{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wattpad *hot* stories gathered from the public API from Oct. 6 and Oct. 13"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Hi Dago!* Here is some basic analysis for the first week of data collection. I'm not quite sure that we are ready to start cross referencing this stuff with other social media without a bit of preliminary analysis to determine the way the \"hot\" stories system works. This document picks apart the first week of data a little bit, and I'm hoping from here we can refine our collection/cross referncing strategy a bit and put together a good system. The end of the document contains my thoughts on how we should proceed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Feel free to ignore these blocks of code. When there is important information I will add some text explaining it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def read_json(jsonfile):\n",
    "    import json\n",
    "    hot_stories = []\n",
    "    with open(jsonfile, 'r') as f:\n",
    "        for line in f:\n",
    "            story = json.loads(line)\n",
    "            hot_stories.append(story)\n",
    "    return hot_stories\n",
    "\n",
    "\n",
    "hot_stories = read_json('merged_hot_oct_13.json')\n",
    "story_ids = {story['id'] for story in hot_stories}\n",
    "hot_stories = pd.DataFrame(hot_stories)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Over the week, we have this many unique stories:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2631"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(story_ids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means that the hot stories do change, but many remain the same, at least over a realitively short amount of time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top \"Hot\" Stories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following table shows the top 25 stories for this week based on 'readCount' statistic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>readCount</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>title</th>\n",
       "      <th>user</th>\n",
       "      <th>voteCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16355749</td>\n",
       "      <td>46600</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4512</th>\n",
       "      <td>756934</td>\n",
       "      <td>9903670</td>\n",
       "      <td>12312</td>\n",
       "      <td>unexpected [MAJOR EDITING]</td>\n",
       "      <td>Supersox</td>\n",
       "      <td>52449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>704962</td>\n",
       "      <td>9137518</td>\n",
       "      <td>7056</td>\n",
       "      <td>Hush, Howl (Complete and Editing)</td>\n",
       "      <td>MyLovelyWriter</td>\n",
       "      <td>109460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>16618124</td>\n",
       "      <td>6872079</td>\n",
       "      <td>14166</td>\n",
       "      <td>Escorting the Brute</td>\n",
       "      <td>iwillluv1d4ever</td>\n",
       "      <td>153273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2116</th>\n",
       "      <td>174831</td>\n",
       "      <td>2352322</td>\n",
       "      <td>984</td>\n",
       "      <td>Going Through the Motions</td>\n",
       "      <td>TNEvans</td>\n",
       "      <td>6094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4505</th>\n",
       "      <td>6644139</td>\n",
       "      <td>1332718</td>\n",
       "      <td>841</td>\n",
       "      <td>Black Heart&lt;gxg&gt;(GirlxGirl lesbian)</td>\n",
       "      <td>SanEmLexRiss14</td>\n",
       "      <td>29851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4529</th>\n",
       "      <td>14077094</td>\n",
       "      <td>1303953</td>\n",
       "      <td>10747</td>\n",
       "      <td>In Love With My Tutor? (A Matt Espinosa/o2l Fa...</td>\n",
       "      <td>AlienEspinosa</td>\n",
       "      <td>26346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6166</th>\n",
       "      <td>4268770</td>\n",
       "      <td>948072</td>\n",
       "      <td>3271</td>\n",
       "      <td>We Are Who We Are // Little Mix + Harry Styles...</td>\n",
       "      <td>_nononononononono</td>\n",
       "      <td>14017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4530</th>\n",
       "      <td>17406875</td>\n",
       "      <td>856653</td>\n",
       "      <td>3975</td>\n",
       "      <td>Hood Girl</td>\n",
       "      <td>KingofThugs</td>\n",
       "      <td>30736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4503</th>\n",
       "      <td>12050237</td>\n",
       "      <td>779835</td>\n",
       "      <td>1248</td>\n",
       "      <td>Hadar #Watty2014</td>\n",
       "      <td>RevyRogue</td>\n",
       "      <td>36738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4385</th>\n",
       "      <td>4337352</td>\n",
       "      <td>778561</td>\n",
       "      <td>2413</td>\n",
       "      <td>Why Him ? Why My Teacher ? (Student/Teacher) (...</td>\n",
       "      <td>Urbannnn</td>\n",
       "      <td>21902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4630</th>\n",
       "      <td>9134608</td>\n",
       "      <td>748668</td>\n",
       "      <td>2609</td>\n",
       "      <td>Arranged Marriage with Luhan</td>\n",
       "      <td>TheRedEyedWolf</td>\n",
       "      <td>13977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4501</th>\n",
       "      <td>54888909</td>\n",
       "      <td>739396</td>\n",
       "      <td>757</td>\n",
       "      <td>Hugot/Quotes/Patama For U</td>\n",
       "      <td>jannakimbyun12</td>\n",
       "      <td>18708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4510</th>\n",
       "      <td>48112361</td>\n",
       "      <td>677593</td>\n",
       "      <td>372</td>\n",
       "      <td>My teacher My husband</td>\n",
       "      <td>NadienSHR</td>\n",
       "      <td>36604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>19712816</td>\n",
       "      <td>639521</td>\n",
       "      <td>18480</td>\n",
       "      <td>She has a Secret ~ NaLu (BOOK 1 &amp; 2) [2ND plac...</td>\n",
       "      <td>parkjiminswings</td>\n",
       "      <td>30974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4532</th>\n",
       "      <td>11233381</td>\n",
       "      <td>487505</td>\n",
       "      <td>257</td>\n",
       "      <td>R5 Preferences</td>\n",
       "      <td>KimmyPolanco</td>\n",
       "      <td>6731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4528</th>\n",
       "      <td>13457281</td>\n",
       "      <td>461565</td>\n",
       "      <td>967</td>\n",
       "      <td>Projek Bantah Kahwin</td>\n",
       "      <td>Mina94</td>\n",
       "      <td>14717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>1036569</td>\n",
       "      <td>444453</td>\n",
       "      <td>635</td>\n",
       "      <td>My Mate's rejection, but another's perfection</td>\n",
       "      <td>lily_summers</td>\n",
       "      <td>7628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4514</th>\n",
       "      <td>8325491</td>\n",
       "      <td>386213</td>\n",
       "      <td>644</td>\n",
       "      <td>Kiss me (girlxgirl)</td>\n",
       "      <td>love_shannon</td>\n",
       "      <td>9377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4607</th>\n",
       "      <td>10991207</td>\n",
       "      <td>373713</td>\n",
       "      <td>529</td>\n",
       "      <td>Janoskian Preferences</td>\n",
       "      <td>missfarahx</td>\n",
       "      <td>4877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>755741</td>\n",
       "      <td>369501</td>\n",
       "      <td>336</td>\n",
       "      <td>Innocent Desire</td>\n",
       "      <td>DhistiD</td>\n",
       "      <td>2929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4543</th>\n",
       "      <td>703750</td>\n",
       "      <td>346768</td>\n",
       "      <td>419</td>\n",
       "      <td>Crystal Butterflys (sequel to Change is a given)</td>\n",
       "      <td>nativeprincess32</td>\n",
       "      <td>5429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5799</th>\n",
       "      <td>2076507</td>\n",
       "      <td>333941</td>\n",
       "      <td>401</td>\n",
       "      <td>Stuck In The Dark (One Direction Fanfic) ****C...</td>\n",
       "      <td>Marslstar</td>\n",
       "      <td>2793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4610</th>\n",
       "      <td>9322844</td>\n",
       "      <td>311378</td>\n",
       "      <td>969</td>\n",
       "      <td>In Love with That Guy [EXO Tao]</td>\n",
       "      <td>deathmaiden</td>\n",
       "      <td>7342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4509</th>\n",
       "      <td>26504072</td>\n",
       "      <td>295909</td>\n",
       "      <td>163</td>\n",
       "      <td>ICE QUEEN (Lesbian Stories)</td>\n",
       "      <td>WriteMyHeartForYou</td>\n",
       "      <td>6694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  readCount  commentCount  \\\n",
       "4498   7509667   16355749         46600   \n",
       "4512    756934    9903670         12312   \n",
       "6084    704962    9137518          7056   \n",
       "4499  16618124    6872079         14166   \n",
       "2116    174831    2352322           984   \n",
       "4505   6644139    1332718           841   \n",
       "4529  14077094    1303953         10747   \n",
       "6166   4268770     948072          3271   \n",
       "4530  17406875     856653          3975   \n",
       "4503  12050237     779835          1248   \n",
       "4385   4337352     778561          2413   \n",
       "4630   9134608     748668          2609   \n",
       "4501  54888909     739396           757   \n",
       "4510  48112361     677593           372   \n",
       "4500  19712816     639521         18480   \n",
       "4532  11233381     487505           257   \n",
       "4528  13457281     461565           967   \n",
       "741    1036569     444453           635   \n",
       "4514   8325491     386213           644   \n",
       "4607  10991207     373713           529   \n",
       "782     755741     369501           336   \n",
       "4543    703750     346768           419   \n",
       "5799   2076507     333941           401   \n",
       "4610   9322844     311378           969   \n",
       "4509  26504072     295909           163   \n",
       "\n",
       "                                                  title                user  \\\n",
       "4498                                   5SOS Preferences        alexand_rawr   \n",
       "4512                         unexpected [MAJOR EDITING]            Supersox   \n",
       "6084                  Hush, Howl (Complete and Editing)      MyLovelyWriter   \n",
       "4499                                Escorting the Brute     iwillluv1d4ever   \n",
       "2116                          Going Through the Motions             TNEvans   \n",
       "4505                Black Heart<gxg>(GirlxGirl lesbian)      SanEmLexRiss14   \n",
       "4529  In Love With My Tutor? (A Matt Espinosa/o2l Fa...       AlienEspinosa   \n",
       "6166  We Are Who We Are // Little Mix + Harry Styles...   _nononononononono   \n",
       "4530                                          Hood Girl         KingofThugs   \n",
       "4503                                   Hadar #Watty2014           RevyRogue   \n",
       "4385  Why Him ? Why My Teacher ? (Student/Teacher) (...            Urbannnn   \n",
       "4630                       Arranged Marriage with Luhan      TheRedEyedWolf   \n",
       "4501                          Hugot/Quotes/Patama For U      jannakimbyun12   \n",
       "4510                              My teacher My husband           NadienSHR   \n",
       "4500  She has a Secret ~ NaLu (BOOK 1 & 2) [2ND plac...     parkjiminswings   \n",
       "4532                                     R5 Preferences        KimmyPolanco   \n",
       "4528                               Projek Bantah Kahwin              Mina94   \n",
       "741       My Mate's rejection, but another's perfection        lily_summers   \n",
       "4514                                Kiss me (girlxgirl)        love_shannon   \n",
       "4607                              Janoskian Preferences          missfarahx   \n",
       "782                                     Innocent Desire             DhistiD   \n",
       "4543   Crystal Butterflys (sequel to Change is a given)    nativeprincess32   \n",
       "5799  Stuck In The Dark (One Direction Fanfic) ****C...           Marslstar   \n",
       "4610                    In Love with That Guy [EXO Tao]         deathmaiden   \n",
       "4509                        ICE QUEEN (Lesbian Stories)  WriteMyHeartForYou   \n",
       "\n",
       "      voteCount  \n",
       "4498     167130  \n",
       "4512      52449  \n",
       "6084     109460  \n",
       "4499     153273  \n",
       "2116       6094  \n",
       "4505      29851  \n",
       "4529      26346  \n",
       "6166      14017  \n",
       "4530      30736  \n",
       "4503      36738  \n",
       "4385      21902  \n",
       "4630      13977  \n",
       "4501      18708  \n",
       "4510      36604  \n",
       "4500      30974  \n",
       "4532       6731  \n",
       "4528      14717  \n",
       "741        7628  \n",
       "4514       9377  \n",
       "4607       4877  \n",
       "782        2929  \n",
       "4543       5429  \n",
       "5799       2793  \n",
       "4610       7342  \n",
       "4509       6694  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stories_by_read_count = hot_stories.sort_values(by='readCount', ascending=False)[['id', 'readCount', 'commentCount', 'title', 'user', 'voteCount']]\n",
    "stories_by_read_count = stories_by_read_count.drop_duplicates(subset='id')\n",
    "stories_by_read_count.head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall distribution of the read count over the aggregated data. As you can see, the number of reads drops off swiftly as the stories go down in the ranking:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f1d21d270f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ApEWSHpI0UPFG1OH2eaWkXkkrJP1V0jtrOXfJppumT/erMDMzq00tfSq6h1ou6bPAujXW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1d21d0fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(stories_by_read_count['readCount'].values)[0:50].plot()\n",
    "plt.ylabel('Read Count')\n",
    "plt.xlabel('Read Count Ranking')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following table shows the top 25 stories for this week based on 'voteCount' statistic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>readCount</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>title</th>\n",
       "      <th>user</th>\n",
       "      <th>voteCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16355749</td>\n",
       "      <td>46600</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>16618124</td>\n",
       "      <td>6872079</td>\n",
       "      <td>14166</td>\n",
       "      <td>Escorting the Brute</td>\n",
       "      <td>iwillluv1d4ever</td>\n",
       "      <td>153273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>704962</td>\n",
       "      <td>9137518</td>\n",
       "      <td>7056</td>\n",
       "      <td>Hush, Howl (Complete and Editing)</td>\n",
       "      <td>MyLovelyWriter</td>\n",
       "      <td>109460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>756934</td>\n",
       "      <td>9903018</td>\n",
       "      <td>12312</td>\n",
       "      <td>unexpected [MAJOR EDITING]</td>\n",
       "      <td>Supersox</td>\n",
       "      <td>52449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3004</th>\n",
       "      <td>12050237</td>\n",
       "      <td>779328</td>\n",
       "      <td>1248</td>\n",
       "      <td>Hadar #Watty2014</td>\n",
       "      <td>RevyRogue</td>\n",
       "      <td>36738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4510</th>\n",
       "      <td>48112361</td>\n",
       "      <td>677593</td>\n",
       "      <td>372</td>\n",
       "      <td>My teacher My husband</td>\n",
       "      <td>NadienSHR</td>\n",
       "      <td>36604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>19712816</td>\n",
       "      <td>639521</td>\n",
       "      <td>18480</td>\n",
       "      <td>She has a Secret ~ NaLu (BOOK 1 &amp; 2) [2ND plac...</td>\n",
       "      <td>parkjiminswings</td>\n",
       "      <td>30974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4530</th>\n",
       "      <td>17406875</td>\n",
       "      <td>856653</td>\n",
       "      <td>3975</td>\n",
       "      <td>Hood Girl</td>\n",
       "      <td>KingofThugs</td>\n",
       "      <td>30736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4505</th>\n",
       "      <td>6644139</td>\n",
       "      <td>1332718</td>\n",
       "      <td>841</td>\n",
       "      <td>Black Heart&lt;gxg&gt;(GirlxGirl lesbian)</td>\n",
       "      <td>SanEmLexRiss14</td>\n",
       "      <td>29851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4529</th>\n",
       "      <td>14077094</td>\n",
       "      <td>1303953</td>\n",
       "      <td>10747</td>\n",
       "      <td>In Love With My Tutor? (A Matt Espinosa/o2l Fa...</td>\n",
       "      <td>AlienEspinosa</td>\n",
       "      <td>26346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4385</th>\n",
       "      <td>4337352</td>\n",
       "      <td>778561</td>\n",
       "      <td>2413</td>\n",
       "      <td>Why Him ? Why My Teacher ? (Student/Teacher) (...</td>\n",
       "      <td>Urbannnn</td>\n",
       "      <td>21902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4863</th>\n",
       "      <td>69933122</td>\n",
       "      <td>186418</td>\n",
       "      <td>2625</td>\n",
       "      <td>BTS FUNNY</td>\n",
       "      <td>_XXXIXXX_</td>\n",
       "      <td>19407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4501</th>\n",
       "      <td>54888909</td>\n",
       "      <td>739396</td>\n",
       "      <td>757</td>\n",
       "      <td>Hugot/Quotes/Patama For U</td>\n",
       "      <td>jannakimbyun12</td>\n",
       "      <td>18708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>27006005</td>\n",
       "      <td>150672</td>\n",
       "      <td>5303</td>\n",
       "      <td>Things only a Potterhead would get</td>\n",
       "      <td>CatRose0625</td>\n",
       "      <td>15573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4528</th>\n",
       "      <td>13457281</td>\n",
       "      <td>461565</td>\n",
       "      <td>967</td>\n",
       "      <td>Projek Bantah Kahwin</td>\n",
       "      <td>Mina94</td>\n",
       "      <td>14717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28701670</td>\n",
       "      <td>116750</td>\n",
       "      <td>3666</td>\n",
       "      <td>Otaku Problems</td>\n",
       "      <td>Nutella-Chan</td>\n",
       "      <td>14034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6166</th>\n",
       "      <td>4268770</td>\n",
       "      <td>948072</td>\n",
       "      <td>3271</td>\n",
       "      <td>We Are Who We Are // Little Mix + Harry Styles...</td>\n",
       "      <td>_nononononononono</td>\n",
       "      <td>14017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4630</th>\n",
       "      <td>9134608</td>\n",
       "      <td>748668</td>\n",
       "      <td>2609</td>\n",
       "      <td>Arranged Marriage with Luhan</td>\n",
       "      <td>TheRedEyedWolf</td>\n",
       "      <td>13977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6141</th>\n",
       "      <td>8805930</td>\n",
       "      <td>286780</td>\n",
       "      <td>759</td>\n",
       "      <td>Rejection is not an option</td>\n",
       "      <td>1Chelsea</td>\n",
       "      <td>10556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3015</th>\n",
       "      <td>8325491</td>\n",
       "      <td>386148</td>\n",
       "      <td>644</td>\n",
       "      <td>Kiss me (girlxgirl)</td>\n",
       "      <td>love_shannon</td>\n",
       "      <td>9377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3038</th>\n",
       "      <td>10414535</td>\n",
       "      <td>282484</td>\n",
       "      <td>1291</td>\n",
       "      <td>Coach Ishot (ManxBoy)</td>\n",
       "      <td>AlstonN__</td>\n",
       "      <td>9217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3035</th>\n",
       "      <td>15859586</td>\n",
       "      <td>197095</td>\n",
       "      <td>1110</td>\n",
       "      <td>The Sounds of Flames ~ A Nalu Fanfic</td>\n",
       "      <td>rubyrosemc</td>\n",
       "      <td>7896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6212</th>\n",
       "      <td>22997270</td>\n",
       "      <td>110872</td>\n",
       "      <td>421</td>\n",
       "      <td>Will Never Let You Go</td>\n",
       "      <td>AntheaFeather</td>\n",
       "      <td>7880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1519</th>\n",
       "      <td>3796898</td>\n",
       "      <td>295210</td>\n",
       "      <td>512</td>\n",
       "      <td>I'm Back!</td>\n",
       "      <td>weetwifan</td>\n",
       "      <td>7738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4647</th>\n",
       "      <td>16180182</td>\n",
       "      <td>181694</td>\n",
       "      <td>3062</td>\n",
       "      <td>Lips</td>\n",
       "      <td>Flowerboys</td>\n",
       "      <td>7700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  readCount  commentCount  \\\n",
       "4498   7509667   16355749         46600   \n",
       "4499  16618124    6872079         14166   \n",
       "6084    704962    9137518          7056   \n",
       "6111    756934    9903018         12312   \n",
       "3004  12050237     779328          1248   \n",
       "4510  48112361     677593           372   \n",
       "4500  19712816     639521         18480   \n",
       "4530  17406875     856653          3975   \n",
       "4505   6644139    1332718           841   \n",
       "4529  14077094    1303953         10747   \n",
       "4385   4337352     778561          2413   \n",
       "4863  69933122     186418          2625   \n",
       "4501  54888909     739396           757   \n",
       "2893  27006005     150672          5303   \n",
       "4528  13457281     461565           967   \n",
       "27    28701670     116750          3666   \n",
       "6166   4268770     948072          3271   \n",
       "4630   9134608     748668          2609   \n",
       "6141   8805930     286780           759   \n",
       "3015   8325491     386148           644   \n",
       "3038  10414535     282484          1291   \n",
       "3035  15859586     197095          1110   \n",
       "6212  22997270     110872           421   \n",
       "1519   3796898     295210           512   \n",
       "4647  16180182     181694          3062   \n",
       "\n",
       "                                                  title               user  \\\n",
       "4498                                   5SOS Preferences       alexand_rawr   \n",
       "4499                                Escorting the Brute    iwillluv1d4ever   \n",
       "6084                  Hush, Howl (Complete and Editing)     MyLovelyWriter   \n",
       "6111                         unexpected [MAJOR EDITING]           Supersox   \n",
       "3004                                   Hadar #Watty2014          RevyRogue   \n",
       "4510                              My teacher My husband          NadienSHR   \n",
       "4500  She has a Secret ~ NaLu (BOOK 1 & 2) [2ND plac...    parkjiminswings   \n",
       "4530                                          Hood Girl        KingofThugs   \n",
       "4505                Black Heart<gxg>(GirlxGirl lesbian)     SanEmLexRiss14   \n",
       "4529  In Love With My Tutor? (A Matt Espinosa/o2l Fa...      AlienEspinosa   \n",
       "4385  Why Him ? Why My Teacher ? (Student/Teacher) (...           Urbannnn   \n",
       "4863                                          BTS FUNNY          _XXXIXXX_   \n",
       "4501                          Hugot/Quotes/Patama For U     jannakimbyun12   \n",
       "2893                 Things only a Potterhead would get        CatRose0625   \n",
       "4528                               Projek Bantah Kahwin             Mina94   \n",
       "27                                       Otaku Problems       Nutella-Chan   \n",
       "6166  We Are Who We Are // Little Mix + Harry Styles...  _nononononononono   \n",
       "4630                       Arranged Marriage with Luhan     TheRedEyedWolf   \n",
       "6141                         Rejection is not an option           1Chelsea   \n",
       "3015                                Kiss me (girlxgirl)       love_shannon   \n",
       "3038                              Coach Ishot (ManxBoy)          AlstonN__   \n",
       "3035               The Sounds of Flames ~ A Nalu Fanfic         rubyrosemc   \n",
       "6212                              Will Never Let You Go      AntheaFeather   \n",
       "1519                                          I'm Back!          weetwifan   \n",
       "4647                                               Lips         Flowerboys   \n",
       "\n",
       "      voteCount  \n",
       "4498     167130  \n",
       "4499     153273  \n",
       "6084     109460  \n",
       "6111      52449  \n",
       "3004      36738  \n",
       "4510      36604  \n",
       "4500      30974  \n",
       "4530      30736  \n",
       "4505      29851  \n",
       "4529      26346  \n",
       "4385      21902  \n",
       "4863      19407  \n",
       "4501      18708  \n",
       "2893      15573  \n",
       "4528      14717  \n",
       "27        14034  \n",
       "6166      14017  \n",
       "4630      13977  \n",
       "6141      10556  \n",
       "3015       9377  \n",
       "3038       9217  \n",
       "3035       7896  \n",
       "6212       7880  \n",
       "1519       7738  \n",
       "4647       7700  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stories_by_vote_count = hot_stories.sort_values(by='voteCount', ascending=False)[['id', 'readCount', 'commentCount', 'title', 'user', 'voteCount']]\n",
    "stories_by_vote_count = stories_by_vote_count.drop_duplicates(subset='id')\n",
    "stories_by_vote_count.head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall distribution of the vote count over the aggregated data. As you can see, the number of votes drops off swiftly as the stories go down in the ranking, but not quite as quickly as by read count:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f1d21cc08d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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N+cDpkv4KLAHOAp4Hbt7sE5HxXDRmZmbdUy09NPuQLtnMJ10C+iGwAPheJ/UdjVeZDSwi\n3aV0G3APaa6YtEO6G2kmUA88ApwLzImIK3I195NCzHGkeXE+Bnw4Ip7M1ZxDCkuXku5u2hKYFRFr\nu/mbO+VAY2Zm1j1V0UMTEX+gG+EqGzdTvO510lwzpfZ7Ajioi5obgBu6qJkDzOmqnT1VePyB56Ix\nMzMrT7X00FhOfT2sWgXLl1e6JWZmZrXBgaYKTZqUXn3ZyczMrDwONFUoPxeNmZmZdc2BpgptvTWM\nHetAY2ZmVi4HmioktQ0MNjMzs6450FQp37ptZmZWPgeaKuXZgs3MzMrnQFOlCj000dVjMc3MzMyB\nplrV18Pq1fDyy5VuiZmZWfVzoKlShVu3PTDYzMysaw40Vcpz0ZiZmZXPgaZKbb11WhxozMzMuuZA\nU8V867aZmVl5HGiqmAONmZlZeRxoqpgDjZmZWXkcaKqY56IxMzMrjwNNFZs0CdasgWXLKt0SMzOz\n6uZAU8V867aZmVl5HGiq2DvekV4daMzMzEpzoKli48bBNts40JiZmXXFgabK1df78QdmZmZdcaCp\ncr5128zMrGsONFVu0iQHGjMzs65URaCRdKCkWyS9IGmjpMNz24ZJOlvSnyS9mdVcJamu6BjbSPq5\npFZJr0m6XNLoopq9JN0jabWkZySd2kFbPiFpYVbzuKRZHdScKelFSask/UbSrr15PvLq6+GZZ2Dj\nxr76BjMzs9pXFYEGGA08BpwAFE8jNwp4N/A9YCrwUWAycHNR3bXAFGAGcBgwHbi0sFHSVsA8YDHQ\nAJwKzJF0bK5mWnacy7LvvAm4SdIeuZrTgBOBLwH7ASuBeZJG9PjXl1BfD2+95blozMzMShlW6QYA\nRMSdwJ0AklS0bQUwM79O0onAg5J2iojnJU3Jahoj4tGs5qvA7ZK+HhFLgWOA4cAXImI9sFDSVOAU\n4PLs0CcDv4qI87LPZ0g6hBRgvpKrOSsibs2+59PAMuAjwHW9c0ba5OeiqasrVWlmZjZ4VUsPTXdt\nTerJeT37fADwWiHMZO7KavbP1dyThZmCecBkSeOyz9Oy/SiqmQYgaRdgInB3YWMWuB4s1PS2QqDx\nnU5mZmadq7lAI2kk8APg2oh4M1s9EXgpXxcRG4BXs22FmuILN8ty20rVFLZPIIWkUjW9aqutYLvt\nPDDYzMyslJoKNJKGAb8ghYqvdFEOIDYdk1O8vZyarh4PWU5Nj/nWbTMzs9KqYgxNOXJhZmfgn3K9\nMwBLgfFF9UOBbbJthZoJRYcdT/sel85q8tuV1SwrqnmUEpqbmxk3bly7dU1NTTQ1NZXaDXCgMTOz\nga+lpYWWlpZ261pbW8vevyYCTS7M7AL8Y0S8VlRyP7C1pKm5cTQzSOHjoVzNv0oaml2OAjgEeCoi\nWnM1M4ALc8c+OFtPRCyWtDSr+VPWtrGkcTqXlPoNc+fOpaGhoRu/uk19PdxyS492NTMzqwkd/SN/\nwYIFNDY2lrV/VVxykjRa0t6S3p2t2iX7vHPW03ID6VbrY4DhkiZky3CAiFhEGrx7maR9Jb0XuAho\nye5wgnQ79lrgp5L2kHQkcBLww1xTLgBmSTpF0mRJc4BG4OJczfnA6ZI+JOldwNXA82x6G3mv8Vw0\nZmZmpVVLD80+wO9Il3+CtpBxFWn+mQ9l6x/L1hfGrPwjcE+2bjYpeNwFbASuJ91iDaS7kSTNzGoe\nAZYDcyLiilzN/ZKagH/Llr8AH46IJ3M150gaRZrjZmvgj8CsiFjbK2eiA5Mmwdq18Le/wdve1lff\nYmZmVruqItBExB8o3VvUZU9SRLxO6sEpVfMEcFAXNTeQeoRK1cwB5nTVpt6Sn4vGgcbMzGxTVXHJ\nyUp7xzvSqwcGm5mZdcyBpgaMGQPbb+9AY2Zm1hkHmhpRX+/Zgs3MzDrjQFMjJk1yD42ZmVlnHGhq\nhCfXMzMz65wDTY2or4dnn4UNG7osNTMzG3QcaGpEfT2sW5fmojEzM7P2HGhqRH4uGjMzM2vPgaZG\nFAKN73QyMzPbVLcDjaT3ZM9XKl4/VNJ7eqdZVmzUKBg/3j00ZmZmHelJD80fge06WF94rpH1Ed/p\nZGZm1rGeBJrCgyGLbQus3LzmWCkONGZmZh0r++GUkq7L3gZwuaS3cpuHAnsDD/Ri26xIfT08/HCl\nW2FmZlZ9uvO07UKAEbA295ns81XApb3ULuvAzjvDCy9ABEiVbo2ZmVn1KDvQRMSnACQtAX4QEb68\n1M/q6mDtWnjtNdh220q3xszMrHp0ewxNRHzHYaYyJk5Mr55cz8zMrL2e3La9g6T/lPSspDWS1uaX\nvmikJXV16dWBxszMrL3ujKEpuBL4O+Bc4G90fMeT9YFCoFm6tLLtMDMzqzY9CTTTgekR8WhvN8ZK\n23JLGDfOPTRmZmbFejIPzfO4V6ZiJk50oDEzMyvWk0DTDHxf0k693RjrWl2dA42ZmVmxnlxyugbY\nCnhG0gpgXX5jRIzvjYZZxxxozMzMNtWTQPPNXm+Fla2uDhYsqHQrzMzMqku3A01EXNEXDbHyeAyN\nmZnZpnoyD82OpZaeNELSgZJukfSCpI2SDu+g5kxJL0paJek3knYt2r6NpJ9LapX0mqTLJY0uqtlL\n0j2SVkt6RtKpHXzPJyQtzGoelzSru23pS3V1sGIFrFrVX99oZmZW/Xp6l9NzJZaeGA08BpxAB3dQ\nSToNOBH4ErAf6ane8ySNyJVdC0wBZgCHkW4vvzR3jK2AecBioAE4FZgj6dhczbTsOJcB7wZuAm6S\ntEc329JnPBeNmZnZpnoyhmbfos/DganAPwP/0pNGRMSdwJ0AUoePXTwZOCsibs1qPg0sAz4CXCdp\nCjATaCzMjyPpq8Dtkr4eEUuBY7K2fiEi1gMLJU0FTgEuz33PryLivOzzGZIOIQWYr5TTlp78/u7I\nzxa8yy59/W1mZma1oSfPcppftDwQEf8BfJ3Uw9KrJE0CJgJ359qwAngQmJatOgB4rWiyv7tIvT37\n52ruycJMwTxgsqRx2edp2X4U1UzL2rJLGW3pU36ek5mZ2aZ6csmpMwtJl2B620RSMFlWtH5Ztq1Q\n81J+Y0RsAF4tqunoGJRRU9g+oYy29KlttoGRIx1ozMzM8rp9yUnSqOJVQB3wPeCvvdGocptC1zMW\nd1WjMms293tobm5m3Lhx7dY1NTXR1NTUxaGLvkipl8ZjaMzMbCBpaWmhpaWl3brW1tay9+/JGJo3\n6fgv7xeB7v3tXJ6lpMAwgfY9I+OBR3M17Sb0kzQU2CbbVqiZUHTs8bTvcemsJr+9q7Z0aO7cuTQ0\nNJQqKZsn1zMzs4Gmo3/kL1iwgMbGxrL278klp4OBQ3LL+4G9gV0i4r97cLySImIxKUjMKKyTNJY0\nNua+bNX9wNbZIN+CGaTw8VCuZnoWdAoOAZ6KiNZczQzaOzhbX25b+pznojEzM2uvJxPr3d11Vfdk\n88XsSgogALtI2ht4NSKeA84HTpf0V2AJcBbp9vGbszYtkjQPuEzS8cAI4CKgJbvDCdLt2N8Ffirp\nbOBdwEmku5YKLgD+IOkU4HZSj1Mj8MVcTcm29Ie6Oriv3+KTmZlZ9evJJSck1ZOCwBTSJZuFwIUR\nsaSH7dgH+F12rAB+mK2/Cvh8RJyTjd25FNga+CMwKyLW5o4xG7iYdJfSRuB6cmElIlZImpnVPAIs\nB+bkZz6OiPslNQH/li1/AT4cEU/masppS5+qq/MYGjMzs7yeDAp+P3Ab8L/AvaRelYOA4yV9sCc9\nOBHxB7q4/BURc4A5Jba/TpprptQxnsjaWqrmBuCGzWlLX6urg5degvXrYViPIqmZmdnA0pO/Ds8G\nLoqIdo8NkHRutm2f3miYdW7iRIhIoWbHHj1swszMbGDpyaDgPYGfdLD+MuDvN685Vo78bMFmZmbW\ns0CzHNirg/V7AS9vXnOsHH6ek5mZWXs9ueR0BeluonrSrcoB/APwbdJdQtbHxo9PE+y5h8bMzCzp\nSaCZQ5pc71TaJrN7iXRX0Hmd7GO9aNgw2GEHBxozM7OCnsxDE8C5wLmStgEUEa/2esusJM8WbGZm\n1qbsMTSStpB0qKStCusi4rWIeFXS2GzbiL5pphXzXDRmZmZtujMo+IvAqRHxRvGGiFgBfB34Qm81\nzErz4w/MzMzadCfQHAPMLbF9LvDZzWqNlc2XnMzMzNp0J9C8E3isxPY/ZTXWDwqBJjp67rmZmdkg\n051AMxzYvsT27bIa6wd1dbB2Lbz+eqVbYmZmVnndCTRPAjNKbD84q7F+MHFievVlJzMzs+4Fmv8E\nvivpA8UbJM0CTs9qrB/48QdmZmZtyp6HJiJ+LOl9wO2SngQWkWYJngLsAdwQET/uk1baJhxozMzM\n2nTrWU4RcRTwKeAZ0rOb3p29/1REfLL3m2edGTUKxo71XDRmZmbQs5mCrwWu7YO2WDd5LhozM7Ok\nJ0/btirhuWjMzMwSB5oa5kBjZmaWONDUMD/PyczMLHGgqWEeQ2NmZpb0ONBIqpc0Q9IWvdkgK19d\nHbS2wurVlW6JmZlZZXU70EjaVtKdwNPAr4Eds/X/Kenfe7l9VoLnojEzM0t60kNzHjAU2AVYlVv/\nf4BZvdEoK08h0HgcjZmZDXY9CTQzgVMjYknR+j8D79jsFnVA0hBJZ0l6WtIqSX+VdHoHdWdKejGr\n+Y2kXYu2byPp55JaJb0m6XJJo4tq9pJ0j6TVkp6RdGoH3/MJSQuzmsezRz/0Oz/PyczMLOlJoNkK\neLOD9dsAazevOZ36JvAl4CvA7sA3gG9IOrFQIOk04MSsbj9gJTBP0ojcca4lPaphBnAYMB24NHeM\nrYB5wGKgATgVmCPp2FzNtOw4l5FmSr4JuEnSHr37k7u27bYwYoQDjZmZWU8CzX8Dx+Q+hyQBXwd+\n1yut2tQ04OaIuDMino2IX5LG7+yXqzkZOCsibo2I/wE+TRrf8xEASVNIvUtfiIhHIuI+4KvAUZKy\nvg6OAYZnNQsj4jrgQuCUou/5VUScFxFPRcQZwAJSmOpXku90MjMzg54FmlOBEyTdCowAvg/8idTr\n8c1ebFvefcAMSe8EkLQ38F7gjuzzJGAicHdhh4hYATxICkMABwCvRcSjuePeRXrA5v65mnsiYn2u\nZh4wWdK47PO0bD+KaqZRAZ6LxszMrGfPcnpC0m7AScA6YFvgduCiiHihl9tX8ANgLLBI0gZSEPuX\niPivbPtEUjBZVrTfsmxboeal/MaI2CDp1aKapzs4RmFba/Za6nv6lXtozMzMehBoJO0YES8C3yux\nrbcdCcwGjgKeJI1duUDSixFxTanmkoJOKV3VqMyarr6nT9TVwQMPVOKbzczMqke3Aw3wnKS6iGjX\n2yFpO+A50i3dve0c4P+LiF9kn/9XUj3wLeAaYCkpVEygfe/JeKBwiWlp9jnf5qGkwcxLczUTir57\nPO17fzqrKe61aae5uZlx48a1W9fU1ERTU1Op3brk5zmZmdlA0NLSQktLS7t1ra2tZe/fk0CjTtaP\nBtb04HjlGMWmPSAbycYARcRiSUtJ43j+BCBpLGlszCVZ/f3A1pKm5sbRzCD9nodyNf8qaWhEbMjW\nHQI8FRGtuZoZpMHCBQdn6zs1d+5cGhoayvy55aurg5dfhg0bYGhfREkzM7N+0NE/8hcsWEBjY2NZ\n+5cdaCSdk70N4LuS8pPqDSUNqH283ON1063Av0h6Dvhf0i3VzcDluZrzgdMl/RVYApwFPA/cDBAR\niyTNAy6TdDxpQPNFQEtEFHporgW+C/xU0tnAu0hjhU7Ofc8FwB8knUIaO9QENAJf7O0fXY6JE2Hj\nRnjppbaJ9szMzAab7vTQFO7iEbAPaUBwwVpgEenSUF84kRRQLiFd3nkR+I9sHQARcY6kUaR5ZbYG\n/gjMioj83DizgYtJdyltBK4nF1YiYoWkmVnNI8ByYE5EXJGruV9SE/Bv2fIX4MMR8WRv/+hy5B9/\n4EBjZmaDVdmBJiIOBJB0DXBCdlt0v4iIlaS5YE7pom4OMKfE9tdpP4dORzVPAAd1UXMDcEOpmv7i\n5zmZmZn17LbtTxXeZxPSRUSUHBBrfWf8+DTBnueiMTOzwawnT9uWpG9n87e8ALwo6RVJ38pmDLZ+\nNHw4bL+sdP8UAAAgAElEQVS9e2jMzGxw68ldTmcBXwbOAO4ljal5L2kw7SjgO73WOiuLb902M7PB\nrieB5nPAsRFxU27d/OwOpItxoOl3DjRmZjbY9eRZTtuRZust9iTpMQjWzyZO9BgaMzMb3HoSaJ4A\nju9g/fHZNutn7qExM7PBrieXnL4B3C7p/aSnYAdpDM0uwKG92DYrUyHQRKQ7nszMzAabbvfQRMTv\ngN1Is+ROBHbM3k+OiD/0bvOsHHV18NZb8PrrlW6JmZlZZXTn0Qd/HxH/AxARzwPf7LNWWbdMnJhe\nly6FbbapbFvMzMwqoTs9NH+S9KCkL0raqs9aZN3m2YLNzGyw606gOYj0YMgfAn+TdKWkA/umWdYd\nDjRmZjbYlR1oIuKPEfF5oA74KjCJ9NTpP0s6TZIfjVgho0fDVls50JiZ2eDVk0HBKyPiPyPiINLg\n4F8AJwDPSLqltxto5fFcNGZmNpj1ZB6a/yci/gp8H/hX4A3gsN5olHWf56IxM7PBrCfz0AAgaTrw\neeAIYCNwHXBFL7XLusmBxszMBrNuBRpJbwM+A3wW2JU0sd5JwHURsbLXW2dlq6uDxx+vdCvMzMwq\nozvz0PwKeD+wHLga+GlEPNVXDbPu8RgaMzMbzLrTQ7MO+DhwW0Rs6KP2WA/V1aWZglevhi23rHRr\nzMzM+lfZgSYiDu/LhtjmKcxFs3QpTJpU2baYmZn1t826y8mqhyfXMzOzwcyBZoDIP8/JzMxssHGg\nGSC22w6GD3cPjZmZDU4ONAOElHppHGjMzGwwcqAZQDy5npmZDVY1E2gk7SjpGknLJa2S9LikhqKa\nMyW9mG3/jaRdi7ZvI+nnklolvSbpckmji2r2knSPpNWSnpF0agdt+YSkhVnN45Jm9c2v7h7PRWNm\nZoNVTQQaSVsD9wJvATOBKcDXgNdyNacBJwJfAvYDVgLzJI3IHerabN8ZpOdOTQcuzR1jK2AesBho\nAE4F5kg6NlczLTvOZcC7gZuAmyTt0as/ugfcQ2NmZoNVj5/l1M++CTwbEcfm1j1TVHMycFZE3Aog\n6dPAMuAjwHWSppDCUGNEPJrVfBW4XdLXI2IpcAwwHPhCRKwHFkqaCpwCXJ77nl9FxHnZ5zMkHUIK\nU1/p1V/dTQ40ZmY2WNVEDw3wIeARSddJWiZpQVGvySRgInB3YV1ErAAeBKZlqw4AXiuEmcxdQAD7\n52ruycJMwTxgsqRx2edp2X4U1UyjwiZOhJdegg2ex9nMzAaZWgk0uwDHA08BhwA/Bi6UdEy2fSIp\nmCwr2m9Ztq1Q81J+Y/YIh1eLajo6BmXUTKTC6upg40Z4+eVKt8TMzKx/1colpyHAQxHxnezz45L2\nJIWcn5XYT6SgU0pXNSqzpuT3NDc3M27cuHbrmpqaaGpq6qJ55cvPFjyx4vHKzMysfC0tLbS0tLRb\n19raWvb+tRJo/gYsLFq3EPhY9n4pKVRMoH3vyXjg0VzN+PwBJA0Ftsm2FWomFH3PeNr3/nRWU9xr\n087cuXNpaGgoVbLZ8oFm6tQ+/SozM7Ne1dE/8hcsWEBjY2NZ+9fKJad7gclF6yaTDQyOiMWkoDGj\nsFHSWNLYmPuyVfcDW2eDfAtmkILQQ7ma6VnQKTgEeCoiWnM1M2jv4Gx9RY3P4poHBpuZ2WBTK4Fm\nLnCApG9J+jtJs4FjgYtzNecDp0v6kKR3AVcDzwM3A0TEItLg3csk7SvpvcBFQEt2hxOk27HXAj+V\ntIekI4GTgB/mvucCYJakUyRNljQHaCxqS0WMGAHbb++5aMzMbPCpiUATEY8AHwWagCeAfwFOjoj/\nytWcQwool5LubtoSmBURa3OHmg0sIt2ldBtwD2nemsIxVpBu7a4HHgHOBeZExBW5mvuzdhwHPEa6\n7PXhiHiyV390D/nWbTMzG4xqZQwNEXEHcEcXNXOAOSW2v06aa6bUMZ4ADuqi5gbghlI1leJAY2Zm\ng1FN9NBY+fyASjMzG4wcaAaYujqPoTEzs8HHgWaAKVxyiq5m3zEzMxtAHGgGmLo6WLMGujEXkZmZ\nWc1zoBlgCjMEexyNmZkNJg40A0xhtmCPozEzs8HEgWaAyT/+wMzMbLBwoBlgxoyBt70N7q/4gxjM\nzMz6jwPNAPTJT8J118H69ZVuiZmZWf9woBmAZs+Gl16C3/2u0i0xMzPrHw40A1BjI7zznXDttZVu\niZmZWf9woBmAJGhqghtugNWrK90aMzOzvudAM0A1NcEbb8AdJR/naWZmNjA40AxQu+8ODQ2+7GRm\nZoODA80ANns23H67H4NgZmYDnwPNAHbkkbB2Ldx4Y6VbYmZm1rccaAawnXaCgw7yZSczMxv4HGgG\nuKYmuPtuP9vJzMwGNgeaAe6II2DoUPjFLyrdEjMzs77jQDPAbbcdfOADvuxkZmYDmwPNIDB7Njzw\nADz9dKVbYmZm1jccaAaBD30IRo+GlpZKt8TMzKxvONAMAqNHw4c/nC47RVS6NWZmZr2vJgONpG9J\n2ijpvNy6kZIukbRc0huSrpc0vmi/nSXdLmmlpKWSzpE0pKjmfZLmS1oj6c+SPtPB958gabGk1ZIe\nkLRv3/3a3jF7Njz5JDzxRKVbYmZm1vtqLtBk4eGLwONFm84HDgOOAKYDOwI35PYbAtwBDAMOAD4D\nfBY4M1dTD9wG3A3sDVwAXC7p4FzNkcAPgTOAqVk75knavtd+ZB845JA0QNiDg83MbCCqqUAjaQzw\nM+BY4PXc+rHA54HmiPhDRDwKfA54r6T9srKZwO7A0RHxRETMA74DnCBpWFZzPPB0RHwjIp6KiEuA\n64HmXDOagUsj4uqIWAR8GViVfX/VGj4cPvGJNI5m48ZKt8bMzKx31VSgAS4Bbo2I3xat34fU83J3\nYUVEPAU8C0zLVh0APBERy3P7zQPGAXvmau4qOva8wjEkDQcai74nsn2mUeVmz4Znn4X77qt0S8zM\nzHpXzQQaSUcB7wa+1cHmCcDaiFhRtH4ZMDF7PzH7XLydMmrGShoJbA8M7aRmIlXuve+FnXf2ZScz\nMxt4aiLQSNqJNEbmmIhY151dgXLu6ylVozJrqv7+oSFD4Kij0qzB67pzFs3MzKrcsK5LqkIjsAMw\nX1IhYAwFpks6EfgAMFLS2KJemvG09aYsBYrvRpqQ21Z4nVBUMx5YERFrJS0HNnRSU9xr005zczPj\nxo1rt66pqYmmpqZSu/W62bPh3HPhrrtg1qx+/WozM7NOtbS00FI0YVpra2vZ+ytqYGISSaOBdxSt\nvhJYCPwAeAF4GTgqIm7M9tkNWATsHxEPS/oAcCtQVxhHI+k44GxgfESsk/QDYFZE7J377muBrSPi\n0OzzA8CDEXFy9lmksToXRsS5HbS9AZg/f/58GhoaeueEbIYI2HNPaGyEa66pdGvMzMw6t2DBAhob\nGwEaI2JBqdqa6KGJiJXAk/l1klYCr0TEwuzzFcB5kl4D3gAuBO6NiIezXX6dHeMaSacBdcBZwMW5\ny1g/Bk6UdDbwU2AG8HHg0NxXnwdcJWk+8BDprqdRpIBV9aTUS/ODH8CqVTBqVKVbZGZmtvlqYgxN\nJ4q7lppJc8hcD/weeJE0J00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+aqaZmdlAsAVQT/q7tCT30PSApE8CVwFfAh4i3fX0cWD3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1d21cdccf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(stories_by_vote_count['voteCount'].values)[0:50].plot()\n",
    "plt.ylabel('Vote Count')\n",
    "plt.xlabel('Vote Count Ranking')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following table shows the top 25 stories for this week based on 'commentCount' statistic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>readCount</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>title</th>\n",
       "      <th>user</th>\n",
       "      <th>voteCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16355749</td>\n",
       "      <td>46600</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>19712816</td>\n",
       "      <td>639521</td>\n",
       "      <td>18480</td>\n",
       "      <td>She has a Secret ~ NaLu (BOOK 1 &amp; 2) [2ND plac...</td>\n",
       "      <td>parkjiminswings</td>\n",
       "      <td>30974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>16618124</td>\n",
       "      <td>6872079</td>\n",
       "      <td>14166</td>\n",
       "      <td>Escorting the Brute</td>\n",
       "      <td>iwillluv1d4ever</td>\n",
       "      <td>153273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4512</th>\n",
       "      <td>756934</td>\n",
       "      <td>9903670</td>\n",
       "      <td>12312</td>\n",
       "      <td>unexpected [MAJOR EDITING]</td>\n",
       "      <td>Supersox</td>\n",
       "      <td>52449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4529</th>\n",
       "      <td>14077094</td>\n",
       "      <td>1303953</td>\n",
       "      <td>10747</td>\n",
       "      <td>In Love With My Tutor? (A Matt Espinosa/o2l Fa...</td>\n",
       "      <td>AlienEspinosa</td>\n",
       "      <td>26346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6084</th>\n",
       "      <td>704962</td>\n",
       "      <td>9137518</td>\n",
       "      <td>7056</td>\n",
       "      <td>Hush, Howl (Complete and Editing)</td>\n",
       "      <td>MyLovelyWriter</td>\n",
       "      <td>109460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2505</th>\n",
       "      <td>64344991</td>\n",
       "      <td>1659</td>\n",
       "      <td>5634</td>\n",
       "      <td>MLP EG RP book</td>\n",
       "      <td>meganbeth24</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>39030108</td>\n",
       "      <td>4369</td>\n",
       "      <td>5461</td>\n",
       "      <td>Pokémon High RP</td>\n",
       "      <td>-Kory-</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>27006005</td>\n",
       "      <td>150672</td>\n",
       "      <td>5303</td>\n",
       "      <td>Things only a Potterhead would get</td>\n",
       "      <td>CatRose0625</td>\n",
       "      <td>15573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4513</th>\n",
       "      <td>27344557</td>\n",
       "      <td>147001</td>\n",
       "      <td>4529</td>\n",
       "      <td>Forever With You (Italy x Reader x Romano)</td>\n",
       "      <td>RawR_Ima_Dinozaur</td>\n",
       "      <td>6495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3031</th>\n",
       "      <td>17406875</td>\n",
       "      <td>856450</td>\n",
       "      <td>3975</td>\n",
       "      <td>Hood Girl</td>\n",
       "      <td>KingofThugs</td>\n",
       "      <td>30727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6030</th>\n",
       "      <td>28701670</td>\n",
       "      <td>116723</td>\n",
       "      <td>3666</td>\n",
       "      <td>Otaku Problems</td>\n",
       "      <td>Nutella-Chan</td>\n",
       "      <td>14034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6166</th>\n",
       "      <td>4268770</td>\n",
       "      <td>948072</td>\n",
       "      <td>3271</td>\n",
       "      <td>We Are Who We Are // Little Mix + Harry Styles...</td>\n",
       "      <td>_nononononononono</td>\n",
       "      <td>14017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4606</th>\n",
       "      <td>18709442</td>\n",
       "      <td>250085</td>\n",
       "      <td>3225</td>\n",
       "      <td>Little Miss Liar (Jack Johnson)</td>\n",
       "      <td>Maemae20549</td>\n",
       "      <td>7508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>19303977</td>\n",
       "      <td>126847</td>\n",
       "      <td>3190</td>\n",
       "      <td>Tell Me Im Frozen</td>\n",
       "      <td>UnderDarkness</td>\n",
       "      <td>5549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4507</th>\n",
       "      <td>28687434</td>\n",
       "      <td>126126</td>\n",
       "      <td>3121</td>\n",
       "      <td>In love with you ( Jacksepticeye x Reader )</td>\n",
       "      <td>kitiliisu</td>\n",
       "      <td>3336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>16180182</td>\n",
       "      <td>181660</td>\n",
       "      <td>3062</td>\n",
       "      <td>Lips</td>\n",
       "      <td>Flowerboys</td>\n",
       "      <td>7700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3202</th>\n",
       "      <td>9877357</td>\n",
       "      <td>152259</td>\n",
       "      <td>2919</td>\n",
       "      <td>Sebastian x Reader x Claude</td>\n",
       "      <td>PandaCuprcake</td>\n",
       "      <td>4365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4549</th>\n",
       "      <td>14355446</td>\n",
       "      <td>167560</td>\n",
       "      <td>2765</td>\n",
       "      <td>Merged Worlds  (Book 1) [Editing]</td>\n",
       "      <td>Flaming-Darkness</td>\n",
       "      <td>7489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4863</th>\n",
       "      <td>69933122</td>\n",
       "      <td>186418</td>\n",
       "      <td>2625</td>\n",
       "      <td>BTS FUNNY</td>\n",
       "      <td>_XXXIXXX_</td>\n",
       "      <td>19407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>9134608</td>\n",
       "      <td>748638</td>\n",
       "      <td>2609</td>\n",
       "      <td>Arranged Marriage with Luhan</td>\n",
       "      <td>TheRedEyedWolf</td>\n",
       "      <td>13977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>15705071</td>\n",
       "      <td>58823</td>\n",
       "      <td>2575</td>\n",
       "      <td>No matter what (Phan)</td>\n",
       "      <td>MintyTeaMint</td>\n",
       "      <td>2765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4385</th>\n",
       "      <td>4337352</td>\n",
       "      <td>778561</td>\n",
       "      <td>2413</td>\n",
       "      <td>Why Him ? Why My Teacher ? (Student/Teacher) (...</td>\n",
       "      <td>Urbannnn</td>\n",
       "      <td>21902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6187</th>\n",
       "      <td>57773217</td>\n",
       "      <td>122628</td>\n",
       "      <td>2340</td>\n",
       "      <td>Camren Is Having A Baby (CIHAB)</td>\n",
       "      <td>candiesAndharmony</td>\n",
       "      <td>4653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4547</th>\n",
       "      <td>41668740</td>\n",
       "      <td>135884</td>\n",
       "      <td>2229</td>\n",
       "      <td>Levi X Reader</td>\n",
       "      <td>amberwolf89</td>\n",
       "      <td>5905</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id  readCount  commentCount  \\\n",
       "4498   7509667   16355749         46600   \n",
       "4500  19712816     639521         18480   \n",
       "4499  16618124    6872079         14166   \n",
       "4512    756934    9903670         12312   \n",
       "4529  14077094    1303953         10747   \n",
       "6084    704962    9137518          7056   \n",
       "2505  64344991       1659          5634   \n",
       "1052  39030108       4369          5461   \n",
       "2893  27006005     150672          5303   \n",
       "4513  27344557     147001          4529   \n",
       "3031  17406875     856450          3975   \n",
       "6030  28701670     116723          3666   \n",
       "6166   4268770     948072          3271   \n",
       "4606  18709442     250085          3225   \n",
       "1953  19303977     126847          3190   \n",
       "4507  28687434     126126          3121   \n",
       "3148  16180182     181660          3062   \n",
       "3202   9877357     152259          2919   \n",
       "4549  14355446     167560          2765   \n",
       "4863  69933122     186418          2625   \n",
       "3131   9134608     748638          2609   \n",
       "81    15705071      58823          2575   \n",
       "4385   4337352     778561          2413   \n",
       "6187  57773217     122628          2340   \n",
       "4547  41668740     135884          2229   \n",
       "\n",
       "                                                  title               user  \\\n",
       "4498                                   5SOS Preferences       alexand_rawr   \n",
       "4500  She has a Secret ~ NaLu (BOOK 1 & 2) [2ND plac...    parkjiminswings   \n",
       "4499                                Escorting the Brute    iwillluv1d4ever   \n",
       "4512                         unexpected [MAJOR EDITING]           Supersox   \n",
       "4529  In Love With My Tutor? (A Matt Espinosa/o2l Fa...      AlienEspinosa   \n",
       "6084                  Hush, Howl (Complete and Editing)     MyLovelyWriter   \n",
       "2505                                     MLP EG RP book        meganbeth24   \n",
       "1052                                    Pokémon High RP             -Kory-   \n",
       "2893                 Things only a Potterhead would get        CatRose0625   \n",
       "4513         Forever With You (Italy x Reader x Romano)  RawR_Ima_Dinozaur   \n",
       "3031                                          Hood Girl        KingofThugs   \n",
       "6030                                     Otaku Problems       Nutella-Chan   \n",
       "6166  We Are Who We Are // Little Mix + Harry Styles...  _nononononononono   \n",
       "4606                    Little Miss Liar (Jack Johnson)        Maemae20549   \n",
       "1953                                  Tell Me Im Frozen      UnderDarkness   \n",
       "4507        In love with you ( Jacksepticeye x Reader )          kitiliisu   \n",
       "3148                                               Lips         Flowerboys   \n",
       "3202                        Sebastian x Reader x Claude      PandaCuprcake   \n",
       "4549                  Merged Worlds  (Book 1) [Editing]   Flaming-Darkness   \n",
       "4863                                          BTS FUNNY          _XXXIXXX_   \n",
       "3131                       Arranged Marriage with Luhan     TheRedEyedWolf   \n",
       "81                                No matter what (Phan)       MintyTeaMint   \n",
       "4385  Why Him ? Why My Teacher ? (Student/Teacher) (...           Urbannnn   \n",
       "6187                    Camren Is Having A Baby (CIHAB)  candiesAndharmony   \n",
       "4547                                      Levi X Reader        amberwolf89   \n",
       "\n",
       "      voteCount  \n",
       "4498     167130  \n",
       "4500      30974  \n",
       "4499     153273  \n",
       "4512      52449  \n",
       "4529      26346  \n",
       "6084     109460  \n",
       "2505         38  \n",
       "1052         21  \n",
       "2893      15573  \n",
       "4513       6495  \n",
       "3031      30727  \n",
       "6030      14034  \n",
       "6166      14017  \n",
       "4606       7508  \n",
       "1953       5549  \n",
       "4507       3336  \n",
       "3148       7700  \n",
       "3202       4365  \n",
       "4549       7489  \n",
       "4863      19407  \n",
       "3131      13977  \n",
       "81         2765  \n",
       "4385      21902  \n",
       "6187       4653  \n",
       "4547       5905  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stories_by_comment_count = hot_stories.sort_values(by='commentCount', ascending=False)[['id', 'readCount', 'commentCount', 'title', 'user', 'voteCount']]\n",
    "stories_by_comment_count = stories_by_comment_count.drop_duplicates(subset='id')\n",
    "stories_by_comment_count.head(25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall distribution of the comment count over the aggregated data. Again, the number of comments drops off swiftly as the stories go down in the ranking:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f1d21cbc550>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gyoi4JvucU0kh6dPAeV35Tg4rZmZmxakkrOxXtr4aeBV4MgsGFct6ST5GekLu3aSelgGk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1d21c0c2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(stories_by_comment_count['commentCount'].values)[0:50].plot()\n",
    "plt.ylabel('Comment Count')\n",
    "plt.xlabel('Comment Count Ranking')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also se here that the same story appears over and over in the data set, with its vital statistics increasing, until they presumably plateau. For example, we see the  5SOS Preferences was consistently on the hot list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>readCount</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>title</th>\n",
       "      <th>user</th>\n",
       "      <th>voteCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16351528</td>\n",
       "      <td>46587</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1498</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16352633</td>\n",
       "      <td>46594</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2999</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16354892</td>\n",
       "      <td>46595</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4498</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16355749</td>\n",
       "      <td>46600</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>167130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5996</th>\n",
       "      <td>7509667</td>\n",
       "      <td>16347202</td>\n",
       "      <td>46573</td>\n",
       "      <td>5SOS Preferences</td>\n",
       "      <td>alexand_rawr</td>\n",
       "      <td>166974</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id  readCount  commentCount             title          user  \\\n",
       "0     7509667   16351528         46587  5SOS Preferences  alexand_rawr   \n",
       "1498  7509667   16352633         46594  5SOS Preferences  alexand_rawr   \n",
       "2999  7509667   16354892         46595  5SOS Preferences  alexand_rawr   \n",
       "4498  7509667   16355749         46600  5SOS Preferences  alexand_rawr   \n",
       "5996  7509667   16347202         46573  5SOS Preferences  alexand_rawr   \n",
       "\n",
       "      voteCount  \n",
       "0        167006  \n",
       "1498     167013  \n",
       "2999     167120  \n",
       "4498     167130  \n",
       "5996     166974  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hot_stories[hot_stories['id'] == 7509667][['id', 'readCount', 'commentCount', 'title', 'user', 'voteCount']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What does it all mean...?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...well, we don't really know, but don't freak. We see the following:\n",
    "\n",
    "* Certain stories dominate, by far, in terms of read, vote, and comment count. There are a few stories at the top, and after that they fall off quickly\n",
    "\n",
    "* Stories seem to stick on the hot list, at least during a short period\n",
    "\n",
    "* The hot list is updated frequently enough, at least daily, that we can detect increased activity around stories as well as activity that has reached a plateau.\n",
    "\n",
    "\n",
    "In order to better understand what is going on here, and if it really has any relationship to other social media activities, I would propose the following data collection/analysis plan:\n",
    "\n",
    "* Each day, we download the hot list\n",
    "\n",
    "* Every Monday, starting next week, we perform a basic analysis to identify the top 10 stories (like I have done here in this document) *on that Monday*\n",
    "\n",
    "* After the stories have been identified, we locate other social media accounts (Twitter, Facebook, etc.) associated with the authors of the top 10 stories. Each day, we run a collection on relevant data from these sites.\n",
    " \n",
    "* On the following Monday, we reasses. If the top stories (and authors) have changed, we begin collecting social media artifacts based on this new information.\n",
    "\n",
    "* Then, for analysis, we can monitor how the top stories authors social media activities and if this can be correlated with comments, votes, reads etc."
   ]
  }
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