yelp reviews.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",
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       "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": {
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       " 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": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>reviewUsefulCount</th>\n",
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       "      <th>friendCount</th>\n",
       "      <th>reviewCount</th>\n",
       "      <th>firstCount</th>\n",
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       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
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       "      <td>N</td>\n",
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       "      <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",
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       "    <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",
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       "    <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",
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       "    <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",
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       "      <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",
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       "    <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",
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       "    <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",
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       "    <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",
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       "    <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",
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       "    <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",
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       "    <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",
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       "    <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>1856</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</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>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</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>1002</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>22.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>7.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</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>3294</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>178.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>971.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2746</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</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>701</th>\n",
       "      <td>3</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>3.0</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>2143</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3542</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</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>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>41.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</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>1584</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>61.0</td>\n",
       "      <td>208.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>162.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>523.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>579.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3023</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1574</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>26.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23.0</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>1086</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2031</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>41.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</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>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>6.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>221.0</td>\n",
       "      <td>654.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>17.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>30.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</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>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>7.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</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>1610</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</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",
       "1856       5                  0       N          1.0          1.0         0.0   \n",
       "1122       5                  0       N          1.0          2.0         0.0   \n",
       "1010       5                  0       N          0.0         20.0         1.0   \n",
       "1002       5                  0       N         22.0          4.0         0.0   \n",
       "991        3                  0       N          7.0         18.0         0.0   \n",
       "3294       4                  0       N        178.0        580.0        65.0   \n",
       "2746       4                  0       N          4.0         32.0         1.0   \n",
       "701        3                  0       N          0.0          4.0         0.0   \n",
       "2143       4                  0       N          2.0         98.0         0.0   \n",
       "3542       5                  0       N          7.0         15.0         0.0   \n",
       "297        5                  3       N         41.0         39.0         2.0   \n",
       "398        5                  3       N          0.0         27.0         6.0   \n",
       "1584       3                  0       N         61.0        208.0         2.0   \n",
       "3095       5                  5       N        162.0        126.0        17.0   \n",
       "3023       3                  3       N         11.0         54.0         8.0   \n",
       "1574       2                  2       N          2.0         15.0         3.0   \n",
       "1503       5                  0       N         26.0        136.0        15.0   \n",
       "2561       2                  0       N          4.0         88.0         0.0   \n",
       "1086       5                  0       N          8.0         22.0         1.0   \n",
       "2031       3                  0       N          4.0         42.0         2.0   \n",
       "2149       5                  1       N         41.0          7.0         0.0   \n",
       "2289       3                  0       N          6.0        151.0        18.0   \n",
       "312        3                  8       N        221.0        654.0        29.0   \n",
       "519        5                  0       N         17.0        121.0         6.0   \n",
       "756        5                  0       N          5.0         89.0         0.0   \n",
       "1343       5                  0       N          3.0          3.0         0.0   \n",
       "1733       5                  1       N         30.0         16.0         0.0   \n",
       "663        5                  0       N          2.0          8.0         0.0   \n",
       "1854       5                  0       N          7.0         25.0         0.0   \n",
       "1610       5                  5       N          0.0          9.0         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",
       "1856          0.0        0.0         0.0              0.0       2.0       0.0   \n",
       "1122          0.0        0.0         0.0              1.0       0.0       0.0   \n",
       "1010          7.0        5.0         6.0              0.0       0.0       0.0   \n",
       "1002          3.0        2.0         1.0              0.0       1.0       0.0   \n",
       "991          19.0        2.0         7.0              0.0       0.0       0.0   \n",
       "3294        971.0      401.0       260.0            164.0       0.0      27.0   \n",
       "2746         24.0        6.0         2.0              1.0       0.0       0.0   \n",
       "701           0.0        0.0         3.0              0.0       0.0       0.0   \n",
       "2143         29.0       18.0         5.0              4.0       0.0       0.0   \n",
       "3542          3.0        0.0         1.0              0.0       0.0       1.0   \n",
       "297          86.0       49.0        36.0             32.0       5.0       3.0   \n",
       "398          20.0       11.0         4.0              5.0       0.0       0.0   \n",
       "1584        178.0       72.0        66.0             27.0      45.0       4.0   \n",
       "3095        523.0      572.0       628.0            579.0       0.0      16.0   \n",
       "3023         72.0       40.0        46.0             14.0       0.0       1.0   \n",
       "1574         45.0       12.0        16.0              2.0       1.0       0.0   \n",
       "1503        210.0       78.0        63.0             18.0       0.0       2.0   \n",
       "2561         37.0       16.0        23.0              6.0       0.0       2.0   \n",
       "1086         19.0        6.0         1.0              6.0       0.0       1.0   \n",
       "2031         82.0       12.0        29.0              5.0       0.0       4.0   \n",
       "2149          5.0        2.0         1.0              1.0       0.0       0.0   \n",
       "2289        129.0       56.0        38.0             27.0      45.0       5.0   \n",
       "312        1572.0     1117.0       737.0            471.0       1.0      45.0   \n",
       "519          46.0       33.0        21.0             18.0       3.0       3.0   \n",
       "756          92.0       21.0        21.0              3.0       6.0       4.0   \n",
       "1343          0.0        0.0         0.0              1.0       1.0       0.0   \n",
       "1733          4.0        3.0         2.0              1.0       0.0       0.0   \n",
       "663           2.0        1.0         0.0              0.0       0.0       0.0   \n",
       "1854         15.0        7.0         7.0              1.0       0.0       0.0   \n",
       "1610          6.0        6.0         5.0              1.0       1.0       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",
       "1856               4.0  \n",
       "1122               4.0  \n",
       "1010               4.0  \n",
       "1002               4.0  \n",
       "991                4.0  \n",
       "3294               4.0  \n",
       "2746               4.0  \n",
       "701                4.5  \n",
       "2143               4.5  \n",
       "3542               4.0  \n",
       "297                4.5  \n",
       "398                4.5  \n",
       "1584               4.0  \n",
       "3095               4.0  \n",
       "3023               4.0  \n",
       "1574               4.0  \n",
       "1503               4.0  \n",
       "2561               4.0  \n",
       "1086               4.0  \n",
       "2031               4.5  \n",
       "2149               4.5  \n",
       "2289               4.0  \n",
       "312                4.5  \n",
       "519                4.5  \n",
       "756                4.0  \n",
       "1343               4.0  \n",
       "1733               4.0  \n",
       "663                4.5  \n",
       "1854               4.0  \n",
       "1610               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": {
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       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>3294</th>\n",
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       "      <td>65.0</td>\n",
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       "      <th>701</th>\n",
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       "      <th>3542</th>\n",
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       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>39.0</td>\n",
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       "      <td>86.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
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       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
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       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>208.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>5</td>\n",
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       "      <td>126.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>523.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>579.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>3023</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>1574</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>2031</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
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       "    <tr>\n",
       "      <th>2149</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</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>4.5</td>\n",
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       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>654.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.5</td>\n",
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       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</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>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>4.5</td>\n",
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       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>1610</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <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",
       "1856       5                  0        0          1.0          1.0   \n",
       "1122       5                  0        0          1.0          2.0   \n",
       "1010       5                  0        0          0.0         20.0   \n",
       "1002       5                  0        0         22.0          4.0   \n",
       "991        3                  0        0          7.0         18.0   \n",
       "3294       4                  0        0        178.0        580.0   \n",
       "2746       4                  0        0          4.0         32.0   \n",
       "701        3                  0        0          0.0          4.0   \n",
       "2143       4                  0        0          2.0         98.0   \n",
       "3542       5                  0        0          7.0         15.0   \n",
       "297        5                  3        0         41.0         39.0   \n",
       "398        5                  3        0          0.0         27.0   \n",
       "1584       3                  0        0         61.0        208.0   \n",
       "3095       5                  5        0        162.0        126.0   \n",
       "3023       3                  3        0         11.0         54.0   \n",
       "1574       2                  2        0          2.0         15.0   \n",
       "1503       5                  0        0         26.0        136.0   \n",
       "2561       2                  0        0          4.0         88.0   \n",
       "1086       5                  0        0          8.0         22.0   \n",
       "2031       3                  0        0          4.0         42.0   \n",
       "2149       5                  1        0         41.0          7.0   \n",
       "2289       3                  0        0          6.0        151.0   \n",
       "312        3                  8        0        221.0        654.0   \n",
       "519        5                  0        0         17.0        121.0   \n",
       "756        5                  0        0          5.0         89.0   \n",
       "1343       5                  0        0          3.0          3.0   \n",
       "1733       5                  1        0         30.0         16.0   \n",
       "663        5                  0        0          2.0          8.0   \n",
       "1854       5                  0        0          7.0         25.0   \n",
       "1610       5                  5        0          0.0          9.0   \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",
       "1856         0.0          0.0        0.0         0.0              0.0   \n",
       "1122         0.0          0.0        0.0         0.0              1.0   \n",
       "1010         1.0          7.0        5.0         6.0              0.0   \n",
       "1002         0.0          3.0        2.0         1.0              0.0   \n",
       "991          0.0         19.0        2.0         7.0              0.0   \n",
       "3294        65.0        971.0      401.0       260.0            164.0   \n",
       "2746         1.0         24.0        6.0         2.0              1.0   \n",
       "701          0.0          0.0        0.0         3.0              0.0   \n",
       "2143         0.0         29.0       18.0         5.0              4.0   \n",
       "3542         0.0          3.0        0.0         1.0              0.0   \n",
       "297          2.0         86.0       49.0        36.0             32.0   \n",
       "398          6.0         20.0       11.0         4.0              5.0   \n",
       "1584         2.0        178.0       72.0        66.0             27.0   \n",
       "3095        17.0        523.0      572.0       628.0            579.0   \n",
       "3023         8.0         72.0       40.0        46.0             14.0   \n",
       "1574         3.0         45.0       12.0        16.0              2.0   \n",
       "1503        15.0        210.0       78.0        63.0             18.0   \n",
       "2561         0.0         37.0       16.0        23.0              6.0   \n",
       "1086         1.0         19.0        6.0         1.0              6.0   \n",
       "2031         2.0         82.0       12.0        29.0              5.0   \n",
       "2149         0.0          5.0        2.0         1.0              1.0   \n",
       "2289        18.0        129.0       56.0        38.0             27.0   \n",
       "312         29.0       1572.0     1117.0       737.0            471.0   \n",
       "519          6.0         46.0       33.0        21.0             18.0   \n",
       "756          0.0         92.0       21.0        21.0              3.0   \n",
       "1343         0.0          0.0        0.0         0.0              1.0   \n",
       "1733         0.0          4.0        3.0         2.0              1.0   \n",
       "663          0.0          2.0        1.0         0.0              0.0   \n",
       "1854         0.0         15.0        7.0         7.0              1.0   \n",
       "1610         0.0          6.0        6.0         5.0              1.0   \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",
       "1856       2.0       0.0               4.0  \n",
       "1122       0.0       0.0               4.0  \n",
       "1010       0.0       0.0               4.0  \n",
       "1002       1.0       0.0               4.0  \n",
       "991        0.0       0.0               4.0  \n",
       "3294       0.0      27.0               4.0  \n",
       "2746       0.0       0.0               4.0  \n",
       "701        0.0       0.0               4.5  \n",
       "2143       0.0       0.0               4.5  \n",
       "3542       0.0       1.0               4.0  \n",
       "297        5.0       3.0               4.5  \n",
       "398        0.0       0.0               4.5  \n",
       "1584      45.0       4.0               4.0  \n",
       "3095       0.0      16.0               4.0  \n",
       "3023       0.0       1.0               4.0  \n",
       "1574       1.0       0.0               4.0  \n",
       "1503       0.0       2.0               4.0  \n",
       "2561       0.0       2.0               4.0  \n",
       "1086       0.0       1.0               4.0  \n",
       "2031       0.0       4.0               4.5  \n",
       "2149       0.0       0.0               4.5  \n",
       "2289      45.0       5.0               4.0  \n",
       "312        1.0      45.0               4.5  \n",
       "519        3.0       3.0               4.5  \n",
       "756        6.0       4.0               4.0  \n",
       "1343       1.0       0.0               4.0  \n",
       "1733       0.0       0.0               4.0  \n",
       "663        0.0       0.0               4.5  \n",
       "1854       0.0       0.0               4.0  \n",
       "1610       1.0       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>1856</th>\n",
       "      <td>5</td>\n",
       "      <td>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>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</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>1002</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>22.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</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",
       "1856       5                  0          1.0          1.0         0.0   \n",
       "1122       5                  0          1.0          2.0         0.0   \n",
       "1010       5                  0          0.0         20.0         1.0   \n",
       "1002       5                  0         22.0          4.0         0.0   \n",
       "991        3                  0          7.0         18.0         0.0   \n",
       "\n",
       "      usefulCount  coolCount  funnyCount  complimentCount  tipCount  fanCount  \\\n",
       "1856          0.0        0.0         0.0              0.0       2.0       0.0   \n",
       "1122          0.0        0.0         0.0              1.0       0.0       0.0   \n",
       "1010          7.0        5.0         6.0              0.0       0.0       0.0   \n",
       "1002          3.0        2.0         1.0              0.0       1.0       0.0   \n",
       "991          19.0        2.0         7.0              0.0       0.0       0.0   \n",
       "\n",
       "      restaurantRating  \n",
       "1856               4.0  \n",
       "1122               4.0  \n",
       "1010               4.0  \n",
       "1002               4.0  \n",
       "991                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": [
       "1856    0\n",
       "1122    0\n",
       "1010    0\n",
       "1002    0\n",
       "991     0\n",
       "3294    0\n",
       "2746    0\n",
       "701     0\n",
       "2143    0\n",
       "3542    0\n",
       "297     0\n",
       "398     0\n",
       "1584    0\n",
       "3095    0\n",
       "3023    0\n",
       "1574    0\n",
       "1503    0\n",
       "2561    0\n",
       "1086    0\n",
       "2031    0\n",
       "2149    0\n",
       "2289    0\n",
       "312     0\n",
       "519     0\n",
       "756     0\n",
       "1343    0\n",
       "1733    0\n",
       "663     0\n",
       "1854    0\n",
       "1610    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=0.3, 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": [
      "[0.84693878 0.89795918 0.85714286 0.86734694 0.81443299 0.87628866\n",
      " 0.81443299 0.86597938 0.97938144 0.90721649]\n",
      "Overal Accuracy: 0.87 (+/- 0.09)\n"
     ]
    }
   ],
   "source": [
    "clf = RandomForestClassifier(n_estimators = 50,\n",
    "                                max_features = 6,\n",
    "                                criterion = 'entropy',\n",
    "                                max_depth = 5,\n",
    "                                bootstrap = True)\n",
    "\n",
    "scores = cross_val_score(clf, X, y, cv = 10)\n",
    "print(scores)\n",
    "\n",
    "from sklearn.model_selection import cross_validate\n",
    "\n",
    "print(\"Overal Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1 reviewCount                    0.314915\n",
      " 2 friendCount                    0.253437\n",
      " 3 usefulCount                    0.174110\n",
      " 4 reviewUsefulCount              0.082032\n",
      " 5 funnyCount                     0.055658\n",
      " 6 complimentCount                0.041327\n",
      " 7 coolCount                      0.027164\n",
      " 8 tipCount                       0.025570\n",
      " 9 rating                         0.011195\n",
      "10 firstCount                     0.008195\n",
      "11 fanCount                       0.004264\n",
      "12 restaurantRating               0.002133\n"
     ]
    }
   ],
   "source": [
    "train_copy = df2.drop(['flagged'], axis=1)\n",
    "clf.fit(X_train, y_train)\n",
    "y_pred = clf.predict(X_test)\n",
    "feat_labels = train_copy.columns[0:]\n",
    "importances = clf.feature_importances_\n",
    "indices = np.argsort(importances)[::-1]\n",
    "for f in range(X.shape[1]):\n",
    "    print(\"%2d %-*s %f\" %(f+1,30,feat_labels[indices[f]],importances[indices[f]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "     class 0       0.90      0.90      0.90       146\n",
      "     class 1       0.90      0.90      0.90       147\n",
      "\n",
      "   micro avg       0.90      0.90      0.90       293\n",
      "   macro avg       0.90      0.90      0.90       293\n",
      "weighted avg       0.90      0.90      0.90       293\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "target_names = ['class 0', 'class 1']\n",
    "print(classification_report(y_test, y_pred, target_names=target_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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