Devin's EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Devin's Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json, sqlite3, pprint, folium\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from collections import defaultdict\n",
    "#from watson_developer_cloud import ToneAnalyzerV3\n",
    "\n",
    "conn = sqlite3.connect('dataset/database.sqlite')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "checkins = pd.read_sql_query(\"select * from checkin\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "businesses = pd.read_sql_query(\"select * from business\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "reviews = pd.read_sql_query(\"select * from review\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "users = pd.read_sql_query(\"select * from user\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "friends = pd.read_sql_query(\"select * from friend\", conn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining functions to style to `users` DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def colorize(val):\n",
    "    ''' takes a cell value and returns '''\n",
    "    if type(val) != int:\n",
    "        return 'black'\n",
    "    color = 'red' if val > 10 else 'black'\n",
    "    return 'color: %s' % color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def highlight_max(s):\n",
    "    '''\n",
    "    Takes a pandas Series as input,\n",
    "    highlights the maximum or maxima in the Series yellow.\n",
    "    '''\n",
    "    is_max = s == s.max() # returns sub series which are the maxima\n",
    "    return ['background-color: yellow' if v else '' for v in is_max]\n",
    "    # isn't this unnecessary runtime? 1 + len(s) linear passes instead of two"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "<table id=\"T_83279188_e391_11e7_b7d2_a0999b034693\" > \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >id</th> \n",
       "        <th class=\"col_heading level0 col1\" >name</th> \n",
       "        <th class=\"col_heading level0 col2\" >review_count</th> \n",
       "        <th class=\"col_heading level0 col3\" >yelping_since</th> \n",
       "        <th class=\"col_heading level0 col4\" >useful</th> \n",
       "        <th class=\"col_heading level0 col5\" >funny</th> \n",
       "        <th class=\"col_heading level0 col6\" >cool</th> \n",
       "        <th class=\"col_heading level0 col7\" >fans</th> \n",
       "        <th class=\"col_heading level0 col8\" >average_stars</th> \n",
       "        <th class=\"col_heading level0 col9\" >compliment_hot</th> \n",
       "        <th class=\"col_heading level0 col10\" >compliment_more</th> \n",
       "        <th class=\"col_heading level0 col11\" >compliment_profile</th> \n",
       "        <th class=\"col_heading level0 col12\" >compliment_cute</th> \n",
       "        <th class=\"col_heading level0 col13\" >compliment_list</th> \n",
       "        <th class=\"col_heading level0 col14\" >compliment_note</th> \n",
       "        <th class=\"col_heading level0 col15\" >compliment_plain</th> \n",
       "        <th class=\"col_heading level0 col16\" >compliment_cool</th> \n",
       "        <th class=\"col_heading level0 col17\" >compliment_funny</th> \n",
       "        <th class=\"col_heading level0 col18\" >compliment_writer</th> \n",
       "        <th class=\"col_heading level0 col19\" >compliment_photos</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_83279188_e391_11e7_b7d2_a0999b034693level0_row0\" class=\"row_heading level0 row0\" >0</th> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col0\" class=\"data row0 col0\" >---1lKK3aKOuomHnwAkAow</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col1\" class=\"data row0 col1\" >Monera</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col2\" class=\"data row0 col2\" >245</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col3\" class=\"data row0 col3\" >2007-06-04 00:00:00</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col4\" class=\"data row0 col4\" >67</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col5\" class=\"data row0 col5\" >22</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col6\" class=\"data row0 col6\" >9</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col7\" class=\"data row0 col7\" >15</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col8\" class=\"data row0 col8\" >3.97</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col9\" class=\"data row0 col9\" >2</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col10\" class=\"data row0 col10\" >3</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col11\" class=\"data row0 col11\" >2</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col12\" class=\"data row0 col12\" >1</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col13\" class=\"data row0 col13\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col14\" class=\"data row0 col14\" >5</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col15\" class=\"data row0 col15\" >9</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col16\" class=\"data row0 col16\" >9</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col17\" class=\"data row0 col17\" >9</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col18\" class=\"data row0 col18\" >9</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row0_col19\" class=\"data row0 col19\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_83279188_e391_11e7_b7d2_a0999b034693level0_row1\" class=\"row_heading level0 row1\" >1</th> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col0\" class=\"data row1 col0\" >---94vtJ_5o_nikEs6hUjg</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col1\" class=\"data row1 col1\" >Joe</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col2\" class=\"data row1 col2\" >2</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col3\" class=\"data row1 col3\" >2016-05-27 00:00:00</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col4\" class=\"data row1 col4\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col5\" class=\"data row1 col5\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col6\" class=\"data row1 col6\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col7\" class=\"data row1 col7\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col8\" class=\"data row1 col8\" >5</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col9\" class=\"data row1 col9\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col10\" class=\"data row1 col10\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col11\" class=\"data row1 col11\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col12\" class=\"data row1 col12\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col13\" class=\"data row1 col13\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col14\" class=\"data row1 col14\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col15\" class=\"data row1 col15\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col16\" class=\"data row1 col16\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col17\" class=\"data row1 col17\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col18\" class=\"data row1 col18\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row1_col19\" class=\"data row1 col19\" >0</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_83279188_e391_11e7_b7d2_a0999b034693level0_row2\" class=\"row_heading level0 row2\" >2</th> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col0\" class=\"data row2 col0\" >---cu1hq55BP9DWVXXKHZg</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col1\" class=\"data row2 col1\" >Jeb</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col2\" class=\"data row2 col2\" >57</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col3\" class=\"data row2 col3\" >2009-04-18 00:00:00</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col4\" class=\"data row2 col4\" >34</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col5\" class=\"data row2 col5\" >14</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col6\" class=\"data row2 col6\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col7\" class=\"data row2 col7\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col8\" class=\"data row2 col8\" >3.79</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col9\" class=\"data row2 col9\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col10\" class=\"data row2 col10\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col11\" class=\"data row2 col11\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col12\" class=\"data row2 col12\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col13\" class=\"data row2 col13\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col14\" class=\"data row2 col14\" >3</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col15\" class=\"data row2 col15\" >2</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col16\" class=\"data row2 col16\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col17\" class=\"data row2 col17\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col18\" class=\"data row2 col18\" >0</td> \n",
       "        <td id=\"T_83279188_e391_11e7_b7d2_a0999b034693row2_col19\" class=\"data row2 col19\" >0</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1ab04bd940>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = sns.light_palette(\"green\", as_cmap=True)\n",
    "\n",
    "# on df.style we can chain apply and applymap. applymap works columnwise, apply elementwise\n",
    "users[:3].style.\\\n",
    "    applymap(colorize).\\\n",
    "    apply(highlight_max).\\\n",
    "    background_gradient(cmap=cm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>date</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7KPBkxAOEtb3QeIL9PEErg</td>\n",
       "      <td>Thursday-21:00</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7KPBkxAOEtb3QeIL9PEErg</td>\n",
       "      <td>Thursday-1:00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7KPBkxAOEtb3QeIL9PEErg</td>\n",
       "      <td>Thursday-4:00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id            date  count\n",
       "0  7KPBkxAOEtb3QeIL9PEErg  Thursday-21:00      4\n",
       "1  7KPBkxAOEtb3QeIL9PEErg   Thursday-1:00      1\n",
       "2  7KPBkxAOEtb3QeIL9PEErg   Thursday-4:00      1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for i, business in businesses.iterrows():\n",
    "#     value = len(checkins.loc[checkins['business_id']==business['id']])\n",
    "#     print (value)\n",
    "#     businesses.set_value(i, 'checkins', value)\n",
    "\n",
    "display(checkins[:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating a dict (business_id : checkin count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "d = defaultdict(int)\n",
    "\n",
    "# why do we need i and index?\n",
    "for (index, checkin) in checkins[:20000].iterrows():\n",
    "    d[checkin['business_id']] += checkin['count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7KPBkxAOEtb3QeIL9PEErg</td>\n",
       "      <td>113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>kREVIrSBbtqBhIYkTccQUg</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tJRDll5yqpZwehenzE2cSg</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nhZ1HGWD8lMErdn3FuWuTQ</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vDoXZGE7p6xAkKQ0XQPvoA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        0    1\n",
       "0  7KPBkxAOEtb3QeIL9PEErg  113\n",
       "1  kREVIrSBbtqBhIYkTccQUg    7\n",
       "2  tJRDll5yqpZwehenzE2cSg    4\n",
       "3  nhZ1HGWD8lMErdn3FuWuTQ   45\n",
       "4  vDoXZGE7p6xAkKQ0XQPvoA    2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a new dataframe out of that\n",
    "\n",
    "l = [(k, v) for (k, v) in d.items()]\n",
    "f = pd.DataFrame(l)\n",
    "display(f[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>name</th>\n",
       "      <th>review_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7KPBkxAOEtb3QeIL9PEErg</td>\n",
       "      <td>113</td>\n",
       "      <td>QuikTrip</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>kREVIrSBbtqBhIYkTccQUg</td>\n",
       "      <td>7</td>\n",
       "      <td>Richard Petty Driving Experience</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tJRDll5yqpZwehenzE2cSg</td>\n",
       "      <td>4</td>\n",
       "      <td>Ransom Bay Inn B &amp; B</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nhZ1HGWD8lMErdn3FuWuTQ</td>\n",
       "      <td>45</td>\n",
       "      <td>Applebee's</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>vDoXZGE7p6xAkKQ0XQPvoA</td>\n",
       "      <td>2</td>\n",
       "      <td>Ahern Catering &amp; Banquet Center</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        0    1                              name  review_count\n",
       "0  7KPBkxAOEtb3QeIL9PEErg  113                          QuikTrip             9\n",
       "1  kREVIrSBbtqBhIYkTccQUg    7  Richard Petty Driving Experience             3\n",
       "2  tJRDll5yqpZwehenzE2cSg    4              Ransom Bay Inn B & B             5\n",
       "3  nhZ1HGWD8lMErdn3FuWuTQ   45                        Applebee's            13\n",
       "4  vDoXZGE7p6xAkKQ0XQPvoA    2   Ahern Catering & Banquet Center             4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dictionary from business id to business name\n",
    "id_to_name = dict(zip(businesses[\"id\"], businesses[\"name\"]))\n",
    "\n",
    "# dictionary from business id to review count\n",
    "id_to_review_count = dict(zip(businesses['id'], businesses['review_count']))\n",
    "\n",
    "# use special df.map function to add these new columns\n",
    "f['name'] = f[0].map(id_to_name)\n",
    "f['review_count'] = f[0].map(id_to_review_count)\n",
    "\n",
    "# now we have\n",
    "display(f[:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Correlation of checkin count vs review count**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.76582138460104709"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f[1].corr(f['review_count'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Self explanatory correlations**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.79930634378351939"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews['useful'].corr(reviews['funny'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.84046368888610179"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews['useful'].corr(reviews['cool'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.84479772294412203"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews['funny'].corr(reviews['cool'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hB7WpT+SOfpmZ8MYbalOfCG09ZCw6iFAItm1To0s//mg4XH3jFLw3TsZmMWGz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112b569b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"ticks\", color_codes=True)\n",
    "sns.set_context(\"poster\")\n",
    "# seaborn is weird here. unlike other plots, pairplot doesn't take an alpha argument. Takes a dictionary of arguments for customizing the plottc\n",
    "sns.pairplot(reviews[['useful','cool','funny']][:2000],kind='reg',plot_kws={'line_kws':{'color':'red'}, 'scatter_kws': {'alpha': 0.1}})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>length</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>322</td>\n",
       "      <td>Red, white and bleu salad was super yum and a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>137</td>\n",
       "      <td>Ate the momos during the momo crawl.. Was the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>108</td>\n",
       "      <td>Pizza here made my night... Good people and gr...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   length                                               text\n",
       "0     322  Red, white and bleu salad was super yum and a ...\n",
       "1     137  Ate the momos during the momo crawl.. Was the ...\n",
       "2     108  Pizza here made my night... Good people and gr..."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews['length'] = list(map(lambda x : len(x), reviews['text']))\n",
    "reviews[['length','text']][:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.18175486183631373"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews.length.corr(reviews.stars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AZdk/IjzxVwjsNfyaacphSt+BniMfg9VshMYvBN2HToPKx/mH7hvaD+a8E6gq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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a64e938d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(reviews['length'][:1000],reviews['stars'][:1000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "id_to_stars = dict(zip(businesses[\"id\"], businesses[\"stars\"]))\n",
    "user_to_businesses = defaultdict(list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for review in reviews[:10000].itertuples():\n",
    "    i= i + 1\n",
    "    print(str(i) + '\\n' if i%10 == 0 else '', end='')\n",
    "    user_to_businesses[review.user_id].append(review.business_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "['Hpi9raHlFm6prTSzFHTurg', '5xPpsprkfFB8_QkwLmGFUw']\n",
      "['klddGAcNIpE_aB5sd1hNXw', '1UZi8dTv44-qizFTI64UJA']\n",
      "['D3fDbyPWUrgTarW6fIv-Kg', '8YG7PRoZuHeKii0rtNvJFQ']\n",
      "['QUvUB-_lGtaxxFAifiDI2A', 'd2dKppn6Udt8vwnYfcovqA']\n",
      "['e80gyXsUZ7__eAuW7JEj_A', 'qQvHYQ1uocuEnFcUdhxV_g']\n"
     ]
    }
   ],
   "source": [
    "user_to_average_biz_stars = defaultdict(float)\n",
    "for user, business_list in user_to_businesses.items():\n",
    "    if len(business_list) > 1:\n",
    "        print(business_list)\n",
    "    user_to_average_biz_stars[user] = sum(id_to_stars[b] for b in business_list)/len(business_list) if business_list else 0.0\n",
    "# use special df.map function to add these new columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "users['businesses_reviewed'] = users['id'].map(user_to_businesses)\n",
    "users = users.assign(num_businesses_reviewed = [len(bizzes) for bizzes in users['businesses_reviewed']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>review_count</th>\n",
       "      <th>yelping_since</th>\n",
       "      <th>useful</th>\n",
       "      <th>funny</th>\n",
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       "      <th>fans</th>\n",
       "      <th>average_stars</th>\n",
       "      <th>compliment_hot</th>\n",
       "      <th>...</th>\n",
       "      <th>compliment_list</th>\n",
       "      <th>compliment_note</th>\n",
       "      <th>compliment_plain</th>\n",
       "      <th>compliment_cool</th>\n",
       "      <th>compliment_funny</th>\n",
       "      <th>compliment_writer</th>\n",
       "      <th>compliment_photos</th>\n",
       "      <th>businesses_reviewed</th>\n",
       "      <th>num_businesses_reviewed</th>\n",
       "      <th>businesses_avg_stars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>---1lKK3aKOuomHnwAkAow</td>\n",
       "      <td>Monera</td>\n",
       "      <td>245</td>\n",
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       "      <td>---94vtJ_5o_nikEs6hUjg</td>\n",
       "      <td>Joe</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-05-27 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>---cu1hq55BP9DWVXXKHZg</td>\n",
       "      <td>Jeb</td>\n",
       "      <td>57</td>\n",
       "      <td>2009-04-18 00:00:00</td>\n",
       "      <td>34</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>2</td>\n",
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       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>---fhiwiwBYrvqhpXgcWDQ</td>\n",
       "      <td>Jed</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-04-20 00:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>---PLwSf5gKdIoVnyRHgBA</td>\n",
       "      <td>Rae</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-07-31 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>---udAKDsn0yQXmzbWQNSw</td>\n",
       "      <td>Carolyn</td>\n",
       "      <td>43</td>\n",
       "      <td>2014-07-12 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>--0kuuLmuYBe3Rmu0Iycww</td>\n",
       "      <td>Talia</td>\n",
       "      <td>26</td>\n",
       "      <td>2010-03-08 00:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.48</td>\n",
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       "      <td>0</td>\n",
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       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>--0RtXvcOIE4XbErYca6Rw</td>\n",
       "      <td>Ryan</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-05-30 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>--0sXNBv6IizZXuV-nl0Aw</td>\n",
       "      <td>Joe</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-01-09 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>--0WZ5gklOfbUIodJuKfaQ</td>\n",
       "      <td>Scott</td>\n",
       "      <td>7</td>\n",
       "      <td>2013-02-19 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.11</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>--104qdWvE99vaoIsj9ZJQ</td>\n",
       "      <td>John</td>\n",
       "      <td>3</td>\n",
       "      <td>2016-04-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2.33</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>--1av6NdbEbMiuBr7Aup9A</td>\n",
       "      <td>Ron</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-09-26 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>--1mPJZdSY9KluaBYAGboQ</td>\n",
       "      <td>Bryan</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-07-04 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>--26jc8nCJBy4-7r3ZtmiQ</td>\n",
       "      <td>Patti</td>\n",
       "      <td>2</td>\n",
       "      <td>2014-08-03 00:00:00</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>--2bpE5vyR-2hAP7sZZ4lA</td>\n",
       "      <td>Gary</td>\n",
       "      <td>23</td>\n",
       "      <td>2015-10-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.17</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>--2HUmLkcNHZp0xw6AMBPg</td>\n",
       "      <td>Kristin</td>\n",
       "      <td>28</td>\n",
       "      <td>2016-07-28 00:00:00</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>--2vR0DIsmQ6WfcSzKWigw</td>\n",
       "      <td>Harald</td>\n",
       "      <td>1153</td>\n",
       "      <td>2012-11-27 00:00:00</td>\n",
       "      <td>122921</td>\n",
       "      <td>122419</td>\n",
       "      <td>122890</td>\n",
       "      <td>311</td>\n",
       "      <td>4.40</td>\n",
       "      <td>7246</td>\n",
       "      <td>...</td>\n",
       "      <td>990</td>\n",
       "      <td>3239</td>\n",
       "      <td>12102</td>\n",
       "      <td>12008</td>\n",
       "      <td>12008</td>\n",
       "      <td>5772</td>\n",
       "      <td>22219</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>--3B8LdT1NCD-bPkwS5-5g</td>\n",
       "      <td>Cynthia</td>\n",
       "      <td>4</td>\n",
       "      <td>2016-11-10 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>--3l8wysfp49Z2TLnyT0vg</td>\n",
       "      <td>Benjamin</td>\n",
       "      <td>111</td>\n",
       "      <td>2013-12-14 00:00:00</td>\n",
       "      <td>97</td>\n",
       "      <td>57</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>3.43</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>--3oMd6gjXpAzhjLBrsVCQ</td>\n",
       "      <td>Mrme</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-03-22 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>--3WaS23LcIXtxyFULJHTA</td>\n",
       "      <td>Kristie</td>\n",
       "      <td>213</td>\n",
       "      <td>2010-05-02 00:00:00</td>\n",
       "      <td>63</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3.93</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>--41c9Tl0C9OGewIR7Qyzg</td>\n",
       "      <td>Tamaki</td>\n",
       "      <td>239</td>\n",
       "      <td>2011-07-03 00:00:00</td>\n",
       "      <td>64</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>3.86</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>--44NNdtngXMzsxyN7ju6Q</td>\n",
       "      <td>Austin</td>\n",
       "      <td>2</td>\n",
       "      <td>2013-01-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>--4q8EyqThydQm-eKZpS-A</td>\n",
       "      <td>Kiristen</td>\n",
       "      <td>400</td>\n",
       "      <td>2008-01-07 00:00:00</td>\n",
       "      <td>405</td>\n",
       "      <td>313</td>\n",
       "      <td>72</td>\n",
       "      <td>23</td>\n",
       "      <td>3.42</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>--4rAAfZnEIAKJE80aIiYg</td>\n",
       "      <td>Mesut</td>\n",
       "      <td>25</td>\n",
       "      <td>2013-09-14 00:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.46</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>--4ww39MLTS1SBRmCrSmww</td>\n",
       "      <td>Lissa</td>\n",
       "      <td>3</td>\n",
       "      <td>2017-04-02 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>--56mD0sm1eOogphi2FFLw</td>\n",
       "      <td>Jen</td>\n",
       "      <td>211</td>\n",
       "      <td>2010-12-16 00:00:00</td>\n",
       "      <td>3111</td>\n",
       "      <td>3164</td>\n",
       "      <td>3168</td>\n",
       "      <td>39</td>\n",
       "      <td>3.47</td>\n",
       "      <td>78</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>135</td>\n",
       "      <td>128</td>\n",
       "      <td>128</td>\n",
       "      <td>25</td>\n",
       "      <td>60</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>--56y1InAvNoQOD6YYrhVQ</td>\n",
       "      <td>Tara</td>\n",
       "      <td>3</td>\n",
       "      <td>2014-09-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>--5BsHjOVLIGoTwjol-V2w</td>\n",
       "      <td>Lyndsey</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-03-28 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>--5Dnq-kuMq5bqvlgDKORQ</td>\n",
       "      <td>Cynthia</td>\n",
       "      <td>7</td>\n",
       "      <td>2011-01-12 00:00:00</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</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>1183332</th>\n",
       "      <td>__vp3Y-8wFYRrcvttZCzag</td>\n",
       "      <td>Jen</td>\n",
       "      <td>24</td>\n",
       "      <td>2008-06-24 00:00:00</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>4.08</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183333</th>\n",
       "      <td>__Vsu-x1T-GeDxpjL14YAg</td>\n",
       "      <td>Kenneth</td>\n",
       "      <td>8</td>\n",
       "      <td>2016-06-07 00:00:00</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183334</th>\n",
       "      <td>__VwEkaZMWyNVVCSVBnL-w</td>\n",
       "      <td>Sasha</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-05-07 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183335</th>\n",
       "      <td>__W4CXU_zSYBnZKzTtFw4Q</td>\n",
       "      <td>Jim</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-12-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183336</th>\n",
       "      <td>__W8qnFPJ9eWzpfHvCnURw</td>\n",
       "      <td>Andrew</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-09-09 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183337</th>\n",
       "      <td>__woJry4vJR4HPK4i7Rw2g</td>\n",
       "      <td>Randy</td>\n",
       "      <td>3</td>\n",
       "      <td>2013-08-18 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183338</th>\n",
       "      <td>__Wt8H4-n-UWJ-IvXTzyEw</td>\n",
       "      <td>G</td>\n",
       "      <td>10</td>\n",
       "      <td>2015-02-01 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183339</th>\n",
       "      <td>__WUOG8rcjloIoVyonKLeA</td>\n",
       "      <td>Elvis</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-01-11 00:00:00</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183340</th>\n",
       "      <td>__Wz8d-Tterb5JFUgjo3Jg</td>\n",
       "      <td>LaQuitta</td>\n",
       "      <td>2</td>\n",
       "      <td>2015-01-11 00:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183341</th>\n",
       "      <td>__x3PepTyGoxsuGSg4FnWA</td>\n",
       "      <td>Kenny</td>\n",
       "      <td>20</td>\n",
       "      <td>2016-07-08 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183342</th>\n",
       "      <td>__X6Uiwj_2InlFJu2D9Wjg</td>\n",
       "      <td>Fernan</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-09-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183343</th>\n",
       "      <td>__xNwO-HNu0TNR-_s_rglA</td>\n",
       "      <td>Alison</td>\n",
       "      <td>14</td>\n",
       "      <td>2011-11-27 00:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.88</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183344</th>\n",
       "      <td>__XoLCyPKQ7LHo4qR8Q4tw</td>\n",
       "      <td>David</td>\n",
       "      <td>98</td>\n",
       "      <td>2009-10-12 00:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183345</th>\n",
       "      <td>__XXH5inWigjmDBTT-plng</td>\n",
       "      <td>K</td>\n",
       "      <td>8</td>\n",
       "      <td>2012-06-23 00:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183346</th>\n",
       "      <td>__Xy0182tsCOG6jSzQp9xQ</td>\n",
       "      <td>Jan</td>\n",
       "      <td>5</td>\n",
       "      <td>2014-09-13 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183347</th>\n",
       "      <td>__Y-5ugQ3y__VxzOIXQ0ng</td>\n",
       "      <td>Paul</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-01-31 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.17</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183348</th>\n",
       "      <td>__y13uWxzCjp9WZ69Ej14Q</td>\n",
       "      <td>Pat</td>\n",
       "      <td>1</td>\n",
       "      <td>2017-02-18 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183349</th>\n",
       "      <td>__y1QHnPBvMmB-OmzWBKtQ</td>\n",
       "      <td>Kevin</td>\n",
       "      <td>110</td>\n",
       "      <td>2010-01-30 00:00:00</td>\n",
       "      <td>46</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>3.60</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183350</th>\n",
       "      <td>__YA5TTK5Xd9SmisMBdAYg</td>\n",
       "      <td>Rebekah</td>\n",
       "      <td>18</td>\n",
       "      <td>2014-02-23 00:00:00</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.05</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183351</th>\n",
       "      <td>__YSqE_HhzmtYTMhLmxCSQ</td>\n",
       "      <td>Michelle</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-07-22 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183352</th>\n",
       "      <td>__YuoYyQxvjvE5UcinU7Gg</td>\n",
       "      <td>Lola</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-10-30 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183353</th>\n",
       "      <td>__yYWik99gatNMlQjogAVQ</td>\n",
       "      <td>M</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-11-12 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183354</th>\n",
       "      <td>__z5mmEwnkB-BDzSD_KvmA</td>\n",
       "      <td>TR</td>\n",
       "      <td>34</td>\n",
       "      <td>2011-07-14 00:00:00</td>\n",
       "      <td>49</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2.64</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183355</th>\n",
       "      <td>__ZJohRr9kWepitGaKCt_Q</td>\n",
       "      <td>Crystal</td>\n",
       "      <td>59</td>\n",
       "      <td>2013-12-01 00:00:00</td>\n",
       "      <td>32</td>\n",
       "      <td>22</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>4.14</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183356</th>\n",
       "      <td>__ZoQKLLNHKGY4C_MQgmIA</td>\n",
       "      <td>Keyan</td>\n",
       "      <td>39</td>\n",
       "      <td>2010-05-25 00:00:00</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183357</th>\n",
       "      <td>___DPmKJsBF2X6ZKgAeGqg</td>\n",
       "      <td>Charlotte</td>\n",
       "      <td>3</td>\n",
       "      <td>2014-04-07 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.33</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183358</th>\n",
       "      <td>___fEWlObjtPaZ-pK0eq9g</td>\n",
       "      <td>Nerissa</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-05-09 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183359</th>\n",
       "      <td>___I9ZYdYGkZ6dMYxwJEIQ</td>\n",
       "      <td>Jim</td>\n",
       "      <td>150</td>\n",
       "      <td>2011-08-17 00:00:00</td>\n",
       "      <td>131</td>\n",
       "      <td>44</td>\n",
       "      <td>85</td>\n",
       "      <td>9</td>\n",
       "      <td>3.96</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183360</th>\n",
       "      <td>___MTsBloH4jvybJ5DrTYw</td>\n",
       "      <td>TJ</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-03-25 00:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.90</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183361</th>\n",
       "      <td>___QCazm0YrHLd3uNUPYMA</td>\n",
       "      <td>Mike</td>\n",
       "      <td>5</td>\n",
       "      <td>2014-07-31 00:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Jj9F27mlp00IJQuPtAePPQ]</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1183362 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             id       name  review_count        yelping_since  \\\n",
       "0        ---1lKK3aKOuomHnwAkAow     Monera           245  2007-06-04 00:00:00   \n",
       "1        ---94vtJ_5o_nikEs6hUjg        Joe             2  2016-05-27 00:00:00   \n",
       "2        ---cu1hq55BP9DWVXXKHZg        Jeb            57  2009-04-18 00:00:00   \n",
       "3        ---fhiwiwBYrvqhpXgcWDQ        Jed             8  2011-04-20 00:00:00   \n",
       "4        ---PLwSf5gKdIoVnyRHgBA        Rae             2  2015-07-31 00:00:00   \n",
       "5        ---udAKDsn0yQXmzbWQNSw    Carolyn            43  2014-07-12 00:00:00   \n",
       "6        --0kuuLmuYBe3Rmu0Iycww      Talia            26  2010-03-08 00:00:00   \n",
       "7        --0RtXvcOIE4XbErYca6Rw       Ryan             2  2013-05-30 00:00:00   \n",
       "8        --0sXNBv6IizZXuV-nl0Aw        Joe             1  2013-01-09 00:00:00   \n",
       "9        --0WZ5gklOfbUIodJuKfaQ      Scott             7  2013-02-19 00:00:00   \n",
       "10       --104qdWvE99vaoIsj9ZJQ       John             3  2016-04-26 00:00:00   \n",
       "11       --1av6NdbEbMiuBr7Aup9A        Ron             9  2010-09-26 00:00:00   \n",
       "12       --1mPJZdSY9KluaBYAGboQ      Bryan             5  2011-07-04 00:00:00   \n",
       "13       --26jc8nCJBy4-7r3ZtmiQ      Patti             2  2014-08-03 00:00:00   \n",
       "14       --2bpE5vyR-2hAP7sZZ4lA       Gary            23  2015-10-12 00:00:00   \n",
       "15       --2HUmLkcNHZp0xw6AMBPg    Kristin            28  2016-07-28 00:00:00   \n",
       "16       --2vR0DIsmQ6WfcSzKWigw     Harald          1153  2012-11-27 00:00:00   \n",
       "17       --3B8LdT1NCD-bPkwS5-5g    Cynthia             4  2016-11-10 00:00:00   \n",
       "18       --3l8wysfp49Z2TLnyT0vg   Benjamin           111  2013-12-14 00:00:00   \n",
       "19       --3oMd6gjXpAzhjLBrsVCQ       Mrme             2  2010-03-22 00:00:00   \n",
       "20       --3WaS23LcIXtxyFULJHTA    Kristie           213  2010-05-02 00:00:00   \n",
       "21       --41c9Tl0C9OGewIR7Qyzg     Tamaki           239  2011-07-03 00:00:00   \n",
       "22       --44NNdtngXMzsxyN7ju6Q     Austin             2  2013-01-22 00:00:00   \n",
       "23       --4q8EyqThydQm-eKZpS-A   Kiristen           400  2008-01-07 00:00:00   \n",
       "24       --4rAAfZnEIAKJE80aIiYg      Mesut            25  2013-09-14 00:00:00   \n",
       "25       --4ww39MLTS1SBRmCrSmww      Lissa             3  2017-04-02 00:00:00   \n",
       "26       --56mD0sm1eOogphi2FFLw        Jen           211  2010-12-16 00:00:00   \n",
       "27       --56y1InAvNoQOD6YYrhVQ       Tara             3  2014-09-22 00:00:00   \n",
       "28       --5BsHjOVLIGoTwjol-V2w    Lyndsey             1  2013-03-28 00:00:00   \n",
       "29       --5Dnq-kuMq5bqvlgDKORQ    Cynthia             7  2011-01-12 00:00:00   \n",
       "...                         ...        ...           ...                  ...   \n",
       "1183332  __vp3Y-8wFYRrcvttZCzag        Jen            24  2008-06-24 00:00:00   \n",
       "1183333  __Vsu-x1T-GeDxpjL14YAg    Kenneth             8  2016-06-07 00:00:00   \n",
       "1183334  __VwEkaZMWyNVVCSVBnL-w      Sasha             1  2016-05-07 00:00:00   \n",
       "1183335  __W4CXU_zSYBnZKzTtFw4Q        Jim             2  2016-12-12 00:00:00   \n",
       "1183336  __W8qnFPJ9eWzpfHvCnURw     Andrew             1  2011-09-09 00:00:00   \n",
       "1183337  __woJry4vJR4HPK4i7Rw2g      Randy             3  2013-08-18 00:00:00   \n",
       "1183338  __Wt8H4-n-UWJ-IvXTzyEw          G            10  2015-02-01 00:00:00   \n",
       "1183339  __WUOG8rcjloIoVyonKLeA      Elvis             2  2012-01-11 00:00:00   \n",
       "1183340  __Wz8d-Tterb5JFUgjo3Jg   LaQuitta             2  2015-01-11 00:00:00   \n",
       "1183341  __x3PepTyGoxsuGSg4FnWA      Kenny            20  2016-07-08 00:00:00   \n",
       "1183342  __X6Uiwj_2InlFJu2D9Wjg     Fernan             1  2014-09-12 00:00:00   \n",
       "1183343  __xNwO-HNu0TNR-_s_rglA     Alison            14  2011-11-27 00:00:00   \n",
       "1183344  __XoLCyPKQ7LHo4qR8Q4tw      David            98  2009-10-12 00:00:00   \n",
       "1183345  __XXH5inWigjmDBTT-plng          K             8  2012-06-23 00:00:00   \n",
       "1183346  __Xy0182tsCOG6jSzQp9xQ        Jan             5  2014-09-13 00:00:00   \n",
       "1183347  __Y-5ugQ3y__VxzOIXQ0ng       Paul             6  2010-01-31 00:00:00   \n",
       "1183348  __y13uWxzCjp9WZ69Ej14Q        Pat             1  2017-02-18 00:00:00   \n",
       "1183349  __y1QHnPBvMmB-OmzWBKtQ      Kevin           110  2010-01-30 00:00:00   \n",
       "1183350  __YA5TTK5Xd9SmisMBdAYg    Rebekah            18  2014-02-23 00:00:00   \n",
       "1183351  __YSqE_HhzmtYTMhLmxCSQ   Michelle             1  2013-07-22 00:00:00   \n",
       "1183352  __YuoYyQxvjvE5UcinU7Gg       Lola             2  2011-10-30 00:00:00   \n",
       "1183353  __yYWik99gatNMlQjogAVQ          M             2  2016-11-12 00:00:00   \n",
       "1183354  __z5mmEwnkB-BDzSD_KvmA         TR            34  2011-07-14 00:00:00   \n",
       "1183355  __ZJohRr9kWepitGaKCt_Q    Crystal            59  2013-12-01 00:00:00   \n",
       "1183356  __ZoQKLLNHKGY4C_MQgmIA      Keyan            39  2010-05-25 00:00:00   \n",
       "1183357  ___DPmKJsBF2X6ZKgAeGqg  Charlotte             3  2014-04-07 00:00:00   \n",
       "1183358  ___fEWlObjtPaZ-pK0eq9g    Nerissa             2  2016-05-09 00:00:00   \n",
       "1183359  ___I9ZYdYGkZ6dMYxwJEIQ        Jim           150  2011-08-17 00:00:00   \n",
       "1183360  ___MTsBloH4jvybJ5DrTYw         TJ            10  2011-03-25 00:00:00   \n",
       "1183361  ___QCazm0YrHLd3uNUPYMA       Mike             5  2014-07-31 00:00:00   \n",
       "\n",
       "         useful   funny    cool  fans  average_stars  compliment_hot  \\\n",
       "0            67      22       9    15           3.97               2   \n",
       "1             0       0       0     0           5.00               0   \n",
       "2            34      14       0     0           3.79               0   \n",
       "3             2       3       1     0           2.78               0   \n",
       "4             1       0       0     0           4.00               0   \n",
       "5             1       0       0     1           3.84               0   \n",
       "6            10       2       0     2           3.48               0   \n",
       "7             0       0       0     0           4.50               0   \n",
       "8             0       0       0     0           5.00               0   \n",
       "9             0       0       0     0           4.11               0   \n",
       "10            0       0       2     0           2.33               0   \n",
       "11            0       0       0     0           4.33               0   \n",
       "12            0       0       0     0           5.00               0   \n",
       "13           15      13       9     0           5.00               0   \n",
       "14            0       0       0     0           4.17               0   \n",
       "15            7       1       0     0           4.60               0   \n",
       "16       122921  122419  122890   311           4.40            7246   \n",
       "17            0       0       0     0           4.25               0   \n",
       "18           97      57      32     2           3.43               0   \n",
       "19            1       0       0     0           4.00               0   \n",
       "20           63       6       2    10           3.93              11   \n",
       "21           64      15       3    23           3.86              13   \n",
       "22            0       0       0     0           5.00               0   \n",
       "23          405     313      72    23           3.42               5   \n",
       "24           12       5       1     0           2.46               0   \n",
       "25            0       0       0     0           5.00               0   \n",
       "26         3111    3164    3168    39           3.47              78   \n",
       "27            0       1       0     0           1.00               0   \n",
       "28            1       0       0     0           1.00               0   \n",
       "29           17       4       4     4           3.00               1   \n",
       "...         ...     ...     ...   ...            ...             ...   \n",
       "1183332      29      35       8     3           4.08               1   \n",
       "1183333      18       0       0     0           3.00               0   \n",
       "1183334       0       0       0     0           1.00               0   \n",
       "1183335       0       0       0     0           3.00               0   \n",
       "1183336       0       0       1     0           4.00               0   \n",
       "1183337       1       0       0     0           4.75               1   \n",
       "1183338       0       0       0     0           2.50               0   \n",
       "1183339       7       0       0     0           2.50               0   \n",
       "1183340       4       0       0     0           4.00               0   \n",
       "1183341       0       0       0     0           1.80               0   \n",
       "1183342       0       0       0     0           5.00               0   \n",
       "1183343       2       0       0     0           3.88               0   \n",
       "1183344       4       1       1     3           3.70               2   \n",
       "1183345       2       0       0     0           3.70               1   \n",
       "1183346       1       0       0     0           3.80               0   \n",
       "1183347       0       0       0     0           4.17               0   \n",
       "1183348       0       0       0     0           5.00               0   \n",
       "1183349      46      29      30     5           3.60               0   \n",
       "1183350       9       1       1     0           4.05               0   \n",
       "1183351       0       0       0     0           2.00               0   \n",
       "1183352       1       0       0     0           5.00               0   \n",
       "1183353       0       0       0     0           5.00               0   \n",
       "1183354      49       6       7     2           2.64               0   \n",
       "1183355      32      22      14     9           4.14              12   \n",
       "1183356       5       2       1     2           4.30               0   \n",
       "1183357       0       0       1     0           3.33               0   \n",
       "1183358       0       0       0     0           5.00               0   \n",
       "1183359     131      44      85     9           3.96               1   \n",
       "1183360       3       0       0     0           4.90               0   \n",
       "1183361      10       3       1     0           5.00               0   \n",
       "\n",
       "                 ...           compliment_list  compliment_note  \\\n",
       "0                ...                         0                5   \n",
       "1                ...                         0                0   \n",
       "2                ...                         0                3   \n",
       "3                ...                         0                0   \n",
       "4                ...                         0                0   \n",
       "5                ...                         0                0   \n",
       "6                ...                         0                0   \n",
       "7                ...                         0                0   \n",
       "8                ...                         0                0   \n",
       "9                ...                         0                0   \n",
       "10               ...                         0                0   \n",
       "11               ...                         0                0   \n",
       "12               ...                         0                0   \n",
       "13               ...                         0                0   \n",
       "14               ...                         0                0   \n",
       "15               ...                         0                0   \n",
       "16               ...                       990             3239   \n",
       "17               ...                         0                0   \n",
       "18               ...                         0                0   \n",
       "19               ...                         0                0   \n",
       "20               ...                         0                5   \n",
       "21               ...                         1                5   \n",
       "22               ...                         0                1   \n",
       "23               ...                         0               13   \n",
       "24               ...                         0                3   \n",
       "25               ...                         0                0   \n",
       "26               ...                         0               25   \n",
       "27               ...                         0                0   \n",
       "28               ...                         0                0   \n",
       "29               ...                         0                0   \n",
       "...              ...                       ...              ...   \n",
       "1183332          ...                         0                1   \n",
       "1183333          ...                         0                0   \n",
       "1183334          ...                         0                0   \n",
       "1183335          ...                         0                0   \n",
       "1183336          ...                         0                0   \n",
       "1183337          ...                         0                0   \n",
       "1183338          ...                         0                0   \n",
       "1183339          ...                         0                0   \n",
       "1183340          ...                         0                0   \n",
       "1183341          ...                         0                0   \n",
       "1183342          ...                         0                1   \n",
       "1183343          ...                         0                0   \n",
       "1183344          ...                         0                2   \n",
       "1183345          ...                         0                0   \n",
       "1183346          ...                         0                0   \n",
       "1183347          ...                         0                0   \n",
       "1183348          ...                         0                0   \n",
       "1183349          ...                         0                2   \n",
       "1183350          ...                         0                0   \n",
       "1183351          ...                         0                0   \n",
       "1183352          ...                         0                0   \n",
       "1183353          ...                         0                0   \n",
       "1183354          ...                         0                1   \n",
       "1183355          ...                         0                6   \n",
       "1183356          ...                         0                1   \n",
       "1183357          ...                         0                0   \n",
       "1183358          ...                         0                0   \n",
       "1183359          ...                         0                6   \n",
       "1183360          ...                         0                0   \n",
       "1183361          ...                         0                0   \n",
       "\n",
       "         compliment_plain  compliment_cool  compliment_funny  \\\n",
       "0                       9                9                 9   \n",
       "1                       0                0                 0   \n",
       "2                       2                0                 0   \n",
       "3                       0                0                 0   \n",
       "4                       0                0                 0   \n",
       "5                       0                0                 0   \n",
       "6                       0                0                 0   \n",
       "7                       0                0                 0   \n",
       "8                       0                0                 0   \n",
       "9                       0                0                 0   \n",
       "10                      0                0                 0   \n",
       "11                      0                0                 0   \n",
       "12                      0                0                 0   \n",
       "13                      0                0                 0   \n",
       "14                      0                0                 0   \n",
       "15                      0                0                 0   \n",
       "16                  12102            12008             12008   \n",
       "17                      0                0                 0   \n",
       "18                      1                2                 2   \n",
       "19                      0                0                 0   \n",
       "20                     20               18                18   \n",
       "21                     12               17                17   \n",
       "22                      0                0                 0   \n",
       "23                     19               26                26   \n",
       "24                      1                0                 0   \n",
       "25                      0                0                 0   \n",
       "26                    135              128               128   \n",
       "27                      0                0                 0   \n",
       "28                      0                0                 0   \n",
       "29                      0                0                 0   \n",
       "...                   ...              ...               ...   \n",
       "1183332                 7                3                 3   \n",
       "1183333                 0                1                 1   \n",
       "1183334                 0                0                 0   \n",
       "1183335                 0                0                 0   \n",
       "1183336                 0                0                 0   \n",
       "1183337                 0                0                 0   \n",
       "1183338                 0                0                 0   \n",
       "1183339                 0                0                 0   \n",
       "1183340                 0                0                 0   \n",
       "1183341                 0                0                 0   \n",
       "1183342                 0                0                 0   \n",
       "1183343                 0                0                 0   \n",
       "1183344                 2                2                 2   \n",
       "1183345                 0                0                 0   \n",
       "1183346                 0                0                 0   \n",
       "1183347                 0                1                 1   \n",
       "1183348                 0                0                 0   \n",
       "1183349                 2                1                 1   \n",
       "1183350                 0                0                 0   \n",
       "1183351                 0                0                 0   \n",
       "1183352                 0                0                 0   \n",
       "1183353                 0                0                 0   \n",
       "1183354                 1                1                 1   \n",
       "1183355                21               39                39   \n",
       "1183356                 3                1                 1   \n",
       "1183357                 0                0                 0   \n",
       "1183358                 0                0                 0   \n",
       "1183359                 8                2                 2   \n",
       "1183360                 1                0                 0   \n",
       "1183361                 0                0                 0   \n",
       "\n",
       "         compliment_writer  compliment_photos       businesses_reviewed  \\\n",
       "0                        9                  0                        []   \n",
       "1                        0                  0                        []   \n",
       "2                        0                  0                        []   \n",
       "3                        0                  0                        []   \n",
       "4                        0                  0                        []   \n",
       "5                        0                  0                        []   \n",
       "6                        0                  0                        []   \n",
       "7                        0                  0                        []   \n",
       "8                        0                  0                        []   \n",
       "9                        0                  0                        []   \n",
       "10                       0                  0                        []   \n",
       "11                       0                  0                        []   \n",
       "12                       0                  0                        []   \n",
       "13                       0                  0                        []   \n",
       "14                       0                  0                        []   \n",
       "15                       0                  0                        []   \n",
       "16                    5772              22219                        []   \n",
       "17                       0                  0                        []   \n",
       "18                       3                  0                        []   \n",
       "19                       0                  0                        []   \n",
       "20                       7                  2                        []   \n",
       "21                      11                  3                        []   \n",
       "22                       0                  0                        []   \n",
       "23                       7                  0                        []   \n",
       "24                       0                  0                        []   \n",
       "25                       0                  0                        []   \n",
       "26                      25                 60                        []   \n",
       "27                       0                  0                        []   \n",
       "28                       0                  0                        []   \n",
       "29                       0                  0                        []   \n",
       "...                    ...                ...                       ...   \n",
       "1183332                  1                  0                        []   \n",
       "1183333                  0                  0                        []   \n",
       "1183334                  0                  0                        []   \n",
       "1183335                  0                  0                        []   \n",
       "1183336                  0                  0                        []   \n",
       "1183337                  0                  0                        []   \n",
       "1183338                  0                  0                        []   \n",
       "1183339                  0                  0                        []   \n",
       "1183340                  0                  0                        []   \n",
       "1183341                  0                  0                        []   \n",
       "1183342                  0                  0                        []   \n",
       "1183343                  0                  0                        []   \n",
       "1183344                  0                  0                        []   \n",
       "1183345                  0                  0                        []   \n",
       "1183346                  0                  0                        []   \n",
       "1183347                  0                  0                        []   \n",
       "1183348                  0                  0                        []   \n",
       "1183349                  1                  0                        []   \n",
       "1183350                  0                  0                        []   \n",
       "1183351                  0                  0                        []   \n",
       "1183352                  0                  0                        []   \n",
       "1183353                  0                  0                        []   \n",
       "1183354                  0                  0                        []   \n",
       "1183355                  0                  0                        []   \n",
       "1183356                  1                  0                        []   \n",
       "1183357                  0                  0                        []   \n",
       "1183358                  0                  0                        []   \n",
       "1183359                  0                  1                        []   \n",
       "1183360                  0                  0                        []   \n",
       "1183361                  0                  0  [Jj9F27mlp00IJQuPtAePPQ]   \n",
       "\n",
       "         num_businesses_reviewed  businesses_avg_stars  \n",
       "0                              0                   0.0  \n",
       "1                              0                   0.0  \n",
       "2                              0                   0.0  \n",
       "3                              0                   0.0  \n",
       "4                              0                   0.0  \n",
       "5                              0                   0.0  \n",
       "6                              0                   0.0  \n",
       "7                              0                   0.0  \n",
       "8                              0                   0.0  \n",
       "9                              0                   0.0  \n",
       "10                             0                   0.0  \n",
       "11                             0                   0.0  \n",
       "12                             0                   0.0  \n",
       "13                             0                   0.0  \n",
       "14                             0                   0.0  \n",
       "15                             0                   0.0  \n",
       "16                             0                   0.0  \n",
       "17                             0                   0.0  \n",
       "18                             0                   0.0  \n",
       "19                             0                   0.0  \n",
       "20                             0                   0.0  \n",
       "21                             0                   0.0  \n",
       "22                             0                   0.0  \n",
       "23                             0                   0.0  \n",
       "24                             0                   0.0  \n",
       "25                             0                   0.0  \n",
       "26                             0                   0.0  \n",
       "27                             0                   0.0  \n",
       "28                             0                   0.0  \n",
       "29                             0                   0.0  \n",
       "...                          ...                   ...  \n",
       "1183332                        0                   0.0  \n",
       "1183333                        0                   0.0  \n",
       "1183334                        0                   0.0  \n",
       "1183335                        0                   0.0  \n",
       "1183336                        0                   0.0  \n",
       "1183337                        0                   0.0  \n",
       "1183338                        0                   0.0  \n",
       "1183339                        0                   0.0  \n",
       "1183340                        0                   0.0  \n",
       "1183341                        0                   0.0  \n",
       "1183342                        0                   0.0  \n",
       "1183343                        0                   0.0  \n",
       "1183344                        0                   0.0  \n",
       "1183345                        0                   0.0  \n",
       "1183346                        0                   0.0  \n",
       "1183347                        0                   0.0  \n",
       "1183348                        0                   0.0  \n",
       "1183349                        0                   0.0  \n",
       "1183350                        0                   0.0  \n",
       "1183351                        0                   0.0  \n",
       "1183352                        0                   0.0  \n",
       "1183353                        0                   0.0  \n",
       "1183354                        0                   0.0  \n",
       "1183355                        0                   0.0  \n",
       "1183356                        0                   0.0  \n",
       "1183357                        0                   0.0  \n",
       "1183358                        0                   0.0  \n",
       "1183359                        0                   0.0  \n",
       "1183360                        0                   0.0  \n",
       "1183361                        1                   5.0  \n",
       "\n",
       "[1183362 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "users['businesses_avg_stars'] = users['id'].map(user_to_average_biz_stars)\n",
    "display(users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>review_count</th>\n",
       "      <th>yelping_since</th>\n",
       "      <th>useful</th>\n",
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       "      <th>compliment_hot</th>\n",
       "      <th>...</th>\n",
       "      <th>compliment_list</th>\n",
       "      <th>compliment_note</th>\n",
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       "      <th>compliment_cool</th>\n",
       "      <th>compliment_funny</th>\n",
       "      <th>compliment_writer</th>\n",
       "      <th>compliment_photos</th>\n",
       "      <th>businesses_reviewed</th>\n",
       "      <th>num_businesses_reviewed</th>\n",
       "      <th>businesses_avg_stars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11970</th>\n",
       "      <td>-PHC1ulwHkY4LEmMqmFwPg</td>\n",
       "      <td>Jesse</td>\n",
       "      <td>161</td>\n",
       "      <td>2011-03-02 00:00:00</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "      <td>3.68</td>\n",
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       "      <td>3.666667</td>\n",
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       "    <tr>\n",
       "      <th>22223</th>\n",
       "      <td>0BBUmH7Krcax1RZgbH4fSA</td>\n",
       "      <td>Laura C</td>\n",
       "      <td>1173</td>\n",
       "      <td>2010-03-18 00:00:00</td>\n",
       "      <td>955</td>\n",
       "      <td>523</td>\n",
       "      <td>680</td>\n",
       "      <td>101</td>\n",
       "      <td>3.58</td>\n",
       "      <td>139</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>195</td>\n",
       "      <td>308</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>125</td>\n",
       "      <td>37</td>\n",
       "      <td>[PCFCUA9MkM3ndHTM_BGAFQ, lyIHmlIK7PKwQeGyR8svJ...</td>\n",
       "      <td>3</td>\n",
       "      <td>2.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33379</th>\n",
       "      <td>0UI9KTPdtkwl9lMdMT-Sgg</td>\n",
       "      <td>Nadia</td>\n",
       "      <td>381</td>\n",
       "      <td>2006-09-18 00:00:00</td>\n",
       "      <td>2003</td>\n",
       "      <td>1215</td>\n",
       "      <td>2245</td>\n",
       "      <td>41</td>\n",
       "      <td>4.10</td>\n",
       "      <td>137</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>49</td>\n",
       "      <td>133</td>\n",
       "      <td>162</td>\n",
       "      <td>162</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>[pVbWeBSU5MDOHgpLE4Uf_A, apdb7MGnmnx6nGWBJ0ch_...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42335</th>\n",
       "      <td>1dWLN4Mr4hKhu8MQUCKqXQ</td>\n",
       "      <td>Lea</td>\n",
       "      <td>426</td>\n",
       "      <td>2010-10-25 00:00:00</td>\n",
       "      <td>89</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>64</td>\n",
       "      <td>3.97</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>14</td>\n",
       "      <td>[aidcfUzZLOjWgwlxfv3UlA, 3dLHLQ7KxPv7AAejrL5uk...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56964</th>\n",
       "      <td>24AzZDQKHySwMQR7VQVCAg</td>\n",
       "      <td>Norm</td>\n",
       "      <td>627</td>\n",
       "      <td>2009-04-30 00:00:00</td>\n",
       "      <td>2627</td>\n",
       "      <td>1053</td>\n",
       "      <td>1990</td>\n",
       "      <td>117</td>\n",
       "      <td>4.17</td>\n",
       "      <td>476</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>155</td>\n",
       "      <td>652</td>\n",
       "      <td>523</td>\n",
       "      <td>523</td>\n",
       "      <td>199</td>\n",
       "      <td>189</td>\n",
       "      <td>[u6biYZCSOwyQ-WmXqQbbQA, tv9cm0--EHEgStr40yRqC...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78472</th>\n",
       "      <td>3cC726zwgerKNNasnidAww</td>\n",
       "      <td>Richard</td>\n",
       "      <td>451</td>\n",
       "      <td>2010-07-12 00:00:00</td>\n",
       "      <td>532</td>\n",
       "      <td>143</td>\n",
       "      <td>229</td>\n",
       "      <td>30</td>\n",
       "      <td>3.59</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>23</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>[fCaJNz9ff4x0x46fPA8nXg, GlgwAS4tDzB36Q7JlBr7f...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119999</th>\n",
       "      <td>5JVY32_bmTBfIGpCCsnAfw</td>\n",
       "      <td>Kimberly</td>\n",
       "      <td>554</td>\n",
       "      <td>2013-03-22 00:00:00</td>\n",
       "      <td>317</td>\n",
       "      <td>16</td>\n",
       "      <td>252</td>\n",
       "      <td>30</td>\n",
       "      <td>3.95</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>[bbkfTc9UwWo-BO-9UqFrxg, AFbiVb2HJGd5h73uuGxTV...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130572</th>\n",
       "      <td>62GNFh5FySkA3MbrQmnqvg</td>\n",
       "      <td>Chad</td>\n",
       "      <td>2140</td>\n",
       "      <td>2004-12-19 00:00:00</td>\n",
       "      <td>2349</td>\n",
       "      <td>782</td>\n",
       "      <td>1111</td>\n",
       "      <td>127</td>\n",
       "      <td>3.32</td>\n",
       "      <td>276</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>373</td>\n",
       "      <td>637</td>\n",
       "      <td>496</td>\n",
       "      <td>496</td>\n",
       "      <td>225</td>\n",
       "      <td>62</td>\n",
       "      <td>[B0grK-DvppYg0iwFovghlg, 2rraRG7ksx_ap-ELCorw1...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138866</th>\n",
       "      <td>6Ki3bAL0wx9ymbdJqbSWMA</td>\n",
       "      <td>Karla</td>\n",
       "      <td>861</td>\n",
       "      <td>2014-07-22 00:00:00</td>\n",
       "      <td>405</td>\n",
       "      <td>8</td>\n",
       "      <td>47</td>\n",
       "      <td>19</td>\n",
       "      <td>3.77</td>\n",
       "      <td>13</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>36</td>\n",
       "      <td>[G32N8Tr2LyvHl4FnUTt5pg, pewbZXifFrGqYqdNiXi5s...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139245</th>\n",
       "      <td>6l5pRyFV07I62QcVts62gQ</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>146</td>\n",
       "      <td>2010-07-02 00:00:00</td>\n",
       "      <td>102</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>10</td>\n",
       "      <td>4.29</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>[LsDqrzoRi4pmSuEX8EhsUA, hRL_qCrcu9UL773su0Qab...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180732</th>\n",
       "      <td>8teQ4Zc9jpl_ffaPJUn6Ew</td>\n",
       "      <td>Bobb</td>\n",
       "      <td>560</td>\n",
       "      <td>2011-10-28 00:00:00</td>\n",
       "      <td>42</td>\n",
       "      <td>31</td>\n",
       "      <td>15</td>\n",
       "      <td>28</td>\n",
       "      <td>3.99</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>42</td>\n",
       "      <td>5</td>\n",
       "      <td>[YgBQEX8dB27FdYj7PaPhPw, VLkGu3mEfqjOuqVrjxJmr...</td>\n",
       "      <td>5</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214501</th>\n",
       "      <td>Ae4uXwFHp-5fGrt6OONaXw</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>757</td>\n",
       "      <td>2009-10-05 00:00:00</td>\n",
       "      <td>2437</td>\n",
       "      <td>9424</td>\n",
       "      <td>1372</td>\n",
       "      <td>104</td>\n",
       "      <td>3.60</td>\n",
       "      <td>398</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>240</td>\n",
       "      <td>799</td>\n",
       "      <td>625</td>\n",
       "      <td>625</td>\n",
       "      <td>261</td>\n",
       "      <td>43</td>\n",
       "      <td>[ybHlmdUHLPKfv85bRK4Wtw, PSUOncuqfqHulYj_fusth...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221908</th>\n",
       "      <td>AKIaMyrysZwHeYSG4MCW8g</td>\n",
       "      <td>Chris</td>\n",
       "      <td>117</td>\n",
       "      <td>2008-05-30 00:00:00</td>\n",
       "      <td>185</td>\n",
       "      <td>52</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>2.63</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Rj3wnYT1QAxpJlRT5mMc-g, U6P56MjLrraN0JBNvOjxa...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234335</th>\n",
       "      <td>AvC5XQAElcGAAn_Wr5auEg</td>\n",
       "      <td>Benjamin</td>\n",
       "      <td>1127</td>\n",
       "      <td>2009-12-30 00:00:00</td>\n",
       "      <td>12079</td>\n",
       "      <td>8913</td>\n",
       "      <td>9879</td>\n",
       "      <td>329</td>\n",
       "      <td>4.13</td>\n",
       "      <td>165</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>508</td>\n",
       "      <td>1629</td>\n",
       "      <td>591</td>\n",
       "      <td>591</td>\n",
       "      <td>251</td>\n",
       "      <td>129</td>\n",
       "      <td>[uzYq7VtpiEORDkjoq0iKfA, YjPWt-V5oMkakdRWrALb8...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242791</th>\n",
       "      <td>b34yOQoUDev_l6BzDBMpUQ</td>\n",
       "      <td>Jill</td>\n",
       "      <td>338</td>\n",
       "      <td>2010-07-19 00:00:00</td>\n",
       "      <td>205</td>\n",
       "      <td>83</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>3.66</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>[YPoS63RfBpMuLDyZYBmotQ, 7ef7jYhmfbxSI7s57HoJA...</td>\n",
       "      <td>3</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310997</th>\n",
       "      <td>CxDOIDnH8gp9KXzpBHJYXw</td>\n",
       "      <td>Jennifer</td>\n",
       "      <td>5778</td>\n",
       "      <td>2009-11-09 00:00:00</td>\n",
       "      <td>1189</td>\n",
       "      <td>1863</td>\n",
       "      <td>915</td>\n",
       "      <td>575</td>\n",
       "      <td>3.29</td>\n",
       "      <td>613</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>1198</td>\n",
       "      <td>3336</td>\n",
       "      <td>1389</td>\n",
       "      <td>1389</td>\n",
       "      <td>415</td>\n",
       "      <td>1112</td>\n",
       "      <td>[P9bybMtZRLoVjWnzo1j_nA, JzmFjRgHtEfeUVYYZy-di...</td>\n",
       "      <td>7</td>\n",
       "      <td>3.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326185</th>\n",
       "      <td>deL6e_z9xqZTIODKqnvRXQ</td>\n",
       "      <td>Nikki</td>\n",
       "      <td>456</td>\n",
       "      <td>2011-04-09 00:00:00</td>\n",
       "      <td>2882</td>\n",
       "      <td>2049</td>\n",
       "      <td>2034</td>\n",
       "      <td>162</td>\n",
       "      <td>3.53</td>\n",
       "      <td>643</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>195</td>\n",
       "      <td>518</td>\n",
       "      <td>481</td>\n",
       "      <td>481</td>\n",
       "      <td>182</td>\n",
       "      <td>439</td>\n",
       "      <td>[BT-jN_gf9hsoCi37pDj7lQ, 8fYvO8ZMILIlPcYNB9IA1...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328826</th>\n",
       "      <td>dGUOe2TBchiGvU1BNkmTog</td>\n",
       "      <td>Megan</td>\n",
       "      <td>466</td>\n",
       "      <td>2012-01-09 00:00:00</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>4.03</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>40</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>[b1IIFHD3Bnik5xhT3Xukbw, tjAeaGdxf7I4xN9M7wGJN...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330770</th>\n",
       "      <td>dIIKEfOgo0KqUfGQvGikPg</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>1768</td>\n",
       "      <td>2007-08-10 00:00:00</td>\n",
       "      <td>20771</td>\n",
       "      <td>13442</td>\n",
       "      <td>21252</td>\n",
       "      <td>742</td>\n",
       "      <td>4.05</td>\n",
       "      <td>1509</td>\n",
       "      <td>...</td>\n",
       "      <td>96</td>\n",
       "      <td>1139</td>\n",
       "      <td>3227</td>\n",
       "      <td>2070</td>\n",
       "      <td>2070</td>\n",
       "      <td>447</td>\n",
       "      <td>218</td>\n",
       "      <td>[AhPmh0NaRDbEYyhd9egzLA, 48FexP3dPCIKi144-kYHG...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332685</th>\n",
       "      <td>DK57YibC5ShBmqQl97CKog</td>\n",
       "      <td>Karen</td>\n",
       "      <td>1923</td>\n",
       "      <td>2006-01-28 00:00:00</td>\n",
       "      <td>6324</td>\n",
       "      <td>5537</td>\n",
       "      <td>6537</td>\n",
       "      <td>211</td>\n",
       "      <td>3.87</td>\n",
       "      <td>541</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>159</td>\n",
       "      <td>829</td>\n",
       "      <td>1026</td>\n",
       "      <td>1026</td>\n",
       "      <td>305</td>\n",
       "      <td>749</td>\n",
       "      <td>[CRVtzesMuwHK-phmS_ojaA, 4jWZByIPL_S-UFczMuD3y...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337999</th>\n",
       "      <td>DoRCeCcJbrsM2BiAKj3trA</td>\n",
       "      <td>April</td>\n",
       "      <td>795</td>\n",
       "      <td>2010-12-13 00:00:00</td>\n",
       "      <td>190</td>\n",
       "      <td>72</td>\n",
       "      <td>254</td>\n",
       "      <td>62</td>\n",
       "      <td>3.64</td>\n",
       "      <td>187</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>94</td>\n",
       "      <td>312</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>131</td>\n",
       "      <td>50</td>\n",
       "      <td>[dGLkAIlllr-h24f2gQhbqg, OFnDWBP8iXxgeBrfHA5fR...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354714</th>\n",
       "      <td>E43QxgV87Ij6KxMCHcijKw</td>\n",
       "      <td>Nikki</td>\n",
       "      <td>565</td>\n",
       "      <td>2012-03-26 00:00:00</td>\n",
       "      <td>1142</td>\n",
       "      <td>177</td>\n",
       "      <td>758</td>\n",
       "      <td>295</td>\n",
       "      <td>4.07</td>\n",
       "      <td>131</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>128</td>\n",
       "      <td>450</td>\n",
       "      <td>201</td>\n",
       "      <td>201</td>\n",
       "      <td>80</td>\n",
       "      <td>112</td>\n",
       "      <td>[3PsmvwxetLz1Tzb-6mNhgA, a_ozcQNKgUOW4Lr0NQq4q...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371009</th>\n",
       "      <td>ELcQDlf69kb-ihJfxZyL0A</td>\n",
       "      <td>Brad</td>\n",
       "      <td>1438</td>\n",
       "      <td>2009-11-10 00:00:00</td>\n",
       "      <td>777</td>\n",
       "      <td>633</td>\n",
       "      <td>660</td>\n",
       "      <td>50</td>\n",
       "      <td>3.11</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>176</td>\n",
       "      <td>220</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>[qnn9E-e9orYf_wK37yLTYw, nzxU5rmmObcj0eAR_0Vqe...</td>\n",
       "      <td>4</td>\n",
       "      <td>4.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401470</th>\n",
       "      <td>ffPY_bHX8vLebHu8LBEqfg</td>\n",
       "      <td>Chukki</td>\n",
       "      <td>1020</td>\n",
       "      <td>2009-09-26 00:00:00</td>\n",
       "      <td>343</td>\n",
       "      <td>122</td>\n",
       "      <td>145</td>\n",
       "      <td>21</td>\n",
       "      <td>3.48</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>[HpRsWkYHu-pumsZ4O_Linw, n2-OPwbWXMN2io5i92qvT...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419195</th>\n",
       "      <td>Fv0e9RIV9jw5TX3ctA1WbA</td>\n",
       "      <td>Christie</td>\n",
       "      <td>781</td>\n",
       "      <td>2012-06-17 00:00:00</td>\n",
       "      <td>38406</td>\n",
       "      <td>10152</td>\n",
       "      <td>23712</td>\n",
       "      <td>234</td>\n",
       "      <td>3.79</td>\n",
       "      <td>5845</td>\n",
       "      <td>...</td>\n",
       "      <td>1265</td>\n",
       "      <td>2614</td>\n",
       "      <td>4098</td>\n",
       "      <td>5901</td>\n",
       "      <td>5901</td>\n",
       "      <td>3389</td>\n",
       "      <td>9025</td>\n",
       "      <td>[DiCWSyoaBkIpOVUdIO7Jlg, 8FUzCm4Q13MJMX7N6ftmQ...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457852</th>\n",
       "      <td>gwIqbXEXijQNgdESVc07hg</td>\n",
       "      <td>Elvis</td>\n",
       "      <td>944</td>\n",
       "      <td>2010-11-17 00:00:00</td>\n",
       "      <td>1231</td>\n",
       "      <td>258</td>\n",
       "      <td>884</td>\n",
       "      <td>45</td>\n",
       "      <td>3.17</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>130</td>\n",
       "      <td>361</td>\n",
       "      <td>133</td>\n",
       "      <td>133</td>\n",
       "      <td>68</td>\n",
       "      <td>42</td>\n",
       "      <td>[9HC5xHX8QE8VmGd-wCKEaA, AYLxEeVq8NKG2UhcBiggr...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496595</th>\n",
       "      <td>hy4uEHgITEfzxrXzyDhCRg</td>\n",
       "      <td>Chas</td>\n",
       "      <td>770</td>\n",
       "      <td>2009-06-03 00:00:00</td>\n",
       "      <td>2543</td>\n",
       "      <td>3748</td>\n",
       "      <td>2450</td>\n",
       "      <td>76</td>\n",
       "      <td>3.61</td>\n",
       "      <td>261</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>312</td>\n",
       "      <td>292</td>\n",
       "      <td>331</td>\n",
       "      <td>331</td>\n",
       "      <td>81</td>\n",
       "      <td>128</td>\n",
       "      <td>[zcCyxo5SKDnyYdrhuZw8rw, MN05mrCcoH2liiutHwJ_O...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498014</th>\n",
       "      <td>hZfzVrhsCQ9JDAb2jYoJNQ</td>\n",
       "      <td>Ashley</td>\n",
       "      <td>719</td>\n",
       "      <td>2011-01-15 00:00:00</td>\n",
       "      <td>257</td>\n",
       "      <td>103</td>\n",
       "      <td>80</td>\n",
       "      <td>51</td>\n",
       "      <td>3.60</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>69</td>\n",
       "      <td>108</td>\n",
       "      <td>108</td>\n",
       "      <td>63</td>\n",
       "      <td>9</td>\n",
       "      <td>[dkRhL2d8R9b28W0SUtWzgA, HBNqjvQxtc1UmcOOxQcYl...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586886</th>\n",
       "      <td>KgJdBWS3ReP6TVhYWJRKmg</td>\n",
       "      <td>Heather</td>\n",
       "      <td>443</td>\n",
       "      <td>2010-03-09 00:00:00</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>3.72</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>[GtE6tgTAYGtnxJohmpukRw, sA_CAFTrAn5g7-7DE2xMN...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593691</th>\n",
       "      <td>kmE8w5Y785eZmodsx0V6Ag</td>\n",
       "      <td>Blair</td>\n",
       "      <td>773</td>\n",
       "      <td>2007-05-08 00:00:00</td>\n",
       "      <td>171</td>\n",
       "      <td>75</td>\n",
       "      <td>124</td>\n",
       "      <td>86</td>\n",
       "      <td>3.82</td>\n",
       "      <td>120</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>96</td>\n",
       "      <td>202</td>\n",
       "      <td>163</td>\n",
       "      <td>163</td>\n",
       "      <td>106</td>\n",
       "      <td>11</td>\n",
       "      <td>[lOQPeguczAueJnLmDUTfGg, oYPpWHgsjcIt-tUzGXk_e...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595052</th>\n",
       "      <td>KnkiyXZDt8hVdq_kw1iWuw</td>\n",
       "      <td>Thom</td>\n",
       "      <td>217</td>\n",
       "      <td>2009-12-21 00:00:00</td>\n",
       "      <td>153</td>\n",
       "      <td>34</td>\n",
       "      <td>12</td>\n",
       "      <td>10</td>\n",
       "      <td>3.30</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>42</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>[ERDYAPWmfzW3crptSbR3AA, IZzJaZWvw-IUrOLkP09JR...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642938</th>\n",
       "      <td>LwVUO_5jjHuJRhvl6hlHVg</td>\n",
       "      <td>Mandi</td>\n",
       "      <td>341</td>\n",
       "      <td>2011-10-20 00:00:00</td>\n",
       "      <td>107</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>12</td>\n",
       "      <td>3.75</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>29</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>[A-uZAD4zP3rRxb44WUGV5w, KskYqH1Bi7Z_61pH6Om8p...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685249</th>\n",
       "      <td>N0qq4upibIRvLzE2SzVPtQ</td>\n",
       "      <td>Jennifer</td>\n",
       "      <td>376</td>\n",
       "      <td>2010-07-30 00:00:00</td>\n",
       "      <td>211</td>\n",
       "      <td>66</td>\n",
       "      <td>144</td>\n",
       "      <td>43</td>\n",
       "      <td>3.69</td>\n",
       "      <td>54</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>85</td>\n",
       "      <td>58</td>\n",
       "      <td>58</td>\n",
       "      <td>31</td>\n",
       "      <td>11</td>\n",
       "      <td>[CBX258VxIU6HkIsyLyYANA, anj8PWjrIOXi1HNHmohp0...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686960</th>\n",
       "      <td>N3oNEwh0qgPqPP3Em6wJXw</td>\n",
       "      <td>David</td>\n",
       "      <td>1048</td>\n",
       "      <td>2011-01-26 00:00:00</td>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>80</td>\n",
       "      <td>69</td>\n",
       "      <td>3.88</td>\n",
       "      <td>236</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>147</td>\n",
       "      <td>310</td>\n",
       "      <td>360</td>\n",
       "      <td>360</td>\n",
       "      <td>224</td>\n",
       "      <td>44</td>\n",
       "      <td>[X6TD8xLS_KMneyOGquOSVQ, EhT2RSxUoUfiYEdBBhqS4...</td>\n",
       "      <td>5</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753781</th>\n",
       "      <td>owlUazXSDLaxlOV7z8181g</td>\n",
       "      <td>Greg</td>\n",
       "      <td>504</td>\n",
       "      <td>2010-08-15 00:00:00</td>\n",
       "      <td>134</td>\n",
       "      <td>87</td>\n",
       "      <td>428</td>\n",
       "      <td>55</td>\n",
       "      <td>3.94</td>\n",
       "      <td>86</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>390</td>\n",
       "      <td>323</td>\n",
       "      <td>323</td>\n",
       "      <td>135</td>\n",
       "      <td>16</td>\n",
       "      <td>[biSsdqExmdvIKiFuowOadg, xJzJpTYC_1k_EE0AWTOPX...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778838</th>\n",
       "      <td>pMefTWo6gMdx8WhYSA2u3w</td>\n",
       "      <td>Bernie</td>\n",
       "      <td>1059</td>\n",
       "      <td>2012-07-16 00:00:00</td>\n",
       "      <td>728</td>\n",
       "      <td>571</td>\n",
       "      <td>626</td>\n",
       "      <td>48</td>\n",
       "      <td>3.40</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>351</td>\n",
       "      <td>737</td>\n",
       "      <td>421</td>\n",
       "      <td>421</td>\n",
       "      <td>92</td>\n",
       "      <td>31</td>\n",
       "      <td>[8giEry93QQecWgvAh-JXrA, SqTAlszocy9n2ExQWRVSg...</td>\n",
       "      <td>5</td>\n",
       "      <td>3.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790662</th>\n",
       "      <td>pwQ8E-hbDUJe3qtKt_IBBg</td>\n",
       "      <td>Leslie</td>\n",
       "      <td>550</td>\n",
       "      <td>2011-08-16 00:00:00</td>\n",
       "      <td>812</td>\n",
       "      <td>480</td>\n",
       "      <td>428</td>\n",
       "      <td>56</td>\n",
       "      <td>3.47</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>88</td>\n",
       "      <td>131</td>\n",
       "      <td>131</td>\n",
       "      <td>75</td>\n",
       "      <td>41</td>\n",
       "      <td>[Rg43a31sV7gNLZMjy-ZdCg, d1PsrEtEdlD9Q4QtWHXrk...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801199</th>\n",
       "      <td>Q9mA60HnY87C1TW5kjAZ6Q</td>\n",
       "      <td>Evelyn</td>\n",
       "      <td>1079</td>\n",
       "      <td>2010-08-29 00:00:00</td>\n",
       "      <td>3125</td>\n",
       "      <td>881</td>\n",
       "      <td>1946</td>\n",
       "      <td>375</td>\n",
       "      <td>4.05</td>\n",
       "      <td>393</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>553</td>\n",
       "      <td>2063</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>188</td>\n",
       "      <td>102</td>\n",
       "      <td>[VAhDMG64OqR3WNODHMhMtg, dd3GZs6zW2t7BM0cbxAzv...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807204</th>\n",
       "      <td>qF1V8GyuLL5Fpv40Cyturw</td>\n",
       "      <td>Jacob</td>\n",
       "      <td>224</td>\n",
       "      <td>2009-10-26 00:00:00</td>\n",
       "      <td>169</td>\n",
       "      <td>27</td>\n",
       "      <td>101</td>\n",
       "      <td>12</td>\n",
       "      <td>3.72</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>[X0qAF43gdcd5Deah3drNuQ, iL2-xJ4-eMsJk88Psbivb...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840739</th>\n",
       "      <td>RBZ_kMjowV0t6_nv2UKaDQ</td>\n",
       "      <td>Lindsey</td>\n",
       "      <td>1017</td>\n",
       "      <td>2010-01-11 00:00:00</td>\n",
       "      <td>447</td>\n",
       "      <td>195</td>\n",
       "      <td>230</td>\n",
       "      <td>532</td>\n",
       "      <td>4.33</td>\n",
       "      <td>556</td>\n",
       "      <td>...</td>\n",
       "      <td>29</td>\n",
       "      <td>680</td>\n",
       "      <td>2180</td>\n",
       "      <td>916</td>\n",
       "      <td>916</td>\n",
       "      <td>329</td>\n",
       "      <td>142</td>\n",
       "      <td>[bW2fO_wsWSvjxuo5-XZnLQ, OJBn0HFMvVB9TDcr4OLtt...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841819</th>\n",
       "      <td>rCWrxuRC8_pfagpchtHp6A</td>\n",
       "      <td>Darren</td>\n",
       "      <td>1452</td>\n",
       "      <td>2009-02-06 00:00:00</td>\n",
       "      <td>7800</td>\n",
       "      <td>2123</td>\n",
       "      <td>2044</td>\n",
       "      <td>237</td>\n",
       "      <td>3.96</td>\n",
       "      <td>992</td>\n",
       "      <td>...</td>\n",
       "      <td>37</td>\n",
       "      <td>755</td>\n",
       "      <td>2121</td>\n",
       "      <td>1405</td>\n",
       "      <td>1405</td>\n",
       "      <td>1148</td>\n",
       "      <td>403</td>\n",
       "      <td>[T1EKhweXQnRP3niBrBL7Ug, CPgyfcsyPegLha1ajaSRo...</td>\n",
       "      <td>4</td>\n",
       "      <td>3.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866930</th>\n",
       "      <td>RylA6VZUTRuMGBu4nHKbCw</td>\n",
       "      <td>Ben</td>\n",
       "      <td>869</td>\n",
       "      <td>2009-05-25 00:00:00</td>\n",
       "      <td>140</td>\n",
       "      <td>30</td>\n",
       "      <td>36</td>\n",
       "      <td>44</td>\n",
       "      <td>4.17</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>37</td>\n",
       "      <td>9</td>\n",
       "      <td>[MVIthKWqwkQz0dai7LkVzQ, 7-K3HAcYkS92V0tdgmM2_...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883386</th>\n",
       "      <td>sgquvluHhQSNnqXnGYsGGg</td>\n",
       "      <td>Tracey</td>\n",
       "      <td>111</td>\n",
       "      <td>2013-05-18 00:00:00</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.85</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Rrzm4bQDrrUnDyA5eRY3KQ, Pthe4qk5xh4n-ef-9bvMS...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897931</th>\n",
       "      <td>sTcYq6goD1Fa2WS9MSkSvQ</td>\n",
       "      <td>Sunny</td>\n",
       "      <td>657</td>\n",
       "      <td>2007-08-20 00:00:00</td>\n",
       "      <td>229</td>\n",
       "      <td>114</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>3.56</td>\n",
       "      <td>278</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>104</td>\n",
       "      <td>139</td>\n",
       "      <td>227</td>\n",
       "      <td>227</td>\n",
       "      <td>72</td>\n",
       "      <td>17</td>\n",
       "      <td>[-Bdw-5H5C4AYSMGnAvmnzw, WOz66UuVsfc2K9GxzfDnG...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921438</th>\n",
       "      <td>ThTUwfNAdWrK6tKvl-Dtpw</td>\n",
       "      <td>Stacy</td>\n",
       "      <td>199</td>\n",
       "      <td>2010-08-30 00:00:00</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.10</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[JMN0bso1aqqOEE-0VNLvVw, Xs2iTWxbczvfEapAFH3cy...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931086</th>\n",
       "      <td>TQ9A1LVp6z-fIc494RsLDQ</td>\n",
       "      <td>Monique</td>\n",
       "      <td>646</td>\n",
       "      <td>2009-12-03 00:00:00</td>\n",
       "      <td>1910</td>\n",
       "      <td>1887</td>\n",
       "      <td>1881</td>\n",
       "      <td>109</td>\n",
       "      <td>3.95</td>\n",
       "      <td>554</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>205</td>\n",
       "      <td>532</td>\n",
       "      <td>473</td>\n",
       "      <td>473</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>[-Ht7HiGBox8lS1Y8IPjO8g, jlbP9Yd0AQP8OlcsFkZ4h...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933860</th>\n",
       "      <td>Tsm8VraTp5OGyVALtUiCeQ</td>\n",
       "      <td>Monica</td>\n",
       "      <td>921</td>\n",
       "      <td>2009-10-25 00:00:00</td>\n",
       "      <td>16345</td>\n",
       "      <td>7733</td>\n",
       "      <td>15186</td>\n",
       "      <td>78</td>\n",
       "      <td>3.46</td>\n",
       "      <td>53</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>73</td>\n",
       "      <td>172</td>\n",
       "      <td>171</td>\n",
       "      <td>171</td>\n",
       "      <td>66</td>\n",
       "      <td>9</td>\n",
       "      <td>[pSQFynH1VxkfSmehRXlZWw, u-SJ5QUwrNquL9VnXwl8c...</td>\n",
       "      <td>4</td>\n",
       "      <td>4.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946147</th>\n",
       "      <td>U4INQZOPSUaj8hMjLlZ3KA</td>\n",
       "      <td>Michael</td>\n",
       "      <td>3862</td>\n",
       "      <td>2008-01-31 00:00:00</td>\n",
       "      <td>407</td>\n",
       "      <td>278</td>\n",
       "      <td>316</td>\n",
       "      <td>688</td>\n",
       "      <td>3.87</td>\n",
       "      <td>286</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>425</td>\n",
       "      <td>641</td>\n",
       "      <td>746</td>\n",
       "      <td>746</td>\n",
       "      <td>627</td>\n",
       "      <td>522</td>\n",
       "      <td>[pQ6e4fjq6kqRqLE6w8CfWQ, KPV_FVNWkgmYh1ArVlt6k...</td>\n",
       "      <td>7</td>\n",
       "      <td>3.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973382</th>\n",
       "      <td>UUVbV8XmTzNksBOPaiO3pA</td>\n",
       "      <td>Nikki</td>\n",
       "      <td>100</td>\n",
       "      <td>2012-02-22 00:00:00</td>\n",
       "      <td>254</td>\n",
       "      <td>93</td>\n",
       "      <td>150</td>\n",
       "      <td>33</td>\n",
       "      <td>3.87</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>[jfmyj519pg2flxGEQ2xdPg, Q7m8G4579-XYKV3LMW8V7...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051226</th>\n",
       "      <td>wXZS42D0L8hoCiSh2Krc_A</td>\n",
       "      <td>Robert</td>\n",
       "      <td>434</td>\n",
       "      <td>2011-05-11 00:00:00</td>\n",
       "      <td>3512</td>\n",
       "      <td>3465</td>\n",
       "      <td>3537</td>\n",
       "      <td>33</td>\n",
       "      <td>3.70</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>101</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>65</td>\n",
       "      <td>20</td>\n",
       "      <td>[_3FxLxdg1unUQc3QqIgJuA, NvKNe9DnQavC9GstglcBJ...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099133</th>\n",
       "      <td>YBT3EKUNN4IP8m4x7sGu1g</td>\n",
       "      <td>Deb</td>\n",
       "      <td>609</td>\n",
       "      <td>2012-07-08 00:00:00</td>\n",
       "      <td>3006</td>\n",
       "      <td>1684</td>\n",
       "      <td>697</td>\n",
       "      <td>16</td>\n",
       "      <td>3.71</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>[TwVtAAGoD_AEGzjH--DAyw, a6ZDQ3prZvEtYNFFYM1t4...</td>\n",
       "      <td>3</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120234</th>\n",
       "      <td>yT_QCcnq-QGipWWuzIpvtw</td>\n",
       "      <td>Imran</td>\n",
       "      <td>744</td>\n",
       "      <td>2011-03-24 00:00:00</td>\n",
       "      <td>198</td>\n",
       "      <td>136</td>\n",
       "      <td>52</td>\n",
       "      <td>40</td>\n",
       "      <td>3.56</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>79</td>\n",
       "      <td>158</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>41</td>\n",
       "      <td>6</td>\n",
       "      <td>[PiGd6nJRhbU3s7nP7XOE0g, hrU4bUqKXMewJuSC90sIn...</td>\n",
       "      <td>5</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164176</th>\n",
       "      <td>ZZvfGGLnAkSBSUduV7KN-w</td>\n",
       "      <td>Lynda</td>\n",
       "      <td>289</td>\n",
       "      <td>2008-08-18 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>3.34</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>[jCq3M_UqNsGc9VMTJCL-SA, AHrEebqAwuqkTPz_h9d9j...</td>\n",
       "      <td>3</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168516</th>\n",
       "      <td>_AwABkxw1joJPXn-j9dNiA</td>\n",
       "      <td>Shannon</td>\n",
       "      <td>375</td>\n",
       "      <td>2011-11-23 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>3.95</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>[DUJUiaqmqOk9LlNnfY7M7w, Vg1C_1eqwIwkZLIXGMTW3...</td>\n",
       "      <td>4</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             id      name  review_count        yelping_since  \\\n",
       "11970    -PHC1ulwHkY4LEmMqmFwPg     Jesse           161  2011-03-02 00:00:00   \n",
       "22223    0BBUmH7Krcax1RZgbH4fSA   Laura C          1173  2010-03-18 00:00:00   \n",
       "33379    0UI9KTPdtkwl9lMdMT-Sgg     Nadia           381  2006-09-18 00:00:00   \n",
       "42335    1dWLN4Mr4hKhu8MQUCKqXQ       Lea           426  2010-10-25 00:00:00   \n",
       "56964    24AzZDQKHySwMQR7VQVCAg      Norm           627  2009-04-30 00:00:00   \n",
       "78472    3cC726zwgerKNNasnidAww   Richard           451  2010-07-12 00:00:00   \n",
       "119999   5JVY32_bmTBfIGpCCsnAfw  Kimberly           554  2013-03-22 00:00:00   \n",
       "130572   62GNFh5FySkA3MbrQmnqvg      Chad          2140  2004-12-19 00:00:00   \n",
       "138866   6Ki3bAL0wx9ymbdJqbSWMA     Karla           861  2014-07-22 00:00:00   \n",
       "139245   6l5pRyFV07I62QcVts62gQ    Daniel           146  2010-07-02 00:00:00   \n",
       "180732   8teQ4Zc9jpl_ffaPJUn6Ew      Bobb           560  2011-10-28 00:00:00   \n",
       "214501   Ae4uXwFHp-5fGrt6OONaXw    Jessie           757  2009-10-05 00:00:00   \n",
       "221908   AKIaMyrysZwHeYSG4MCW8g     Chris           117  2008-05-30 00:00:00   \n",
       "234335   AvC5XQAElcGAAn_Wr5auEg  Benjamin          1127  2009-12-30 00:00:00   \n",
       "242791   b34yOQoUDev_l6BzDBMpUQ      Jill           338  2010-07-19 00:00:00   \n",
       "310997   CxDOIDnH8gp9KXzpBHJYXw  Jennifer          5778  2009-11-09 00:00:00   \n",
       "326185   deL6e_z9xqZTIODKqnvRXQ     Nikki           456  2011-04-09 00:00:00   \n",
       "328826   dGUOe2TBchiGvU1BNkmTog     Megan           466  2012-01-09 00:00:00   \n",
       "330770   dIIKEfOgo0KqUfGQvGikPg      Gabi          1768  2007-08-10 00:00:00   \n",
       "332685   DK57YibC5ShBmqQl97CKog     Karen          1923  2006-01-28 00:00:00   \n",
       "337999   DoRCeCcJbrsM2BiAKj3trA     April           795  2010-12-13 00:00:00   \n",
       "354714   E43QxgV87Ij6KxMCHcijKw     Nikki           565  2012-03-26 00:00:00   \n",
       "371009   ELcQDlf69kb-ihJfxZyL0A      Brad          1438  2009-11-10 00:00:00   \n",
       "401470   ffPY_bHX8vLebHu8LBEqfg    Chukki          1020  2009-09-26 00:00:00   \n",
       "419195   Fv0e9RIV9jw5TX3ctA1WbA  Christie           781  2012-06-17 00:00:00   \n",
       "457852   gwIqbXEXijQNgdESVc07hg     Elvis           944  2010-11-17 00:00:00   \n",
       "496595   hy4uEHgITEfzxrXzyDhCRg      Chas           770  2009-06-03 00:00:00   \n",
       "498014   hZfzVrhsCQ9JDAb2jYoJNQ    Ashley           719  2011-01-15 00:00:00   \n",
       "586886   KgJdBWS3ReP6TVhYWJRKmg   Heather           443  2010-03-09 00:00:00   \n",
       "593691   kmE8w5Y785eZmodsx0V6Ag     Blair           773  2007-05-08 00:00:00   \n",
       "595052   KnkiyXZDt8hVdq_kw1iWuw      Thom           217  2009-12-21 00:00:00   \n",
       "642938   LwVUO_5jjHuJRhvl6hlHVg     Mandi           341  2011-10-20 00:00:00   \n",
       "685249   N0qq4upibIRvLzE2SzVPtQ  Jennifer           376  2010-07-30 00:00:00   \n",
       "686960   N3oNEwh0qgPqPP3Em6wJXw     David          1048  2011-01-26 00:00:00   \n",
       "753781   owlUazXSDLaxlOV7z8181g      Greg           504  2010-08-15 00:00:00   \n",
       "778838   pMefTWo6gMdx8WhYSA2u3w    Bernie          1059  2012-07-16 00:00:00   \n",
       "790662   pwQ8E-hbDUJe3qtKt_IBBg    Leslie           550  2011-08-16 00:00:00   \n",
       "801199   Q9mA60HnY87C1TW5kjAZ6Q    Evelyn          1079  2010-08-29 00:00:00   \n",
       "807204   qF1V8GyuLL5Fpv40Cyturw     Jacob           224  2009-10-26 00:00:00   \n",
       "840739   RBZ_kMjowV0t6_nv2UKaDQ   Lindsey          1017  2010-01-11 00:00:00   \n",
       "841819   rCWrxuRC8_pfagpchtHp6A    Darren          1452  2009-02-06 00:00:00   \n",
       "866930   RylA6VZUTRuMGBu4nHKbCw       Ben           869  2009-05-25 00:00:00   \n",
       "883386   sgquvluHhQSNnqXnGYsGGg    Tracey           111  2013-05-18 00:00:00   \n",
       "897931   sTcYq6goD1Fa2WS9MSkSvQ     Sunny           657  2007-08-20 00:00:00   \n",
       "921438   ThTUwfNAdWrK6tKvl-Dtpw     Stacy           199  2010-08-30 00:00:00   \n",
       "931086   TQ9A1LVp6z-fIc494RsLDQ   Monique           646  2009-12-03 00:00:00   \n",
       "933860   Tsm8VraTp5OGyVALtUiCeQ    Monica           921  2009-10-25 00:00:00   \n",
       "946147   U4INQZOPSUaj8hMjLlZ3KA   Michael          3862  2008-01-31 00:00:00   \n",
       "973382   UUVbV8XmTzNksBOPaiO3pA     Nikki           100  2012-02-22 00:00:00   \n",
       "1051226  wXZS42D0L8hoCiSh2Krc_A    Robert           434  2011-05-11 00:00:00   \n",
       "1099133  YBT3EKUNN4IP8m4x7sGu1g       Deb           609  2012-07-08 00:00:00   \n",
       "1120234  yT_QCcnq-QGipWWuzIpvtw     Imran           744  2011-03-24 00:00:00   \n",
       "1164176  ZZvfGGLnAkSBSUduV7KN-w     Lynda           289  2008-08-18 00:00:00   \n",
       "1168516  _AwABkxw1joJPXn-j9dNiA   Shannon           375  2011-11-23 00:00:00   \n",
       "\n",
       "         useful  funny   cool  fans  average_stars  compliment_hot  \\\n",
       "11970         5      3      1     2           3.68               0   \n",
       "22223       955    523    680   101           3.58             139   \n",
       "33379      2003   1215   2245    41           4.10             137   \n",
       "42335        89     25     35    64           3.97              84   \n",
       "56964      2627   1053   1990   117           4.17             476   \n",
       "78472       532    143    229    30           3.59               8   \n",
       "119999      317     16    252    30           3.95              19   \n",
       "130572     2349    782   1111   127           3.32             276   \n",
       "138866      405      8     47    19           3.77              13   \n",
       "139245      102     96     96    10           4.29               0   \n",
       "180732       42     31     15    28           3.99              47   \n",
       "214501     2437   9424   1372   104           3.60             398   \n",
       "221908      185     52     23     5           2.63               1   \n",
       "234335    12079   8913   9879   329           4.13             165   \n",
       "242791      205     83     27    30           3.66              21   \n",
       "310997     1189   1863    915   575           3.29             613   \n",
       "326185     2882   2049   2034   162           3.53             643   \n",
       "328826       20     27      4    44           4.03              12   \n",
       "330770    20771  13442  21252   742           4.05            1509   \n",
       "332685     6324   5537   6537   211           3.87             541   \n",
       "337999      190     72    254    62           3.64             187   \n",
       "354714     1142    177    758   295           4.07             131   \n",
       "371009      777    633    660    50           3.11              87   \n",
       "401470      343    122    145    21           3.48               5   \n",
       "419195    38406  10152  23712   234           3.79            5845   \n",
       "457852     1231    258    884    45           3.17              41   \n",
       "496595     2543   3748   2450    76           3.61             261   \n",
       "498014      257    103     80    51           3.60              48   \n",
       "586886        6     11      0    17           3.72              15   \n",
       "593691      171     75    124    86           3.82             120   \n",
       "595052      153     34     12    10           3.30              11   \n",
       "642938      107     71     72    12           3.75              32   \n",
       "685249      211     66    144    43           3.69              54   \n",
       "686960       82     60     80    69           3.88             236   \n",
       "753781      134     87    428    55           3.94              86   \n",
       "778838      728    571    626    48           3.40              91   \n",
       "790662      812    480    428    56           3.47              56   \n",
       "801199     3125    881   1946   375           4.05             393   \n",
       "807204      169     27    101    12           3.72               6   \n",
       "840739      447    195    230   532           4.33             556   \n",
       "841819     7800   2123   2044   237           3.96             992   \n",
       "866930      140     30     36    44           4.17              12   \n",
       "883386        8      0      0     1           3.85               0   \n",
       "897931      229    114    154    90           3.56             278   \n",
       "921438        7      2      0     4           3.10               0   \n",
       "931086     1910   1887   1881   109           3.95             554   \n",
       "933860    16345   7733  15186    78           3.46              53   \n",
       "946147      407    278    316   688           3.87             286   \n",
       "973382      254     93    150    33           3.87               9   \n",
       "1051226    3512   3465   3537    33           3.70              52   \n",
       "1099133    3006   1684    697    16           3.71               9   \n",
       "1120234     198    136     52    40           3.56              41   \n",
       "1164176       1      2      0    18           3.34              10   \n",
       "1168516       1      2      0     7           3.95               4   \n",
       "\n",
       "                 ...           compliment_list  compliment_note  \\\n",
       "11970            ...                         0                0   \n",
       "22223            ...                        15              195   \n",
       "33379            ...                         5               49   \n",
       "42335            ...                         0               26   \n",
       "56964            ...                        15              155   \n",
       "78472            ...                         0               32   \n",
       "119999           ...                         0               21   \n",
       "130572           ...                        58              373   \n",
       "138866           ...                         0               11   \n",
       "139245           ...                         0                2   \n",
       "180732           ...                         0               33   \n",
       "214501           ...                        19              240   \n",
       "221908           ...                         0                8   \n",
       "234335           ...                        16              508   \n",
       "242791           ...                         4               24   \n",
       "310997           ...                        92             1198   \n",
       "326185           ...                         9              195   \n",
       "328826           ...                         1               24   \n",
       "330770           ...                        96             1139   \n",
       "332685           ...                        13              159   \n",
       "337999           ...                         3               94   \n",
       "354714           ...                         6              128   \n",
       "371009           ...                         1              176   \n",
       "401470           ...                         0               23   \n",
       "419195           ...                      1265             2614   \n",
       "457852           ...                         6              130   \n",
       "496595           ...                         0              312   \n",
       "498014           ...                         5               41   \n",
       "586886           ...                         0               13   \n",
       "593691           ...                        28               96   \n",
       "595052           ...                         3               24   \n",
       "642938           ...                         0               13   \n",
       "685249           ...                         4               54   \n",
       "686960           ...                        12              147   \n",
       "753781           ...                         3               48   \n",
       "778838           ...                         3              351   \n",
       "790662           ...                         1               31   \n",
       "801199           ...                        21              553   \n",
       "807204           ...                         9                6   \n",
       "840739           ...                        29              680   \n",
       "841819           ...                        37              755   \n",
       "866930           ...                         1               20   \n",
       "883386           ...                         0                1   \n",
       "897931           ...                        10              104   \n",
       "921438           ...                         0                2   \n",
       "931086           ...                         6              205   \n",
       "933860           ...                         4               73   \n",
       "946147           ...                        51              425   \n",
       "973382           ...                         0               12   \n",
       "1051226          ...                         0               33   \n",
       "1099133          ...                         0               37   \n",
       "1120234          ...                         3               79   \n",
       "1164176          ...                         0                7   \n",
       "1168516          ...                         0                2   \n",
       "\n",
       "         compliment_plain  compliment_cool  compliment_funny  \\\n",
       "11970                   0                2                 2   \n",
       "22223                 308              140               140   \n",
       "33379                 133              162               162   \n",
       "42335                  68               68                68   \n",
       "56964                 652              523               523   \n",
       "78472                  23               32                32   \n",
       "119999                 34               39                39   \n",
       "130572                637              496               496   \n",
       "138866                 27               39                39   \n",
       "139245                  5                6                 6   \n",
       "180732                 14               24                24   \n",
       "214501                799              625               625   \n",
       "221908                  4                3                 3   \n",
       "234335               1629              591               591   \n",
       "242791                 18               30                30   \n",
       "310997               3336             1389              1389   \n",
       "326185                518              481               481   \n",
       "328826                 40               23                23   \n",
       "330770               3227             2070              2070   \n",
       "332685                829             1026              1026   \n",
       "337999                312              359               359   \n",
       "354714                450              201               201   \n",
       "371009                220               56                56   \n",
       "401470                 17               22                22   \n",
       "419195               4098             5901              5901   \n",
       "457852                361              133               133   \n",
       "496595                292              331               331   \n",
       "498014                 69              108               108   \n",
       "586886                 10               18                18   \n",
       "593691                202              163               163   \n",
       "595052                 42               22                22   \n",
       "642938                 29               38                38   \n",
       "685249                 85               58                58   \n",
       "686960                310              360               360   \n",
       "753781                390              323               323   \n",
       "778838                737              421               421   \n",
       "790662                 88              131               131   \n",
       "801199               2063              700               700   \n",
       "807204                 27               24                24   \n",
       "840739               2180              916               916   \n",
       "841819               2121             1405              1405   \n",
       "866930                 27               16                16   \n",
       "883386                  0                0                 0   \n",
       "897931                139              227               227   \n",
       "921438                  3                1                 1   \n",
       "931086                532              473               473   \n",
       "933860                172              171               171   \n",
       "946147                641              746               746   \n",
       "973382                 21               34                34   \n",
       "1051226               101              177               177   \n",
       "1099133               100               20                20   \n",
       "1120234               158               98                98   \n",
       "1164176                 6               17                17   \n",
       "1168516                 8                5                 5   \n",
       "\n",
       "         compliment_writer  compliment_photos  \\\n",
       "11970                    1                  0   \n",
       "22223                  125                 37   \n",
       "33379                   15                  6   \n",
       "42335                   22                 14   \n",
       "56964                  199                189   \n",
       "78472                   12                  0   \n",
       "119999                  22                 16   \n",
       "130572                 225                 62   \n",
       "138866                  11                 36   \n",
       "139245                   2                  0   \n",
       "180732                  42                  5   \n",
       "214501                 261                 43   \n",
       "221908                   0                  0   \n",
       "234335                 251                129   \n",
       "242791                  14                  1   \n",
       "310997                 415               1112   \n",
       "326185                 182                439   \n",
       "328826                  22                  3   \n",
       "330770                 447                218   \n",
       "332685                 305                749   \n",
       "337999                 131                 50   \n",
       "354714                  80                112   \n",
       "371009                  18                 20   \n",
       "401470                   9                  3   \n",
       "419195                3389               9025   \n",
       "457852                  68                 42   \n",
       "496595                  81                128   \n",
       "498014                  63                  9   \n",
       "586886                  19                  0   \n",
       "593691                 106                 11   \n",
       "595052                  20                  0   \n",
       "642938                  18                  4   \n",
       "685249                  31                 11   \n",
       "686960                 224                 44   \n",
       "753781                 135                 16   \n",
       "778838                  92                 31   \n",
       "790662                  75                 41   \n",
       "801199                 188                102   \n",
       "807204                  15                  0   \n",
       "840739                 329                142   \n",
       "841819                1148                403   \n",
       "866930                  37                  9   \n",
       "883386                   0                  0   \n",
       "897931                  72                 17   \n",
       "921438                   0                  0   \n",
       "931086                 125                100   \n",
       "933860                  66                  9   \n",
       "946147                 627                522   \n",
       "973382                  10                  2   \n",
       "1051226                 65                 20   \n",
       "1099133                  8                  0   \n",
       "1120234                 41                  6   \n",
       "1164176                  8                  4   \n",
       "1168516                  4                  0   \n",
       "\n",
       "                                       businesses_reviewed  \\\n",
       "11970    [aya91N2FZyXOKbGA5nd2Sg, UQOB6eHrMeXQlx1sSKoPG...   \n",
       "22223    [PCFCUA9MkM3ndHTM_BGAFQ, lyIHmlIK7PKwQeGyR8svJ...   \n",
       "33379    [pVbWeBSU5MDOHgpLE4Uf_A, apdb7MGnmnx6nGWBJ0ch_...   \n",
       "42335    [aidcfUzZLOjWgwlxfv3UlA, 3dLHLQ7KxPv7AAejrL5uk...   \n",
       "56964    [u6biYZCSOwyQ-WmXqQbbQA, tv9cm0--EHEgStr40yRqC...   \n",
       "78472    [fCaJNz9ff4x0x46fPA8nXg, GlgwAS4tDzB36Q7JlBr7f...   \n",
       "119999   [bbkfTc9UwWo-BO-9UqFrxg, AFbiVb2HJGd5h73uuGxTV...   \n",
       "130572   [B0grK-DvppYg0iwFovghlg, 2rraRG7ksx_ap-ELCorw1...   \n",
       "138866   [G32N8Tr2LyvHl4FnUTt5pg, pewbZXifFrGqYqdNiXi5s...   \n",
       "139245   [LsDqrzoRi4pmSuEX8EhsUA, hRL_qCrcu9UL773su0Qab...   \n",
       "180732   [YgBQEX8dB27FdYj7PaPhPw, VLkGu3mEfqjOuqVrjxJmr...   \n",
       "214501   [ybHlmdUHLPKfv85bRK4Wtw, PSUOncuqfqHulYj_fusth...   \n",
       "221908   [Rj3wnYT1QAxpJlRT5mMc-g, U6P56MjLrraN0JBNvOjxa...   \n",
       "234335   [uzYq7VtpiEORDkjoq0iKfA, YjPWt-V5oMkakdRWrALb8...   \n",
       "242791   [YPoS63RfBpMuLDyZYBmotQ, 7ef7jYhmfbxSI7s57HoJA...   \n",
       "310997   [P9bybMtZRLoVjWnzo1j_nA, JzmFjRgHtEfeUVYYZy-di...   \n",
       "326185   [BT-jN_gf9hsoCi37pDj7lQ, 8fYvO8ZMILIlPcYNB9IA1...   \n",
       "328826   [b1IIFHD3Bnik5xhT3Xukbw, tjAeaGdxf7I4xN9M7wGJN...   \n",
       "330770   [AhPmh0NaRDbEYyhd9egzLA, 48FexP3dPCIKi144-kYHG...   \n",
       "332685   [CRVtzesMuwHK-phmS_ojaA, 4jWZByIPL_S-UFczMuD3y...   \n",
       "337999   [dGLkAIlllr-h24f2gQhbqg, OFnDWBP8iXxgeBrfHA5fR...   \n",
       "354714   [3PsmvwxetLz1Tzb-6mNhgA, a_ozcQNKgUOW4Lr0NQq4q...   \n",
       "371009   [qnn9E-e9orYf_wK37yLTYw, nzxU5rmmObcj0eAR_0Vqe...   \n",
       "401470   [HpRsWkYHu-pumsZ4O_Linw, n2-OPwbWXMN2io5i92qvT...   \n",
       "419195   [DiCWSyoaBkIpOVUdIO7Jlg, 8FUzCm4Q13MJMX7N6ftmQ...   \n",
       "457852   [9HC5xHX8QE8VmGd-wCKEaA, AYLxEeVq8NKG2UhcBiggr...   \n",
       "496595   [zcCyxo5SKDnyYdrhuZw8rw, MN05mrCcoH2liiutHwJ_O...   \n",
       "498014   [dkRhL2d8R9b28W0SUtWzgA, HBNqjvQxtc1UmcOOxQcYl...   \n",
       "586886   [GtE6tgTAYGtnxJohmpukRw, sA_CAFTrAn5g7-7DE2xMN...   \n",
       "593691   [lOQPeguczAueJnLmDUTfGg, oYPpWHgsjcIt-tUzGXk_e...   \n",
       "595052   [ERDYAPWmfzW3crptSbR3AA, IZzJaZWvw-IUrOLkP09JR...   \n",
       "642938   [A-uZAD4zP3rRxb44WUGV5w, KskYqH1Bi7Z_61pH6Om8p...   \n",
       "685249   [CBX258VxIU6HkIsyLyYANA, anj8PWjrIOXi1HNHmohp0...   \n",
       "686960   [X6TD8xLS_KMneyOGquOSVQ, EhT2RSxUoUfiYEdBBhqS4...   \n",
       "753781   [biSsdqExmdvIKiFuowOadg, xJzJpTYC_1k_EE0AWTOPX...   \n",
       "778838   [8giEry93QQecWgvAh-JXrA, SqTAlszocy9n2ExQWRVSg...   \n",
       "790662   [Rg43a31sV7gNLZMjy-ZdCg, d1PsrEtEdlD9Q4QtWHXrk...   \n",
       "801199   [VAhDMG64OqR3WNODHMhMtg, dd3GZs6zW2t7BM0cbxAzv...   \n",
       "807204   [X0qAF43gdcd5Deah3drNuQ, iL2-xJ4-eMsJk88Psbivb...   \n",
       "840739   [bW2fO_wsWSvjxuo5-XZnLQ, OJBn0HFMvVB9TDcr4OLtt...   \n",
       "841819   [T1EKhweXQnRP3niBrBL7Ug, CPgyfcsyPegLha1ajaSRo...   \n",
       "866930   [MVIthKWqwkQz0dai7LkVzQ, 7-K3HAcYkS92V0tdgmM2_...   \n",
       "883386   [Rrzm4bQDrrUnDyA5eRY3KQ, Pthe4qk5xh4n-ef-9bvMS...   \n",
       "897931   [-Bdw-5H5C4AYSMGnAvmnzw, WOz66UuVsfc2K9GxzfDnG...   \n",
       "921438   [JMN0bso1aqqOEE-0VNLvVw, Xs2iTWxbczvfEapAFH3cy...   \n",
       "931086   [-Ht7HiGBox8lS1Y8IPjO8g, jlbP9Yd0AQP8OlcsFkZ4h...   \n",
       "933860   [pSQFynH1VxkfSmehRXlZWw, u-SJ5QUwrNquL9VnXwl8c...   \n",
       "946147   [pQ6e4fjq6kqRqLE6w8CfWQ, KPV_FVNWkgmYh1ArVlt6k...   \n",
       "973382   [jfmyj519pg2flxGEQ2xdPg, Q7m8G4579-XYKV3LMW8V7...   \n",
       "1051226  [_3FxLxdg1unUQc3QqIgJuA, NvKNe9DnQavC9GstglcBJ...   \n",
       "1099133  [TwVtAAGoD_AEGzjH--DAyw, a6ZDQ3prZvEtYNFFYM1t4...   \n",
       "1120234  [PiGd6nJRhbU3s7nP7XOE0g, hrU4bUqKXMewJuSC90sIn...   \n",
       "1164176  [jCq3M_UqNsGc9VMTJCL-SA, AHrEebqAwuqkTPz_h9d9j...   \n",
       "1168516  [DUJUiaqmqOk9LlNnfY7M7w, Vg1C_1eqwIwkZLIXGMTW3...   \n",
       "\n",
       "         num_businesses_reviewed  businesses_avg_stars  \n",
       "11970                          3              3.666667  \n",
       "22223                          3              2.833333  \n",
       "33379                          3              4.333333  \n",
       "42335                          3              4.166667  \n",
       "56964                          3              3.666667  \n",
       "78472                          4              3.500000  \n",
       "119999                         3              3.333333  \n",
       "130572                         3              3.166667  \n",
       "138866                         3              4.166667  \n",
       "139245                         3              3.666667  \n",
       "180732                         5              4.000000  \n",
       "214501                         3              4.166667  \n",
       "221908                         3              3.833333  \n",
       "234335                         4              3.875000  \n",
       "242791                         3              2.500000  \n",
       "310997                         7              3.428571  \n",
       "326185                         3              3.333333  \n",
       "328826                         3              3.833333  \n",
       "330770                         3              4.000000  \n",
       "332685                         3              4.166667  \n",
       "337999                         3              3.666667  \n",
       "354714                         3              3.333333  \n",
       "371009                         4              4.125000  \n",
       "401470                         4              3.375000  \n",
       "419195                         3              3.166667  \n",
       "457852                         4              3.875000  \n",
       "496595                         3              4.166667  \n",
       "498014                         3              3.166667  \n",
       "586886                         3              3.333333  \n",
       "593691                         3              3.333333  \n",
       "595052                         3              3.500000  \n",
       "642938                         3              4.000000  \n",
       "685249                         4              3.875000  \n",
       "686960                         5              3.800000  \n",
       "753781                         3              3.833333  \n",
       "778838                         5              3.400000  \n",
       "790662                         3              3.666667  \n",
       "801199                         4              3.750000  \n",
       "807204                         3              4.000000  \n",
       "840739                         4              3.875000  \n",
       "841819                         4              3.625000  \n",
       "866930                         3              4.000000  \n",
       "883386                         3              4.166667  \n",
       "897931                         3              3.333333  \n",
       "921438                         3              3.666667  \n",
       "931086                         3              3.333333  \n",
       "933860                         4              4.125000  \n",
       "946147                         7              3.785714  \n",
       "973382                         3              3.833333  \n",
       "1051226                        3              4.166667  \n",
       "1099133                        3              4.000000  \n",
       "1120234                        5              3.800000  \n",
       "1164176                        3              3.000000  \n",
       "1168516                        4              4.000000  \n",
       "\n",
       "[54 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(users[users['num_businesses_reviewed'] > 2])\n",
    "#display(users[['id','businesses_reviewed','num_businesses_reviewed','businesses_avg_stars']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "thing = Counter(users.num_businesses_reviewed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({0: 1173781, 1: 9243, 2: 284, 3: 37, 4: 11, 5: 4, 7: 2})"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "thing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "l1,l2 = [],[]\n",
    "for t in thing:\n",
    "    l1.append(t)\n",
    "    l2.append(thing[t])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1a93fbe4e0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_thing = pd.DataFrame(\n",
    "    {'num_businesses_reviewed': l1,\n",
    "     'num_users': l2\n",
    "    })\n",
    "sns.jointplot('num_businesses_reviewed','num_users', count_thing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iWWDgERGRLDDwiIhIFhh4REQkCww8IiKSBQYeERHJAgOPiIhkgYFHRESywMAj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\nWZCEJ4QQwixIwhNCCGEWJOEJIYQwC/8FcvkUytcv4YkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ab7a7a710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>review_count</th>\n",
       "      <th>yelping_since</th>\n",
       "      <th>useful</th>\n",
       "      <th>funny</th>\n",
       "      <th>cool</th>\n",
       "      <th>fans</th>\n",
       "      <th>average_stars</th>\n",
       "      <th>compliment_hot</th>\n",
       "      <th>...</th>\n",
       "      <th>compliment_list</th>\n",
       "      <th>compliment_note</th>\n",
       "      <th>compliment_plain</th>\n",
       "      <th>compliment_cool</th>\n",
       "      <th>compliment_funny</th>\n",
       "      <th>compliment_writer</th>\n",
       "      <th>compliment_photos</th>\n",
       "      <th>businesses_reviewed</th>\n",
       "      <th>num_businesses_reviewed</th>\n",
       "      <th>businesses_avg_stars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>---1lKK3aKOuomHnwAkAow</td>\n",
       "      <td>Monera</td>\n",
       "      <td>245</td>\n",
       "      <td>2007-06-04 00:00:00</td>\n",
       "      <td>67</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>3.97</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id    name  review_count        yelping_since  useful  \\\n",
       "0  ---1lKK3aKOuomHnwAkAow  Monera           245  2007-06-04 00:00:00      67   \n",
       "\n",
       "   funny  cool  fans  average_stars  compliment_hot          ...           \\\n",
       "0     22     9    15           3.97               2          ...            \n",
       "\n",
       "   compliment_list  compliment_note  compliment_plain  compliment_cool  \\\n",
       "0                0                5                 9                9   \n",
       "\n",
       "   compliment_funny  compliment_writer  compliment_photos  \\\n",
       "0                 9                  9                  0   \n",
       "\n",
       "   businesses_reviewed  num_businesses_reviewed  businesses_avg_stars  \n",
       "0                   []                        0                   0.0  \n",
       "\n",
       "[1 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(users[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0845102716411\n",
      "0.0243807737008\n",
      "0.108364928595\n",
      "0.0322397448907\n",
      "0.0524888511988\n",
      "0.0460451235926\n",
      "0.0628610088519\n"
     ]
    }
   ],
   "source": [
    "print(users['review_count'].corr(users['businesses_avg_stars']))\n",
    "print(users['useful'].corr(users['businesses_avg_stars']))\n",
    "print(users['review_count'].corr(users['num_businesses_reviewed']))\n",
    "print(users['useful'].corr(users['num_businesses_reviewed']))\n",
    "print(users[users['num_businesses_reviewed'] > 2]['num_businesses_reviewed'].corr(users[users['num_businesses_reviewed'] > 2]['businesses_avg_stars']))\n",
    "print(users['fans'].corr(users['businesses_avg_stars']))\n",
    "print(users['fans'].corr(users['num_businesses_reviewed']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Friends exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(39846890, 2)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "friends.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1183362, 23)\n",
      "1183362\n",
      "8833584\n"
     ]
    }
   ],
   "source": [
    "print(users.shape)\n",
    "users_id_set = set(users['id'])\n",
    "friends_friendid_set = set(friends['friend_id'])\n",
    "print (len(users_id_set)) \n",
    "print(len(friends_friendid_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_friends = friends['friend_id'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "527609\n"
     ]
    }
   ],
   "source": [
    "friends_in_users = 0\n",
    "for friend in unique_friends:\n",
    "    if friend in users_id_set:\n",
    "        friends_in_users += 1\n",
    "print(friends_in_users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "527609"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "friends_pruned = users_id_set & friends_friendid_set\n",
    "len(friends_pruned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "675411\n"
     ]
    }
   ],
   "source": [
    "users_in_friends = set(friends['user_id'])\n",
    "print(len(users_in_friends))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "u2fs = defaultdict(list)\n",
    "for row in friends.itertuples():\n",
    "    u2fs[row.user_id].append(row.friend_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39846890"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(len(u2fs[v]) for v in u2fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is indeed the number of entries in the friends table\n",
    "\n",
    "Now let's only add pruned friends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "data": {
      "text/plain": [
       "8804369"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u2fs = defaultdict(list)\n",
    "for i,row in enumerate(friends.itertuples()):\n",
    "    if row.friend_id in friends_pruned:\n",
    "        u2fs[row.user_id].append(row.friend_id)\n",
    "    if i%10000 == 0:\n",
    "        print (i)\n",
    "        \n",
    "sum(len(u2fs[v]) for v in u2fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.22095498544553915"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "8804369/39846890"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So 22% of our relationships are explorable in terms of influence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "word Series([], Name: businesses_reviewed, dtype: object)\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-78-c433a6b3cf0d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mu2fs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0muser\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m         \u001b[0mf_biz_reviewed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0musers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0musers\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'businesses_reviewed'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m         \u001b[0mcount\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muser_biz_reviewed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintersection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf_biz_reviewed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m     \u001b[0mnum_businesses_shared\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0muser\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    }
   ],
   "source": [
    "num_businesses_shared = defaultdict(int)\n",
    "for user in u2fs:\n",
    "    count = 0\n",
    "    user_biz_reviewed = users[users['num_businesses_reviewed'] > 0].loc[users['id'] == user]['businesses_reviewed']\n",
    "    print('word', user_biz_reviewed)\n",
    "    user_biz_reviewed = set(user_biz_reviewed)\n",
    "    for f in u2fs[user]:\n",
    "        f_biz_reviewed = users.loc[users['id'] == f]['businesses_reviewed']\n",
    "        count += len(user_biz_reviewed.intersection(f_biz_reviewed))\n",
    "    num_businesses_shared[user] = count\n",
    "\n",
    "print(sum(num_businesses_shared)/len(num_businesses_shared))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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