle Association: We Won’t Let ...</td>\n",
       "      <td>2018-03-13 23:52:04.852</td>\n",
       "      <td>2018-03-13 23:49:41.000</td>\n",
       "      <td>93521</td>\n",
       "      <td>159.67</td>\n",
       "      <td>2018-03-14T12:54:10.917Z</td>\n",
       "      <td>6482</td>\n",
       "      <td>75593</td>\n",
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       "      <td>120</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                        url  \\\n",
       "id                                                                                            \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444  https://www.cnn.com/2018/03/24/us/naomi-wadler...   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d  https://www.nytimes.com/2018/03/13/us/ice-spok...   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b  https://www.cnn.com/2018/03/14/us/nikolas-cruz...   \n",
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       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461  http://www.foxnews.com/lifestyle/2018/03/01/ca...   \n",
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       "49c7c48264287c418b4f325a27cafa6f66f2c05c  https://www.nytimes.com/2018/03/14/us/politics...   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf  http://www.dailymail.co.uk/health/article-5559...   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9  http://www.foxnews.com/politics/2018/03/16/for...   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53  https://www.rt.com/news/421292-russia-uk-skrip...   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237  https://www.theguardian.com/world/2018/mar/15/...   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928  http://www.foxnews.com/politics/2018/03/09/tru...   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989  https://www.washingtonpost.com/news/morning-mi...   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa  https://www.npr.org/sections/thetwo-way/2018/0...   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b  https://www.indy100.com/article/donald-trump-m...   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c  http://www.foxnews.com/politics/2018/03/13/hil...   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8  https://www.cnn.com/2018/03/28/politics/alton-...   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75  https://www.nbcnews.com/feature/nbc-out/oregon...   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e  https://www.nbcnews.com/storyline/paris-terror...   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54  http://www.foxnews.com/opinion/2018/03/07/tamm...   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e  http://yournewswire.com/rockefeller-big-pharma...   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a  http://www.dailymail.co.uk/tvshowbiz/article-5...   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d   http://yournewswire.com/london-churches-mosques/   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af  https://www.huffingtonpost.com/entry/justice-s...   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9  https://www.nytimes.com/2018/03/13/opinion/nra...   \n",
       "\n",
       "                                                                                   headline  \\\n",
       "id                                                                                            \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444  11-year-old speaks up for the black girls whos...   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d  ICE Spokesman Resigns, Saying He Could No Long...   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b  Nikolas Cruz: Not guilty plea entered on Parkl...   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444  Innocent Man Awarded $1 Million After Spending...   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461  California has worst 'quality of life' in US, ...   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f  High school students are marching 50 miles to ...   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c  Democrat’s Strong Performance in Pennsylvania ...   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf  NHS BANS over-the-counter remedies on prescrip...   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9     Former FBI Deputy Director Andrew McCabe fired   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53  Russia-UK standoff over Skripal case: Ex-Londo...   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237  Marielle Franco, councillor and police critic,...   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928  Trump pardons former Navy sailor imprisoned fo...   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989  Texas woman sentenced to 5 years in prison for...   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa  Man Who Bid For Border Wall Contract Charged I...   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b  Scientists discovered a moth with golden hair ...   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c  Hillary Clinton blames 'pressure' from men for...   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8  White House calls police shootings of black me...   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75  Oregon Supreme Court suspends judge who refuse...   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e  Eagles of Death Metal frontman calls Parkland ...   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54  Tammy Bruce: California chaos -- Unchallenged ...   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e  How Rockefeller Founded Big Pharma And Waged W...   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a     Married At First Sight's Ash now dating Justin   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d  London Closes 500 Churches; Opens 423 New Mosques   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af       Justice System Failed These 23 Black Victims   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9  Dear National Rifle Association: We Won’t Let ...   \n",
       "\n",
       "                                                      discovered  \\\n",
       "id                                                                 \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444 2018-03-24 17:58:21.797   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d 2018-03-13 15:28:06.745   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b 2018-03-14 18:16:14.627   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444 2018-03-22 23:04:19.286   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461 2018-03-01 06:04:37.010   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f 2018-03-26 10:34:13.083   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c 2018-03-14 09:49:14.808   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf 2018-03-29 15:31:23.764   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9 2018-03-17 02:09:08.956   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53 2018-03-14 15:10:29.252   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237 2018-03-15 05:25:08.366   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928 2018-03-09 19:44:16.711   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989 2018-03-30 10:14:11.434   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa 2018-03-14 22:29:12.121   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b 2018-03-27 15:24:16.483   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c 2018-03-13 12:24:18.762   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8 2018-03-29 15:07:20.076   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75 2018-03-19 03:37:20.964   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e 2018-03-26 16:10:08.842   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54 2018-03-07 15:29:11.736   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e 2018-03-27 17:29:26.929   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a 2018-03-21 21:19:16.396   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d 2018-03-05 17:49:22.185   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af 2018-03-28 21:04:22.008   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9 2018-03-13 23:52:04.852   \n",
       "\n",
       "                                                       published  \\\n",
       "id                                                                 \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444 2018-03-24 17:54:04.000   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d 2018-03-13 15:26:00.000   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b 2018-03-14 18:10:07.000   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444 2018-03-22 22:45:08.830   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461 2018-03-01 05:50:40.000   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f 2018-03-26 10:28:00.000   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c 2018-03-14 09:48:15.000   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf 2018-03-29 15:30:11.000   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9 2018-03-17 02:05:10.000   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53 2018-03-14 15:09:53.000   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237 2018-03-15 05:22:02.000   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928 2018-03-09 19:35:00.000   \n",
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       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c 2018-03-13 12:20:50.000   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8 2018-03-29 14:55:23.000   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75 2018-03-19 03:34:39.000   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e 2018-03-26 16:08:53.000   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54 2018-03-07 15:22:08.000   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e 2018-03-27 16:39:37.000   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a 2018-03-21 21:16:49.000   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d 2018-03-05 17:34:50.000   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af 2018-03-28 20:55:15.999   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9 2018-03-13 23:49:41.000   \n",
       "\n",
       "                                          fb_engagements  \\\n",
       "id                                                         \n",
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       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9           93521   \n",
       "\n",
       "                                          fb_max_engagements_per_min  \\\n",
       "id                                                                     \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444                      229.14   \n",
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       "b81059e9e80c976fb540b0e2072e2e0de13d8237                      148.20   \n",
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       "418cc03dd36ea891048b13fe7d67ac936ded0b4e                      179.64   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54                      356.16   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e                       58.82   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a                       85.91   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d                       69.38   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af                       51.85   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9                      159.67   \n",
       "\n",
       "                                         fb_max_engagements_per_min_time  \\\n",
       "id                                                                         \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444        2018-03-24T22:19:05.478Z   \n",
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       "b81059e9e80c976fb540b0e2072e2e0de13d8237        2018-03-15T13:30:07.659Z   \n",
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       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d        2018-03-06T21:13:09.677Z   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af        2018-03-30T14:59:11.295Z   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9        2018-03-14T12:54:10.917Z   \n",
       "\n",
       "                                          fb_comments  fb_reactions  \\\n",
       "id                                                                    \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444        10005        189918   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d        43354        363565   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b       106801        141537   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444        45996         99141   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461        46730         88830   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f        19054        188846   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c        13571        109852   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf        50619        113504   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9        34418        101832   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53        25191         11859   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237         7767        115115   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928        22645        129024   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989        37119        108128   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa        15836         76427   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b        10078         84470   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c        51816         61737   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8        30686         73449   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75        14772         72125   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e        23308         55832   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54        10953         63055   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e        34034        114928   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a        57990         14690   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d        67888        147744   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af        14885        123614   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9         6482         75593   \n",
       "\n",
       "                                          fb_shares     ...      \\\n",
       "id                                                      ...       \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444      20306     ...       \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d      83327     ...       \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b      71407     ...       \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444      21636     ...       \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461      23379     ...       \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f      20939     ...       \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c       7331     ...       \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf      28807     ...       \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9      17196     ...       \n",
       "2029aee2f236d917e866b77fff279d24bf704f53     144949     ...       \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237      21600     ...       \n",
       "4b263c68cdef616305925dbc652ca78ea2893928      19400     ...       \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989      29168     ...       \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa      25913     ...       \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b      13792     ...       \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c      11046     ...       \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8      24755     ...       \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75       9479     ...       \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e       5106     ...       \n",
       "7a45be3e4cae44045719b087b12c263686a10f54      13388     ...       \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e      57297     ...       \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a       1446     ...       \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d      49686     ...       \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af      55937     ...       \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9      11446     ...       \n",
       "\n",
       "                                                fb_brand_page_time alexa_rank  \\\n",
       "id                                                                              \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444                       NaN        105   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d                       NaN        120   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b                       NaN        105   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444                       NaN        215   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461                       NaN        285   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f                       NaN        191   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c                       NaN        120   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf                       NaN        158   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9                       NaN        285   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53                       NaN        365   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237                       NaN        142   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928                       NaN        285   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989                       NaN        191   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa                       NaN        594   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b                       NaN       5014   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c                       NaN        285   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8                       NaN        105   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75                       NaN        826   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e                       NaN        826   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54                       NaN        285   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e  2018-04-05T08:20:00.000Z      22568   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a                       NaN        158   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d  2018-03-06T22:43:36.000Z      22568   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af                       NaN        215   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9                       NaN        120   \n",
       "\n",
       "                                          word_count  response_score  \\\n",
       "id                                                                     \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444      400.00           50.00   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d      659.00           50.00   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b      327.00           50.00   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444      666.00           50.00   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461      262.00           50.00   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f      929.00           50.00   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c      839.00           49.00   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf      844.00           50.00   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9       63.00           50.00   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53       32.00           50.00   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237      307.00           50.00   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928       34.00           50.00   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989      886.00           50.00   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa      790.00           49.00   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b      233.00           48.00   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c      404.00           49.00   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8      454.00           49.00   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75         nan           47.00   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e      380.00           47.00   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54      936.00           47.00   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e      742.00           50.00   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a      101.00           46.00   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d     1064.00           50.00   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af         nan           50.00   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9      611.00           47.00   \n",
       "\n",
       "                                          lead_score  front_score  \\\n",
       "id                                                                  \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444        0.00         0.00   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d        0.00         0.00   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b        0.00         0.00   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444        0.00         0.00   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461        0.00         1.00   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f        0.00         1.00   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c        0.00         0.00   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf        0.00         1.00   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9        0.00         1.00   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53        0.00         1.00   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237        0.00         1.00   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928        0.00         2.00   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989        0.00         2.00   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa        0.00         2.00   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b        0.00         1.00   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c        0.00         2.00   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8        0.00         2.00   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75        0.00         1.00   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e        0.00         1.00   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54        0.00         2.00   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e        0.00         1.00   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a        0.00         1.00   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d        0.00         1.00   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af        0.00         5.00   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9        0.00         3.00   \n",
       "\n",
       "                                          facebook_promotion_score  \\\n",
       "id                                                                   \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444                      0.00   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d                      0.00   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b                      0.00   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444                      0.00   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461                      0.00   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f                      0.00   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c                      0.00   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf                      0.00   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9                      0.00   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53                      0.00   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237                      0.00   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928                      0.00   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989                      0.00   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa                      0.00   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b                      0.00   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c                      0.00   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8                      0.00   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75                      0.00   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e                      0.00   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54                      0.00   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e                      4.00   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a                      0.00   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d                      4.00   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af                      0.00   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9                      0.00   \n",
       "\n",
       "                                         promotion_score  attention_index  \\\n",
       "id                                                                          \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444            0.00            50.00   \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d            0.00            50.00   \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b            0.00            50.00   \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444            0.00            50.00   \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461            1.00            51.00   \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f            1.00            51.00   \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c            0.00            49.00   \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf            1.00            51.00   \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9            1.00            51.00   \n",
       "2029aee2f236d917e866b77fff279d24bf704f53            1.00            51.00   \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237            1.00            51.00   \n",
       "4b263c68cdef616305925dbc652ca78ea2893928            2.00            52.00   \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989            2.00            52.00   \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa            2.00            51.00   \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b            1.00            49.00   \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c            2.00            51.00   \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8            2.00            51.00   \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75            1.00            48.00   \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e            1.00            48.00   \n",
       "7a45be3e4cae44045719b087b12c263686a10f54            2.00            49.00   \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e            5.00            55.00   \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a            1.00            47.00   \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d            5.00            55.00   \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af            5.00            55.00   \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9            3.00            50.00   \n",
       "\n",
       "                                          score_diff  \n",
       "id                                                    \n",
       "50274b99fd61c30213190e1f47e61c06b0fe8444      -50.00  \n",
       "220bc1e5ff5023dabe5ff4aab0cf50d422d64a6d      -50.00  \n",
       "5217dabb2788a25fb6ab6cf6903a5a565fbfdd3b      -50.00  \n",
       "665b158f2d4382c825e9c95181e19a880d0ea444      -50.00  \n",
       "4e0f5018cbbd109c03fb7b5c2b115b6f83787461      -49.00  \n",
       "811b11341fd9cf3570bfc99a75c00d80380e741f      -49.00  \n",
       "49c7c48264287c418b4f325a27cafa6f66f2c05c      -49.00  \n",
       "8fc7a94c76f872356ed483b7ac17adac5512eeaf      -49.00  \n",
       "3cefbaccf74c67435f2d9e3ce03a833a6a031dd9      -49.00  \n",
       "2029aee2f236d917e866b77fff279d24bf704f53      -49.00  \n",
       "b81059e9e80c976fb540b0e2072e2e0de13d8237      -49.00  \n",
       "4b263c68cdef616305925dbc652ca78ea2893928      -48.00  \n",
       "c3660f6b3c146aaf04faf55e0c0bf241e29e8989      -48.00  \n",
       "c47143c6da051a69409d08f1b0a625b4e98459aa      -47.00  \n",
       "06a46e015b59b2b7a4e9f3bbd178631499f84d0b      -47.00  \n",
       "ad709da694f5f5cfdabb47c2f7f7e7554ae12c7c      -47.00  \n",
       "29a501b1c0a690e5cd174ab7e6d13b11122a93b8      -47.00  \n",
       "0d311bd9bc88f483d8cd59c3bdd0f72f6fbe7d75      -46.00  \n",
       "418cc03dd36ea891048b13fe7d67ac936ded0b4e      -46.00  \n",
       "7a45be3e4cae44045719b087b12c263686a10f54      -45.00  \n",
       "d4ea734b1b76e25df1d75bf955cfee3415c67d2e      -45.00  \n",
       "8e677451fa0eb8ac53c9431bd3c780e24c15313a      -45.00  \n",
       "c7ff5d9a2aacb0bbb6cf09c2137416a2b0b5ea8d      -45.00  \n",
       "9dba841e93a95329b60a2d259aa5cc088fff53af      -45.00  \n",
       "bc9d99af54ec89e3e286b5ed111c2020a51d91c9      -44.00  \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": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data.to_csv(\"articles_with_provisional_scores_\" + date_filename + \".csv\")"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "# Summary"
   ]
  },
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   "cell_type": "markdown",
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   "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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   "source": []
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   "cell_type": "code",
   "execution_count": null,
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   "source": []
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