yelp reviews neural.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LOAD DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas as pd\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reviewID</th>\n",
       "      <th>reviewerID</th>\n",
       "      <th>restaurantID</th>\n",
       "      <th>date</th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>reviewContent</th>\n",
       "      <th>flagged</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>...</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "      <th>mnr</th>\n",
       "      <th>rl</th>\n",
       "      <th>rd</th>\n",
       "      <th>Maximum Content Similarity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GtwU21YOQn-wf4vWRUIx6w</td>\n",
       "      <td>bNYesZ944s6IJVowOnB0iA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/22/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>unlike next we d eaten previous night dish com...</td>\n",
       "      <td>N</td>\n",
       "      <td>Scott E.</td>\n",
       "      <td>Glengary, WV</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>497.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.123653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0LpVTc3</td>\n",
       "      <td>TRKxLC3y-ZvP45e5iilMtw</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/22/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>probably one best meals i ve ever it s perform...</td>\n",
       "      <td>N</td>\n",
       "      <td>Jerry K.</td>\n",
       "      <td>Palos Verdes Peninsula, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tljtLzf68Fkwf</td>\n",
       "      <td>0EMm8umAqXZzyhxNpL4M9g</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/19/2012</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>service impeccable experience presentation coo...</td>\n",
       "      <td>N</td>\n",
       "      <td>Patricia M.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>iSN</td>\n",
       "      <td>DlwexC7z88ymAzu45skODw</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/6/2012</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>the problem places like this given exhorbitant...</td>\n",
       "      <td>N</td>\n",
       "      <td>Terry N.</td>\n",
       "      <td>San Jose, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>244.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jmwrh7</td>\n",
       "      <td>kW2dk1CWihmh3g7k9N2G8A</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/9/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>i idea write review dining alinea brings whole...</td>\n",
       "      <td>N</td>\n",
       "      <td>Shradha Vegetarianista A.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>679.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.760866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>lKlceLWoePzeuvFD3sj4mw</td>\n",
       "      <td>HxXEcMDDTJFUqVfhPF9M8Q</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/30/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>despite first world tragedy i endured effort g...</td>\n",
       "      <td>N</td>\n",
       "      <td>Rachel L.</td>\n",
       "      <td>San Jose, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>PBS2uyee9V5IpFfTropxbw</td>\n",
       "      <td>OW2H-GkKnlVEBPuGHIaiFg</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/8/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>overall worth hype yes more was worth every pe...</td>\n",
       "      <td>N</td>\n",
       "      <td>Justin L.</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>277.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>PkwbB</td>\n",
       "      <td>BSh3h1J4mdSmEsb8FFdf0Q</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/24/2012</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>there already tons professional amateur review...</td>\n",
       "      <td>N</td>\n",
       "      <td>Steven N.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>260.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.163484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>MRdliMXsmP1ViLjA5oCO</td>\n",
       "      <td>F3mbveXX30Ou0gpDY6IrCQ</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/22/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>your life countdown ever since born this life ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Royal L.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>128.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>327.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.269932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>z-j4X</td>\n",
       "      <td>NvSnBp4fTpNOfDwm2GWusA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/23/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>lots complaints difficult get i get it hard bu...</td>\n",
       "      <td>N</td>\n",
       "      <td>Calvin H.</td>\n",
       "      <td>Plano, TX</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>VXtDGw7E0guWdXLOtzKJ3w</td>\n",
       "      <td>dCbC5DeMbsRsP0bw7RRG0w</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/26/2012</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1st i say i m foodie i enjoy dining w foodies ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Neera F.</td>\n",
       "      <td>San Jose, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>V0PU0ciEBeNiHHS1</td>\n",
       "      <td>-3Mzc2O6jmYLWQJcIJdvAA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/11/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>today marks one year since dinner alinea it fi...</td>\n",
       "      <td>N</td>\n",
       "      <td>Quinn C.</td>\n",
       "      <td>West Hollywood, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>103.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.091730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Or40sZeUkVa2w1SCjhaUVg</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/16/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>in four years member yelp i ve written grand t...</td>\n",
       "      <td>N</td>\n",
       "      <td>Jonathan Y.</td>\n",
       "      <td>Boston, MA</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>808.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>402.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9Q17H2GMBFeRMOS1Ni-I2Q</td>\n",
       "      <td>tToOHav143V1NXH0nf_YIA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/4/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>i wanted visit alinea since 2007 never organiz...</td>\n",
       "      <td>N</td>\n",
       "      <td>Tim R.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>743.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>421.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>257.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.189095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Hk9BR0a</td>\n",
       "      <td>EkItn2a_Fx1KE9Q5amo7JA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/15/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>i dined alinea weeks ago son 25th birthday he ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Mary L.</td>\n",
       "      <td>Cook, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>265.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.132605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>MgarFT5mQE6Gq1eNAfw4Fw</td>\n",
       "      <td>0SvPdzpIEHQFJOvnPt9zxQ</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/21/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>so fortunate enough score sunday dinner reserv...</td>\n",
       "      <td>N</td>\n",
       "      <td>Jon A.</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>217.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>8cP116ZiSEmSv8vYTI6RIA</td>\n",
       "      <td>hFaZatmXXpiEDyMFaLejmw</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/6/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>all reviews likely tell various ways courses a...</td>\n",
       "      <td>N</td>\n",
       "      <td>Susan Sassybrass C.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>63.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.074992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>UgYDx0tIBklPYQM1VS-B</td>\n",
       "      <td>NAWMYBSkEPAEYp9YT7vM_Q</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/23/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>this really greatest restaurant i forever for ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Nathan N.</td>\n",
       "      <td>Bellaire, TX</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6A7MFnTHM45U0pKl379KRw</td>\n",
       "      <td>_Es4as5v1edu5WxeMvWHEg</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/13/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>maybe i read reviews place i went bit experime...</td>\n",
       "      <td>N</td>\n",
       "      <td>Sarah J.</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>146.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>If-jhodOvle7Qm6LBK-GTA</td>\n",
       "      <td>yGrCzVPdeHTiFl5KfUVZBA</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/8/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>i never worked hard get reservation looking re...</td>\n",
       "      <td>N</td>\n",
       "      <td>Ashwin T.</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>167.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Xz9kC-QlnKL1CO6hSihR0w</td>\n",
       "      <td>7MczEWaY3Ic6p4kBkKH0gw</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/8/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>the best restaurant i ever to hands down well ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Glen Glen W.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.102108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Yb93IM4NA7uXffk978kDRQ</td>\n",
       "      <td>7MczEWaY3Ic6p4kBkKH0gw</td>\n",
       "      <td>IvdOI86_CSCRFpid2atnyA</td>\n",
       "      <td>9/8/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>best small plates italian we ve chicago one fa...</td>\n",
       "      <td>N</td>\n",
       "      <td>Glen Glen W.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.102108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>xW3tNKZ0mkcAp7lE49d9Ww</td>\n",
       "      <td>7MczEWaY3Ic6p4kBkKH0gw</td>\n",
       "      <td>jGiKIJCVLZHXQDSNnSLPsw</td>\n",
       "      <td>9/8/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>this place classic everything delicious don t ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Glen Glen W.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.102108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>JJB4ji7KzToqwdW3CRad</td>\n",
       "      <td>TYfZrIzz08VGmvvvGZhqyw</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/30/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>first let start saying took two years at 20 pa...</td>\n",
       "      <td>N</td>\n",
       "      <td>Lindsay B.</td>\n",
       "      <td>South Elgin, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.140194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>aeEjv1lz5q0E0k6uf0gZ4w</td>\n",
       "      <td>gmluXHnW8aihzYow1zVoRQ</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/16/2012</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>part wants give resto five stars part wants gi...</td>\n",
       "      <td>N</td>\n",
       "      <td>Cheffrey don't make me do it D.</td>\n",
       "      <td>Beverly Shores, IN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6--qR6eWCaLsVFsoZYELAA</td>\n",
       "      <td>9_Hqx7Bf5vwQsgP2g-WCCQ</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/12/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>the day finally come dinner alinea i never tri...</td>\n",
       "      <td>N</td>\n",
       "      <td>Garrick L.</td>\n",
       "      <td>Vancouver, BC</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>nvhdKKdvBNw7XeH5OQ4oMQ</td>\n",
       "      <td>XVvbDeYn5Dk-MteNHwjC7Q</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>9/3/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>i agree many yelpers 3 five star posting augus...</td>\n",
       "      <td>N</td>\n",
       "      <td>Penny L.</td>\n",
       "      <td>Cook County, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.068840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>VASwtIH1BPDCt65mnjawMg</td>\n",
       "      <td>XVvbDeYn5Dk-MteNHwjC7Q</td>\n",
       "      <td>8d_DiHWB-pjBVW3a7D8EWg</td>\n",
       "      <td>9/3/2012</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>would love try place sushi three stars savory ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Penny L.</td>\n",
       "      <td>Cook County, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.068840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>GJsvC0riezPv</td>\n",
       "      <td>R318sTI6PPW_9NVCo5kVug</td>\n",
       "      <td>pbEiXam9YJL3neCYHGwLUA</td>\n",
       "      <td>8/28/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>said already said dinner past sunday fun i ve ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Sue P.</td>\n",
       "      <td>Brooklyn, NY</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>114.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.055218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>xsSUX8cGVAPTsLysi7FwWA</td>\n",
       "      <td>R318sTI6PPW_9NVCo5kVug</td>\n",
       "      <td>boE4Ahsssqic7o5wQLI04w</td>\n",
       "      <td>8/28/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>we able fit 2 main meals one alinea during 36 ...</td>\n",
       "      <td>N</td>\n",
       "      <td>Sue P.</td>\n",
       "      <td>Brooklyn, NY</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>153.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.055218</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>3596</th>\n",
       "      <td>eTSD4u</td>\n",
       "      <td>30AFnZZEEYSLMO2TNKgabA</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>10/1/2010</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>i ve carnivale several occasions recently 5 ye...</td>\n",
       "      <td>N</td>\n",
       "      <td>Kori Southern Girl M.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>282.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.239984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>IpxpwDuZNYREF4EuocSxJA</td>\n",
       "      <td>SuljmjGRa374ju8HUjCJfg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>2/16/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>awesome coconut mojito had ropa vieja guacamol...</td>\n",
       "      <td>N</td>\n",
       "      <td>Elvi V.</td>\n",
       "      <td>Oak Lawn, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>wRIxRpNr70NJ2kYQEBYJtg</td>\n",
       "      <td>3lUkFxUQKeMUYH7-z_kmjg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>4/11/2011</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>went birthday needed change reservation multip...</td>\n",
       "      <td>N</td>\n",
       "      <td>An G.</td>\n",
       "      <td>Plainfield, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>151.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.097016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>drEEyz55XAqYsWBHibchFQ</td>\n",
       "      <td>Cph7U9lIT23uCV85K-nyZA</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>8/16/2006</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>it took decide i know sure guatemalan style ch...</td>\n",
       "      <td>N</td>\n",
       "      <td>Esme W.</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>251.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>mzfXKf2L7wquETRUjRhICA</td>\n",
       "      <td>eFpLVlAyDjpcw1h0wOzF4Q</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>7/11/2008</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>i guess i qualify review stating first i pay d...</td>\n",
       "      <td>N</td>\n",
       "      <td>Chad the good times are killing me S.</td>\n",
       "      <td>Fayetteville, AR</td>\n",
       "      <td>...</td>\n",
       "      <td>431.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>187.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>uQySAzjRFaZYs86vJ4KedQ</td>\n",
       "      <td>7i4KXaBuhWjoH8GVS8s76Q</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>3/9/2009</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>i liked carnivale i better entree i would givi...</td>\n",
       "      <td>N</td>\n",
       "      <td>Wendy Y.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.225624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>dDyXgYkUthEv9z3yRJOtjQ</td>\n",
       "      <td>o-NPgmrcihUoE0afXAmoPg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>8/4/2010</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>on outside unassuming warehouse inside burst c...</td>\n",
       "      <td>N</td>\n",
       "      <td>Angela L.</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>...</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.146453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>v6fZAJvv9iuPo5s37jhhcQ</td>\n",
       "      <td>QYgs8U8XU5stQeU7dLINTQ</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>8/14/2009</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>i disappointed experience carnivale i heard ma...</td>\n",
       "      <td>N</td>\n",
       "      <td>A D.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>0T86n2H5P6YwRsPAzetdLw</td>\n",
       "      <td>cqN4O0hmwW1tJ0FgthtvQA</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>12/20/2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>much like several others i took table 10 place...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Geoff S.</td>\n",
       "      <td>Cedar Falls, IA</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>144.0</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.065148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>YnL2_VYcHG0e_u23OBvr7w</td>\n",
       "      <td>cqN4O0hmwW1tJ0FgthtvQA</td>\n",
       "      <td>dKcO9OQ44RPRlkWe-vToFA</td>\n",
       "      <td>12/20/2011</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>shaw s consistently one finest seafood restaur...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Geoff S.</td>\n",
       "      <td>Cedar Falls, IA</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.065148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>t7R-T2yE4b3KtAAXhSZ0xA</td>\n",
       "      <td>FmbTIyw0me6vWSLCn7zQdg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>8/17/2008</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>great food</td>\n",
       "      <td>Y</td>\n",
       "      <td>John G.</td>\n",
       "      <td>Bucktown, Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.452342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>bMTCc3TOS0Wy5ZJTukCCxw</td>\n",
       "      <td>FmbTIyw0me6vWSLCn7zQdg</td>\n",
       "      <td>_b69OdBNLhysN1jFlYNQiA</td>\n",
       "      <td>8/17/2008</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great staff decent food excellent juice</td>\n",
       "      <td>Y</td>\n",
       "      <td>John G.</td>\n",
       "      <td>Bucktown, Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.452342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>vbKzWuoiYJzHH5UvYBHyBg</td>\n",
       "      <td>FmbTIyw0me6vWSLCn7zQdg</td>\n",
       "      <td>UQ3cGi3GdBljE3i2_qLcBQ</td>\n",
       "      <td>8/17/2008</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>love pastries</td>\n",
       "      <td>Y</td>\n",
       "      <td>John G.</td>\n",
       "      <td>Bucktown, Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.452342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>3_Ig76888c5ugAa6secgaQ</td>\n",
       "      <td>2LheG0IvdtXflu4-1wNCXw</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>4/11/2007</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>service amazing food fantastic try ceviche ras...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Maria R.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.175384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>ZhePRFzQ0RHRQizNbSNXDw</td>\n",
       "      <td>2LheG0IvdtXflu4-1wNCXw</td>\n",
       "      <td>tCkwBTuEFvhuaBoEUWqbuQ</td>\n",
       "      <td>4/11/2007</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>best breakfast ever juice amazing staff is ama...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Maria R.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.175384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>yWkHTfeBcJjyPxOen51V5g</td>\n",
       "      <td>hDuxNgON6tspz6eG53lfVg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>11/23/2009</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>the decor reminded skittles explosion cool mus...</td>\n",
       "      <td>Y</td>\n",
       "      <td>johnny t.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.070616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>mOwNIOGbhJLhNgWX9NUVFQ</td>\n",
       "      <td>hDuxNgON6tspz6eG53lfVg</td>\n",
       "      <td>sR4EOfPuI-at41uIxIZPhw</td>\n",
       "      <td>11/23/2009</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great holiday beer</td>\n",
       "      <td>Y</td>\n",
       "      <td>johnny t.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.070616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>xGEwiM1NvzthJGJK6DwXnQ</td>\n",
       "      <td>2Y69bVoawHFR3IHhGZPpDg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>12/26/2011</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>nice menu selection even nicer drink menu sele...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jillian O.</td>\n",
       "      <td>Arlington, VA</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.047701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4uFNpMvGoGwE4jEopsQ3fQ</td>\n",
       "      <td>0OAdrciBxP5iSwxKmxSEaw</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>6/5/2011</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>came last night aruchetta pork chops fantastic...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Steve B.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.165840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>atPYIITqAUYqVpEu24DO1A</td>\n",
       "      <td>RmiM5Mzh49ln_Ar_Q3k4Fg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>3/9/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>great decor great atmospehere def maeks wan go...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Sheetal sheetu M.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.033764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>tJDfCgDbi_hs6ppD3HsGpA</td>\n",
       "      <td>5VUnm_Wkn3HaP-C5hZ0PLA</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>11/2/2010</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>i took date great experience firstly i idea hu...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jay K.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.099549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>bEtt1s1TYK7ZyxpaeZnBDA</td>\n",
       "      <td>5VUnm_Wkn3HaP-C5hZ0PLA</td>\n",
       "      <td>vvhfPV-Llkd4fE2SHuLVvA</td>\n",
       "      <td>11/2/2010</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>the gage favorite place city i really love con...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jay K.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.099549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>L6Z_abh5-n6p1gSP8YYdtw</td>\n",
       "      <td>_fTOCLYTnvCJqkCrqWrAIg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>4/6/2011</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>love atmosohere place it bright open put anyon...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Erin S.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>49.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.114745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>PlvopZ3CGNqlh2gUGCXkzQ</td>\n",
       "      <td>2hW1Eqnvvr0dchT8bXg9WQ</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>5/1/2010</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>we ve dinner times great date spot also great ...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Jack R.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.103795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>slhw4-bCotideiTsoOcpKQ</td>\n",
       "      <td>HNUdTQX_zRYj0eCNm-_ddw</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>6/14/2007</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>the best guacomole i ever had food drinks exce...</td>\n",
       "      <td>Y</td>\n",
       "      <td>kelly r.</td>\n",
       "      <td>IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.021957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>rAajgPra_w4SBxCjxgoCMA</td>\n",
       "      <td>HNUdTQX_zRYj0eCNm-_ddw</td>\n",
       "      <td>AqgG-1aD6JYj9D6OmBWO3w</td>\n",
       "      <td>6/14/2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>very dissapointed guacamole margarita s nothin...</td>\n",
       "      <td>Y</td>\n",
       "      <td>kelly r.</td>\n",
       "      <td>IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.021957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>AksyL8umn-7R8bUjWNH9lw</td>\n",
       "      <td>0TbUi1guho9x_6LEojYcew</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>5/19/2008</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>my date i went saturday night 7ish we wait eve...</td>\n",
       "      <td>Y</td>\n",
       "      <td>rachel h.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.010635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>k_3vJiFXuGkAJHCrq3LIIQ</td>\n",
       "      <td>5O8i1cid6NsMj46ODZu9tA</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>10/15/2007</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>i huge fan entrees here appetizers cocktails p...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Serena L.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.058258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>WmbnxSfaMODFYO6IyeZeCw</td>\n",
       "      <td>e_Ck7su37mxFB-TNSbIf-g</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>9/16/2012</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>well i ll leave specifics we ll say i ve got a...</td>\n",
       "      <td>Y</td>\n",
       "      <td>Rebecca T.</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\n",
       "      <td>htt3dQnR0z55un5gOOfCPw</td>\n",
       "      <td>tFUWZZOgZMK9ZrpyppfOLg</td>\n",
       "      <td>sfWMOqUEp8S2adDeJp7Kzg</td>\n",
       "      <td>8/20/2012</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>as part birthday celebration wife i went carni...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3626 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    reviewID              reviewerID            restaurantID  \\\n",
       "0     GtwU21YOQn-wf4vWRUIx6w  bNYesZ944s6IJVowOnB0iA  pbEiXam9YJL3neCYHGwLUA   \n",
       "1                    0LpVTc3  TRKxLC3y-ZvP45e5iilMtw  pbEiXam9YJL3neCYHGwLUA   \n",
       "2              tljtLzf68Fkwf  0EMm8umAqXZzyhxNpL4M9g  pbEiXam9YJL3neCYHGwLUA   \n",
       "3                        iSN  DlwexC7z88ymAzu45skODw  pbEiXam9YJL3neCYHGwLUA   \n",
       "4                     Jmwrh7  kW2dk1CWihmh3g7k9N2G8A  pbEiXam9YJL3neCYHGwLUA   \n",
       "5     lKlceLWoePzeuvFD3sj4mw  HxXEcMDDTJFUqVfhPF9M8Q  pbEiXam9YJL3neCYHGwLUA   \n",
       "6     PBS2uyee9V5IpFfTropxbw  OW2H-GkKnlVEBPuGHIaiFg  pbEiXam9YJL3neCYHGwLUA   \n",
       "7                      PkwbB  BSh3h1J4mdSmEsb8FFdf0Q  pbEiXam9YJL3neCYHGwLUA   \n",
       "8       MRdliMXsmP1ViLjA5oCO  F3mbveXX30Ou0gpDY6IrCQ  pbEiXam9YJL3neCYHGwLUA   \n",
       "9                      z-j4X  NvSnBp4fTpNOfDwm2GWusA  pbEiXam9YJL3neCYHGwLUA   \n",
       "10    VXtDGw7E0guWdXLOtzKJ3w  dCbC5DeMbsRsP0bw7RRG0w  pbEiXam9YJL3neCYHGwLUA   \n",
       "11          V0PU0ciEBeNiHHS1  -3Mzc2O6jmYLWQJcIJdvAA  pbEiXam9YJL3neCYHGwLUA   \n",
       "12                       NaN  Or40sZeUkVa2w1SCjhaUVg  pbEiXam9YJL3neCYHGwLUA   \n",
       "13    9Q17H2GMBFeRMOS1Ni-I2Q  tToOHav143V1NXH0nf_YIA  pbEiXam9YJL3neCYHGwLUA   \n",
       "14                   Hk9BR0a  EkItn2a_Fx1KE9Q5amo7JA  pbEiXam9YJL3neCYHGwLUA   \n",
       "15    MgarFT5mQE6Gq1eNAfw4Fw  0SvPdzpIEHQFJOvnPt9zxQ  pbEiXam9YJL3neCYHGwLUA   \n",
       "16    8cP116ZiSEmSv8vYTI6RIA  hFaZatmXXpiEDyMFaLejmw  pbEiXam9YJL3neCYHGwLUA   \n",
       "17      UgYDx0tIBklPYQM1VS-B  NAWMYBSkEPAEYp9YT7vM_Q  pbEiXam9YJL3neCYHGwLUA   \n",
       "18    6A7MFnTHM45U0pKl379KRw  _Es4as5v1edu5WxeMvWHEg  pbEiXam9YJL3neCYHGwLUA   \n",
       "19    If-jhodOvle7Qm6LBK-GTA  yGrCzVPdeHTiFl5KfUVZBA  pbEiXam9YJL3neCYHGwLUA   \n",
       "20    Xz9kC-QlnKL1CO6hSihR0w  7MczEWaY3Ic6p4kBkKH0gw  pbEiXam9YJL3neCYHGwLUA   \n",
       "21    Yb93IM4NA7uXffk978kDRQ  7MczEWaY3Ic6p4kBkKH0gw  IvdOI86_CSCRFpid2atnyA   \n",
       "22    xW3tNKZ0mkcAp7lE49d9Ww  7MczEWaY3Ic6p4kBkKH0gw  jGiKIJCVLZHXQDSNnSLPsw   \n",
       "23      JJB4ji7KzToqwdW3CRad  TYfZrIzz08VGmvvvGZhqyw  pbEiXam9YJL3neCYHGwLUA   \n",
       "24    aeEjv1lz5q0E0k6uf0gZ4w  gmluXHnW8aihzYow1zVoRQ  pbEiXam9YJL3neCYHGwLUA   \n",
       "25    6--qR6eWCaLsVFsoZYELAA  9_Hqx7Bf5vwQsgP2g-WCCQ  pbEiXam9YJL3neCYHGwLUA   \n",
       "26    nvhdKKdvBNw7XeH5OQ4oMQ  XVvbDeYn5Dk-MteNHwjC7Q  pbEiXam9YJL3neCYHGwLUA   \n",
       "27    VASwtIH1BPDCt65mnjawMg  XVvbDeYn5Dk-MteNHwjC7Q  8d_DiHWB-pjBVW3a7D8EWg   \n",
       "28              GJsvC0riezPv  R318sTI6PPW_9NVCo5kVug  pbEiXam9YJL3neCYHGwLUA   \n",
       "29    xsSUX8cGVAPTsLysi7FwWA  R318sTI6PPW_9NVCo5kVug  boE4Ahsssqic7o5wQLI04w   \n",
       "...                      ...                     ...                     ...   \n",
       "3596                  eTSD4u  30AFnZZEEYSLMO2TNKgabA  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3597  IpxpwDuZNYREF4EuocSxJA  SuljmjGRa374ju8HUjCJfg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3598  wRIxRpNr70NJ2kYQEBYJtg  3lUkFxUQKeMUYH7-z_kmjg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3599  drEEyz55XAqYsWBHibchFQ  Cph7U9lIT23uCV85K-nyZA  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3600  mzfXKf2L7wquETRUjRhICA  eFpLVlAyDjpcw1h0wOzF4Q  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3601  uQySAzjRFaZYs86vJ4KedQ  7i4KXaBuhWjoH8GVS8s76Q  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3602  dDyXgYkUthEv9z3yRJOtjQ  o-NPgmrcihUoE0afXAmoPg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3603  v6fZAJvv9iuPo5s37jhhcQ  QYgs8U8XU5stQeU7dLINTQ  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3604  0T86n2H5P6YwRsPAzetdLw  cqN4O0hmwW1tJ0FgthtvQA  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3605  YnL2_VYcHG0e_u23OBvr7w  cqN4O0hmwW1tJ0FgthtvQA  dKcO9OQ44RPRlkWe-vToFA   \n",
       "3606  t7R-T2yE4b3KtAAXhSZ0xA  FmbTIyw0me6vWSLCn7zQdg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3607  bMTCc3TOS0Wy5ZJTukCCxw  FmbTIyw0me6vWSLCn7zQdg  _b69OdBNLhysN1jFlYNQiA   \n",
       "3608  vbKzWuoiYJzHH5UvYBHyBg  FmbTIyw0me6vWSLCn7zQdg  UQ3cGi3GdBljE3i2_qLcBQ   \n",
       "3609  3_Ig76888c5ugAa6secgaQ  2LheG0IvdtXflu4-1wNCXw  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3610  ZhePRFzQ0RHRQizNbSNXDw  2LheG0IvdtXflu4-1wNCXw  tCkwBTuEFvhuaBoEUWqbuQ   \n",
       "3611  yWkHTfeBcJjyPxOen51V5g  hDuxNgON6tspz6eG53lfVg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3612  mOwNIOGbhJLhNgWX9NUVFQ  hDuxNgON6tspz6eG53lfVg  sR4EOfPuI-at41uIxIZPhw   \n",
       "3613  xGEwiM1NvzthJGJK6DwXnQ  2Y69bVoawHFR3IHhGZPpDg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3614  4uFNpMvGoGwE4jEopsQ3fQ  0OAdrciBxP5iSwxKmxSEaw  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3615  atPYIITqAUYqVpEu24DO1A  RmiM5Mzh49ln_Ar_Q3k4Fg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3616  tJDfCgDbi_hs6ppD3HsGpA  5VUnm_Wkn3HaP-C5hZ0PLA  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3617  bEtt1s1TYK7ZyxpaeZnBDA  5VUnm_Wkn3HaP-C5hZ0PLA  vvhfPV-Llkd4fE2SHuLVvA   \n",
       "3618  L6Z_abh5-n6p1gSP8YYdtw  _fTOCLYTnvCJqkCrqWrAIg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3619  PlvopZ3CGNqlh2gUGCXkzQ  2hW1Eqnvvr0dchT8bXg9WQ  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3620  slhw4-bCotideiTsoOcpKQ  HNUdTQX_zRYj0eCNm-_ddw  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3621  rAajgPra_w4SBxCjxgoCMA  HNUdTQX_zRYj0eCNm-_ddw  AqgG-1aD6JYj9D6OmBWO3w   \n",
       "3622  AksyL8umn-7R8bUjWNH9lw  0TbUi1guho9x_6LEojYcew  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3623  k_3vJiFXuGkAJHCrq3LIIQ  5O8i1cid6NsMj46ODZu9tA  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3624  WmbnxSfaMODFYO6IyeZeCw  e_Ck7su37mxFB-TNSbIf-g  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "3625  htt3dQnR0z55un5gOOfCPw  tFUWZZOgZMK9ZrpyppfOLg  sfWMOqUEp8S2adDeJp7Kzg   \n",
       "\n",
       "            date  rating  reviewUsefulCount  \\\n",
       "0      9/22/2012       5                  0   \n",
       "1      9/22/2012       5                  0   \n",
       "2      9/19/2012       3                  2   \n",
       "3       9/6/2012       3                  8   \n",
       "4       9/9/2012       5                  1   \n",
       "5      8/30/2012       5                  3   \n",
       "6       9/8/2012       5                  1   \n",
       "7      8/24/2012       3                  8   \n",
       "8      8/22/2012       5                  3   \n",
       "9      8/23/2012       5                  3   \n",
       "10     8/26/2012       3                  4   \n",
       "11     9/11/2012       5                  1   \n",
       "12     8/16/2012       5                  3   \n",
       "13      8/4/2012       5                 10   \n",
       "14     9/15/2012       5                  0   \n",
       "15     8/21/2012       5                  0   \n",
       "16      8/6/2012       5                  1   \n",
       "17     8/23/2012       5                  0   \n",
       "18     8/13/2012       4                  1   \n",
       "19      8/8/2012       5                  1   \n",
       "20      9/8/2012       5                  1   \n",
       "21      9/8/2012       4                  2   \n",
       "22      9/8/2012       4                  0   \n",
       "23     8/30/2012       5                  5   \n",
       "24     8/16/2012       2                  3   \n",
       "25     8/12/2012       5                  1   \n",
       "26      9/3/2012       4                  0   \n",
       "27      9/3/2012       3                  0   \n",
       "28     8/28/2012       5                  1   \n",
       "29     8/28/2012       4                  0   \n",
       "...          ...     ...                ...   \n",
       "3596   10/1/2010       2                  3   \n",
       "3597   2/16/2012       4                  0   \n",
       "3598   4/11/2011       5                  0   \n",
       "3599   8/16/2006       4                  3   \n",
       "3600   7/11/2008       4                  2   \n",
       "3601    3/9/2009       2                  1   \n",
       "3602    8/4/2010       4                  2   \n",
       "3603   8/14/2009       1                  1   \n",
       "3604  12/20/2011       1                  0   \n",
       "3605  12/20/2011       5                  0   \n",
       "3606   8/17/2008       4                  0   \n",
       "3607   8/17/2008       3                  0   \n",
       "3608   8/17/2008       3                  0   \n",
       "3609   4/11/2007       5                  0   \n",
       "3610   4/11/2007       5                  0   \n",
       "3611  11/23/2009       4                  0   \n",
       "3612  11/23/2009       3                  0   \n",
       "3613  12/26/2011       3                  0   \n",
       "3614    6/5/2011       4                  0   \n",
       "3615    3/9/2012       4                  0   \n",
       "3616   11/2/2010       4                  0   \n",
       "3617   11/2/2010       5                  0   \n",
       "3618    4/6/2011       5                  0   \n",
       "3619    5/1/2010       4                  0   \n",
       "3620   6/14/2007       5                  0   \n",
       "3621   6/14/2007       1                  0   \n",
       "3622   5/19/2008       4                  0   \n",
       "3623  10/15/2007       4                  0   \n",
       "3624   9/16/2012       5                  0   \n",
       "3625   8/20/2012       4                  0   \n",
       "\n",
       "                                          reviewContent flagged  \\\n",
       "0     unlike next we d eaten previous night dish com...       N   \n",
       "1     probably one best meals i ve ever it s perform...       N   \n",
       "2     service impeccable experience presentation coo...       N   \n",
       "3     the problem places like this given exhorbitant...       N   \n",
       "4     i idea write review dining alinea brings whole...       N   \n",
       "5     despite first world tragedy i endured effort g...       N   \n",
       "6     overall worth hype yes more was worth every pe...       N   \n",
       "7     there already tons professional amateur review...       N   \n",
       "8     your life countdown ever since born this life ...       N   \n",
       "9     lots complaints difficult get i get it hard bu...       N   \n",
       "10    1st i say i m foodie i enjoy dining w foodies ...       N   \n",
       "11    today marks one year since dinner alinea it fi...       N   \n",
       "12    in four years member yelp i ve written grand t...       N   \n",
       "13    i wanted visit alinea since 2007 never organiz...       N   \n",
       "14    i dined alinea weeks ago son 25th birthday he ...       N   \n",
       "15    so fortunate enough score sunday dinner reserv...       N   \n",
       "16    all reviews likely tell various ways courses a...       N   \n",
       "17    this really greatest restaurant i forever for ...       N   \n",
       "18    maybe i read reviews place i went bit experime...       N   \n",
       "19    i never worked hard get reservation looking re...       N   \n",
       "20    the best restaurant i ever to hands down well ...       N   \n",
       "21    best small plates italian we ve chicago one fa...       N   \n",
       "22    this place classic everything delicious don t ...       N   \n",
       "23    first let start saying took two years at 20 pa...       N   \n",
       "24    part wants give resto five stars part wants gi...       N   \n",
       "25    the day finally come dinner alinea i never tri...       N   \n",
       "26    i agree many yelpers 3 five star posting augus...       N   \n",
       "27    would love try place sushi three stars savory ...       N   \n",
       "28    said already said dinner past sunday fun i ve ...       N   \n",
       "29    we able fit 2 main meals one alinea during 36 ...       N   \n",
       "...                                                 ...     ...   \n",
       "3596  i ve carnivale several occasions recently 5 ye...       N   \n",
       "3597  awesome coconut mojito had ropa vieja guacamol...       N   \n",
       "3598  went birthday needed change reservation multip...       N   \n",
       "3599  it took decide i know sure guatemalan style ch...       N   \n",
       "3600  i guess i qualify review stating first i pay d...       N   \n",
       "3601  i liked carnivale i better entree i would givi...       N   \n",
       "3602  on outside unassuming warehouse inside burst c...       N   \n",
       "3603  i disappointed experience carnivale i heard ma...       N   \n",
       "3604  much like several others i took table 10 place...       Y   \n",
       "3605  shaw s consistently one finest seafood restaur...       Y   \n",
       "3606                                         great food       Y   \n",
       "3607            great staff decent food excellent juice       Y   \n",
       "3608                                      love pastries       Y   \n",
       "3609  service amazing food fantastic try ceviche ras...       Y   \n",
       "3610  best breakfast ever juice amazing staff is ama...       Y   \n",
       "3611  the decor reminded skittles explosion cool mus...       Y   \n",
       "3612                                 great holiday beer       Y   \n",
       "3613  nice menu selection even nicer drink menu sele...       Y   \n",
       "3614  came last night aruchetta pork chops fantastic...       Y   \n",
       "3615  great decor great atmospehere def maeks wan go...       Y   \n",
       "3616  i took date great experience firstly i idea hu...       Y   \n",
       "3617  the gage favorite place city i really love con...       Y   \n",
       "3618  love atmosohere place it bright open put anyon...       Y   \n",
       "3619  we ve dinner times great date spot also great ...       Y   \n",
       "3620  the best guacomole i ever had food drinks exce...       Y   \n",
       "3621  very dissapointed guacamole margarita s nothin...       Y   \n",
       "3622  my date i went saturday night 7ish we wait eve...       Y   \n",
       "3623  i huge fan entrees here appetizers cocktails p...       Y   \n",
       "3624  well i ll leave specifics we ll say i ve got a...       Y   \n",
       "3625  as part birthday celebration wife i went carni...     NaN   \n",
       "\n",
       "                                       name                    location  ...  \\\n",
       "0                                  Scott E.                Glengary, WV  ...   \n",
       "1                                  Jerry K.  Palos Verdes Peninsula, CA  ...   \n",
       "2                               Patricia M.                 Chicago, IL  ...   \n",
       "3                                  Terry N.                San Jose, CA  ...   \n",
       "4                 Shradha Vegetarianista A.                 Chicago, IL  ...   \n",
       "5                                 Rachel L.                San Jose, CA  ...   \n",
       "6                                 Justin L.           San Francisco, CA  ...   \n",
       "7                                 Steven N.                 Chicago, IL  ...   \n",
       "8                                  Royal L.                 Chicago, IL  ...   \n",
       "9                                 Calvin H.                   Plano, TX  ...   \n",
       "10                                 Neera F.                San Jose, CA  ...   \n",
       "11                                 Quinn C.          West Hollywood, CA  ...   \n",
       "12                              Jonathan Y.                  Boston, MA  ...   \n",
       "13                                   Tim R.                 Chicago, IL  ...   \n",
       "14                                  Mary L.                    Cook, IL  ...   \n",
       "15                                   Jon A.                 Atlanta, GA  ...   \n",
       "16                      Susan Sassybrass C.                 Chicago, IL  ...   \n",
       "17                                Nathan N.                Bellaire, TX  ...   \n",
       "18                                 Sarah J.                New York, NY  ...   \n",
       "19                                Ashwin T.                New York, NY  ...   \n",
       "20                             Glen Glen W.                 Chicago, IL  ...   \n",
       "21                             Glen Glen W.                 Chicago, IL  ...   \n",
       "22                             Glen Glen W.                 Chicago, IL  ...   \n",
       "23                               Lindsay B.             South Elgin, IL  ...   \n",
       "24          Cheffrey don't make me do it D.          Beverly Shores, IN  ...   \n",
       "25                               Garrick L.               Vancouver, BC  ...   \n",
       "26                                 Penny L.             Cook County, IL  ...   \n",
       "27                                 Penny L.             Cook County, IL  ...   \n",
       "28                                   Sue P.                Brooklyn, NY  ...   \n",
       "29                                   Sue P.                Brooklyn, NY  ...   \n",
       "...                                     ...                         ...  ...   \n",
       "3596                  Kori Southern Girl M.                 Chicago, IL  ...   \n",
       "3597                                Elvi V.                Oak Lawn, IL  ...   \n",
       "3598                                  An G.              Plainfield, IL  ...   \n",
       "3599                                Esme W.           San Francisco, CA  ...   \n",
       "3600  Chad the good times are killing me S.            Fayetteville, AR  ...   \n",
       "3601                               Wendy Y.                 Chicago, IL  ...   \n",
       "3602                              Angela L.           San Francisco, CA  ...   \n",
       "3603                                   A D.                 Chicago, IL  ...   \n",
       "3604                               Geoff S.             Cedar Falls, IA  ...   \n",
       "3605                               Geoff S.             Cedar Falls, IA  ...   \n",
       "3606                                John G.       Bucktown, Chicago, IL  ...   \n",
       "3607                                John G.       Bucktown, Chicago, IL  ...   \n",
       "3608                                John G.       Bucktown, Chicago, IL  ...   \n",
       "3609                               Maria R.                 Chicago, IL  ...   \n",
       "3610                               Maria R.                 Chicago, IL  ...   \n",
       "3611                              johnny t.                 Chicago, IL  ...   \n",
       "3612                              johnny t.                 Chicago, IL  ...   \n",
       "3613                             Jillian O.               Arlington, VA  ...   \n",
       "3614                               Steve B.                 Chicago, IL  ...   \n",
       "3615                      Sheetal sheetu M.                 Chicago, IL  ...   \n",
       "3616                                 Jay K.                 Chicago, IL  ...   \n",
       "3617                                 Jay K.                 Chicago, IL  ...   \n",
       "3618                                Erin S.                 Chicago, IL  ...   \n",
       "3619                                Jack R.                 Chicago, IL  ...   \n",
       "3620                               kelly r.                          IL  ...   \n",
       "3621                               kelly r.                          IL  ...   \n",
       "3622                              rachel h.                 Chicago, IL  ...   \n",
       "3623                              Serena L.                 Chicago, IL  ...   \n",
       "3624                             Rebecca T.                 Chicago, IL  ...   \n",
       "3625                                    NaN                         NaN  ...   \n",
       "\n",
       "     coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "0          5.0         5.0              2.0       0.0       1.0   \n",
       "1          0.0         0.0              0.0       0.0       0.0   \n",
       "2          0.0         1.0              0.0       0.0       0.0   \n",
       "3          8.0         6.0              6.0      11.0       0.0   \n",
       "4        679.0       417.0            283.0      22.0      70.0   \n",
       "5         20.0        37.0             12.0       0.0       4.0   \n",
       "6         17.0        12.0              1.0       0.0       1.0   \n",
       "7         16.0        19.0             10.0       0.0       2.0   \n",
       "8        128.0       116.0             78.0       0.0       2.0   \n",
       "9          5.0         6.0              6.0       5.0       0.0   \n",
       "10         1.0         0.0              0.0       1.0       0.0   \n",
       "11       103.0        73.0             22.0     160.0       8.0   \n",
       "12         2.0         2.0              4.0     808.0       0.0   \n",
       "13       743.0       717.0            421.0       1.0      30.0   \n",
       "14         9.0         0.0              1.0       0.0       0.0   \n",
       "15        50.0        31.0             15.0      17.0       5.0   \n",
       "16        63.0        74.0             32.0      35.0       4.0   \n",
       "17         0.0         0.0              0.0       0.0       0.0   \n",
       "18        10.0         7.0              3.0       0.0       2.0   \n",
       "19        19.0        16.0             11.0      36.0       3.0   \n",
       "20         2.0         2.0              0.0       0.0       0.0   \n",
       "21         2.0         2.0              0.0       0.0       0.0   \n",
       "22         2.0         2.0              0.0       0.0       0.0   \n",
       "23         4.0         2.0              5.0       0.0       0.0   \n",
       "24         3.0         5.0              1.0       0.0       1.0   \n",
       "25         1.0         2.0              0.0       0.0       1.0   \n",
       "26         1.0         3.0              0.0       4.0       1.0   \n",
       "27         1.0         3.0              0.0       4.0       1.0   \n",
       "28        12.0        19.0              6.0       9.0       1.0   \n",
       "29        12.0        19.0              6.0       9.0       1.0   \n",
       "...        ...         ...              ...       ...       ...   \n",
       "3596     282.0       404.0            137.0       0.0      14.0   \n",
       "3597       0.0         0.0              0.0       7.0       0.0   \n",
       "3598      18.0        24.0              3.0       0.0       0.0   \n",
       "3599     251.0       170.0            289.0       0.0      23.0   \n",
       "3600     431.0       420.0            181.0       0.0       8.0   \n",
       "3601      84.0        81.0             40.0       0.0       2.0   \n",
       "3602     264.0       233.0            236.0       0.0      15.0   \n",
       "3603       1.0         0.0              0.0       0.0       0.0   \n",
       "3604       0.0         1.0              0.0       0.0       0.0   \n",
       "3605       0.0         1.0              0.0       0.0       0.0   \n",
       "3606       1.0         0.0              0.0       0.0       0.0   \n",
       "3607       1.0         0.0              0.0       0.0       0.0   \n",
       "3608       1.0         0.0              0.0       0.0       0.0   \n",
       "3609       0.0         3.0              0.0       0.0       0.0   \n",
       "3610       0.0         3.0              0.0       0.0       0.0   \n",
       "3611       1.0         1.0              0.0       0.0       0.0   \n",
       "3612       1.0         1.0              0.0       0.0       0.0   \n",
       "3613       2.0         2.0              0.0       0.0       0.0   \n",
       "3614      29.0        16.0              1.0       0.0       0.0   \n",
       "3615       2.0         0.0              1.0       2.0       0.0   \n",
       "3616       0.0         0.0              0.0       0.0       0.0   \n",
       "3617       0.0         0.0              0.0       0.0       0.0   \n",
       "3618       1.0         0.0              0.0       0.0       0.0   \n",
       "3619       1.0         1.0              1.0       0.0       0.0   \n",
       "3620       0.0         2.0              0.0       0.0       0.0   \n",
       "3621       0.0         2.0              0.0       0.0       0.0   \n",
       "3622       6.0         6.0              0.0       0.0       0.0   \n",
       "3623       4.0         0.0              0.0       0.0       0.0   \n",
       "3624       0.0         0.0              0.0       0.0       0.0   \n",
       "3625       NaN         NaN              NaN       NaN       NaN   \n",
       "\n",
       "      restaurantRating       mnr     rl     rd  Maximum Content Similarity  \n",
       "0                  4.5  0.083333  497.0  0.125                    0.123653  \n",
       "1                  4.5  0.083333   41.0  0.125                    0.000000  \n",
       "2                  4.5  0.083333   27.0  0.375                    0.000000  \n",
       "3                  4.5  0.083333  244.0  0.375                    0.000000  \n",
       "4                  4.5  0.083333   97.0  0.125                    0.760866  \n",
       "5                  4.5  0.083333  236.0  0.125                    0.000000  \n",
       "6                  4.5  0.083333  277.0  0.125                    0.000000  \n",
       "7                  4.5  0.083333  260.0  0.375                    0.163484  \n",
       "8                  4.5  0.083333  327.0  0.125                    0.269932  \n",
       "9                  4.5  0.083333   87.0  0.125                    0.000000  \n",
       "10                 4.5  0.083333  141.0  0.375                    0.000000  \n",
       "11                 4.5  0.083333   74.0  0.125                    0.091730  \n",
       "12                 4.5  0.083333  402.0  0.125                    0.000000  \n",
       "13                 4.5  0.083333  257.0  0.125                    0.189095  \n",
       "14                 4.5  0.083333  265.0  0.125                    0.132605  \n",
       "15                 4.5  0.083333  217.0  0.125                    0.000000  \n",
       "16                 4.5  0.083333  144.0  0.125                    0.074992  \n",
       "17                 4.5  0.083333   85.0  0.125                    0.000000  \n",
       "18                 4.5  0.083333  146.0  0.125                    0.000000  \n",
       "19                 4.5  0.083333  167.0  0.125                    0.000000  \n",
       "20                 4.5  0.250000   12.0  0.125                    0.102108  \n",
       "21                 4.0  0.250000   17.0  0.000                    0.102108  \n",
       "22                 4.0  0.250000   10.0  0.000                    0.102108  \n",
       "23                 4.5  0.083333  216.0  0.125                    0.140194  \n",
       "24                 4.5  0.083333   85.0  0.625                    0.000000  \n",
       "25                 4.5  0.083333  113.0  0.125                    0.000000  \n",
       "26                 4.5  0.166667   76.0  0.125                    0.068840  \n",
       "27                 4.0  0.166667    9.0  0.250                    0.068840  \n",
       "28                 4.5  0.166667  114.0  0.125                    0.055218  \n",
       "29                 4.0  0.166667  153.0  0.000                    0.055218  \n",
       "...                ...       ...    ...    ...                         ...  \n",
       "3596               4.0  0.083333  124.0  0.500                    0.239984  \n",
       "3597               4.0  0.083333   15.0  0.000                    0.000000  \n",
       "3598               4.0  0.083333  151.0  0.250                    0.097016  \n",
       "3599               4.0  0.083333   67.0  0.000                    0.000000  \n",
       "3600               4.0  0.083333  187.0  0.000                    0.000000  \n",
       "3601               4.0  0.083333   66.0  0.500                    0.225624  \n",
       "3602               4.0  0.083333  113.0  0.000                    0.146453  \n",
       "3603               4.0  0.083333   42.0  0.750                    0.000000  \n",
       "3604               4.0  0.166667  144.0  0.750                    0.065148  \n",
       "3605               4.0  0.166667   35.0  0.250                    0.065148  \n",
       "3606               4.0  0.250000    2.0  0.000                    0.452342  \n",
       "3607               4.0  0.250000    6.0  0.250                    0.452342  \n",
       "3608               4.0  0.250000    2.0  0.250                    0.452342  \n",
       "3609               4.0  0.166667   21.0  0.250                    0.175384  \n",
       "3610               4.0  0.166667   36.0  0.250                    0.175384  \n",
       "3611               4.0  0.166667   20.0  0.000                    0.070616  \n",
       "3612               4.0  0.166667    3.0  0.250                    0.070616  \n",
       "3613               4.0  0.083333   64.0  0.250                    0.047701  \n",
       "3614               4.0  0.083333   40.0  0.000                    0.165840  \n",
       "3615               4.0  0.083333   25.0  0.000                    0.033764  \n",
       "3616               4.0  0.166667   41.0  0.000                    0.099549  \n",
       "3617               4.0  0.166667   27.0  0.250                    0.099549  \n",
       "3618               4.0  0.083333   49.0  0.250                    0.114745  \n",
       "3619               4.0  0.083333   20.0  0.000                    0.103795  \n",
       "3620               4.0  0.166667   15.0  0.250                    0.021957  \n",
       "3621               4.0  0.166667   36.0  0.750                    0.021957  \n",
       "3622               4.0  0.083333   77.0  0.000                    0.010635  \n",
       "3623               4.0  0.083333   27.0  0.000                    0.058258  \n",
       "3624               4.0  0.083333   27.0  0.250                    0.000000  \n",
       "3625               NaN       NaN    NaN    NaN                         NaN  \n",
       "\n",
       "[3626 rows x 25 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('yelp_reviews_chicago_labeled.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find unique values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['bNYesZ944s6IJVowOnB0iA', 'TRKxLC3y-ZvP45e5iilMtw',\n",
       "       '0EMm8umAqXZzyhxNpL4M9g', ..., 'HNUdTQX_zRYj0eCNm-_ddw',\n",
       "       'e_Ck7su37mxFB-TNSbIf-g', 'tFUWZZOgZMK9ZrpyppfOLg'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.reviewerID.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2585"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.reviewerID.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "95"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.restaurantID.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.drop(['reviewID', 'reviewContent', 'restaurantID', 'reviewerID', 'date', 'name', 'location', 'yelpJoinDate', 'mnr', 'rl', 'rd', 'Maximum Content Similarity'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>flagged</th>\n",
       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
       "      <th>usefulCount</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>84.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>333.0</td>\n",
       "      <td>1209.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>59.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>34.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>33.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>195.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>808.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "      <td>217.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1154.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>421.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>52.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>71.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>15.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>62.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>9.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>106.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>151.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>66.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>431.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>33.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>106.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3626 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount flagged  friendCount  reviewCount  firstCount  \\\n",
       "0          5                  0       N         11.0         48.0         5.0   \n",
       "1          5                  0       N          0.0          4.0         0.0   \n",
       "2          3                  2       N          2.0         11.0         0.0   \n",
       "3          3                  8       N         84.0         60.0         1.0   \n",
       "4          5                  1       N        333.0       1209.0        61.0   \n",
       "5          5                  3       N         59.0         54.0         1.0   \n",
       "6          5                  1       N         45.0         77.0         0.0   \n",
       "7          3                  8       N         34.0        116.0         2.0   \n",
       "8          5                  3       N         33.0        209.0        11.0   \n",
       "9          5                  3       N          2.0         21.0         1.0   \n",
       "10         3                  4       N          5.0          5.0         0.0   \n",
       "11         5                  1       N        195.0         81.0         0.0   \n",
       "12         5                  3       N         24.0          3.0         0.0   \n",
       "13         5                 10       N        217.0        724.0        54.0   \n",
       "14         5                  0       N          0.0         40.0         1.0   \n",
       "15         5                  0       N         52.0         50.0         6.0   \n",
       "16         5                  1       N         71.0         63.0         1.0   \n",
       "17         5                  0       N         16.0          5.0         0.0   \n",
       "18         4                  1       N         15.0         56.0         2.0   \n",
       "19         5                  1       N         62.0         79.0         0.0   \n",
       "20         5                  1       N         27.0         17.0         1.0   \n",
       "21         4                  2       N         27.0         17.0         1.0   \n",
       "22         4                  0       N         27.0         17.0         1.0   \n",
       "23         5                  5       N          9.0         69.0         5.0   \n",
       "24         2                  3       N          3.0         21.0         8.0   \n",
       "25         5                  1       N         13.0         10.0         0.0   \n",
       "26         4                  0       N          2.0         14.0         1.0   \n",
       "27         3                  0       N          2.0         14.0         1.0   \n",
       "28         5                  1       N         13.0         83.0         1.0   \n",
       "29         4                  0       N         13.0         83.0         1.0   \n",
       "...      ...                ...     ...          ...          ...         ...   \n",
       "3596       2                  3       N        106.0        297.0        44.0   \n",
       "3597       4                  0       N          0.0          9.0         0.0   \n",
       "3598       5                  0       N          5.0        131.0         4.0   \n",
       "3599       4                  3       N        151.0        136.0         8.0   \n",
       "3600       4                  2       N         66.0         81.0        13.0   \n",
       "3601       2                  1       N         33.0         94.0         0.0   \n",
       "3602       4                  2       N        106.0        298.0         6.0   \n",
       "3603       1                  1       N          0.0          7.0         0.0   \n",
       "3604       1                  0       Y          0.0          2.0         0.0   \n",
       "3605       5                  0       Y          0.0          2.0         0.0   \n",
       "3606       4                  0       Y          0.0          8.0         0.0   \n",
       "3607       3                  0       Y          0.0          8.0         0.0   \n",
       "3608       3                  0       Y          0.0          8.0         0.0   \n",
       "3609       5                  0       Y          0.0          3.0         0.0   \n",
       "3610       5                  0       Y          0.0          3.0         0.0   \n",
       "3611       4                  0       Y          0.0         11.0         0.0   \n",
       "3612       3                  0       Y          0.0         11.0         0.0   \n",
       "3613       3                  0       Y          0.0          6.0         0.0   \n",
       "3614       4                  0       Y          5.0         28.0         0.0   \n",
       "3615       4                  0       Y          0.0         11.0         0.0   \n",
       "3616       4                  0       Y          0.0          5.0         0.0   \n",
       "3617       5                  0       Y          0.0          5.0         0.0   \n",
       "3618       5                  0       Y          1.0         12.0         0.0   \n",
       "3619       4                  0       Y          1.0         16.0         0.0   \n",
       "3620       5                  0       Y          0.0          5.0         2.0   \n",
       "3621       1                  0       Y          0.0          5.0         2.0   \n",
       "3622       4                  0       Y          0.0          7.0         0.0   \n",
       "3623       4                  0       Y          0.0          6.0         0.0   \n",
       "3624       5                  0       Y          0.0          1.0         0.0   \n",
       "3625       4                  0     NaN          NaN          NaN         NaN   \n",
       "\n",
       "      usefulCount  coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "0            41.0        5.0         5.0              2.0       0.0       1.0   \n",
       "1             0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "2             6.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3            35.0        8.0         6.0              6.0      11.0       0.0   \n",
       "4          1650.0      679.0       417.0            283.0      22.0      70.0   \n",
       "5            68.0       20.0        37.0             12.0       0.0       4.0   \n",
       "6            60.0       17.0        12.0              1.0       0.0       1.0   \n",
       "7            93.0       16.0        19.0             10.0       0.0       2.0   \n",
       "8           248.0      128.0       116.0             78.0       0.0       2.0   \n",
       "9            19.0        5.0         6.0              6.0       5.0       0.0   \n",
       "10            6.0        1.0         0.0              0.0       1.0       0.0   \n",
       "11          163.0      103.0        73.0             22.0     160.0       8.0   \n",
       "12            9.0        2.0         2.0              4.0     808.0       0.0   \n",
       "13         1154.0      743.0       717.0            421.0       1.0      30.0   \n",
       "14           11.0        9.0         0.0              1.0       0.0       0.0   \n",
       "15           99.0       50.0        31.0             15.0      17.0       5.0   \n",
       "16          114.0       63.0        74.0             32.0      35.0       4.0   \n",
       "17            1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "18           42.0       10.0         7.0              3.0       0.0       2.0   \n",
       "19           56.0       19.0        16.0             11.0      36.0       3.0   \n",
       "20            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "21            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "22            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "23           27.0        4.0         2.0              5.0       0.0       0.0   \n",
       "24           22.0        3.0         5.0              1.0       0.0       1.0   \n",
       "25            9.0        1.0         2.0              0.0       0.0       1.0   \n",
       "26            5.0        1.0         3.0              0.0       4.0       1.0   \n",
       "27            5.0        1.0         3.0              0.0       4.0       1.0   \n",
       "28           38.0       12.0        19.0              6.0       9.0       1.0   \n",
       "29           38.0       12.0        19.0              6.0       9.0       1.0   \n",
       "...           ...        ...         ...              ...       ...       ...   \n",
       "3596        712.0      282.0       404.0            137.0       0.0      14.0   \n",
       "3597          1.0        0.0         0.0              0.0       7.0       0.0   \n",
       "3598         64.0       18.0        24.0              3.0       0.0       0.0   \n",
       "3599        428.0      251.0       170.0            289.0       0.0      23.0   \n",
       "3600        472.0      431.0       420.0            181.0       0.0       8.0   \n",
       "3601        139.0       84.0        81.0             40.0       0.0       2.0   \n",
       "3602        397.0      264.0       233.0            236.0       0.0      15.0   \n",
       "3603          4.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3604          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3605          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3606          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3607          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3608          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3609          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3610          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3611          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3612          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3613          1.0        2.0         2.0              0.0       0.0       0.0   \n",
       "3614         46.0       29.0        16.0              1.0       0.0       0.0   \n",
       "3615          3.0        2.0         0.0              1.0       2.0       0.0   \n",
       "3616          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3617          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3618          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3619          3.0        1.0         1.0              1.0       0.0       0.0   \n",
       "3620          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3621          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3622         10.0        6.0         6.0              0.0       0.0       0.0   \n",
       "3623          8.0        4.0         0.0              0.0       0.0       0.0   \n",
       "3624          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3625          NaN        NaN         NaN              NaN       NaN       NaN   \n",
       "\n",
       "      restaurantRating  \n",
       "0                  4.5  \n",
       "1                  4.5  \n",
       "2                  4.5  \n",
       "3                  4.5  \n",
       "4                  4.5  \n",
       "5                  4.5  \n",
       "6                  4.5  \n",
       "7                  4.5  \n",
       "8                  4.5  \n",
       "9                  4.5  \n",
       "10                 4.5  \n",
       "11                 4.5  \n",
       "12                 4.5  \n",
       "13                 4.5  \n",
       "14                 4.5  \n",
       "15                 4.5  \n",
       "16                 4.5  \n",
       "17                 4.5  \n",
       "18                 4.5  \n",
       "19                 4.5  \n",
       "20                 4.5  \n",
       "21                 4.0  \n",
       "22                 4.0  \n",
       "23                 4.5  \n",
       "24                 4.5  \n",
       "25                 4.5  \n",
       "26                 4.5  \n",
       "27                 4.0  \n",
       "28                 4.5  \n",
       "29                 4.0  \n",
       "...                ...  \n",
       "3596               4.0  \n",
       "3597               4.0  \n",
       "3598               4.0  \n",
       "3599               4.0  \n",
       "3600               4.0  \n",
       "3601               4.0  \n",
       "3602               4.0  \n",
       "3603               4.0  \n",
       "3604               4.0  \n",
       "3605               4.0  \n",
       "3606               4.0  \n",
       "3607               4.0  \n",
       "3608               4.0  \n",
       "3609               4.0  \n",
       "3610               4.0  \n",
       "3611               4.0  \n",
       "3612               4.0  \n",
       "3613               4.0  \n",
       "3614               4.0  \n",
       "3615               4.0  \n",
       "3616               4.0  \n",
       "3617               4.0  \n",
       "3618               4.0  \n",
       "3619               4.0  \n",
       "3620               4.0  \n",
       "3621               4.0  \n",
       "3622               4.0  \n",
       "3623               4.0  \n",
       "3624               4.0  \n",
       "3625               NaN  \n",
       "\n",
       "[3626 rows x 13 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df.groupby('reviewerID')['reviewID'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[14,\n",
       " 12,\n",
       " 10,\n",
       " 9,\n",
       " 9,\n",
       " 9,\n",
       " 8,\n",
       " 8,\n",
       " 7,\n",
       " 7,\n",
       " 7,\n",
       " 7,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 6,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 5,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(a, reverse = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "flagged             1.0\n",
       "friendCount         1.0\n",
       "reviewCount         1.0\n",
       "firstCount          1.0\n",
       "usefulCount         1.0\n",
       "coolCount           1.0\n",
       "funnyCount          1.0\n",
       "complimentCount     1.0\n",
       "tipCount            1.0\n",
       "fanCount            1.0\n",
       "restaurantRating    1.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fields_with_nan_length = df2.isna().sum().where(lambda x : x > 0).dropna()\n",
    "fields_with_nan_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>flagged</th>\n",
       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
       "      <th>usefulCount</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>11.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>84.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>333.0</td>\n",
       "      <td>1209.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>59.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>34.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>33.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>195.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>808.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "      <td>217.0</td>\n",
       "      <td>724.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1154.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>421.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>52.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>71.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>15.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>62.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>9.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3595</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>106.0</td>\n",
       "      <td>297.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>151.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>66.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>431.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>33.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>106.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3625 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount flagged  friendCount  reviewCount  firstCount  \\\n",
       "0          5                  0       N         11.0         48.0         5.0   \n",
       "1          5                  0       N          0.0          4.0         0.0   \n",
       "2          3                  2       N          2.0         11.0         0.0   \n",
       "3          3                  8       N         84.0         60.0         1.0   \n",
       "4          5                  1       N        333.0       1209.0        61.0   \n",
       "5          5                  3       N         59.0         54.0         1.0   \n",
       "6          5                  1       N         45.0         77.0         0.0   \n",
       "7          3                  8       N         34.0        116.0         2.0   \n",
       "8          5                  3       N         33.0        209.0        11.0   \n",
       "9          5                  3       N          2.0         21.0         1.0   \n",
       "10         3                  4       N          5.0          5.0         0.0   \n",
       "11         5                  1       N        195.0         81.0         0.0   \n",
       "12         5                  3       N         24.0          3.0         0.0   \n",
       "13         5                 10       N        217.0        724.0        54.0   \n",
       "14         5                  0       N          0.0         40.0         1.0   \n",
       "15         5                  0       N         52.0         50.0         6.0   \n",
       "16         5                  1       N         71.0         63.0         1.0   \n",
       "17         5                  0       N         16.0          5.0         0.0   \n",
       "18         4                  1       N         15.0         56.0         2.0   \n",
       "19         5                  1       N         62.0         79.0         0.0   \n",
       "20         5                  1       N         27.0         17.0         1.0   \n",
       "21         4                  2       N         27.0         17.0         1.0   \n",
       "22         4                  0       N         27.0         17.0         1.0   \n",
       "23         5                  5       N          9.0         69.0         5.0   \n",
       "24         2                  3       N          3.0         21.0         8.0   \n",
       "25         5                  1       N         13.0         10.0         0.0   \n",
       "26         4                  0       N          2.0         14.0         1.0   \n",
       "27         3                  0       N          2.0         14.0         1.0   \n",
       "28         5                  1       N         13.0         83.0         1.0   \n",
       "29         4                  0       N         13.0         83.0         1.0   \n",
       "...      ...                ...     ...          ...          ...         ...   \n",
       "3595       2                  2       N         17.0         14.0         1.0   \n",
       "3596       2                  3       N        106.0        297.0        44.0   \n",
       "3597       4                  0       N          0.0          9.0         0.0   \n",
       "3598       5                  0       N          5.0        131.0         4.0   \n",
       "3599       4                  3       N        151.0        136.0         8.0   \n",
       "3600       4                  2       N         66.0         81.0        13.0   \n",
       "3601       2                  1       N         33.0         94.0         0.0   \n",
       "3602       4                  2       N        106.0        298.0         6.0   \n",
       "3603       1                  1       N          0.0          7.0         0.0   \n",
       "3604       1                  0       Y          0.0          2.0         0.0   \n",
       "3605       5                  0       Y          0.0          2.0         0.0   \n",
       "3606       4                  0       Y          0.0          8.0         0.0   \n",
       "3607       3                  0       Y          0.0          8.0         0.0   \n",
       "3608       3                  0       Y          0.0          8.0         0.0   \n",
       "3609       5                  0       Y          0.0          3.0         0.0   \n",
       "3610       5                  0       Y          0.0          3.0         0.0   \n",
       "3611       4                  0       Y          0.0         11.0         0.0   \n",
       "3612       3                  0       Y          0.0         11.0         0.0   \n",
       "3613       3                  0       Y          0.0          6.0         0.0   \n",
       "3614       4                  0       Y          5.0         28.0         0.0   \n",
       "3615       4                  0       Y          0.0         11.0         0.0   \n",
       "3616       4                  0       Y          0.0          5.0         0.0   \n",
       "3617       5                  0       Y          0.0          5.0         0.0   \n",
       "3618       5                  0       Y          1.0         12.0         0.0   \n",
       "3619       4                  0       Y          1.0         16.0         0.0   \n",
       "3620       5                  0       Y          0.0          5.0         2.0   \n",
       "3621       1                  0       Y          0.0          5.0         2.0   \n",
       "3622       4                  0       Y          0.0          7.0         0.0   \n",
       "3623       4                  0       Y          0.0          6.0         0.0   \n",
       "3624       5                  0       Y          0.0          1.0         0.0   \n",
       "\n",
       "      usefulCount  coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "0            41.0        5.0         5.0              2.0       0.0       1.0   \n",
       "1             0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "2             6.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3            35.0        8.0         6.0              6.0      11.0       0.0   \n",
       "4          1650.0      679.0       417.0            283.0      22.0      70.0   \n",
       "5            68.0       20.0        37.0             12.0       0.0       4.0   \n",
       "6            60.0       17.0        12.0              1.0       0.0       1.0   \n",
       "7            93.0       16.0        19.0             10.0       0.0       2.0   \n",
       "8           248.0      128.0       116.0             78.0       0.0       2.0   \n",
       "9            19.0        5.0         6.0              6.0       5.0       0.0   \n",
       "10            6.0        1.0         0.0              0.0       1.0       0.0   \n",
       "11          163.0      103.0        73.0             22.0     160.0       8.0   \n",
       "12            9.0        2.0         2.0              4.0     808.0       0.0   \n",
       "13         1154.0      743.0       717.0            421.0       1.0      30.0   \n",
       "14           11.0        9.0         0.0              1.0       0.0       0.0   \n",
       "15           99.0       50.0        31.0             15.0      17.0       5.0   \n",
       "16          114.0       63.0        74.0             32.0      35.0       4.0   \n",
       "17            1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "18           42.0       10.0         7.0              3.0       0.0       2.0   \n",
       "19           56.0       19.0        16.0             11.0      36.0       3.0   \n",
       "20            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "21            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "22            4.0        2.0         2.0              0.0       0.0       0.0   \n",
       "23           27.0        4.0         2.0              5.0       0.0       0.0   \n",
       "24           22.0        3.0         5.0              1.0       0.0       1.0   \n",
       "25            9.0        1.0         2.0              0.0       0.0       1.0   \n",
       "26            5.0        1.0         3.0              0.0       4.0       1.0   \n",
       "27            5.0        1.0         3.0              0.0       4.0       1.0   \n",
       "28           38.0       12.0        19.0              6.0       9.0       1.0   \n",
       "29           38.0       12.0        19.0              6.0       9.0       1.0   \n",
       "...           ...        ...         ...              ...       ...       ...   \n",
       "3595         36.0       24.0        24.0              8.0      20.0       1.0   \n",
       "3596        712.0      282.0       404.0            137.0       0.0      14.0   \n",
       "3597          1.0        0.0         0.0              0.0       7.0       0.0   \n",
       "3598         64.0       18.0        24.0              3.0       0.0       0.0   \n",
       "3599        428.0      251.0       170.0            289.0       0.0      23.0   \n",
       "3600        472.0      431.0       420.0            181.0       0.0       8.0   \n",
       "3601        139.0       84.0        81.0             40.0       0.0       2.0   \n",
       "3602        397.0      264.0       233.0            236.0       0.0      15.0   \n",
       "3603          4.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3604          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3605          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3606          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3607          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3608          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3609          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3610          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3611          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3612          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3613          1.0        2.0         2.0              0.0       0.0       0.0   \n",
       "3614         46.0       29.0        16.0              1.0       0.0       0.0   \n",
       "3615          3.0        2.0         0.0              1.0       2.0       0.0   \n",
       "3616          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3617          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3618          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3619          3.0        1.0         1.0              1.0       0.0       0.0   \n",
       "3620          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3621          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3622         10.0        6.0         6.0              0.0       0.0       0.0   \n",
       "3623          8.0        4.0         0.0              0.0       0.0       0.0   \n",
       "3624          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "\n",
       "      restaurantRating  \n",
       "0                  4.5  \n",
       "1                  4.5  \n",
       "2                  4.5  \n",
       "3                  4.5  \n",
       "4                  4.5  \n",
       "5                  4.5  \n",
       "6                  4.5  \n",
       "7                  4.5  \n",
       "8                  4.5  \n",
       "9                  4.5  \n",
       "10                 4.5  \n",
       "11                 4.5  \n",
       "12                 4.5  \n",
       "13                 4.5  \n",
       "14                 4.5  \n",
       "15                 4.5  \n",
       "16                 4.5  \n",
       "17                 4.5  \n",
       "18                 4.5  \n",
       "19                 4.5  \n",
       "20                 4.5  \n",
       "21                 4.0  \n",
       "22                 4.0  \n",
       "23                 4.5  \n",
       "24                 4.5  \n",
       "25                 4.5  \n",
       "26                 4.5  \n",
       "27                 4.0  \n",
       "28                 4.5  \n",
       "29                 4.0  \n",
       "...                ...  \n",
       "3595               4.0  \n",
       "3596               4.0  \n",
       "3597               4.0  \n",
       "3598               4.0  \n",
       "3599               4.0  \n",
       "3600               4.0  \n",
       "3601               4.0  \n",
       "3602               4.0  \n",
       "3603               4.0  \n",
       "3604               4.0  \n",
       "3605               4.0  \n",
       "3606               4.0  \n",
       "3607               4.0  \n",
       "3608               4.0  \n",
       "3609               4.0  \n",
       "3610               4.0  \n",
       "3611               4.0  \n",
       "3612               4.0  \n",
       "3613               4.0  \n",
       "3614               4.0  \n",
       "3615               4.0  \n",
       "3616               4.0  \n",
       "3617               4.0  \n",
       "3618               4.0  \n",
       "3619               4.0  \n",
       "3620               4.0  \n",
       "3621               4.0  \n",
       "3622               4.0  \n",
       "3623               4.0  \n",
       "3624               4.0  \n",
       "\n",
       "[3625 rows x 13 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df2.iloc[:-1, :]\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], dtype: float64)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fields_with_nan_length = df2.isna().sum().where(lambda x : x > 0).dropna()\n",
    "fields_with_nan_length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PREPROCESSING"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform categorical data into numerical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "authentic_reviews_df = df2[df2['flagged'] == 'N']\n",
    "fake_reviews_df = df2[df2['flagged'] == 'Y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "authentic_reviews_df = authentic_reviews_df.sample(n = 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "474"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fake_reviews_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>flagged</th>\n",
       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
       "      <th>usefulCount</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>22.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3543</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>11.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>23.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2719</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>73.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1906</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>19.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>54.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>36.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>13.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3588</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>39.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3339</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>56.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>16.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2744</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3486</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>38.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>N</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>6955.0</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>3283.0</td>\n",
       "      <td>2947.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3413</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3262</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3263</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3264</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>974 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount flagged  friendCount  reviewCount  firstCount  \\\n",
       "1353       1                  0       N          0.0          5.0         0.0   \n",
       "836        5                  0       N          0.0          8.0         0.0   \n",
       "2727       5                  0       N          4.0         58.0         0.0   \n",
       "2310       4                  1       N         22.0        184.0         5.0   \n",
       "1480       5                  1       N          0.0          2.0         0.0   \n",
       "3543       5                  0       N         11.0        119.0         8.0   \n",
       "2547       2                  0       N         23.0        351.0        16.0   \n",
       "2719       5                  0       N         13.0         77.0         0.0   \n",
       "349        5                  1       N         73.0         19.0         0.0   \n",
       "916        4                  0       N          6.0          5.0         0.0   \n",
       "1906       4                  0       N          0.0          7.0         0.0   \n",
       "2322       4                  1       N          0.0        183.0         2.0   \n",
       "2982       5                  0       N          0.0         12.0         0.0   \n",
       "1839       3                  1       N          4.0          9.0         0.0   \n",
       "1753       5                  2       N         19.0         29.0         0.0   \n",
       "3128       3                  0       N         54.0        117.0        11.0   \n",
       "599        5                  0       N          0.0          4.0         0.0   \n",
       "3350       4                  0       N         36.0        367.0        23.0   \n",
       "783        5                  0       N         13.0        101.0         0.0   \n",
       "3588       2                  5       N         39.0         59.0        12.0   \n",
       "1853       5                  0       N          5.0         83.0         1.0   \n",
       "3339       4                  1       N         56.0        211.0        13.0   \n",
       "1764       4                  2       N          0.0         16.0         0.0   \n",
       "1642       5                  1       N         16.0         22.0         0.0   \n",
       "2744       2                  0       N          0.0          8.0         0.0   \n",
       "2305       4                  0       N          2.0         21.0         0.0   \n",
       "3486       5                  0       N          1.0          6.0         0.0   \n",
       "2072       4                  0       N         38.0        174.0         6.0   \n",
       "176        3                 37       N       1950.0       1998.0        85.0   \n",
       "3413       5                  1       N         16.0         12.0         0.0   \n",
       "...      ...                ...     ...          ...          ...         ...   \n",
       "3261       4                  0       Y          0.0          3.0         0.0   \n",
       "3262       5                  0       Y          0.0          2.0         0.0   \n",
       "3263       5                  0       Y          0.0          2.0         0.0   \n",
       "3264       4                  0       Y          0.0          5.0         0.0   \n",
       "3265       1                  0       Y          0.0          1.0         0.0   \n",
       "3266       5                  0       Y         12.0          6.0         2.0   \n",
       "3267       1                  0       Y          0.0          2.0         0.0   \n",
       "3268       5                  0       Y          0.0          1.0         0.0   \n",
       "3269       4                  0       Y          0.0          4.0         0.0   \n",
       "3604       1                  0       Y          0.0          2.0         0.0   \n",
       "3605       5                  0       Y          0.0          2.0         0.0   \n",
       "3606       4                  0       Y          0.0          8.0         0.0   \n",
       "3607       3                  0       Y          0.0          8.0         0.0   \n",
       "3608       3                  0       Y          0.0          8.0         0.0   \n",
       "3609       5                  0       Y          0.0          3.0         0.0   \n",
       "3610       5                  0       Y          0.0          3.0         0.0   \n",
       "3611       4                  0       Y          0.0         11.0         0.0   \n",
       "3612       3                  0       Y          0.0         11.0         0.0   \n",
       "3613       3                  0       Y          0.0          6.0         0.0   \n",
       "3614       4                  0       Y          5.0         28.0         0.0   \n",
       "3615       4                  0       Y          0.0         11.0         0.0   \n",
       "3616       4                  0       Y          0.0          5.0         0.0   \n",
       "3617       5                  0       Y          0.0          5.0         0.0   \n",
       "3618       5                  0       Y          1.0         12.0         0.0   \n",
       "3619       4                  0       Y          1.0         16.0         0.0   \n",
       "3620       5                  0       Y          0.0          5.0         2.0   \n",
       "3621       1                  0       Y          0.0          5.0         2.0   \n",
       "3622       4                  0       Y          0.0          7.0         0.0   \n",
       "3623       4                  0       Y          0.0          6.0         0.0   \n",
       "3624       5                  0       Y          0.0          1.0         0.0   \n",
       "\n",
       "      usefulCount  coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "1353          2.0        0.0         0.0              0.0       0.0       0.0   \n",
       "836           1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "2727         30.0       21.0        27.0              6.0       0.0       2.0   \n",
       "2310        195.0       74.0        33.0             87.0       0.0       3.0   \n",
       "1480          8.0        1.0         3.0              0.0       0.0       0.0   \n",
       "3543         54.0       19.0        20.0              3.0      32.0       1.0   \n",
       "2547        301.0      204.0       151.0             80.0       0.0       0.0   \n",
       "2719         47.0       22.0         4.0              4.0       0.0       3.0   \n",
       "349          16.0        7.0        12.0              4.0      74.0       2.0   \n",
       "916           3.0        0.0         1.0              0.0       0.0       0.0   \n",
       "1906          2.0        2.0         1.0              0.0       0.0       0.0   \n",
       "2322         43.0       27.0        16.0             15.0       0.0       0.0   \n",
       "2982          3.0        2.0         2.0              2.0       0.0       0.0   \n",
       "1839          5.0        1.0         0.0              0.0       0.0       0.0   \n",
       "1753         11.0        5.0         2.0              4.0       1.0       3.0   \n",
       "3128        100.0       61.0        29.0            117.0      21.0       4.0   \n",
       "599           3.0        2.0         1.0              0.0       0.0       0.0   \n",
       "3350        229.0       96.0       110.0             42.0      61.0      11.0   \n",
       "783          63.0       26.0        14.0             22.0       0.0       4.0   \n",
       "3588        184.0      137.0       166.0            142.0       2.0       7.0   \n",
       "1853         53.0       22.0        10.0             10.0       0.0       1.0   \n",
       "3339        218.0      131.0       140.0             65.0       0.0       2.0   \n",
       "1764          5.0        4.0         1.0              1.0       2.0       0.0   \n",
       "1642         11.0        4.0         5.0              1.0       0.0       2.0   \n",
       "2744          2.0        1.0         3.0              0.0       0.0       0.0   \n",
       "2305         15.0        4.0         3.0              1.0      20.0       0.0   \n",
       "3486          0.0        0.0         0.0              0.0       2.0       0.0   \n",
       "2072        220.0       86.0        67.0             37.0       1.0       4.0   \n",
       "176        6955.0     4662.0      3283.0           2947.0     129.0     195.0   \n",
       "3413         14.0        6.0         3.0              3.0       0.0       0.0   \n",
       "...           ...        ...         ...              ...       ...       ...   \n",
       "3261          7.0        1.0         3.0              1.0       0.0       0.0   \n",
       "3262          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3263          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3264          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3265          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3266          2.0        1.0         0.0              0.0       0.0       1.0   \n",
       "3267          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3268          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3269          5.0        4.0         0.0              0.0       0.0       0.0   \n",
       "3604          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3605          1.0        0.0         1.0              0.0       0.0       0.0   \n",
       "3606          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3607          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3608          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3609          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3610          6.0        0.0         3.0              0.0       0.0       0.0   \n",
       "3611          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3612          2.0        1.0         1.0              0.0       0.0       0.0   \n",
       "3613          1.0        2.0         2.0              0.0       0.0       0.0   \n",
       "3614         46.0       29.0        16.0              1.0       0.0       0.0   \n",
       "3615          3.0        2.0         0.0              1.0       2.0       0.0   \n",
       "3616          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3617          1.0        0.0         0.0              0.0       0.0       0.0   \n",
       "3618          1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "3619          3.0        1.0         1.0              1.0       0.0       0.0   \n",
       "3620          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3621          0.0        0.0         2.0              0.0       0.0       0.0   \n",
       "3622         10.0        6.0         6.0              0.0       0.0       0.0   \n",
       "3623          8.0        4.0         0.0              0.0       0.0       0.0   \n",
       "3624          0.0        0.0         0.0              0.0       0.0       0.0   \n",
       "\n",
       "      restaurantRating  \n",
       "1353               4.0  \n",
       "836                4.0  \n",
       "2727               4.0  \n",
       "2310               4.0  \n",
       "1480               4.0  \n",
       "3543               4.0  \n",
       "2547               4.0  \n",
       "2719               4.0  \n",
       "349                4.5  \n",
       "916                4.0  \n",
       "1906               4.0  \n",
       "2322               4.0  \n",
       "2982               4.0  \n",
       "1839               4.0  \n",
       "1753               4.0  \n",
       "3128               4.0  \n",
       "599                4.5  \n",
       "3350               4.0  \n",
       "783                4.5  \n",
       "3588               4.0  \n",
       "1853               4.0  \n",
       "3339               4.0  \n",
       "1764               4.0  \n",
       "1642               4.0  \n",
       "2744               4.0  \n",
       "2305               4.0  \n",
       "3486               4.0  \n",
       "2072               4.5  \n",
       "176                4.5  \n",
       "3413               4.0  \n",
       "...                ...  \n",
       "3261               4.0  \n",
       "3262               4.0  \n",
       "3263               4.0  \n",
       "3264               4.0  \n",
       "3265               4.0  \n",
       "3266               4.0  \n",
       "3267               4.0  \n",
       "3268               4.0  \n",
       "3269               4.0  \n",
       "3604               4.0  \n",
       "3605               4.0  \n",
       "3606               4.0  \n",
       "3607               4.0  \n",
       "3608               4.0  \n",
       "3609               4.0  \n",
       "3610               4.0  \n",
       "3611               4.0  \n",
       "3612               4.0  \n",
       "3613               4.0  \n",
       "3614               4.0  \n",
       "3615               4.0  \n",
       "3616               4.0  \n",
       "3617               4.0  \n",
       "3618               4.0  \n",
       "3619               4.0  \n",
       "3620               4.0  \n",
       "3621               4.0  \n",
       "3622               4.0  \n",
       "3623               4.0  \n",
       "3624               4.0  \n",
       "\n",
       "[974 rows x 13 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.concat([authentic_reviews_df , fake_reviews_df])\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>flagged</th>\n",
       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
       "      <th>usefulCount</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3543</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2719</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1906</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2982</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3588</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1853</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3339</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2744</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3486</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2072</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>6955.0</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>3283.0</td>\n",
       "      <td>2947.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3413</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3261</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3262</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3263</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3264</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3265</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3266</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3268</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3269</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>974 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  flagged  friendCount  reviewCount  \\\n",
       "1353       1                  0        0          0.0          5.0   \n",
       "836        5                  0        0          0.0          8.0   \n",
       "2727       5                  0        0          4.0         58.0   \n",
       "2310       4                  1        0         22.0        184.0   \n",
       "1480       5                  1        0          0.0          2.0   \n",
       "3543       5                  0        0         11.0        119.0   \n",
       "2547       2                  0        0         23.0        351.0   \n",
       "2719       5                  0        0         13.0         77.0   \n",
       "349        5                  1        0         73.0         19.0   \n",
       "916        4                  0        0          6.0          5.0   \n",
       "1906       4                  0        0          0.0          7.0   \n",
       "2322       4                  1        0          0.0        183.0   \n",
       "2982       5                  0        0          0.0         12.0   \n",
       "1839       3                  1        0          4.0          9.0   \n",
       "1753       5                  2        0         19.0         29.0   \n",
       "3128       3                  0        0         54.0        117.0   \n",
       "599        5                  0        0          0.0          4.0   \n",
       "3350       4                  0        0         36.0        367.0   \n",
       "783        5                  0        0         13.0        101.0   \n",
       "3588       2                  5        0         39.0         59.0   \n",
       "1853       5                  0        0          5.0         83.0   \n",
       "3339       4                  1        0         56.0        211.0   \n",
       "1764       4                  2        0          0.0         16.0   \n",
       "1642       5                  1        0         16.0         22.0   \n",
       "2744       2                  0        0          0.0          8.0   \n",
       "2305       4                  0        0          2.0         21.0   \n",
       "3486       5                  0        0          1.0          6.0   \n",
       "2072       4                  0        0         38.0        174.0   \n",
       "176        3                 37        0       1950.0       1998.0   \n",
       "3413       5                  1        0         16.0         12.0   \n",
       "...      ...                ...      ...          ...          ...   \n",
       "3261       4                  0        1          0.0          3.0   \n",
       "3262       5                  0        1          0.0          2.0   \n",
       "3263       5                  0        1          0.0          2.0   \n",
       "3264       4                  0        1          0.0          5.0   \n",
       "3265       1                  0        1          0.0          1.0   \n",
       "3266       5                  0        1         12.0          6.0   \n",
       "3267       1                  0        1          0.0          2.0   \n",
       "3268       5                  0        1          0.0          1.0   \n",
       "3269       4                  0        1          0.0          4.0   \n",
       "3604       1                  0        1          0.0          2.0   \n",
       "3605       5                  0        1          0.0          2.0   \n",
       "3606       4                  0        1          0.0          8.0   \n",
       "3607       3                  0        1          0.0          8.0   \n",
       "3608       3                  0        1          0.0          8.0   \n",
       "3609       5                  0        1          0.0          3.0   \n",
       "3610       5                  0        1          0.0          3.0   \n",
       "3611       4                  0        1          0.0         11.0   \n",
       "3612       3                  0        1          0.0         11.0   \n",
       "3613       3                  0        1          0.0          6.0   \n",
       "3614       4                  0        1          5.0         28.0   \n",
       "3615       4                  0        1          0.0         11.0   \n",
       "3616       4                  0        1          0.0          5.0   \n",
       "3617       5                  0        1          0.0          5.0   \n",
       "3618       5                  0        1          1.0         12.0   \n",
       "3619       4                  0        1          1.0         16.0   \n",
       "3620       5                  0        1          0.0          5.0   \n",
       "3621       1                  0        1          0.0          5.0   \n",
       "3622       4                  0        1          0.0          7.0   \n",
       "3623       4                  0        1          0.0          6.0   \n",
       "3624       5                  0        1          0.0          1.0   \n",
       "\n",
       "      firstCount  usefulCount  coolCount  funnyCount  complimentCount  \\\n",
       "1353         0.0          2.0        0.0         0.0              0.0   \n",
       "836          0.0          1.0        1.0         0.0              0.0   \n",
       "2727         0.0         30.0       21.0        27.0              6.0   \n",
       "2310         5.0        195.0       74.0        33.0             87.0   \n",
       "1480         0.0          8.0        1.0         3.0              0.0   \n",
       "3543         8.0         54.0       19.0        20.0              3.0   \n",
       "2547        16.0        301.0      204.0       151.0             80.0   \n",
       "2719         0.0         47.0       22.0         4.0              4.0   \n",
       "349          0.0         16.0        7.0        12.0              4.0   \n",
       "916          0.0          3.0        0.0         1.0              0.0   \n",
       "1906         0.0          2.0        2.0         1.0              0.0   \n",
       "2322         2.0         43.0       27.0        16.0             15.0   \n",
       "2982         0.0          3.0        2.0         2.0              2.0   \n",
       "1839         0.0          5.0        1.0         0.0              0.0   \n",
       "1753         0.0         11.0        5.0         2.0              4.0   \n",
       "3128        11.0        100.0       61.0        29.0            117.0   \n",
       "599          0.0          3.0        2.0         1.0              0.0   \n",
       "3350        23.0        229.0       96.0       110.0             42.0   \n",
       "783          0.0         63.0       26.0        14.0             22.0   \n",
       "3588        12.0        184.0      137.0       166.0            142.0   \n",
       "1853         1.0         53.0       22.0        10.0             10.0   \n",
       "3339        13.0        218.0      131.0       140.0             65.0   \n",
       "1764         0.0          5.0        4.0         1.0              1.0   \n",
       "1642         0.0         11.0        4.0         5.0              1.0   \n",
       "2744         0.0          2.0        1.0         3.0              0.0   \n",
       "2305         0.0         15.0        4.0         3.0              1.0   \n",
       "3486         0.0          0.0        0.0         0.0              0.0   \n",
       "2072         6.0        220.0       86.0        67.0             37.0   \n",
       "176         85.0       6955.0     4662.0      3283.0           2947.0   \n",
       "3413         0.0         14.0        6.0         3.0              3.0   \n",
       "...          ...          ...        ...         ...              ...   \n",
       "3261         0.0          7.0        1.0         3.0              1.0   \n",
       "3262         0.0          0.0        0.0         0.0              0.0   \n",
       "3263         0.0          0.0        0.0         0.0              0.0   \n",
       "3264         0.0          0.0        0.0         0.0              0.0   \n",
       "3265         0.0          0.0        0.0         0.0              0.0   \n",
       "3266         2.0          2.0        1.0         0.0              0.0   \n",
       "3267         0.0          1.0        0.0         1.0              0.0   \n",
       "3268         0.0          0.0        0.0         0.0              0.0   \n",
       "3269         0.0          5.0        4.0         0.0              0.0   \n",
       "3604         0.0          1.0        0.0         1.0              0.0   \n",
       "3605         0.0          1.0        0.0         1.0              0.0   \n",
       "3606         0.0          1.0        1.0         0.0              0.0   \n",
       "3607         0.0          1.0        1.0         0.0              0.0   \n",
       "3608         0.0          1.0        1.0         0.0              0.0   \n",
       "3609         0.0          6.0        0.0         3.0              0.0   \n",
       "3610         0.0          6.0        0.0         3.0              0.0   \n",
       "3611         0.0          2.0        1.0         1.0              0.0   \n",
       "3612         0.0          2.0        1.0         1.0              0.0   \n",
       "3613         0.0          1.0        2.0         2.0              0.0   \n",
       "3614         0.0         46.0       29.0        16.0              1.0   \n",
       "3615         0.0          3.0        2.0         0.0              1.0   \n",
       "3616         0.0          1.0        0.0         0.0              0.0   \n",
       "3617         0.0          1.0        0.0         0.0              0.0   \n",
       "3618         0.0          1.0        1.0         0.0              0.0   \n",
       "3619         0.0          3.0        1.0         1.0              1.0   \n",
       "3620         2.0          0.0        0.0         2.0              0.0   \n",
       "3621         2.0          0.0        0.0         2.0              0.0   \n",
       "3622         0.0         10.0        6.0         6.0              0.0   \n",
       "3623         0.0          8.0        4.0         0.0              0.0   \n",
       "3624         0.0          0.0        0.0         0.0              0.0   \n",
       "\n",
       "      tipCount  fanCount  restaurantRating  \n",
       "1353       0.0       0.0               4.0  \n",
       "836        0.0       0.0               4.0  \n",
       "2727       0.0       2.0               4.0  \n",
       "2310       0.0       3.0               4.0  \n",
       "1480       0.0       0.0               4.0  \n",
       "3543      32.0       1.0               4.0  \n",
       "2547       0.0       0.0               4.0  \n",
       "2719       0.0       3.0               4.0  \n",
       "349       74.0       2.0               4.5  \n",
       "916        0.0       0.0               4.0  \n",
       "1906       0.0       0.0               4.0  \n",
       "2322       0.0       0.0               4.0  \n",
       "2982       0.0       0.0               4.0  \n",
       "1839       0.0       0.0               4.0  \n",
       "1753       1.0       3.0               4.0  \n",
       "3128      21.0       4.0               4.0  \n",
       "599        0.0       0.0               4.5  \n",
       "3350      61.0      11.0               4.0  \n",
       "783        0.0       4.0               4.5  \n",
       "3588       2.0       7.0               4.0  \n",
       "1853       0.0       1.0               4.0  \n",
       "3339       0.0       2.0               4.0  \n",
       "1764       2.0       0.0               4.0  \n",
       "1642       0.0       2.0               4.0  \n",
       "2744       0.0       0.0               4.0  \n",
       "2305      20.0       0.0               4.0  \n",
       "3486       2.0       0.0               4.0  \n",
       "2072       1.0       4.0               4.5  \n",
       "176      129.0     195.0               4.5  \n",
       "3413       0.0       0.0               4.0  \n",
       "...        ...       ...               ...  \n",
       "3261       0.0       0.0               4.0  \n",
       "3262       0.0       0.0               4.0  \n",
       "3263       0.0       0.0               4.0  \n",
       "3264       0.0       0.0               4.0  \n",
       "3265       0.0       0.0               4.0  \n",
       "3266       0.0       1.0               4.0  \n",
       "3267       0.0       0.0               4.0  \n",
       "3268       0.0       0.0               4.0  \n",
       "3269       0.0       0.0               4.0  \n",
       "3604       0.0       0.0               4.0  \n",
       "3605       0.0       0.0               4.0  \n",
       "3606       0.0       0.0               4.0  \n",
       "3607       0.0       0.0               4.0  \n",
       "3608       0.0       0.0               4.0  \n",
       "3609       0.0       0.0               4.0  \n",
       "3610       0.0       0.0               4.0  \n",
       "3611       0.0       0.0               4.0  \n",
       "3612       0.0       0.0               4.0  \n",
       "3613       0.0       0.0               4.0  \n",
       "3614       0.0       0.0               4.0  \n",
       "3615       2.0       0.0               4.0  \n",
       "3616       0.0       0.0               4.0  \n",
       "3617       0.0       0.0               4.0  \n",
       "3618       0.0       0.0               4.0  \n",
       "3619       0.0       0.0               4.0  \n",
       "3620       0.0       0.0               4.0  \n",
       "3621       0.0       0.0               4.0  \n",
       "3622       0.0       0.0               4.0  \n",
       "3623       0.0       0.0               4.0  \n",
       "3624       0.0       0.0               4.0  \n",
       "\n",
       "[974 rows x 13 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['flagged'] = [0 if x == 'N' else 1 for x in df2['flagged']]\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
       "      <th>usefulCount</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>complimentCount</th>\n",
       "      <th>tipCount</th>\n",
       "      <th>fanCount</th>\n",
       "      <th>restaurantRating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2727</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1480</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  friendCount  reviewCount  firstCount  \\\n",
       "1353       1                  0          0.0          5.0         0.0   \n",
       "836        5                  0          0.0          8.0         0.0   \n",
       "2727       5                  0          4.0         58.0         0.0   \n",
       "2310       4                  1         22.0        184.0         5.0   \n",
       "1480       5                  1          0.0          2.0         0.0   \n",
       "\n",
       "      usefulCount  coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "1353          2.0        0.0         0.0              0.0       0.0       0.0   \n",
       "836           1.0        1.0         0.0              0.0       0.0       0.0   \n",
       "2727         30.0       21.0        27.0              6.0       0.0       2.0   \n",
       "2310        195.0       74.0        33.0             87.0       0.0       3.0   \n",
       "1480          8.0        1.0         3.0              0.0       0.0       0.0   \n",
       "\n",
       "      restaurantRating  \n",
       "1353               4.0  \n",
       "836                4.0  \n",
       "2727               4.0  \n",
       "2310               4.0  \n",
       "1480               4.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flagged = df2['flagged']\n",
    "df2 = df2.drop(['flagged'], axis=1)\n",
    "df2 = pd.concat([df2,flagged], axis=1)\n",
    "X = df2.iloc[:, :-1]\n",
    "y = flagged\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1353    0\n",
       "836     0\n",
       "2727    0\n",
       "2310    0\n",
       "1480    0\n",
       "3543    0\n",
       "2547    0\n",
       "2719    0\n",
       "349     0\n",
       "916     0\n",
       "1906    0\n",
       "2322    0\n",
       "2982    0\n",
       "1839    0\n",
       "1753    0\n",
       "3128    0\n",
       "599     0\n",
       "3350    0\n",
       "783     0\n",
       "3588    0\n",
       "1853    0\n",
       "3339    0\n",
       "1764    0\n",
       "1642    0\n",
       "2744    0\n",
       "2305    0\n",
       "3486    0\n",
       "2072    0\n",
       "176     0\n",
       "3413    0\n",
       "       ..\n",
       "3261    1\n",
       "3262    1\n",
       "3263    1\n",
       "3264    1\n",
       "3265    1\n",
       "3266    1\n",
       "3267    1\n",
       "3268    1\n",
       "3269    1\n",
       "3604    1\n",
       "3605    1\n",
       "3606    1\n",
       "3607    1\n",
       "3608    1\n",
       "3609    1\n",
       "3610    1\n",
       "3611    1\n",
       "3612    1\n",
       "3613    1\n",
       "3614    1\n",
       "3615    1\n",
       "3616    1\n",
       "3617    1\n",
       "3618    1\n",
       "3619    1\n",
       "3620    1\n",
       "3621    1\n",
       "3622    1\n",
       "3623    1\n",
       "3624    1\n",
       "Name: flagged, Length: 974, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Test Split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import libraries we need for classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split, StratifiedKFold\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn import metrics\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import cross_val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross validation & Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "phase1\n",
      "phase2\n",
      "phase3\n",
      "Accuracy Score:\n",
      "0.8923076923076924\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "print(\"phase1\")\n",
    "svc = SVC(kernel = 'linear', gamma = 1.0)\n",
    "print(\"phase2\")\n",
    "svc.fit(X_train, y_train)\n",
    "print(\"phase3\")\n",
    "y_pred = svc.predict(X_test)\n",
    "print('Accuracy Score:')\n",
    "print(metrics.accuracy_score(y_test, y_pred))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.83      0.89       100\n",
      "           1       0.84      0.96      0.90        95\n",
      "\n",
      "   micro avg       0.89      0.89      0.89       195\n",
      "   macro avg       0.90      0.89      0.89       195\n",
      "weighted avg       0.90      0.89      0.89       195\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "print(classification_report(y_test, y_pred))\n",
    "dt_cm = confusion_matrix(y_test,y_pred )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_confusion_matrix(cm, classes,\n",
    "                          normalize=False,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    Taken from http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n",
    "\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    print(cm)\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "\n",
    "\n",
    "np.set_printoptions(precision=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalized confusion matrix\n",
      "[[0.83 0.17]\n",
      " [0.04 0.96]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot dt confusion matrix\n",
    "plt.figure()\n",
    "plot_confusion_matrix(dt_cm, classes = '0',normalize=True,\n",
    "                      title='Decision Tree Confusion Matrix')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "def plot_coefficients(classifier, feature_names, top_features=20):\n",
    " coef = classifier.coef_.ravel()\n",
    " top_positive_coefficients = np.argsort(coef)[-top_features:]\n",
    " top_negative_coefficients = np.argsort(coef)[:top_features]\n",
    " top_coefficients = np.hstack([top_negative_coefficients, top_positive_coefficients])\n",
    " # create plot\n",
    " plt.figure(figsize=(15, 5))\n",
    " colors = ['red' if c < 0 else 'blue' for c in coef[top_coefficients]]\n",
    " plt.bar(np.arange(2 * top_features), coef[top_coefficients], color=colors)\n",
    " feature_names = np.array(feature_names)\n",
    " plt.xticks(np.arange(1, 1 + 2 * top_features), feature_names[top_coefficients], rotation=60, ha='right')\n",
    " plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12\n",
      "['complimentcount', 'coolcount', 'fancount', 'firstcount', 'friendcount', 'funnycount', 'rating', 'restaurantrating', 'reviewcount', 'reviewusefulcount', 'tipcount', 'usefulcount']\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn import svm\n",
    "cv = CountVectorizer()\n",
    "cv.fit(X,y)\n",
    "print (len(cv.vocabulary_))\n",
    "print (cv.get_feature_names())\n",
    "\n",
    "def f_importances(coef, names, top=-1):\n",
    "    imp = coef\n",
    "    imp, names = zip(*sorted(list(zip(imp, names))))\n",
    "\n",
    "    # Show all features\n",
    "    if top == -1:\n",
    "        top = len(names)\n",
    "\n",
    "    plt.barh(range(top), imp[::-1][0:top], align='center')\n",
    "    plt.yticks(range(top), names[::-1][0:top])\n",
    "    plt.show()\n",
    "\n",
    "features_names = cv.get_feature_names()\n",
    "svm = svm.SVC(kernel='linear')\n",
    "svm.fit(X_train, y_train)\n",
    "\n",
    "f_importances(abs(svc.coef_[0]), features_names, top=12)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}