yelp_small_dataset_big_test_neural.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sia =SentimentIntensityAnalyzer()\n",
    "def get_sentiment_of(sentence_in):\n",
    "    try:\n",
    "        scrs=sia.polarity_scores(sentence_in)\n",
    "        the_important_one=scrs['compound']\n",
    "    except:\n",
    "        the_important_one=0\n",
    "    return the_important_one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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",
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       "      <th>0</th>\n",
       "      <td>GtwU21YOQn-wf4vWRUIx6w</td>\n",
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       "      <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",
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       "    <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",
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       "7                      PkwbB  BSh3h1J4mdSmEsb8FFdf0Q  pbEiXam9YJL3neCYHGwLUA   \n",
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       "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",
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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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('yelp_reviews_chicago_labeled.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.drop(['reviewID', 'restaurantID', 'reviewerID', 'date', 'name', 'location', 'yelpJoinDate', 'mnr', 'rl', 'rd', 'Maximum Content Similarity'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>reviewContent</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>unlike next we d eaten previous night dish com...</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>probably one best meals i ve ever it s perform...</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>service impeccable experience presentation coo...</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>the problem places like this given exhorbitant...</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>i idea write review dining alinea brings whole...</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>despite first world tragedy i endured effort g...</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>overall worth hype yes more was worth every pe...</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>there already tons professional amateur review...</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>your life countdown ever since born this life ...</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>lots complaints difficult get i get it hard bu...</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>1st i say i m foodie i enjoy dining w foodies ...</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>today marks one year since dinner alinea it fi...</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>in four years member yelp i ve written grand t...</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>i wanted visit alinea since 2007 never organiz...</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>i dined alinea weeks ago son 25th birthday he ...</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>so fortunate enough score sunday dinner reserv...</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>all reviews likely tell various ways courses a...</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>this really greatest restaurant i forever for ...</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>maybe i read reviews place i went bit experime...</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>i never worked hard get reservation looking re...</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>the best restaurant i ever to hands down well ...</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>best small plates italian we ve chicago one fa...</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>this place classic everything delicious don t ...</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>first let start saying took two years at 20 pa...</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>part wants give resto five stars part wants gi...</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>the day finally come dinner alinea i never tri...</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>i agree many yelpers 3 five star posting augus...</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>would love try place sushi three stars savory ...</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>said already said dinner past sunday fun i ve ...</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>we able fit 2 main meals one alinea during 36 ...</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\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>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>awesome coconut mojito had ropa vieja guacamol...</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>went birthday needed change reservation multip...</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>it took decide i know sure guatemalan style ch...</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>i guess i qualify review stating first i pay d...</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>i liked carnivale i better entree i would givi...</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>on outside unassuming warehouse inside burst c...</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>i disappointed experience carnivale i heard ma...</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>much like several others i took table 10 place...</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>shaw s consistently one finest seafood restaur...</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>great food</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>great staff decent food excellent juice</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>love pastries</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>service amazing food fantastic try ceviche ras...</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>best breakfast ever juice amazing staff is ama...</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>the decor reminded skittles explosion cool mus...</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>great holiday beer</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>nice menu selection even nicer drink menu sele...</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>came last night aruchetta pork chops fantastic...</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>great decor great atmospehere def maeks wan go...</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>i took date great experience firstly i idea hu...</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>the gage favorite place city i really love con...</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>love atmosohere place it bright open put anyon...</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>we ve dinner times great date spot also great ...</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>the best guacomole i ever had food drinks exce...</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>very dissapointed guacamole margarita s nothin...</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>my date i went saturday night 7ish we wait eve...</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>i huge fan entrees here appetizers cocktails p...</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>well i ll leave specifics we ll say i ve got a...</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>as part birthday celebration wife i went carni...</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 × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  \\\n",
       "0          5                  0   \n",
       "1          5                  0   \n",
       "2          3                  2   \n",
       "3          3                  8   \n",
       "4          5                  1   \n",
       "5          5                  3   \n",
       "6          5                  1   \n",
       "7          3                  8   \n",
       "8          5                  3   \n",
       "9          5                  3   \n",
       "10         3                  4   \n",
       "11         5                  1   \n",
       "12         5                  3   \n",
       "13         5                 10   \n",
       "14         5                  0   \n",
       "15         5                  0   \n",
       "16         5                  1   \n",
       "17         5                  0   \n",
       "18         4                  1   \n",
       "19         5                  1   \n",
       "20         5                  1   \n",
       "21         4                  2   \n",
       "22         4                  0   \n",
       "23         5                  5   \n",
       "24         2                  3   \n",
       "25         5                  1   \n",
       "26         4                  0   \n",
       "27         3                  0   \n",
       "28         5                  1   \n",
       "29         4                  0   \n",
       "...      ...                ...   \n",
       "3596       2                  3   \n",
       "3597       4                  0   \n",
       "3598       5                  0   \n",
       "3599       4                  3   \n",
       "3600       4                  2   \n",
       "3601       2                  1   \n",
       "3602       4                  2   \n",
       "3603       1                  1   \n",
       "3604       1                  0   \n",
       "3605       5                  0   \n",
       "3606       4                  0   \n",
       "3607       3                  0   \n",
       "3608       3                  0   \n",
       "3609       5                  0   \n",
       "3610       5                  0   \n",
       "3611       4                  0   \n",
       "3612       3                  0   \n",
       "3613       3                  0   \n",
       "3614       4                  0   \n",
       "3615       4                  0   \n",
       "3616       4                  0   \n",
       "3617       5                  0   \n",
       "3618       5                  0   \n",
       "3619       4                  0   \n",
       "3620       5                  0   \n",
       "3621       1                  0   \n",
       "3622       4                  0   \n",
       "3623       4                  0   \n",
       "3624       5                  0   \n",
       "3625       4                  0   \n",
       "\n",
       "                                          reviewContent flagged  friendCount  \\\n",
       "0     unlike next we d eaten previous night dish com...       N         11.0   \n",
       "1     probably one best meals i ve ever it s perform...       N          0.0   \n",
       "2     service impeccable experience presentation coo...       N          2.0   \n",
       "3     the problem places like this given exhorbitant...       N         84.0   \n",
       "4     i idea write review dining alinea brings whole...       N        333.0   \n",
       "5     despite first world tragedy i endured effort g...       N         59.0   \n",
       "6     overall worth hype yes more was worth every pe...       N         45.0   \n",
       "7     there already tons professional amateur review...       N         34.0   \n",
       "8     your life countdown ever since born this life ...       N         33.0   \n",
       "9     lots complaints difficult get i get it hard bu...       N          2.0   \n",
       "10    1st i say i m foodie i enjoy dining w foodies ...       N          5.0   \n",
       "11    today marks one year since dinner alinea it fi...       N        195.0   \n",
       "12    in four years member yelp i ve written grand t...       N         24.0   \n",
       "13    i wanted visit alinea since 2007 never organiz...       N        217.0   \n",
       "14    i dined alinea weeks ago son 25th birthday he ...       N          0.0   \n",
       "15    so fortunate enough score sunday dinner reserv...       N         52.0   \n",
       "16    all reviews likely tell various ways courses a...       N         71.0   \n",
       "17    this really greatest restaurant i forever for ...       N         16.0   \n",
       "18    maybe i read reviews place i went bit experime...       N         15.0   \n",
       "19    i never worked hard get reservation looking re...       N         62.0   \n",
       "20    the best restaurant i ever to hands down well ...       N         27.0   \n",
       "21    best small plates italian we ve chicago one fa...       N         27.0   \n",
       "22    this place classic everything delicious don t ...       N         27.0   \n",
       "23    first let start saying took two years at 20 pa...       N          9.0   \n",
       "24    part wants give resto five stars part wants gi...       N          3.0   \n",
       "25    the day finally come dinner alinea i never tri...       N         13.0   \n",
       "26    i agree many yelpers 3 five star posting augus...       N          2.0   \n",
       "27    would love try place sushi three stars savory ...       N          2.0   \n",
       "28    said already said dinner past sunday fun i ve ...       N         13.0   \n",
       "29    we able fit 2 main meals one alinea during 36 ...       N         13.0   \n",
       "...                                                 ...     ...          ...   \n",
       "3596  i ve carnivale several occasions recently 5 ye...       N        106.0   \n",
       "3597  awesome coconut mojito had ropa vieja guacamol...       N          0.0   \n",
       "3598  went birthday needed change reservation multip...       N          5.0   \n",
       "3599  it took decide i know sure guatemalan style ch...       N        151.0   \n",
       "3600  i guess i qualify review stating first i pay d...       N         66.0   \n",
       "3601  i liked carnivale i better entree i would givi...       N         33.0   \n",
       "3602  on outside unassuming warehouse inside burst c...       N        106.0   \n",
       "3603  i disappointed experience carnivale i heard ma...       N          0.0   \n",
       "3604  much like several others i took table 10 place...       Y          0.0   \n",
       "3605  shaw s consistently one finest seafood restaur...       Y          0.0   \n",
       "3606                                         great food       Y          0.0   \n",
       "3607            great staff decent food excellent juice       Y          0.0   \n",
       "3608                                      love pastries       Y          0.0   \n",
       "3609  service amazing food fantastic try ceviche ras...       Y          0.0   \n",
       "3610  best breakfast ever juice amazing staff is ama...       Y          0.0   \n",
       "3611  the decor reminded skittles explosion cool mus...       Y          0.0   \n",
       "3612                                 great holiday beer       Y          0.0   \n",
       "3613  nice menu selection even nicer drink menu sele...       Y          0.0   \n",
       "3614  came last night aruchetta pork chops fantastic...       Y          5.0   \n",
       "3615  great decor great atmospehere def maeks wan go...       Y          0.0   \n",
       "3616  i took date great experience firstly i idea hu...       Y          0.0   \n",
       "3617  the gage favorite place city i really love con...       Y          0.0   \n",
       "3618  love atmosohere place it bright open put anyon...       Y          1.0   \n",
       "3619  we ve dinner times great date spot also great ...       Y          1.0   \n",
       "3620  the best guacomole i ever had food drinks exce...       Y          0.0   \n",
       "3621  very dissapointed guacamole margarita s nothin...       Y          0.0   \n",
       "3622  my date i went saturday night 7ish we wait eve...       Y          0.0   \n",
       "3623  i huge fan entrees here appetizers cocktails p...       Y          0.0   \n",
       "3624  well i ll leave specifics we ll say i ve got a...       Y          0.0   \n",
       "3625  as part birthday celebration wife i went carni...     NaN          NaN   \n",
       "\n",
       "      reviewCount  firstCount  usefulCount  coolCount  funnyCount  \\\n",
       "0            48.0         5.0         41.0        5.0         5.0   \n",
       "1             4.0         0.0          0.0        0.0         0.0   \n",
       "2            11.0         0.0          6.0        0.0         1.0   \n",
       "3            60.0         1.0         35.0        8.0         6.0   \n",
       "4          1209.0        61.0       1650.0      679.0       417.0   \n",
       "5            54.0         1.0         68.0       20.0        37.0   \n",
       "6            77.0         0.0         60.0       17.0        12.0   \n",
       "7           116.0         2.0         93.0       16.0        19.0   \n",
       "8           209.0        11.0        248.0      128.0       116.0   \n",
       "9            21.0         1.0         19.0        5.0         6.0   \n",
       "10            5.0         0.0          6.0        1.0         0.0   \n",
       "11           81.0         0.0        163.0      103.0        73.0   \n",
       "12            3.0         0.0          9.0        2.0         2.0   \n",
       "13          724.0        54.0       1154.0      743.0       717.0   \n",
       "14           40.0         1.0         11.0        9.0         0.0   \n",
       "15           50.0         6.0         99.0       50.0        31.0   \n",
       "16           63.0         1.0        114.0       63.0        74.0   \n",
       "17            5.0         0.0          1.0        0.0         0.0   \n",
       "18           56.0         2.0         42.0       10.0         7.0   \n",
       "19           79.0         0.0         56.0       19.0        16.0   \n",
       "20           17.0         1.0          4.0        2.0         2.0   \n",
       "21           17.0         1.0          4.0        2.0         2.0   \n",
       "22           17.0         1.0          4.0        2.0         2.0   \n",
       "23           69.0         5.0         27.0        4.0         2.0   \n",
       "24           21.0         8.0         22.0        3.0         5.0   \n",
       "25           10.0         0.0          9.0        1.0         2.0   \n",
       "26           14.0         1.0          5.0        1.0         3.0   \n",
       "27           14.0         1.0          5.0        1.0         3.0   \n",
       "28           83.0         1.0         38.0       12.0        19.0   \n",
       "29           83.0         1.0         38.0       12.0        19.0   \n",
       "...           ...         ...          ...        ...         ...   \n",
       "3596        297.0        44.0        712.0      282.0       404.0   \n",
       "3597          9.0         0.0          1.0        0.0         0.0   \n",
       "3598        131.0         4.0         64.0       18.0        24.0   \n",
       "3599        136.0         8.0        428.0      251.0       170.0   \n",
       "3600         81.0        13.0        472.0      431.0       420.0   \n",
       "3601         94.0         0.0        139.0       84.0        81.0   \n",
       "3602        298.0         6.0        397.0      264.0       233.0   \n",
       "3603          7.0         0.0          4.0        1.0         0.0   \n",
       "3604          2.0         0.0          1.0        0.0         1.0   \n",
       "3605          2.0         0.0          1.0        0.0         1.0   \n",
       "3606          8.0         0.0          1.0        1.0         0.0   \n",
       "3607          8.0         0.0          1.0        1.0         0.0   \n",
       "3608          8.0         0.0          1.0        1.0         0.0   \n",
       "3609          3.0         0.0          6.0        0.0         3.0   \n",
       "3610          3.0         0.0          6.0        0.0         3.0   \n",
       "3611         11.0         0.0          2.0        1.0         1.0   \n",
       "3612         11.0         0.0          2.0        1.0         1.0   \n",
       "3613          6.0         0.0          1.0        2.0         2.0   \n",
       "3614         28.0         0.0         46.0       29.0        16.0   \n",
       "3615         11.0         0.0          3.0        2.0         0.0   \n",
       "3616          5.0         0.0          1.0        0.0         0.0   \n",
       "3617          5.0         0.0          1.0        0.0         0.0   \n",
       "3618         12.0         0.0          1.0        1.0         0.0   \n",
       "3619         16.0         0.0          3.0        1.0         1.0   \n",
       "3620          5.0         2.0          0.0        0.0         2.0   \n",
       "3621          5.0         2.0          0.0        0.0         2.0   \n",
       "3622          7.0         0.0         10.0        6.0         6.0   \n",
       "3623          6.0         0.0          8.0        4.0         0.0   \n",
       "3624          1.0         0.0          0.0        0.0         0.0   \n",
       "3625          NaN         NaN          NaN        NaN         NaN   \n",
       "\n",
       "      complimentCount  tipCount  fanCount  restaurantRating  \n",
       "0                 2.0       0.0       1.0               4.5  \n",
       "1                 0.0       0.0       0.0               4.5  \n",
       "2                 0.0       0.0       0.0               4.5  \n",
       "3                 6.0      11.0       0.0               4.5  \n",
       "4               283.0      22.0      70.0               4.5  \n",
       "5                12.0       0.0       4.0               4.5  \n",
       "6                 1.0       0.0       1.0               4.5  \n",
       "7                10.0       0.0       2.0               4.5  \n",
       "8                78.0       0.0       2.0               4.5  \n",
       "9                 6.0       5.0       0.0               4.5  \n",
       "10                0.0       1.0       0.0               4.5  \n",
       "11               22.0     160.0       8.0               4.5  \n",
       "12                4.0     808.0       0.0               4.5  \n",
       "13              421.0       1.0      30.0               4.5  \n",
       "14                1.0       0.0       0.0               4.5  \n",
       "15               15.0      17.0       5.0               4.5  \n",
       "16               32.0      35.0       4.0               4.5  \n",
       "17                0.0       0.0       0.0               4.5  \n",
       "18                3.0       0.0       2.0               4.5  \n",
       "19               11.0      36.0       3.0               4.5  \n",
       "20                0.0       0.0       0.0               4.5  \n",
       "21                0.0       0.0       0.0               4.0  \n",
       "22                0.0       0.0       0.0               4.0  \n",
       "23                5.0       0.0       0.0               4.5  \n",
       "24                1.0       0.0       1.0               4.5  \n",
       "25                0.0       0.0       1.0               4.5  \n",
       "26                0.0       4.0       1.0               4.5  \n",
       "27                0.0       4.0       1.0               4.0  \n",
       "28                6.0       9.0       1.0               4.5  \n",
       "29                6.0       9.0       1.0               4.0  \n",
       "...               ...       ...       ...               ...  \n",
       "3596            137.0       0.0      14.0               4.0  \n",
       "3597              0.0       7.0       0.0               4.0  \n",
       "3598              3.0       0.0       0.0               4.0  \n",
       "3599            289.0       0.0      23.0               4.0  \n",
       "3600            181.0       0.0       8.0               4.0  \n",
       "3601             40.0       0.0       2.0               4.0  \n",
       "3602            236.0       0.0      15.0               4.0  \n",
       "3603              0.0       0.0       0.0               4.0  \n",
       "3604              0.0       0.0       0.0               4.0  \n",
       "3605              0.0       0.0       0.0               4.0  \n",
       "3606              0.0       0.0       0.0               4.0  \n",
       "3607              0.0       0.0       0.0               4.0  \n",
       "3608              0.0       0.0       0.0               4.0  \n",
       "3609              0.0       0.0       0.0               4.0  \n",
       "3610              0.0       0.0       0.0               4.0  \n",
       "3611              0.0       0.0       0.0               4.0  \n",
       "3612              0.0       0.0       0.0               4.0  \n",
       "3613              0.0       0.0       0.0               4.0  \n",
       "3614              1.0       0.0       0.0               4.0  \n",
       "3615              1.0       2.0       0.0               4.0  \n",
       "3616              0.0       0.0       0.0               4.0  \n",
       "3617              0.0       0.0       0.0               4.0  \n",
       "3618              0.0       0.0       0.0               4.0  \n",
       "3619              1.0       0.0       0.0               4.0  \n",
       "3620              0.0       0.0       0.0               4.0  \n",
       "3621              0.0       0.0       0.0               4.0  \n",
       "3622              0.0       0.0       0.0               4.0  \n",
       "3623              0.0       0.0       0.0               4.0  \n",
       "3624              0.0       0.0       0.0               4.0  \n",
       "3625              NaN       NaN       NaN               NaN  \n",
       "\n",
       "[3626 rows x 14 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df2.drop(['friendCount', 'reviewCount', 'firstCount', 'usefulCount', 'complimentCount', 'tipCount', 'fanCount', 'restaurantRating'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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",
       "      <th>reviewContent</th>\n",
       "      <th>flagged</th>\n",
       "      <th>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\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>5.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>service impeccable experience presentation coo...</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>the problem places like this given exhorbitant...</td>\n",
       "      <td>N</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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>679.0</td>\n",
       "      <td>417.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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>20.0</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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>17.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>there already tons professional amateur review...</td>\n",
       "      <td>N</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\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>128.0</td>\n",
       "      <td>116.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\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>103.0</td>\n",
       "      <td>73.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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>743.0</td>\n",
       "      <td>717.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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>9.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>so fortunate enough score sunday dinner reserv...</td>\n",
       "      <td>N</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\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>63.0</td>\n",
       "      <td>74.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>this really greatest restaurant i forever for ...</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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>10.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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>19.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>this place classic everything delicious don t ...</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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>4.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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>3.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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>12.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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>12.0</td>\n",
       "      <td>19.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\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>282.0</td>\n",
       "      <td>404.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>awesome coconut mojito had ropa vieja guacamol...</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>went birthday needed change reservation multip...</td>\n",
       "      <td>N</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\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>251.0</td>\n",
       "      <td>170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\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>431.0</td>\n",
       "      <td>420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\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>84.0</td>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>on outside unassuming warehouse inside burst c...</td>\n",
       "      <td>N</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>i disappointed experience carnivale i heard ma...</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\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>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>shaw s consistently one finest seafood restaur...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>great food</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great staff decent food excellent juice</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>love pastries</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>service amazing food fantastic try ceviche ras...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\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>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>the decor reminded skittles explosion cool mus...</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great holiday beer</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>came last night aruchetta pork chops fantastic...</td>\n",
       "      <td>Y</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\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>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\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>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>very dissapointed guacamole margarita s nothin...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\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>6.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\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>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3626 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  \\\n",
       "0          5                  0   \n",
       "1          5                  0   \n",
       "2          3                  2   \n",
       "3          3                  8   \n",
       "4          5                  1   \n",
       "5          5                  3   \n",
       "6          5                  1   \n",
       "7          3                  8   \n",
       "8          5                  3   \n",
       "9          5                  3   \n",
       "10         3                  4   \n",
       "11         5                  1   \n",
       "12         5                  3   \n",
       "13         5                 10   \n",
       "14         5                  0   \n",
       "15         5                  0   \n",
       "16         5                  1   \n",
       "17         5                  0   \n",
       "18         4                  1   \n",
       "19         5                  1   \n",
       "20         5                  1   \n",
       "21         4                  2   \n",
       "22         4                  0   \n",
       "23         5                  5   \n",
       "24         2                  3   \n",
       "25         5                  1   \n",
       "26         4                  0   \n",
       "27         3                  0   \n",
       "28         5                  1   \n",
       "29         4                  0   \n",
       "...      ...                ...   \n",
       "3596       2                  3   \n",
       "3597       4                  0   \n",
       "3598       5                  0   \n",
       "3599       4                  3   \n",
       "3600       4                  2   \n",
       "3601       2                  1   \n",
       "3602       4                  2   \n",
       "3603       1                  1   \n",
       "3604       1                  0   \n",
       "3605       5                  0   \n",
       "3606       4                  0   \n",
       "3607       3                  0   \n",
       "3608       3                  0   \n",
       "3609       5                  0   \n",
       "3610       5                  0   \n",
       "3611       4                  0   \n",
       "3612       3                  0   \n",
       "3613       3                  0   \n",
       "3614       4                  0   \n",
       "3615       4                  0   \n",
       "3616       4                  0   \n",
       "3617       5                  0   \n",
       "3618       5                  0   \n",
       "3619       4                  0   \n",
       "3620       5                  0   \n",
       "3621       1                  0   \n",
       "3622       4                  0   \n",
       "3623       4                  0   \n",
       "3624       5                  0   \n",
       "3625       4                  0   \n",
       "\n",
       "                                          reviewContent flagged  coolCount  \\\n",
       "0     unlike next we d eaten previous night dish com...       N        5.0   \n",
       "1     probably one best meals i ve ever it s perform...       N        0.0   \n",
       "2     service impeccable experience presentation coo...       N        0.0   \n",
       "3     the problem places like this given exhorbitant...       N        8.0   \n",
       "4     i idea write review dining alinea brings whole...       N      679.0   \n",
       "5     despite first world tragedy i endured effort g...       N       20.0   \n",
       "6     overall worth hype yes more was worth every pe...       N       17.0   \n",
       "7     there already tons professional amateur review...       N       16.0   \n",
       "8     your life countdown ever since born this life ...       N      128.0   \n",
       "9     lots complaints difficult get i get it hard bu...       N        5.0   \n",
       "10    1st i say i m foodie i enjoy dining w foodies ...       N        1.0   \n",
       "11    today marks one year since dinner alinea it fi...       N      103.0   \n",
       "12    in four years member yelp i ve written grand t...       N        2.0   \n",
       "13    i wanted visit alinea since 2007 never organiz...       N      743.0   \n",
       "14    i dined alinea weeks ago son 25th birthday he ...       N        9.0   \n",
       "15    so fortunate enough score sunday dinner reserv...       N       50.0   \n",
       "16    all reviews likely tell various ways courses a...       N       63.0   \n",
       "17    this really greatest restaurant i forever for ...       N        0.0   \n",
       "18    maybe i read reviews place i went bit experime...       N       10.0   \n",
       "19    i never worked hard get reservation looking re...       N       19.0   \n",
       "20    the best restaurant i ever to hands down well ...       N        2.0   \n",
       "21    best small plates italian we ve chicago one fa...       N        2.0   \n",
       "22    this place classic everything delicious don t ...       N        2.0   \n",
       "23    first let start saying took two years at 20 pa...       N        4.0   \n",
       "24    part wants give resto five stars part wants gi...       N        3.0   \n",
       "25    the day finally come dinner alinea i never tri...       N        1.0   \n",
       "26    i agree many yelpers 3 five star posting augus...       N        1.0   \n",
       "27    would love try place sushi three stars savory ...       N        1.0   \n",
       "28    said already said dinner past sunday fun i ve ...       N       12.0   \n",
       "29    we able fit 2 main meals one alinea during 36 ...       N       12.0   \n",
       "...                                                 ...     ...        ...   \n",
       "3596  i ve carnivale several occasions recently 5 ye...       N      282.0   \n",
       "3597  awesome coconut mojito had ropa vieja guacamol...       N        0.0   \n",
       "3598  went birthday needed change reservation multip...       N       18.0   \n",
       "3599  it took decide i know sure guatemalan style ch...       N      251.0   \n",
       "3600  i guess i qualify review stating first i pay d...       N      431.0   \n",
       "3601  i liked carnivale i better entree i would givi...       N       84.0   \n",
       "3602  on outside unassuming warehouse inside burst c...       N      264.0   \n",
       "3603  i disappointed experience carnivale i heard ma...       N        1.0   \n",
       "3604  much like several others i took table 10 place...       Y        0.0   \n",
       "3605  shaw s consistently one finest seafood restaur...       Y        0.0   \n",
       "3606                                         great food       Y        1.0   \n",
       "3607            great staff decent food excellent juice       Y        1.0   \n",
       "3608                                      love pastries       Y        1.0   \n",
       "3609  service amazing food fantastic try ceviche ras...       Y        0.0   \n",
       "3610  best breakfast ever juice amazing staff is ama...       Y        0.0   \n",
       "3611  the decor reminded skittles explosion cool mus...       Y        1.0   \n",
       "3612                                 great holiday beer       Y        1.0   \n",
       "3613  nice menu selection even nicer drink menu sele...       Y        2.0   \n",
       "3614  came last night aruchetta pork chops fantastic...       Y       29.0   \n",
       "3615  great decor great atmospehere def maeks wan go...       Y        2.0   \n",
       "3616  i took date great experience firstly i idea hu...       Y        0.0   \n",
       "3617  the gage favorite place city i really love con...       Y        0.0   \n",
       "3618  love atmosohere place it bright open put anyon...       Y        1.0   \n",
       "3619  we ve dinner times great date spot also great ...       Y        1.0   \n",
       "3620  the best guacomole i ever had food drinks exce...       Y        0.0   \n",
       "3621  very dissapointed guacamole margarita s nothin...       Y        0.0   \n",
       "3622  my date i went saturday night 7ish we wait eve...       Y        6.0   \n",
       "3623  i huge fan entrees here appetizers cocktails p...       Y        4.0   \n",
       "3624  well i ll leave specifics we ll say i ve got a...       Y        0.0   \n",
       "3625  as part birthday celebration wife i went carni...     NaN        NaN   \n",
       "\n",
       "      funnyCount  \n",
       "0            5.0  \n",
       "1            0.0  \n",
       "2            1.0  \n",
       "3            6.0  \n",
       "4          417.0  \n",
       "5           37.0  \n",
       "6           12.0  \n",
       "7           19.0  \n",
       "8          116.0  \n",
       "9            6.0  \n",
       "10           0.0  \n",
       "11          73.0  \n",
       "12           2.0  \n",
       "13         717.0  \n",
       "14           0.0  \n",
       "15          31.0  \n",
       "16          74.0  \n",
       "17           0.0  \n",
       "18           7.0  \n",
       "19          16.0  \n",
       "20           2.0  \n",
       "21           2.0  \n",
       "22           2.0  \n",
       "23           2.0  \n",
       "24           5.0  \n",
       "25           2.0  \n",
       "26           3.0  \n",
       "27           3.0  \n",
       "28          19.0  \n",
       "29          19.0  \n",
       "...          ...  \n",
       "3596       404.0  \n",
       "3597         0.0  \n",
       "3598        24.0  \n",
       "3599       170.0  \n",
       "3600       420.0  \n",
       "3601        81.0  \n",
       "3602       233.0  \n",
       "3603         0.0  \n",
       "3604         1.0  \n",
       "3605         1.0  \n",
       "3606         0.0  \n",
       "3607         0.0  \n",
       "3608         0.0  \n",
       "3609         3.0  \n",
       "3610         3.0  \n",
       "3611         1.0  \n",
       "3612         1.0  \n",
       "3613         2.0  \n",
       "3614        16.0  \n",
       "3615         0.0  \n",
       "3616         0.0  \n",
       "3617         0.0  \n",
       "3618         0.0  \n",
       "3619         1.0  \n",
       "3620         2.0  \n",
       "3621         2.0  \n",
       "3622         6.0  \n",
       "3623         0.0  \n",
       "3624         0.0  \n",
       "3625         NaN  \n",
       "\n",
       "[3626 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = df2['reviewContent']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       unlike next we d eaten previous night dish com...\n",
       "1       probably one best meals i ve ever it s perform...\n",
       "2       service impeccable experience presentation coo...\n",
       "3       the problem places like this given exhorbitant...\n",
       "4       i idea write review dining alinea brings whole...\n",
       "5       despite first world tragedy i endured effort g...\n",
       "6       overall worth hype yes more was worth every pe...\n",
       "7       there already tons professional amateur review...\n",
       "8       your life countdown ever since born this life ...\n",
       "9       lots complaints difficult get i get it hard bu...\n",
       "10      1st i say i m foodie i enjoy dining w foodies ...\n",
       "11      today marks one year since dinner alinea it fi...\n",
       "12      in four years member yelp i ve written grand t...\n",
       "13      i wanted visit alinea since 2007 never organiz...\n",
       "14      i dined alinea weeks ago son 25th birthday he ...\n",
       "15      so fortunate enough score sunday dinner reserv...\n",
       "16      all reviews likely tell various ways courses a...\n",
       "17      this really greatest restaurant i forever for ...\n",
       "18      maybe i read reviews place i went bit experime...\n",
       "19      i never worked hard get reservation looking re...\n",
       "20      the best restaurant i ever to hands down well ...\n",
       "21      best small plates italian we ve chicago one fa...\n",
       "22      this place classic everything delicious don t ...\n",
       "23      first let start saying took two years at 20 pa...\n",
       "24      part wants give resto five stars part wants gi...\n",
       "25      the day finally come dinner alinea i never tri...\n",
       "26      i agree many yelpers 3 five star posting augus...\n",
       "27      would love try place sushi three stars savory ...\n",
       "28      said already said dinner past sunday fun i ve ...\n",
       "29      we able fit 2 main meals one alinea during 36 ...\n",
       "                              ...                        \n",
       "3596    i ve carnivale several occasions recently 5 ye...\n",
       "3597    awesome coconut mojito had ropa vieja guacamol...\n",
       "3598    went birthday needed change reservation multip...\n",
       "3599    it took decide i know sure guatemalan style ch...\n",
       "3600    i guess i qualify review stating first i pay d...\n",
       "3601    i liked carnivale i better entree i would givi...\n",
       "3602    on outside unassuming warehouse inside burst c...\n",
       "3603    i disappointed experience carnivale i heard ma...\n",
       "3604    much like several others i took table 10 place...\n",
       "3605    shaw s consistently one finest seafood restaur...\n",
       "3606                                           great food\n",
       "3607              great staff decent food excellent juice\n",
       "3608                                        love pastries\n",
       "3609    service amazing food fantastic try ceviche ras...\n",
       "3610    best breakfast ever juice amazing staff is ama...\n",
       "3611    the decor reminded skittles explosion cool mus...\n",
       "3612                                   great holiday beer\n",
       "3613    nice menu selection even nicer drink menu sele...\n",
       "3614    came last night aruchetta pork chops fantastic...\n",
       "3615    great decor great atmospehere def maeks wan go...\n",
       "3616    i took date great experience firstly i idea hu...\n",
       "3617    the gage favorite place city i really love con...\n",
       "3618    love atmosohere place it bright open put anyon...\n",
       "3619    we ve dinner times great date spot also great ...\n",
       "3620    the best guacomole i ever had food drinks exce...\n",
       "3621    very dissapointed guacamole margarita s nothin...\n",
       "3622    my date i went saturday night 7ish we wait eve...\n",
       "3623    i huge fan entrees here appetizers cocktails p...\n",
       "3624    well i ll leave specifics we ll say i ve got a...\n",
       "3625    as part birthday celebration wife i went carni...\n",
       "Name: reviewContent, Length: 3626, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3626\n"
     ]
    }
   ],
   "source": [
    "sent = list()\n",
    "for rows in f:\n",
    "    #print(rows)\n",
    "    sent.append(get_sentiment_of(rows))\n",
    "print(len(sent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       " 0.8911,\n",
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       " 0.926,\n",
       " 0.995,\n",
       " 0.9519,\n",
       " 0.9856,\n",
       " 0.99,\n",
       " 0.9741,\n",
       " 0.9862,\n",
       " 0.8271,\n",
       " 0.8271,\n",
       " 0.9785,\n",
       " 0.9744,\n",
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       " 0.9694,\n",
       " 0.9633,\n",
       " 0.9929,\n",
       " ...]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "df2['Sentiment'] = sent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>5</td>\n",
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       "      <td>unlike next we d eaten previous night dish com...</td>\n",
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       "      <td>2</td>\n",
       "      <td>service impeccable experience presentation coo...</td>\n",
       "      <td>N</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>the problem places like this given exhorbitant...</td>\n",
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       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>overall worth hype yes more was worth every pe...</td>\n",
       "      <td>N</td>\n",
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       "      <th>7</th>\n",
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       "      <td>there already tons professional amateur review...</td>\n",
       "      <td>N</td>\n",
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       "      <td>19.0</td>\n",
       "      <td>0.9956</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\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>128.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.9985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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>5.0</td>\n",
       "      <td>6.0</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9914</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\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>103.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.9529</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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>743.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>0.9895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>so fortunate enough score sunday dinner reserv...</td>\n",
       "      <td>N</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.9924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\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>63.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.9903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>this really greatest restaurant i forever for ...</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>this place classic everything delicious don t ...</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>-0.7430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9821</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\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>282.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>0.9817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3597</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>awesome coconut mojito had ropa vieja guacamol...</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>went birthday needed change reservation multip...</td>\n",
       "      <td>N</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\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>251.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>0.9470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\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>431.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.9888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\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>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.9802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>on outside unassuming warehouse inside burst c...</td>\n",
       "      <td>N</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>0.9874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>i disappointed experience carnivale i heard ma...</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3604</th>\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>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3605</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>shaw s consistently one finest seafood restaur...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>great food</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great staff decent food excellent juice</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>love pastries</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3609</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>service amazing food fantastic try ceviche ras...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\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>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>the decor reminded skittles explosion cool mus...</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>great holiday beer</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.7783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\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>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>came last night aruchetta pork chops fantastic...</td>\n",
       "      <td>Y</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\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>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3617</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3618</th>\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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3619</th>\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>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3620</th>\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>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>very dissapointed guacamole margarita s nothin...</td>\n",
       "      <td>Y</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\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>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\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>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3624</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3625</th>\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>0.9924</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3626 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  \\\n",
       "0          5                  0   \n",
       "1          5                  0   \n",
       "2          3                  2   \n",
       "3          3                  8   \n",
       "4          5                  1   \n",
       "5          5                  3   \n",
       "6          5                  1   \n",
       "7          3                  8   \n",
       "8          5                  3   \n",
       "9          5                  3   \n",
       "10         3                  4   \n",
       "11         5                  1   \n",
       "12         5                  3   \n",
       "13         5                 10   \n",
       "14         5                  0   \n",
       "15         5                  0   \n",
       "16         5                  1   \n",
       "17         5                  0   \n",
       "18         4                  1   \n",
       "19         5                  1   \n",
       "20         5                  1   \n",
       "21         4                  2   \n",
       "22         4                  0   \n",
       "23         5                  5   \n",
       "24         2                  3   \n",
       "25         5                  1   \n",
       "26         4                  0   \n",
       "27         3                  0   \n",
       "28         5                  1   \n",
       "29         4                  0   \n",
       "...      ...                ...   \n",
       "3596       2                  3   \n",
       "3597       4                  0   \n",
       "3598       5                  0   \n",
       "3599       4                  3   \n",
       "3600       4                  2   \n",
       "3601       2                  1   \n",
       "3602       4                  2   \n",
       "3603       1                  1   \n",
       "3604       1                  0   \n",
       "3605       5                  0   \n",
       "3606       4                  0   \n",
       "3607       3                  0   \n",
       "3608       3                  0   \n",
       "3609       5                  0   \n",
       "3610       5                  0   \n",
       "3611       4                  0   \n",
       "3612       3                  0   \n",
       "3613       3                  0   \n",
       "3614       4                  0   \n",
       "3615       4                  0   \n",
       "3616       4                  0   \n",
       "3617       5                  0   \n",
       "3618       5                  0   \n",
       "3619       4                  0   \n",
       "3620       5                  0   \n",
       "3621       1                  0   \n",
       "3622       4                  0   \n",
       "3623       4                  0   \n",
       "3624       5                  0   \n",
       "3625       4                  0   \n",
       "\n",
       "                                          reviewContent flagged  coolCount  \\\n",
       "0     unlike next we d eaten previous night dish com...       N        5.0   \n",
       "1     probably one best meals i ve ever it s perform...       N        0.0   \n",
       "2     service impeccable experience presentation coo...       N        0.0   \n",
       "3     the problem places like this given exhorbitant...       N        8.0   \n",
       "4     i idea write review dining alinea brings whole...       N      679.0   \n",
       "5     despite first world tragedy i endured effort g...       N       20.0   \n",
       "6     overall worth hype yes more was worth every pe...       N       17.0   \n",
       "7     there already tons professional amateur review...       N       16.0   \n",
       "8     your life countdown ever since born this life ...       N      128.0   \n",
       "9     lots complaints difficult get i get it hard bu...       N        5.0   \n",
       "10    1st i say i m foodie i enjoy dining w foodies ...       N        1.0   \n",
       "11    today marks one year since dinner alinea it fi...       N      103.0   \n",
       "12    in four years member yelp i ve written grand t...       N        2.0   \n",
       "13    i wanted visit alinea since 2007 never organiz...       N      743.0   \n",
       "14    i dined alinea weeks ago son 25th birthday he ...       N        9.0   \n",
       "15    so fortunate enough score sunday dinner reserv...       N       50.0   \n",
       "16    all reviews likely tell various ways courses a...       N       63.0   \n",
       "17    this really greatest restaurant i forever for ...       N        0.0   \n",
       "18    maybe i read reviews place i went bit experime...       N       10.0   \n",
       "19    i never worked hard get reservation looking re...       N       19.0   \n",
       "20    the best restaurant i ever to hands down well ...       N        2.0   \n",
       "21    best small plates italian we ve chicago one fa...       N        2.0   \n",
       "22    this place classic everything delicious don t ...       N        2.0   \n",
       "23    first let start saying took two years at 20 pa...       N        4.0   \n",
       "24    part wants give resto five stars part wants gi...       N        3.0   \n",
       "25    the day finally come dinner alinea i never tri...       N        1.0   \n",
       "26    i agree many yelpers 3 five star posting augus...       N        1.0   \n",
       "27    would love try place sushi three stars savory ...       N        1.0   \n",
       "28    said already said dinner past sunday fun i ve ...       N       12.0   \n",
       "29    we able fit 2 main meals one alinea during 36 ...       N       12.0   \n",
       "...                                                 ...     ...        ...   \n",
       "3596  i ve carnivale several occasions recently 5 ye...       N      282.0   \n",
       "3597  awesome coconut mojito had ropa vieja guacamol...       N        0.0   \n",
       "3598  went birthday needed change reservation multip...       N       18.0   \n",
       "3599  it took decide i know sure guatemalan style ch...       N      251.0   \n",
       "3600  i guess i qualify review stating first i pay d...       N      431.0   \n",
       "3601  i liked carnivale i better entree i would givi...       N       84.0   \n",
       "3602  on outside unassuming warehouse inside burst c...       N      264.0   \n",
       "3603  i disappointed experience carnivale i heard ma...       N        1.0   \n",
       "3604  much like several others i took table 10 place...       Y        0.0   \n",
       "3605  shaw s consistently one finest seafood restaur...       Y        0.0   \n",
       "3606                                         great food       Y        1.0   \n",
       "3607            great staff decent food excellent juice       Y        1.0   \n",
       "3608                                      love pastries       Y        1.0   \n",
       "3609  service amazing food fantastic try ceviche ras...       Y        0.0   \n",
       "3610  best breakfast ever juice amazing staff is ama...       Y        0.0   \n",
       "3611  the decor reminded skittles explosion cool mus...       Y        1.0   \n",
       "3612                                 great holiday beer       Y        1.0   \n",
       "3613  nice menu selection even nicer drink menu sele...       Y        2.0   \n",
       "3614  came last night aruchetta pork chops fantastic...       Y       29.0   \n",
       "3615  great decor great atmospehere def maeks wan go...       Y        2.0   \n",
       "3616  i took date great experience firstly i idea hu...       Y        0.0   \n",
       "3617  the gage favorite place city i really love con...       Y        0.0   \n",
       "3618  love atmosohere place it bright open put anyon...       Y        1.0   \n",
       "3619  we ve dinner times great date spot also great ...       Y        1.0   \n",
       "3620  the best guacomole i ever had food drinks exce...       Y        0.0   \n",
       "3621  very dissapointed guacamole margarita s nothin...       Y        0.0   \n",
       "3622  my date i went saturday night 7ish we wait eve...       Y        6.0   \n",
       "3623  i huge fan entrees here appetizers cocktails p...       Y        4.0   \n",
       "3624  well i ll leave specifics we ll say i ve got a...       Y        0.0   \n",
       "3625  as part birthday celebration wife i went carni...     NaN        NaN   \n",
       "\n",
       "      funnyCount  Sentiment  \n",
       "0            5.0     0.9806  \n",
       "1            0.0     0.9652  \n",
       "2            1.0     0.9001  \n",
       "3            6.0     0.9481  \n",
       "4          417.0     0.9827  \n",
       "5           37.0     0.9905  \n",
       "6           12.0     0.9969  \n",
       "7           19.0     0.9956  \n",
       "8          116.0     0.9985  \n",
       "9            6.0     0.9970  \n",
       "10           0.0     0.9914  \n",
       "11          73.0     0.9529  \n",
       "12           2.0     0.9943  \n",
       "13         717.0     0.9895  \n",
       "14           0.0     0.9973  \n",
       "15          31.0     0.9924  \n",
       "16          74.0     0.9903  \n",
       "17           0.0     0.8952  \n",
       "18           7.0     0.9746  \n",
       "19          16.0     0.9935  \n",
       "20           2.0     0.7430  \n",
       "21           2.0     0.7650  \n",
       "22           2.0     0.4767  \n",
       "23           2.0     0.9977  \n",
       "24           5.0    -0.7430  \n",
       "25           2.0     0.9617  \n",
       "26           3.0     0.9756  \n",
       "27           3.0     0.6369  \n",
       "28          19.0     0.9828  \n",
       "29          19.0     0.9821  \n",
       "...          ...        ...  \n",
       "3596       404.0     0.9817  \n",
       "3597         0.0     0.7906  \n",
       "3598        24.0     0.9876  \n",
       "3599       170.0     0.9470  \n",
       "3600       420.0     0.9888  \n",
       "3601        81.0     0.9802  \n",
       "3602       233.0     0.9874  \n",
       "3603         0.0     0.2732  \n",
       "3604         1.0     0.9744  \n",
       "3605         1.0     0.8316  \n",
       "3606         0.0     0.6249  \n",
       "3607         0.0     0.8316  \n",
       "3608         0.0     0.6369  \n",
       "3609         3.0     0.9722  \n",
       "3610         3.0     0.9893  \n",
       "3611         1.0     0.9001  \n",
       "3612         1.0     0.7783  \n",
       "3613         2.0     0.9726  \n",
       "3614        16.0     0.9694  \n",
       "3615         0.0     0.9413  \n",
       "3616         0.0     0.9792  \n",
       "3617         0.0     0.9690  \n",
       "3618         0.0     0.9827  \n",
       "3619         1.0     0.9531  \n",
       "3620         2.0     0.8603  \n",
       "3621         2.0     0.7136  \n",
       "3622         6.0     0.0258  \n",
       "3623         0.0     0.9201  \n",
       "3624         0.0     0.9432  \n",
       "3625         NaN     0.9924  \n",
       "\n",
       "[3626 rows x 7 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_final = df2.drop(['reviewContent'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "flagged       1.0\n",
       "coolCount     1.0\n",
       "funnyCount    1.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fields_with_nan_length = df_final.isna().sum().where(lambda x : x > 0).dropna()\n",
    "fields_with_nan_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<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>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>Sentiment</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9481</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>679.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>0.9827</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>20.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.9905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.9969</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>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9956</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>128.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.9985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>103.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.9529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "      <td>743.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>0.9895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.9924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>63.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.9903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.9746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.4767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9977</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>5.0</td>\n",
       "      <td>-0.7430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>12.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.9821</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3595</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>282.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>0.9817</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>0.0</td>\n",
       "      <td>0.7906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>N</td>\n",
       "      <td>18.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.9876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>251.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>0.9470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>431.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>0.9888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3601</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>84.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.9802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "      <td>264.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>0.9874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2732</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>1.0</td>\n",
       "      <td>0.9744</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>1.0</td>\n",
       "      <td>0.8316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3606</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3607</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6369</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>0.9722</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>0.9893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.9001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3612</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.7783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3613</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>29.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9413</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>0.0</td>\n",
       "      <td>0.9792</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>0.0</td>\n",
       "      <td>0.9690</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>0.0</td>\n",
       "      <td>0.9827</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>1.0</td>\n",
       "      <td>0.9531</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>2.0</td>\n",
       "      <td>0.8603</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>2.0</td>\n",
       "      <td>0.7136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3622</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3623</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9201</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>0.0</td>\n",
       "      <td>0.9432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3625 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount flagged  coolCount  funnyCount  Sentiment\n",
       "0          5                  0       N        5.0         5.0     0.9806\n",
       "1          5                  0       N        0.0         0.0     0.9652\n",
       "2          3                  2       N        0.0         1.0     0.9001\n",
       "3          3                  8       N        8.0         6.0     0.9481\n",
       "4          5                  1       N      679.0       417.0     0.9827\n",
       "5          5                  3       N       20.0        37.0     0.9905\n",
       "6          5                  1       N       17.0        12.0     0.9969\n",
       "7          3                  8       N       16.0        19.0     0.9956\n",
       "8          5                  3       N      128.0       116.0     0.9985\n",
       "9          5                  3       N        5.0         6.0     0.9970\n",
       "10         3                  4       N        1.0         0.0     0.9914\n",
       "11         5                  1       N      103.0        73.0     0.9529\n",
       "12         5                  3       N        2.0         2.0     0.9943\n",
       "13         5                 10       N      743.0       717.0     0.9895\n",
       "14         5                  0       N        9.0         0.0     0.9973\n",
       "15         5                  0       N       50.0        31.0     0.9924\n",
       "16         5                  1       N       63.0        74.0     0.9903\n",
       "17         5                  0       N        0.0         0.0     0.8952\n",
       "18         4                  1       N       10.0         7.0     0.9746\n",
       "19         5                  1       N       19.0        16.0     0.9935\n",
       "20         5                  1       N        2.0         2.0     0.7430\n",
       "21         4                  2       N        2.0         2.0     0.7650\n",
       "22         4                  0       N        2.0         2.0     0.4767\n",
       "23         5                  5       N        4.0         2.0     0.9977\n",
       "24         2                  3       N        3.0         5.0    -0.7430\n",
       "25         5                  1       N        1.0         2.0     0.9617\n",
       "26         4                  0       N        1.0         3.0     0.9756\n",
       "27         3                  0       N        1.0         3.0     0.6369\n",
       "28         5                  1       N       12.0        19.0     0.9828\n",
       "29         4                  0       N       12.0        19.0     0.9821\n",
       "...      ...                ...     ...        ...         ...        ...\n",
       "3595       2                  2       N       24.0        24.0     0.9126\n",
       "3596       2                  3       N      282.0       404.0     0.9817\n",
       "3597       4                  0       N        0.0         0.0     0.7906\n",
       "3598       5                  0       N       18.0        24.0     0.9876\n",
       "3599       4                  3       N      251.0       170.0     0.9470\n",
       "3600       4                  2       N      431.0       420.0     0.9888\n",
       "3601       2                  1       N       84.0        81.0     0.9802\n",
       "3602       4                  2       N      264.0       233.0     0.9874\n",
       "3603       1                  1       N        1.0         0.0     0.2732\n",
       "3604       1                  0       Y        0.0         1.0     0.9744\n",
       "3605       5                  0       Y        0.0         1.0     0.8316\n",
       "3606       4                  0       Y        1.0         0.0     0.6249\n",
       "3607       3                  0       Y        1.0         0.0     0.8316\n",
       "3608       3                  0       Y        1.0         0.0     0.6369\n",
       "3609       5                  0       Y        0.0         3.0     0.9722\n",
       "3610       5                  0       Y        0.0         3.0     0.9893\n",
       "3611       4                  0       Y        1.0         1.0     0.9001\n",
       "3612       3                  0       Y        1.0         1.0     0.7783\n",
       "3613       3                  0       Y        2.0         2.0     0.9726\n",
       "3614       4                  0       Y       29.0        16.0     0.9694\n",
       "3615       4                  0       Y        2.0         0.0     0.9413\n",
       "3616       4                  0       Y        0.0         0.0     0.9792\n",
       "3617       5                  0       Y        0.0         0.0     0.9690\n",
       "3618       5                  0       Y        1.0         0.0     0.9827\n",
       "3619       4                  0       Y        1.0         1.0     0.9531\n",
       "3620       5                  0       Y        0.0         2.0     0.8603\n",
       "3621       1                  0       Y        0.0         2.0     0.7136\n",
       "3622       4                  0       Y        6.0         6.0     0.0258\n",
       "3623       4                  0       Y        4.0         0.0     0.9201\n",
       "3624       5                  0       Y        0.0         0.0     0.9432\n",
       "\n",
       "[3625 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_final = df_final.iloc[:-1, :]\n",
    "df_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "authentic_reviews_df = df_final[df_final['flagged'] == 'N']\n",
    "fake_reviews_df = df_final[df_final['flagged'] == 'Y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "authentic_reviews_df = authentic_reviews_df.sample(n = 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_final = pd.concat([authentic_reviews_df , fake_reviews_df])\n",
    "df_final['flagged'] = [0 if x == 'N' else 1 for x in df_final['flagged']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>coolCount</th>\n",
       "      <th>funnyCount</th>\n",
       "      <th>Sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>182.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>0.9984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2695</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.5859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.9916</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating  reviewUsefulCount  coolCount  funnyCount  Sentiment\n",
       "1499       5                  3      182.0       114.0     0.9984\n",
       "1763       5                  0        0.0         0.0     0.9908\n",
       "1000       5                  0        2.0         0.0     0.9892\n",
       "2695       1                  0        0.0         0.0    -0.5859\n",
       "1883       5                  1        5.0         3.0     0.9916"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flagged = df_final['flagged']\n",
    "df_final = df_final.drop(['flagged'], axis=1)\n",
    "df_final = pd.concat([df_final,flagged], axis=1)\n",
    "X = df_final.iloc[:, :-1]\n",
    "y = flagged\n",
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = X.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = y.values.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Normalizing the data\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "X = sc.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\_encoders.py:371: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\n",
      "If you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\n",
      "In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "ohe = OneHotEncoder()\n",
    "y = ohe.fit_transform(y).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Dependencies\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "\n",
    "# Neural network\n",
    "model = Sequential()\n",
    "model.add(Dense(16, input_dim=5, activation='relu'))\n",
    "model.add(Dense(5, activation='relu'))\n",
    "model.add(Dense(2, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
      "\n",
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3295: The name tf.log is deprecated. Please use tf.math.log instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_grad.py:1250: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "WARNING:tensorflow:From C:\\Users\\Euclid\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:986: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n",
      "\n",
      "Epoch 1/100\n",
      "876/876 [==============================] - 1s 610us/step - loss: 0.7019 - acc: 0.5160\n",
      "Epoch 2/100\n",
      "876/876 [==============================] - 0s 25us/step - loss: 0.6821 - acc: 0.5354\n",
      "Epoch 3/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.6680 - acc: 0.6256\n",
      "Epoch 4/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.6574 - acc: 0.6473\n",
      "Epoch 5/100\n",
      "876/876 [==============================] - 0s 25us/step - loss: 0.6480 - acc: 0.6370\n",
      "Epoch 6/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.6392 - acc: 0.6324\n",
      "Epoch 7/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.6306 - acc: 0.6336\n",
      "Epoch 8/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.6224 - acc: 0.6427\n",
      "Epoch 9/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.6144 - acc: 0.6712\n",
      "Epoch 10/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.6074 - acc: 0.6838\n",
      "Epoch 11/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.6009 - acc: 0.6906\n",
      "Epoch 12/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.5940 - acc: 0.7009\n",
      "Epoch 13/100\n",
      "876/876 [==============================] - 0s 28us/step - loss: 0.5878 - acc: 0.7009\n",
      "Epoch 14/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.5813 - acc: 0.6998\n",
      "Epoch 15/100\n",
      "876/876 [==============================] - 0s 26us/step - loss: 0.5752 - acc: 0.7021\n",
      "Epoch 16/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.5684 - acc: 0.7066\n",
      "Epoch 17/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.5623 - acc: 0.7112\n",
      "Epoch 18/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.5558 - acc: 0.7169\n",
      "Epoch 19/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.5496 - acc: 0.7272\n",
      "Epoch 20/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.5436 - acc: 0.7317\n",
      "Epoch 21/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.5377 - acc: 0.7397\n",
      "Epoch 22/100\n",
      "876/876 [==============================] - 0s 25us/step - loss: 0.5327 - acc: 0.7420\n",
      "Epoch 23/100\n",
      "876/876 [==============================] - 0s 28us/step - loss: 0.5269 - acc: 0.7432\n",
      "Epoch 24/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.5200 - acc: 0.7546\n",
      "Epoch 25/100\n",
      "876/876 [==============================] - 0s 25us/step - loss: 0.5115 - acc: 0.7500\n",
      "Epoch 26/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.5043 - acc: 0.7489\n",
      "Epoch 27/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4980 - acc: 0.7511\n",
      "Epoch 28/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4937 - acc: 0.7626\n",
      "Epoch 29/100\n",
      "876/876 [==============================] - 0s 28us/step - loss: 0.4883 - acc: 0.7580\n",
      "Epoch 30/100\n",
      "876/876 [==============================] - 0s 21us/step - loss: 0.4842 - acc: 0.7591\n",
      "Epoch 31/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4803 - acc: 0.7591\n",
      "Epoch 32/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4763 - acc: 0.7660\n",
      "Epoch 33/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.4727 - acc: 0.7683\n",
      "Epoch 34/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4689 - acc: 0.7694\n",
      "Epoch 35/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4660 - acc: 0.7728\n",
      "Epoch 36/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.4632 - acc: 0.7683\n",
      "Epoch 37/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4600 - acc: 0.7728\n",
      "Epoch 38/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.4580 - acc: 0.7797\n",
      "Epoch 39/100\n",
      "876/876 [==============================] - 0s 21us/step - loss: 0.4555 - acc: 0.7842\n",
      "Epoch 40/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4527 - acc: 0.7797\n",
      "Epoch 41/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4504 - acc: 0.7820\n",
      "Epoch 42/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4486 - acc: 0.7911\n",
      "Epoch 43/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4469 - acc: 0.7785\n",
      "Epoch 44/100\n",
      "876/876 [==============================] - 0s 22us/step - loss: 0.4444 - acc: 0.7877\n",
      "Epoch 45/100\n",
      "876/876 [==============================] - 0s 25us/step - loss: 0.4431 - acc: 0.7922\n",
      "Epoch 46/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4416 - acc: 0.7979\n",
      "Epoch 47/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.4398 - acc: 0.7842\n",
      "Epoch 48/100\n",
      "876/876 [==============================] - 0s 21us/step - loss: 0.4372 - acc: 0.7900\n",
      "Epoch 49/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4370 - acc: 0.7957\n",
      "Epoch 50/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.4346 - acc: 0.7911\n",
      "Epoch 51/100\n",
      "876/876 [==============================] - 0s 21us/step - loss: 0.4337 - acc: 0.7922\n",
      "Epoch 52/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4332 - acc: 0.7945\n",
      "Epoch 53/100\n",
      "876/876 [==============================] - 0s 21us/step - loss: 0.4313 - acc: 0.7968\n",
      "Epoch 54/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4300 - acc: 0.7979\n",
      "Epoch 55/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4296 - acc: 0.7945\n",
      "Epoch 56/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4269 - acc: 0.8014\n",
      "Epoch 57/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4268 - acc: 0.7979\n",
      "Epoch 58/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4262 - acc: 0.7945\n",
      "Epoch 59/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4262 - acc: 0.7922\n",
      "Epoch 60/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4228 - acc: 0.8014\n",
      "Epoch 61/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4221 - acc: 0.8014\n",
      "Epoch 62/100\n",
      "876/876 [==============================] - 0s 24us/step - loss: 0.4210 - acc: 0.8048\n",
      "Epoch 63/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4206 - acc: 0.8025\n",
      "Epoch 64/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4192 - acc: 0.8014\n",
      "Epoch 65/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4177 - acc: 0.8025\n",
      "Epoch 66/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4177 - acc: 0.8014\n",
      "Epoch 67/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4158 - acc: 0.8002\n",
      "Epoch 68/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4146 - acc: 0.8014\n",
      "Epoch 69/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4141 - acc: 0.8071\n",
      "Epoch 70/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4138 - acc: 0.8025\n",
      "Epoch 71/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4129 - acc: 0.8025\n",
      "Epoch 72/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4112 - acc: 0.8082\n",
      "Epoch 73/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4111 - acc: 0.8048\n",
      "Epoch 74/100\n",
      "876/876 [==============================] - 0s 26us/step - loss: 0.4110 - acc: 0.8048\n",
      "Epoch 75/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4107 - acc: 0.8082\n",
      "Epoch 76/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4081 - acc: 0.8025\n",
      "Epoch 77/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4082 - acc: 0.8048\n",
      "Epoch 78/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4075 - acc: 0.8071\n",
      "Epoch 79/100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "876/876 [==============================] - 0s 20us/step - loss: 0.4077 - acc: 0.8014\n",
      "Epoch 80/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4067 - acc: 0.8071\n",
      "Epoch 81/100\n",
      "876/876 [==============================] - 0s 19us/step - loss: 0.4057 - acc: 0.8071\n",
      "Epoch 82/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4055 - acc: 0.8037\n",
      "Epoch 83/100\n",
      "876/876 [==============================] - 0s 20us/step - loss: 0.4050 - acc: 0.8094\n",
      "Epoch 84/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4054 - acc: 0.8048\n",
      "Epoch 85/100\n",
      "876/876 [==============================] - 0s 17us/step - loss: 0.4049 - acc: 0.8002\n",
      "Epoch 86/100\n",
      "876/876 [==============================] - 0s 17us/step - loss: 0.4059 - acc: 0.8048\n",
      "Epoch 87/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4025 - acc: 0.8116\n",
      "Epoch 88/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.4029 - acc: 0.8048\n",
      "Epoch 89/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4054 - acc: 0.8105\n",
      "Epoch 90/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.4034 - acc: 0.8094\n",
      "Epoch 91/100\n",
      "876/876 [==============================] - 0s 17us/step - loss: 0.4011 - acc: 0.8082\n",
      "Epoch 92/100\n",
      "876/876 [==============================] - 0s 17us/step - loss: 0.4003 - acc: 0.8105\n",
      "Epoch 93/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.3999 - acc: 0.8048\n",
      "Epoch 94/100\n",
      "876/876 [==============================] - 0s 16us/step - loss: 0.3988 - acc: 0.8128\n",
      "Epoch 95/100\n",
      "876/876 [==============================] - 0s 17us/step - loss: 0.3992 - acc: 0.8094\n",
      "Epoch 96/100\n",
      "876/876 [==============================] - 0s 16us/step - loss: 0.3988 - acc: 0.8139\n",
      "Epoch 97/100\n",
      "876/876 [==============================] - 0s 16us/step - loss: 0.3970 - acc: 0.8128\n",
      "Epoch 98/100\n",
      "876/876 [==============================] - 0s 16us/step - loss: 0.3984 - acc: 0.8059\n",
      "Epoch 99/100\n",
      "876/876 [==============================] - 0s 23us/step - loss: 0.3966 - acc: 0.8105\n",
      "Epoch 100/100\n",
      "876/876 [==============================] - 0s 18us/step - loss: 0.3961 - acc: 0.8151\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(X_train, y_train, epochs=100, batch_size=64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test)\n",
    "#Converting predictions to label\n",
    "pred = list()\n",
    "for i in range(len(y_pred)):\n",
    "    pred.append(np.argmax(y_pred[i]))\n",
    "#Converting one hot encoded test label to label\n",
    "test = list()\n",
    "for i in range(len(y_test)):\n",
    "    test.append(np.argmax(y_test[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy is: 84.6938775510204\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.73      0.82        48\n",
      "           1       0.79      0.96      0.86        50\n",
      "\n",
      "   micro avg       0.85      0.85      0.85        98\n",
      "   macro avg       0.87      0.84      0.84        98\n",
      "weighted avg       0.86      0.85      0.84        98\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "a = accuracy_score(test, pred)\n",
    "print('Accuracy is:', a*100)\n",
    "print(classification_report(test, pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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