Pais - Yelp 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Objective: \n",
    "\n",
    "Part1\n",
    "Find the Best restaurant \n",
    "features to be considered - rating & check-ins.\n",
    "Find out the best & print in descending order\n",
    "\n",
    "Part2\n",
    "Sentiment Analysis using review"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Writing down thoughts on how to approach. I need to find the best restaurant using only two features at the moment\n",
    "Feature 1 is Ratings \n",
    "Feature 2 is check-ins\n",
    "\n",
    "For ratings we have the following available which is pulled under user_json\n",
    "For checkins we have checkin_json for which the data is a bit complicated, but we will have to seperate. \n",
    "\n",
    "Lets look at the data tables below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_json = pd.read_json(r'data/yelp_training_set_user.json',lines=True)\n",
    "review_json = pd.read_json(r'data/yelp_training_set_review.json',lines=True)\n",
    "checkin_json = pd.read_json(r'data/yelp_training_set_checkin.json',lines=True)\n",
    "business_json = pd.read_json(r'data/yelp_training_set_business.json',lines=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>average_stars</th>\n",
       "      <th>name</th>\n",
       "      <th>review_count</th>\n",
       "      <th>type</th>\n",
       "      <th>user_id</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Jim</td>\n",
       "      <td>6</td>\n",
       "      <td>user</td>\n",
       "      <td>CR2y7yEm4X035ZMzrTtN9Q</td>\n",
       "      <td>{u'funny': 0, u'useful': 7, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Kelle</td>\n",
       "      <td>2</td>\n",
       "      <td>user</td>\n",
       "      <td>_9GXoHhdxc30ujPaQwh6Ew</td>\n",
       "      <td>{u'funny': 0, u'useful': 1, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Stephanie</td>\n",
       "      <td>2</td>\n",
       "      <td>user</td>\n",
       "      <td>8mM-nqxjg6pT04kwcjMbsw</td>\n",
       "      <td>{u'funny': 0, u'useful': 1, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>T</td>\n",
       "      <td>2</td>\n",
       "      <td>user</td>\n",
       "      <td>Ch6CdTR2IVaVANr-RglMOg</td>\n",
       "      <td>{u'funny': 0, u'useful': 2, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Beth</td>\n",
       "      <td>1</td>\n",
       "      <td>user</td>\n",
       "      <td>NZrLmHRyiHmyT1JrfzkCOA</td>\n",
       "      <td>{u'funny': 0, u'useful': 0, u'cool': 0}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   average_stars       name  review_count  type                 user_id  \\\n",
       "0            5.0        Jim             6  user  CR2y7yEm4X035ZMzrTtN9Q   \n",
       "1            1.0      Kelle             2  user  _9GXoHhdxc30ujPaQwh6Ew   \n",
       "2            5.0  Stephanie             2  user  8mM-nqxjg6pT04kwcjMbsw   \n",
       "3            5.0          T             2  user  Ch6CdTR2IVaVANr-RglMOg   \n",
       "4            1.0       Beth             1  user  NZrLmHRyiHmyT1JrfzkCOA   \n",
       "\n",
       "                                     votes  \n",
       "0  {u'funny': 0, u'useful': 7, u'cool': 0}  \n",
       "1  {u'funny': 0, u'useful': 1, u'cool': 0}  \n",
       "2  {u'funny': 0, u'useful': 1, u'cool': 0}  \n",
       "3  {u'funny': 0, u'useful': 2, u'cool': 0}  \n",
       "4  {u'funny': 0, u'useful': 0, u'cool': 0}  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_json.head() #We would need to seperate votes from dict to a dataframe and also replace name as index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_votes= user_json['votes']\n",
    "#As you can see these are in a dict format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             {u'funny': 0, u'useful': 7, u'cool': 0}\n",
       "1             {u'funny': 0, u'useful': 1, u'cool': 0}\n",
       "2             {u'funny': 0, u'useful': 1, u'cool': 0}\n",
       "3             {u'funny': 0, u'useful': 2, u'cool': 0}\n",
       "4             {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "5          {u'funny': 30, u'useful': 45, u'cool': 36}\n",
       "6         {u'funny': 28, u'useful': 130, u'cool': 31}\n",
       "7             {u'funny': 1, u'useful': 0, u'cool': 1}\n",
       "8             {u'funny': 0, u'useful': 3, u'cool': 2}\n",
       "9            {u'funny': 5, u'useful': 24, u'cool': 9}\n",
       "10           {u'funny': 3, u'useful': 16, u'cool': 6}\n",
       "11            {u'funny': 0, u'useful': 5, u'cool': 1}\n",
       "12        {u'funny': 50, u'useful': 109, u'cool': 49}\n",
       "13            {u'funny': 1, u'useful': 3, u'cool': 1}\n",
       "14            {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "15            {u'funny': 6, u'useful': 4, u'cool': 1}\n",
       "16            {u'funny': 3, u'useful': 7, u'cool': 3}\n",
       "17           {u'funny': 2, u'useful': 24, u'cool': 0}\n",
       "18           {u'funny': 0, u'useful': 10, u'cool': 4}\n",
       "19           {u'funny': 1, u'useful': 11, u'cool': 3}\n",
       "20            {u'funny': 0, u'useful': 5, u'cool': 1}\n",
       "21          {u'funny': 9, u'useful': 81, u'cool': 31}\n",
       "22            {u'funny': 0, u'useful': 3, u'cool': 1}\n",
       "23            {u'funny': 0, u'useful': 7, u'cool': 0}\n",
       "24            {u'funny': 0, u'useful': 1, u'cool': 1}\n",
       "25            {u'funny': 0, u'useful': 1, u'cool': 1}\n",
       "26            {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "27           {u'funny': 5, u'useful': 15, u'cool': 0}\n",
       "28          {u'funny': 13, u'useful': 21, u'cool': 5}\n",
       "29            {u'funny': 1, u'useful': 7, u'cool': 3}\n",
       "                             ...                     \n",
       "43843         {u'funny': 0, u'useful': 6, u'cool': 0}\n",
       "43844        {u'funny': 6, u'useful': 16, u'cool': 3}\n",
       "43845         {u'funny': 1, u'useful': 4, u'cool': 0}\n",
       "43846      {u'funny': 13, u'useful': 46, u'cool': 25}\n",
       "43847         {u'funny': 1, u'useful': 4, u'cool': 3}\n",
       "43848         {u'funny': 0, u'useful': 5, u'cool': 1}\n",
       "43849         {u'funny': 0, u'useful': 1, u'cool': 0}\n",
       "43850      {u'funny': 19, u'useful': 71, u'cool': 67}\n",
       "43851    {u'funny': 88, u'useful': 135, u'cool': 108}\n",
       "43852    {u'funny': 70, u'useful': 454, u'cool': 292}\n",
       "43853         {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "43854         {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "43855         {u'funny': 0, u'useful': 1, u'cool': 1}\n",
       "43856         {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "43857         {u'funny': 0, u'useful': 2, u'cool': 0}\n",
       "43858         {u'funny': 0, u'useful': 1, u'cool': 0}\n",
       "43859     {u'funny': 38, u'useful': 105, u'cool': 58}\n",
       "43860         {u'funny': 0, u'useful': 1, u'cool': 0}\n",
       "43861         {u'funny': 0, u'useful': 4, u'cool': 1}\n",
       "43862       {u'funny': 9, u'useful': 51, u'cool': 19}\n",
       "43863        {u'funny': 4, u'useful': 13, u'cool': 3}\n",
       "43864        {u'funny': 1, u'useful': 14, u'cool': 2}\n",
       "43865         {u'funny': 0, u'useful': 4, u'cool': 0}\n",
       "43866         {u'funny': 2, u'useful': 2, u'cool': 0}\n",
       "43867         {u'funny': 3, u'useful': 8, u'cool': 6}\n",
       "43868     {u'funny': 72, u'useful': 117, u'cool': 47}\n",
       "43869         {u'funny': 2, u'useful': 6, u'cool': 3}\n",
       "43870         {u'funny': 0, u'useful': 0, u'cool': 0}\n",
       "43871         {u'funny': 3, u'useful': 5, u'cool': 6}\n",
       "43872         {u'funny': 1, u'useful': 4, u'cool': 2}\n",
       "Name: votes, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_df = pd.Series(user_votes)\n",
    "user_df\n",
    "#As you can see we have now converted this into a series before transf into a dataframe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cool</th>\n",
       "      <th>funny</th>\n",
       "      <th>useful</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43868</th>\n",
       "      <td>47</td>\n",
       "      <td>72</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43869</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43870</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43871</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43872</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cool  funny  useful\n",
       "43868    47     72     117\n",
       "43869     3      2       6\n",
       "43870     0      0       0\n",
       "43871     6      3       5\n",
       "43872     2      1       4"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_votes_df = user_df.apply(pd.Series)\n",
    "user_votes_df.tail()\n",
    "#After 50 tries finally this piece of shit got converted into a dataframe! Phew!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43868      Geoff\n",
       "43869    Matthew\n",
       "43870      tanya\n",
       "43871      Brian\n",
       "43872    Lindsey\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names=user_json['name']\n",
    "names.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43868    SG56r_eAdyK9aad9H8dT4g\n",
       "43869    brlWQgZoM0_rF3QmmrA99g\n",
       "43870    bbGCiK43lyi6oqLGNHLMaQ\n",
       "43871    -iUnAEpltJi0MCjmWrPu9w\n",
       "43872    aTofoitZDS2l_DoYrmQomA\n",
       "Name: user_id, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_ids = user_json['user_id']\n",
    "user_ids.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "combined = [user_ids,names,user_votes_df] #We save this as a list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0        CR2y7yEm4X035ZMzrTtN9Q\n",
       " 1        _9GXoHhdxc30ujPaQwh6Ew\n",
       " 2        8mM-nqxjg6pT04kwcjMbsw\n",
       " 3        Ch6CdTR2IVaVANr-RglMOg\n",
       " 4        NZrLmHRyiHmyT1JrfzkCOA\n",
       " 5        mWx5Sxt_dx-sYBZg6RgJHQ\n",
       " 6        hryUDaRk7FLuDAYui2oldw\n",
       " 7        2t6fZNLtiqsihVmeO7zggg\n",
       " 8        mn6F-eP5WU37b-iLTop2mQ\n",
       " 9        myXq7PFXkD_yfXT580SXMw\n",
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       " 13       1Aq2NzZGREMRdAkw55V7dg\n",
       " 14       B7XCvzvcriFc8xfIA-Wg4A\n",
       " 15       1aoDw1jVm5UQrVacWg0vnw\n",
       " 16       iH6y1T5AZZxaKpSNmvjGWw\n",
       " 17       2tyadgcxcaEu5LWgLdwLAQ\n",
       " 18       mc2glxrNAZuPnCudIaoK4Q\n",
       " 19       LKFo-Z93fhHHF-CkXoXvLw\n",
       " 20       09ZCt5inrt35zuJVtxBB5A\n",
       " 21       aSwY5VAO1S0uZASZlZgB3A\n",
       " 22       oh3BckWd5WXSANfGlnjErQ\n",
       " 23       y5YxcvgbQX_uVW0UtHWKxA\n",
       " 24       Vu29H1sy1poRld4LIL2Jqw\n",
       " 25       iK7I2HQ8kiyms_XuENr55w\n",
       " 26       QlSVps_q61IThBo489_Zyw\n",
       " 27       mzenirXt-7sZR2RhkhvLDQ\n",
       " 28       qMCT8OblN3finTvXcba-oA\n",
       " 29       jy94hgtLcuD0BbZ7o8KCYQ\n",
       "                   ...          \n",
       " 43843    pCfT_uv-M8GtVGWYU06X4A\n",
       " 43844    -eB0ODD9xBblg7f8PhP8Gw\n",
       " 43845    sf31eRip2DGCI69XEXYebQ\n",
       " 43846    YwiIrc4Nz8hu7fe7qB6rMA\n",
       " 43847    UES7V4n89xaywZWy7Tqy0w\n",
       " 43848    m1oOYd-IMLtAle0WUzVW9Q\n",
       " 43849    R5yUN8OxQzspRJAY3t7lSA\n",
       " 43850    9QJJ7YBacqcpzNE3Yo9n5A\n",
       " 43851    5-2JHDnSsoSaoRKDHPeTtQ\n",
       " 43852    WrHv35BPJ7UdQsOyhSTeog\n",
       " 43853    4xWwe4RXUAh3WOxOWVm02g\n",
       " 43854    EdkSYtFs_tv9KiJR58A2Rg\n",
       " 43855    UsM09nwRc_OK_AdoVDV_hw\n",
       " 43856    rgVfp5VfUIf59bEBpD_spQ\n",
       " 43857    uGwFgtNEo3Zp3z_7TQyYAA\n",
       " 43858    qTVtLK1wxkHZuoNbgNMKgw\n",
       " 43859    xs_fnNe0hofd7ZOupCjesQ\n",
       " 43860    h7PX9Y2Wf9PxiNDmWf0wIQ\n",
       " 43861    3VZTSPxfSttWw3NVi1E73g\n",
       " 43862    E7pQvEw9tf_wxIRMWxCtNQ\n",
       " 43863    mV6usNq1MzSCs9Bh0DrRkg\n",
       " 43864    Ay1eY5gVFFBUhuhl036vVA\n",
       " 43865    TfQvJj0IIGBTQJ0UMhpPtw\n",
       " 43866    tQXwmfUXJM69j3uPhRJg_Q\n",
       " 43867    3VcjehlwzA8qweDNq9KVFg\n",
       " 43868    SG56r_eAdyK9aad9H8dT4g\n",
       " 43869    brlWQgZoM0_rF3QmmrA99g\n",
       " 43870    bbGCiK43lyi6oqLGNHLMaQ\n",
       " 43871    -iUnAEpltJi0MCjmWrPu9w\n",
       " 43872    aTofoitZDS2l_DoYrmQomA\n",
       " Name: user_id, dtype: object, 0              Jim\n",
       " 1            Kelle\n",
       " 2        Stephanie\n",
       " 3                T\n",
       " 4             Beth\n",
       " 5              Amy\n",
       " 6            Beach\n",
       " 7        christine\n",
       " 8            Denis\n",
       " 9            Shawn\n",
       " 10           Carey\n",
       " 11       Johnatton\n",
       " 12           David\n",
       " 13          Marcus\n",
       " 14           Renee\n",
       " 15               s\n",
       " 16             joe\n",
       " 17        Na Humma\n",
       " 18             Kay\n",
       " 19            Cara\n",
       " 20          Shelly\n",
       " 21          Ashley\n",
       " 22           Megan\n",
       " 23       Ann-Marie\n",
       " 24           Sandy\n",
       " 25            Juli\n",
       " 26            Mike\n",
       " 27          Jordan\n",
       " 28       Elizabeth\n",
       " 29             Dan\n",
       "            ...    \n",
       " 43843        Annie\n",
       " 43844         Lola\n",
       " 43845            S\n",
       " 43846      Michael\n",
       " 43847       Mayank\n",
       " 43848    Cassandra\n",
       " 43849         John\n",
       " 43850        Bruce\n",
       " 43851        Becky\n",
       " 43852       laurie\n",
       " 43853      Melissa\n",
       " 43854         paul\n",
       " 43855          Joa\n",
       " 43856       Robert\n",
       " 43857       Denise\n",
       " 43858      Shannon\n",
       " 43859       Haruka\n",
       " 43860         Rick\n",
       " 43861         ruth\n",
       " 43862          Amy\n",
       " 43863          mer\n",
       " 43864         Raul\n",
       " 43865      Jessica\n",
       " 43866       Mariah\n",
       " 43867        Julie\n",
       " 43868        Geoff\n",
       " 43869      Matthew\n",
       " 43870        tanya\n",
       " 43871        Brian\n",
       " 43872      Lindsey\n",
       " Name: name, dtype: object,        cool  funny  useful\n",
       " 0         0      0       7\n",
       " 1         0      0       1\n",
       " 2         0      0       1\n",
       " 3         0      0       2\n",
       " 4         0      0       0\n",
       " 5        36     30      45\n",
       " 6        31     28     130\n",
       " 7         1      1       0\n",
       " 8         2      0       3\n",
       " 9         9      5      24\n",
       " 10        6      3      16\n",
       " 11        1      0       5\n",
       " 12       49     50     109\n",
       " 13        1      1       3\n",
       " 14        0      0       0\n",
       " 15        1      6       4\n",
       " 16        3      3       7\n",
       " 17        0      2      24\n",
       " 18        4      0      10\n",
       " 19        3      1      11\n",
       " 20        1      0       5\n",
       " 21       31      9      81\n",
       " 22        1      0       3\n",
       " 23        0      0       7\n",
       " 24        1      0       1\n",
       " 25        1      0       1\n",
       " 26        0      0       0\n",
       " 27        0      5      15\n",
       " 28        5     13      21\n",
       " 29        3      1       7\n",
       " ...     ...    ...     ...\n",
       " 43843     0      0       6\n",
       " 43844     3      6      16\n",
       " 43845     0      1       4\n",
       " 43846    25     13      46\n",
       " 43847     3      1       4\n",
       " 43848     1      0       5\n",
       " 43849     0      0       1\n",
       " 43850    67     19      71\n",
       " 43851   108     88     135\n",
       " 43852   292     70     454\n",
       " 43853     0      0       0\n",
       " 43854     0      0       0\n",
       " 43855     1      0       1\n",
       " 43856     0      0       0\n",
       " 43857     0      0       2\n",
       " 43858     0      0       1\n",
       " 43859    58     38     105\n",
       " 43860     0      0       1\n",
       " 43861     1      0       4\n",
       " 43862    19      9      51\n",
       " 43863     3      4      13\n",
       " 43864     2      1      14\n",
       " 43865     0      0       4\n",
       " 43866     0      2       2\n",
       " 43867     6      3       8\n",
       " 43868    47     72     117\n",
       " 43869     3      2       6\n",
       " 43870     0      0       0\n",
       " 43871     6      3       5\n",
       " 43872     2      1       4\n",
       " \n",
       " [43873 rows x 3 columns]]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined #As you can see it is saved as three lists one below each other. We will concat these mofos. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "user_all = pd.concat(combined, axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>name</th>\n",
       "      <th>cool</th>\n",
       "      <th>funny</th>\n",
       "      <th>useful</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CR2y7yEm4X035ZMzrTtN9Q</td>\n",
       "      <td>Jim</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>_9GXoHhdxc30ujPaQwh6Ew</td>\n",
       "      <td>Kelle</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8mM-nqxjg6pT04kwcjMbsw</td>\n",
       "      <td>Stephanie</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ch6CdTR2IVaVANr-RglMOg</td>\n",
       "      <td>T</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NZrLmHRyiHmyT1JrfzkCOA</td>\n",
       "      <td>Beth</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  user_id       name  cool  funny  useful\n",
       "0  CR2y7yEm4X035ZMzrTtN9Q        Jim     0      0       7\n",
       "1  _9GXoHhdxc30ujPaQwh6Ew      Kelle     0      0       1\n",
       "2  8mM-nqxjg6pT04kwcjMbsw  Stephanie     0      0       1\n",
       "3  Ch6CdTR2IVaVANr-RglMOg          T     0      0       2\n",
       "4  NZrLmHRyiHmyT1JrfzkCOA       Beth     0      0       0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_all.head() \n",
    "#But before I proceed to stack, I might want to delete the index column first"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>user_id</th>\n",
       "      <th>cool</th>\n",
       "      <th>funny</th>\n",
       "      <th>useful</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
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       "    <tr>\n",
       "      <th>Stephanie</th>\n",
       "      <td>8mM-nqxjg6pT04kwcjMbsw</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>Beth</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          user_id  cool  funny  useful\n",
       "name                                                  \n",
       "Jim        CR2y7yEm4X035ZMzrTtN9Q     0      0       7\n",
       "Kelle      _9GXoHhdxc30ujPaQwh6Ew     0      0       1\n",
       "Stephanie  8mM-nqxjg6pT04kwcjMbsw     0      0       1\n",
       "T          Ch6CdTR2IVaVANr-RglMOg     0      0       2\n",
       "Beth       NZrLmHRyiHmyT1JrfzkCOA     0      0       0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_all_final = user_all.set_index('name', drop=True, append=False, inplace=False, verify_integrity=False)\n",
    "user_all_final.head() #We are assuming at this stage that no reviewier is repeated. Even if repeated, we can solve later. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now that user rating data is ready, let's clean up the checkin data ('GSA')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "checkin\n",
    "\n",
    "{\n",
    "'type': 'checkin',\n",
    "'business_id': (encrypted business id),\n",
    "'checkin_info': {\n",
    "\n",
    "'0-0': (number of checkins from 00:00 to 01:00 on all Sundays), \n",
    "\n",
    "'1-0': (number of checkins from 01:00 to 02:00 on all Sundays), \n",
    "\n",
    "... \n",
    "\n",
    "'14-4': (number of checkins from 14:00 to 15:00 on all Thursdays), \n",
    "\n",
    "... \n",
    "\n",
    "'23-6': (number of checkins from 23:00 to 00:00 on all Saturdays)\n",
    "\n",
    "} # if there was no checkin for a hour-day block it will not be in the dict\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>checkin_info</th>\n",
       "      <th>type</th>\n",
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       "      <td>checkin</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id                                       checkin_info  \\\n",
       "0  KO9CpaSPOoqm0iCWm5scmg  {u'11-3': 17, u'10-1': 4, u'15-0': 2, u'15-3':...   \n",
       "1  oRqBAYtcBYZHXA7G8FlPaA  {u'0-5': 1, u'2-6': 2, u'2-5': 3, u'3-6': 1, u...   \n",
       "2  6cy2C9aBXUwkrh4bY1DApw  {u'8-5': 1, u'20-6': 1, u'15-3': 1, u'18-5': 1...   \n",
       "3  D0IB17N66FiyYDCzTlAI4A  {u'17-1': 1, u'10-5': 2, u'15-1': 1, u'20-0': ...   \n",
       "4  HLQGo3EaYVvAv22bONGkIw  {u'16-2': 1, u'14-5': 1, u'12-5': 2, u'15-4': ...   \n",
       "\n",
       "      type  \n",
       "0  checkin  \n",
       "1  checkin  \n",
       "2  checkin  \n",
       "3  checkin  \n",
       "4  checkin  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Pulling out the checkin_info column as its pretty much unreadable. Hence lets clean this part up. \n",
    "checkin_json.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8277    {u'19-4': 1, u'13-4': 1, u'11-5': 1, u'17-2': ...\n",
       "8278    {u'5-0': 1, u'7-3': 2, u'7-2': 1, u'7-1': 1, u...\n",
       "8279    {u'15-0': 1, u'15-2': 1, u'15-5': 1, u'15-6': ...\n",
       "8280    {u'22-6': 4, u'22-5': 20, u'22-4': 17, u'22-3'...\n",
       "8281    {u'17-6': 3, u'15-1': 1, u'15-0': 1, u'17-4': ...\n",
       "Name: checkin_info, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkin_info=checkin_json['checkin_info']\n",
    "checkin_info.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now we need to convert this into a dataframe using apply method. \n",
    "checkin_df = checkin_info.apply(pd.Series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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       "8281  1.0  1.0  2.0  1.0  NaN  NaN  NaN  \n",
       "\n",
       "[5 rows x 168 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "checkin_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "      <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",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <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",
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       "      <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>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <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>0.0</td>\n",
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       "      <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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <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>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <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>0.0</td>\n",
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       "      <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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
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       "      <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>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
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       "      <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>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</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>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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>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>...</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8252</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8253</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8254</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8255</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8256</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8257</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8258</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8259</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8260</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8261</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8262</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8263</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
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       "    <tr>\n",
       "      <th>8265</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>8280</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8282 rows × 168 columns</p>\n",
       "</div>"
      ],
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       "8270  0.0  0.0  0.0  0.0  0.0  1.0  0.0  \n",
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       "8273  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8274  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8275  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8276  0.0  0.0  0.0  0.0  1.0  0.0  0.0  \n",
       "8277  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8278  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8279  0.0  0.0  0.0  1.0  0.0  1.0  0.0  \n",
       "8280  3.0  1.0  1.0  0.0  0.0  1.0  0.0  \n",
       "8281  1.0  1.0  2.0  1.0  0.0  0.0  0.0  \n",
       "\n",
       "[8282 rows x 168 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Above data looks like it could use some fillna instead of having NaN. That way we can aggregate by days also \n",
    "#It's better to rename these columns as well instead of trying to infer from numbers what they mean\n",
    "a=checkin_df.fillna(0)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "b=checkin_json['business_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "c=[b,a]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_checkin_data=pd.concat(c,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "   8-4  8-5  8-6  9-0  9-1  9-2  9-3  9-4  9-5  9-6  \n",
       "0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  2.0  4.0  \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "2  0.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[5 rows x 169 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_checkin_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### x-x-x-x-x-x-x-x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>name</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>open</th>\n",
       "      <th>review_count</th>\n",
       "      <th>stars</th>\n",
       "      <th>state</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rncjoVoEFUJGCUoC1JgnUA</td>\n",
       "      <td>[Accountants, Professional Services, Tax Servi...</td>\n",
       "      <td>Peoria</td>\n",
       "      <td>8466 W Peoria Ave\\nSte 6\\nPeoria, AZ 85345</td>\n",
       "      <td>33.581867</td>\n",
       "      <td>-112.241596</td>\n",
       "      <td>Peoria Income Tax Service</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0FNFSzCFP_rGUoJx8W7tJg</td>\n",
       "      <td>[Sporting Goods, Bikes, Shopping]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2149 W Wood Dr\\nPhoenix, AZ 85029</td>\n",
       "      <td>33.604054</td>\n",
       "      <td>-112.105933</td>\n",
       "      <td>Bike Doctor</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3f_lyB6vFK48ukH6ScvLHg</td>\n",
       "      <td>[]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1134 N Central Ave\\nPhoenix, AZ 85004</td>\n",
       "      <td>33.460526</td>\n",
       "      <td>-112.073933</td>\n",
       "      <td>Valley Permaculture Alliance</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usAsSV36QmUej8--yvN-dg</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>845 W Southern Ave\\nPhoenix, AZ 85041</td>\n",
       "      <td>33.392210</td>\n",
       "      <td>-112.085377</td>\n",
       "      <td>Food City</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PzOqRohWw7F7YEPBz6AubA</td>\n",
       "      <td>[Food, Bagels, Delis, Restaurants]</td>\n",
       "      <td>Glendale Az</td>\n",
       "      <td>6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...</td>\n",
       "      <td>33.712797</td>\n",
       "      <td>-112.200264</td>\n",
       "      <td>Hot Bagels &amp; Deli</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14</td>\n",
       "      <td>3.5</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id                                         categories  \\\n",
       "0  rncjoVoEFUJGCUoC1JgnUA  [Accountants, Professional Services, Tax Servi...   \n",
       "1  0FNFSzCFP_rGUoJx8W7tJg                  [Sporting Goods, Bikes, Shopping]   \n",
       "2  3f_lyB6vFK48ukH6ScvLHg                                                 []   \n",
       "3  usAsSV36QmUej8--yvN-dg                                    [Food, Grocery]   \n",
       "4  PzOqRohWw7F7YEPBz6AubA                 [Food, Bagels, Delis, Restaurants]   \n",
       "\n",
       "          city                                       full_address   latitude  \\\n",
       "0       Peoria         8466 W Peoria Ave\\nSte 6\\nPeoria, AZ 85345  33.581867   \n",
       "1      Phoenix                  2149 W Wood Dr\\nPhoenix, AZ 85029  33.604054   \n",
       "2      Phoenix              1134 N Central Ave\\nPhoenix, AZ 85004  33.460526   \n",
       "3      Phoenix              845 W Southern Ave\\nPhoenix, AZ 85041  33.392210   \n",
       "4  Glendale Az  6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...  33.712797   \n",
       "\n",
       "    longitude                          name neighborhoods  open  review_count  \\\n",
       "0 -112.241596     Peoria Income Tax Service            []  True             3   \n",
       "1 -112.105933                   Bike Doctor            []  True             5   \n",
       "2 -112.073933  Valley Permaculture Alliance            []  True             4   \n",
       "3 -112.085377                     Food City            []  True             5   \n",
       "4 -112.200264             Hot Bagels & Deli            []  True            14   \n",
       "\n",
       "   stars state      type  \n",
       "0    5.0    AZ  business  \n",
       "1    5.0    AZ  business  \n",
       "2    5.0    AZ  business  \n",
       "3    3.5    AZ  business  \n",
       "4    3.5    AZ  business  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check-ins data, I need to merge it to business_json as business id is common. Busines_json will form the \n",
    "#basis for the big happy table which can be used for all analysis. \n",
    "business_json.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>date</th>\n",
       "      <th>review_id</th>\n",
       "      <th>stars</th>\n",
       "      <th>text</th>\n",
       "      <th>type</th>\n",
       "      <th>user_id</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9yKzy9PApeiPPOUJEtnvkg</td>\n",
       "      <td>2011-01-26</td>\n",
       "      <td>fWKvX83p0-ka4JS3dc6E5A</td>\n",
       "      <td>5</td>\n",
       "      <td>My wife took me here on my birthday for breakf...</td>\n",
       "      <td>review</td>\n",
       "      <td>rLtl8ZkDX5vH5nAx9C3q5Q</td>\n",
       "      <td>{u'funny': 0, u'useful': 5, u'cool': 2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ZRJwVLyzEJq1VAihDhYiow</td>\n",
       "      <td>2011-07-27</td>\n",
       "      <td>IjZ33sJrzXqU-0X6U8NwyA</td>\n",
       "      <td>5</td>\n",
       "      <td>I have no idea why some people give bad review...</td>\n",
       "      <td>review</td>\n",
       "      <td>0a2KyEL0d3Yb1V6aivbIuQ</td>\n",
       "      <td>{u'funny': 0, u'useful': 0, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6oRAC4uyJCsJl1X0WZpVSA</td>\n",
       "      <td>2012-06-14</td>\n",
       "      <td>IESLBzqUCLdSzSqm0eCSxQ</td>\n",
       "      <td>4</td>\n",
       "      <td>love the gyro plate. Rice is so good and I als...</td>\n",
       "      <td>review</td>\n",
       "      <td>0hT2KtfLiobPvh6cDC8JQg</td>\n",
       "      <td>{u'funny': 0, u'useful': 1, u'cool': 0}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>_1QQZuf4zZOyFCvXc0o6Vg</td>\n",
       "      <td>2010-05-27</td>\n",
       "      <td>G-WvGaISbqqaMHlNnByodA</td>\n",
       "      <td>5</td>\n",
       "      <td>Rosie, Dakota, and I LOVE Chaparral Dog Park!!...</td>\n",
       "      <td>review</td>\n",
       "      <td>uZetl9T0NcROGOyFfughhg</td>\n",
       "      <td>{u'funny': 0, u'useful': 2, u'cool': 1}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6ozycU1RpktNG2-1BroVtw</td>\n",
       "      <td>2012-01-05</td>\n",
       "      <td>1uJFq2r5QfJG_6ExMRCaGw</td>\n",
       "      <td>5</td>\n",
       "      <td>General Manager Scott Petello is a good egg!!!...</td>\n",
       "      <td>review</td>\n",
       "      <td>vYmM4KTsC8ZfQBg-j5MWkw</td>\n",
       "      <td>{u'funny': 0, u'useful': 0, u'cool': 0}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id       date               review_id  stars  \\\n",
       "0  9yKzy9PApeiPPOUJEtnvkg 2011-01-26  fWKvX83p0-ka4JS3dc6E5A      5   \n",
       "1  ZRJwVLyzEJq1VAihDhYiow 2011-07-27  IjZ33sJrzXqU-0X6U8NwyA      5   \n",
       "2  6oRAC4uyJCsJl1X0WZpVSA 2012-06-14  IESLBzqUCLdSzSqm0eCSxQ      4   \n",
       "3  _1QQZuf4zZOyFCvXc0o6Vg 2010-05-27  G-WvGaISbqqaMHlNnByodA      5   \n",
       "4  6ozycU1RpktNG2-1BroVtw 2012-01-05  1uJFq2r5QfJG_6ExMRCaGw      5   \n",
       "\n",
       "                                                text    type  \\\n",
       "0  My wife took me here on my birthday for breakf...  review   \n",
       "1  I have no idea why some people give bad review...  review   \n",
       "2  love the gyro plate. Rice is so good and I als...  review   \n",
       "3  Rosie, Dakota, and I LOVE Chaparral Dog Park!!...  review   \n",
       "4  General Manager Scott Petello is a good egg!!!...  review   \n",
       "\n",
       "                  user_id                                    votes  \n",
       "0  rLtl8ZkDX5vH5nAx9C3q5Q  {u'funny': 0, u'useful': 5, u'cool': 2}  \n",
       "1  0a2KyEL0d3Yb1V6aivbIuQ  {u'funny': 0, u'useful': 0, u'cool': 0}  \n",
       "2  0hT2KtfLiobPvh6cDC8JQg  {u'funny': 0, u'useful': 1, u'cool': 0}  \n",
       "3  uZetl9T0NcROGOyFfughhg  {u'funny': 0, u'useful': 2, u'cool': 1}  \n",
       "4  vYmM4KTsC8ZfQBg-j5MWkw  {u'funny': 0, u'useful': 0, u'cool': 0}  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "review_json.head() #Here I can attach the user_all_final data to review since user_id is common. Then taking business id,\n",
    "#I can attach this to the business _json table and make one big happy table which we can sort. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### x-x-x-x-x-x-x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>name</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>open</th>\n",
       "      <th>review_count</th>\n",
       "      <th>stars</th>\n",
       "      <th>state</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rncjoVoEFUJGCUoC1JgnUA</td>\n",
       "      <td>[Accountants, Professional Services, Tax Servi...</td>\n",
       "      <td>Peoria</td>\n",
       "      <td>8466 W Peoria Ave\\nSte 6\\nPeoria, AZ 85345</td>\n",
       "      <td>33.581867</td>\n",
       "      <td>-112.241596</td>\n",
       "      <td>Peoria Income Tax Service</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
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       "      <td>business</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0FNFSzCFP_rGUoJx8W7tJg</td>\n",
       "      <td>[Sporting Goods, Bikes, Shopping]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2149 W Wood Dr\\nPhoenix, AZ 85029</td>\n",
       "      <td>33.604054</td>\n",
       "      <td>-112.105933</td>\n",
       "      <td>Bike Doctor</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3f_lyB6vFK48ukH6ScvLHg</td>\n",
       "      <td>[]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1134 N Central Ave\\nPhoenix, AZ 85004</td>\n",
       "      <td>33.460526</td>\n",
       "      <td>-112.073933</td>\n",
       "      <td>Valley Permaculture Alliance</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>usAsSV36QmUej8--yvN-dg</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>845 W Southern Ave\\nPhoenix, AZ 85041</td>\n",
       "      <td>33.392210</td>\n",
       "      <td>-112.085377</td>\n",
       "      <td>Food City</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PzOqRohWw7F7YEPBz6AubA</td>\n",
       "      <td>[Food, Bagels, Delis, Restaurants]</td>\n",
       "      <td>Glendale Az</td>\n",
       "      <td>6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...</td>\n",
       "      <td>33.712797</td>\n",
       "      <td>-112.200264</td>\n",
       "      <td>Hot Bagels &amp; Deli</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14</td>\n",
       "      <td>3.5</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id                                         categories  \\\n",
       "0  rncjoVoEFUJGCUoC1JgnUA  [Accountants, Professional Services, Tax Servi...   \n",
       "1  0FNFSzCFP_rGUoJx8W7tJg                  [Sporting Goods, Bikes, Shopping]   \n",
       "2  3f_lyB6vFK48ukH6ScvLHg                                                 []   \n",
       "3  usAsSV36QmUej8--yvN-dg                                    [Food, Grocery]   \n",
       "4  PzOqRohWw7F7YEPBz6AubA                 [Food, Bagels, Delis, Restaurants]   \n",
       "\n",
       "          city                                       full_address   latitude  \\\n",
       "0       Peoria         8466 W Peoria Ave\\nSte 6\\nPeoria, AZ 85345  33.581867   \n",
       "1      Phoenix                  2149 W Wood Dr\\nPhoenix, AZ 85029  33.604054   \n",
       "2      Phoenix              1134 N Central Ave\\nPhoenix, AZ 85004  33.460526   \n",
       "3      Phoenix              845 W Southern Ave\\nPhoenix, AZ 85041  33.392210   \n",
       "4  Glendale Az  6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...  33.712797   \n",
       "\n",
       "    longitude                          name neighborhoods  open  review_count  \\\n",
       "0 -112.241596     Peoria Income Tax Service            []  True             3   \n",
       "1 -112.105933                   Bike Doctor            []  True             5   \n",
       "2 -112.073933  Valley Permaculture Alliance            []  True             4   \n",
       "3 -112.085377                     Food City            []  True             5   \n",
       "4 -112.200264             Hot Bagels & Deli            []  True            14   \n",
       "\n",
       "   stars state      type  \n",
       "0    5.0    AZ  business  \n",
       "1    5.0    AZ  business  \n",
       "2    5.0    AZ  business  \n",
       "3    3.5    AZ  business  \n",
       "4    3.5    AZ  business  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "business_json.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
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       "      <th>...</th>\n",
       "      <th>8-4</th>\n",
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       "      <th>8-6</th>\n",
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       "      <th>9-4</th>\n",
       "      <th>9-5</th>\n",
       "      <th>9-6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>usAsSV36QmUej8--yvN-dg</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>845 W Southern Ave\\nPhoenix, AZ 85041</td>\n",
       "      <td>33.392210</td>\n",
       "      <td>-112.085377</td>\n",
       "      <td>Food City</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PzOqRohWw7F7YEPBz6AubA</td>\n",
       "      <td>[Food, Bagels, Delis, Restaurants]</td>\n",
       "      <td>Glendale Az</td>\n",
       "      <td>6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...</td>\n",
       "      <td>33.712797</td>\n",
       "      <td>-112.200264</td>\n",
       "      <td>Hot Bagels &amp; Deli</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FrBCYtCS_jydDjg1KsIgWQ</td>\n",
       "      <td>[Music &amp; DVDs, Books, Mags, Music &amp; Video, Vin...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1850 W Camelback Rd\\nSte 1\\nPhoenix, AZ 85015</td>\n",
       "      <td>33.509658</td>\n",
       "      <td>-112.098750</td>\n",
       "      <td>Zia Record Exchange</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>21</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>yaXAD-Mv2K2PEZobmqjIYA</td>\n",
       "      <td>[Event Planning &amp; Services, Venues &amp; Event Spa...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3415 W Northern Ave\\nPhoenix, AZ 85051</td>\n",
       "      <td>33.551903</td>\n",
       "      <td>-112.132866</td>\n",
       "      <td>Reflections Bingo</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>o3ehs4ZEdsizbJyB9_j7uQ</td>\n",
       "      <td>[Art Schools, Specialty Schools, Shopping, Jew...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6938 E 1st St\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.492195</td>\n",
       "      <td>-111.931299</td>\n",
       "      <td>Jam</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>qarobAbxGSHI7ygf1f7a_Q</td>\n",
       "      <td>[Sandwiches, Restaurants]</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>891 E Baseline Rd\\nSuite 102\\nGilbert, AZ 85233</td>\n",
       "      <td>33.378839</td>\n",
       "      <td>-111.812007</td>\n",
       "      <td>Jersey Mike's Subs</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>10</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>C1xciP65n4t4R1Q4h1zOHw</td>\n",
       "      <td>[Music &amp; DVDs, Books, Mags, Music &amp; Video, Mus...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>8860 E Chaparral Rd\\nSte 100\\nScottsdale, AZ 8...</td>\n",
       "      <td>33.513519</td>\n",
       "      <td>-111.888789</td>\n",
       "      <td>Fender Musical Instruments Corporation</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>gA5CuBxF-0CnOpGnryWJdQ</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>519 W Thomas Rd\\nPhoenix, AZ 85013</td>\n",
       "      <td>33.480105</td>\n",
       "      <td>-112.081361</td>\n",
       "      <td>La Paloma Mexican Food</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>acaBJcFEKPmmSDIO6c-ZGQ</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Goodyear</td>\n",
       "      <td>2075 N Pebble Creek Pkwy\\nGoodyear, AZ 85395</td>\n",
       "      <td>33.468815</td>\n",
       "      <td>-112.392022</td>\n",
       "      <td>Basha's</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>JxVGJ9Nly2FFIs_WpJvkug</td>\n",
       "      <td>[Pizza, Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>14418 N Scottsdale Rd\\nSuite 181\\nScottsdale, ...</td>\n",
       "      <td>33.617459</td>\n",
       "      <td>-111.926272</td>\n",
       "      <td>Sauce</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>55</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>9iLiMm3Z9nepRDu1AhgEoQ</td>\n",
       "      <td>[Hotels &amp; Travel, Event Planning &amp; Services, H...</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>3535 W Chandler Blvd\\nChandler, AZ 85226</td>\n",
       "      <td>33.305427</td>\n",
       "      <td>-111.903226</td>\n",
       "      <td>Windmill Inns &amp; Suites</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>7</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>G2Re2E5Jkv_UF1xrenSsDg</td>\n",
       "      <td>[Department Stores, Fashion, Shopping]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>4500 E Cactus Rd\\nPhoenix, AZ 85032</td>\n",
       "      <td>33.599324</td>\n",
       "      <td>-111.982091</td>\n",
       "      <td>Macy's</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>11</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jj7bcQ6NDfKoz4TXwvYfMg</td>\n",
       "      <td>[Burgers, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>8941 N Black Canyon Hwy\\nPhoenix, AZ 85021</td>\n",
       "      <td>33.566989</td>\n",
       "      <td>-112.116243</td>\n",
       "      <td>Fuddruckers</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>OMXAkiWyKz0AM6PwwuP38Q</td>\n",
       "      <td>[Kitchen &amp; Bath, Shopping, Home &amp; Garden]</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>7131 W Ray Rd\\nSuite 14\\nChandler, AZ 85226</td>\n",
       "      <td>33.317906</td>\n",
       "      <td>-111.964138</td>\n",
       "      <td>Sur La Table</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>15</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>K0v87iFgB3sXSzw6e-BJ5w</td>\n",
       "      <td>[Food, Beer, Wine &amp; Spirits]</td>\n",
       "      <td>Carefree</td>\n",
       "      <td>100 Easy St\\nCarefree, AZ 85377</td>\n",
       "      <td>33.824230</td>\n",
       "      <td>-111.922904</td>\n",
       "      <td>AZ Wine Company</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>QL3vFMAsEHqfi1KGH-4igg</td>\n",
       "      <td>[Bars, Nightlife, Lounges]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>Mondrian Hotel Scottsdale\\n7353 E Indian Schoo...</td>\n",
       "      <td>33.494470</td>\n",
       "      <td>-111.924226</td>\n",
       "      <td>Red Bar</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>11</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>yOYFhiTjT-SM4spKtDk92w</td>\n",
       "      <td>[Buffets, Dim Sum, Chinese, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>10227 N Metro Pkwy E\\nPhoenix, AZ 85051</td>\n",
       "      <td>33.580359</td>\n",
       "      <td>-112.120516</td>\n",
       "      <td>China Chan Restaurant</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>42</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4IAzFJ159GEaIGX1-y6Bmw</td>\n",
       "      <td>[Burgers, Fast Food, Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>9251 E Shea Blvd\\nScottsdale, AZ 85258</td>\n",
       "      <td>33.581867</td>\n",
       "      <td>-111.881625</td>\n",
       "      <td>McDonald's</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>s02x9kPbZii-uw1x0Oyy6w</td>\n",
       "      <td>[Department Stores, Fashion, Shopping, Drugsto...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>32351 N Scottsdale Rd\\nScottsdale, AZ 85262</td>\n",
       "      <td>33.780118</td>\n",
       "      <td>-111.925770</td>\n",
       "      <td>Target Stores</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>e9JhcYEgNbRL8i8CTdQO2w</td>\n",
       "      <td>[Shopping Centers, Shopping]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>15205 N Kierland Blvd\\nSte 150\\nScottsdale, AZ...</td>\n",
       "      <td>33.624638</td>\n",
       "      <td>-111.930343</td>\n",
       "      <td>Kierland Commons</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>54</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MLAnvEcvDfOWELHUN_0xEw</td>\n",
       "      <td>[Food, Breweries, American (New), Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>7001 N Scottsdale Rd\\nSte 147\\nScottsdale, AZ ...</td>\n",
       "      <td>33.538847</td>\n",
       "      <td>-111.964173</td>\n",
       "      <td>Nimbus American Bistro N' Brewery</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>85</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BtKwRZRMyTIi9BRFk-75sQ</td>\n",
       "      <td>[Active Life, Dog Parks, Amateur Sports Teams,...</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>W Union Hills Dr\\nGlendale, AZ 85308</td>\n",
       "      <td>33.657085</td>\n",
       "      <td>-112.179573</td>\n",
       "      <td>Foothills Park</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>JHp5mJvYe6UtM_QsklR-iw</td>\n",
       "      <td>[Pizza, Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>7607 E McDowell Road\\nSuite 101\\nScottsdale, A...</td>\n",
       "      <td>33.466126</td>\n",
       "      <td>-111.917542</td>\n",
       "      <td>Peter Piper Pizza</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>9</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>O0ayL4r9AbonKwdgelBL3A</td>\n",
       "      <td>[Active Life, Performing Arts, Arts &amp; Entertai...</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>524 W Broadway Rd\\nSte 107\\nTempe, AZ 85282</td>\n",
       "      <td>33.407612</td>\n",
       "      <td>-111.947015</td>\n",
       "      <td>Plaza de Anaya</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>sygb2W4NRadVXiWhW8bnFQ</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Gila Bend</td>\n",
       "      <td>616 E Pima Street\\nGila Bend, AZ 85337</td>\n",
       "      <td>32.948295</td>\n",
       "      <td>-112.711322</td>\n",
       "      <td>Sofia's Mexican Food</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>JvJjaTJCyUGu5SDpoJWvZg</td>\n",
       "      <td>[Caterers, Restaurants, Event Planning &amp; Servi...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1930 W Pinnacle Peak Rd\\nSte 119\\nPhoenix, AZ ...</td>\n",
       "      <td>33.698843</td>\n",
       "      <td>-112.101312</td>\n",
       "      <td>Meatballz</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>9</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>507GX11jtCsVYlzaur05_w</td>\n",
       "      <td>[Chinese, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>4730 E Warner Rd\\nPhoenix, AZ 85044</td>\n",
       "      <td>33.333182</td>\n",
       "      <td>-111.983142</td>\n",
       "      <td>Panda Garden</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>27</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3ic0B872Tql7dwO4YRTDCw</td>\n",
       "      <td>[Fashion, Shopping, Jewelry, Accessories]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2480 W Happy Valley Rd.\\nSuite 1215\\nPhoenix, ...</td>\n",
       "      <td>33.712966</td>\n",
       "      <td>-112.111413</td>\n",
       "      <td>Charming Charlie</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>15</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0EE3BohGb4lxWRnHLiqNnw</td>\n",
       "      <td>[Active Life, Hiking]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>124th St &amp; Via Linda\\nScottsdale, AZ 85255</td>\n",
       "      <td>33.589622</td>\n",
       "      <td>-111.813430</td>\n",
       "      <td>Lost Dog Wash Trail</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>17</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-nPwp-pg-pTEO2nqo1h_lg</td>\n",
       "      <td>[Arts &amp; Entertainment, Cinema]</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>7700 W. Arrowhead Tn. Ctr.\\n1079\\nGlendale, AZ...</td>\n",
       "      <td>33.642438</td>\n",
       "      <td>-112.225299</td>\n",
       "      <td>AMC Arrowhead 14</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>11</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8252</th>\n",
       "      <td>f1cfs9BhhM-5ivTiR618UQ</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Mesa</td>\n",
       "      <td>5251 E Brown Rd\\nSte 103\\nMesa, AZ 85205</td>\n",
       "      <td>33.437334</td>\n",
       "      <td>-111.718179</td>\n",
       "      <td>Dolce Vita Italian Grocer</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8253</th>\n",
       "      <td>cNGI_5GbfNFbZBMQZ-s-UQ</td>\n",
       "      <td>[Latin American, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>8911 N Central Ave\\nSte 101\\nPhoenix, AZ 85020</td>\n",
       "      <td>33.566128</td>\n",
       "      <td>-112.073460</td>\n",
       "      <td>Salvadoreño Restaurant #3</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>33</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8254</th>\n",
       "      <td>PqJwKYHU_eHjw0q0NlULJw</td>\n",
       "      <td>[Hotels &amp; Travel, Event Planning &amp; Services, H...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>409 N Scottsdale Rd\\nScottsdale, AZ 85257</td>\n",
       "      <td>33.452268</td>\n",
       "      <td>-111.926128</td>\n",
       "      <td>Hospitality Suite Resort</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>25</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8255</th>\n",
       "      <td>ZPz_yTApvQcNyINEFsCpOw</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>5670 W Peoria Ave\\nGlendale, AZ 85302</td>\n",
       "      <td>33.582408</td>\n",
       "      <td>-112.180888</td>\n",
       "      <td>Manuel's Mexican Restaurant</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>27</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8256</th>\n",
       "      <td>j3gRIz4OpIcW2-QhJkaeQg</td>\n",
       "      <td>[Pet Services, Pet Groomers, Pet Training, Pet...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>7000 Mayo Blvd\\nPhoenix, AZ 85054</td>\n",
       "      <td>33.655684</td>\n",
       "      <td>-111.930028</td>\n",
       "      <td>Petco</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8257</th>\n",
       "      <td>hN4nFu26i62PjwnHJagc9Q</td>\n",
       "      <td>[Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>13610 N Scottsdale Road\\nScottsdale, AZ 85254</td>\n",
       "      <td>33.609786</td>\n",
       "      <td>-111.927307</td>\n",
       "      <td>Jack-In-the Box Drive Thru</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8258</th>\n",
       "      <td>QMsUey4Xi1VfHkwbI8YxdQ</td>\n",
       "      <td>[Sushi Bars, Japanese, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>602 W Union Hills Dr\\nPhoenix, AZ 85027</td>\n",
       "      <td>33.655105</td>\n",
       "      <td>-112.081705</td>\n",
       "      <td>Hana Sushi</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>32</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8259</th>\n",
       "      <td>-gefwOTDqW9HWGDvWBPSMQ</td>\n",
       "      <td>[Nightlife, Irish, Arts &amp; Entertainment, Music...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>18 W Monroe St\\nPhoenix, AZ 85003</td>\n",
       "      <td>33.450457</td>\n",
       "      <td>-112.074344</td>\n",
       "      <td>Seamus McCaffrey's</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>127</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8260</th>\n",
       "      <td>L6yYzUqVcX97uNXDGqS7-w</td>\n",
       "      <td>[]</td>\n",
       "      <td>Laveen</td>\n",
       "      <td>51st Ave &amp; Komatke Lane\\nLaveen, AZ 85339</td>\n",
       "      <td>33.362778</td>\n",
       "      <td>-112.168611</td>\n",
       "      <td>Gila River Casino</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8261</th>\n",
       "      <td>DXBPI8rR9f_IthOGPDWoIQ</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>12801 N Cave Creek Rd\\nPhoenix, AZ 85022</td>\n",
       "      <td>33.602660</td>\n",
       "      <td>-112.036728</td>\n",
       "      <td>Manuel's Mexican Restaurant</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>22</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8262</th>\n",
       "      <td>cKylbPFCMyvunMWU-RLptg</td>\n",
       "      <td>[Pizza, Restaurants]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>2000 E Rio Salado Pkwy\\nTempe, AZ 85281</td>\n",
       "      <td>33.432972</td>\n",
       "      <td>-111.904303</td>\n",
       "      <td>Slices Pizza</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>23</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8263</th>\n",
       "      <td>n2k-TsheMzgK3CiUnc6u0Q</td>\n",
       "      <td>[Car Wash, Automotive]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>7373 E Shea Boulevard\\nScottsdale, AZ 85260</td>\n",
       "      <td>33.581826</td>\n",
       "      <td>-111.922686</td>\n",
       "      <td>Danny's Family Car Wash</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8264</th>\n",
       "      <td>r0cKkJSTFXuGhBu5823NCQ</td>\n",
       "      <td>[American (New), Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>20775 N Pima Rd\\nScottsdale, AZ 85255</td>\n",
       "      <td>33.672130</td>\n",
       "      <td>-111.890508</td>\n",
       "      <td>Heirloom An American Restaurant</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>17</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8265</th>\n",
       "      <td>G12nLnHLETf2E2pPW6grxQ</td>\n",
       "      <td>[Car Wash, Automotive]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2501 W Happy Valley Rd\\nPhoenix, AZ 85085</td>\n",
       "      <td>33.711010</td>\n",
       "      <td>-112.114278</td>\n",
       "      <td>Danny's Family Car Wash</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8266</th>\n",
       "      <td>E8uHpUKu1eRx4V5gug1TpA</td>\n",
       "      <td>[Pizza, Restaurants]</td>\n",
       "      <td>Goodyear</td>\n",
       "      <td>15570 W Van Buren St\\nGoodyear, AZ 85338</td>\n",
       "      <td>33.450463</td>\n",
       "      <td>-112.394035</td>\n",
       "      <td>Papa Murphy's</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8267</th>\n",
       "      <td>7ntQeXCgfRU0GazrP5TG9A</td>\n",
       "      <td>[Hotels &amp; Travel, Event Planning &amp; Services, H...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>9425 N Black Canyon Hwy\\nPhoenix, AZ 85021</td>\n",
       "      <td>33.572269</td>\n",
       "      <td>-112.115428</td>\n",
       "      <td>Towne Place Suites</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>6</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8268</th>\n",
       "      <td>QzXFdjIbFRGhzL83goPPLA</td>\n",
       "      <td>[Asian Fusion, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>7000 E Mayo Blvd\\nPhoenix, AZ 85054</td>\n",
       "      <td>33.655682</td>\n",
       "      <td>-111.930014</td>\n",
       "      <td>Elephant Bar</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8269</th>\n",
       "      <td>cZQAS9sdTBaME7zh49cyDQ</td>\n",
       "      <td>[Shopping, Office Equipment]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>1275 W Elliot Rd\\nTempe, AZ 85284</td>\n",
       "      <td>33.346843</td>\n",
       "      <td>-111.958297</td>\n",
       "      <td>Staples</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8270</th>\n",
       "      <td>7u4W2qVaCc7HPfSpzuQ6pQ</td>\n",
       "      <td>[]</td>\n",
       "      <td>Higley</td>\n",
       "      <td>18206 E Williams Field Rd\\nHigley, AZ 85236</td>\n",
       "      <td>33.307458</td>\n",
       "      <td>-111.690865</td>\n",
       "      <td>Aden's Hay Oasis</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8271</th>\n",
       "      <td>7i5phUp95guwx68g0MR-OQ</td>\n",
       "      <td>[Barbers, Beauty &amp; Spas]</td>\n",
       "      <td>Mesa</td>\n",
       "      <td>1017 N Dobson Rd Ste 107\\nMesa, AZ 85201</td>\n",
       "      <td>33.432869</td>\n",
       "      <td>-111.871831</td>\n",
       "      <td>Gentleman Joes Barber Shop</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8272</th>\n",
       "      <td>l_HptXEKW5QdBNzgXtahRQ</td>\n",
       "      <td>[Shopping, Home &amp; Garden, Appliances]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>5000 S Arizona Mills Cir\\nTempe, AZ 85282</td>\n",
       "      <td>33.383123</td>\n",
       "      <td>-111.964485</td>\n",
       "      <td>Sears Appliance Outlet</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8273</th>\n",
       "      <td>EcHuaHD9IcoPEWNsU8vDTw</td>\n",
       "      <td>[Day Spas, Hotels &amp; Travel, Beauty &amp; Spas, Eve...</td>\n",
       "      <td>Paradise Valley</td>\n",
       "      <td>5402 E Lincoln Dr\\nParadise Valley, AZ 85253</td>\n",
       "      <td>33.533623</td>\n",
       "      <td>-111.965264</td>\n",
       "      <td>Camelback Inn, A JW Marriott Resort &amp; Spa, Sco...</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>103</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8274</th>\n",
       "      <td>GzVGqT454Ld3I1yrDmz5vA</td>\n",
       "      <td>[Post Offices, Public Services &amp; Government]</td>\n",
       "      <td>Surprise</td>\n",
       "      <td>15609 W Bell Rd\\nSurprise, AZ 85374</td>\n",
       "      <td>33.638653</td>\n",
       "      <td>-112.396584</td>\n",
       "      <td>United States Post Office</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>6</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>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8275</th>\n",
       "      <td>avhNXYkbGmTpUMDGw-imvg</td>\n",
       "      <td>[Sandwiches, Restaurants]</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>1395 S Arizona Avenue\\nChandler, AZ 85248</td>\n",
       "      <td>33.285308</td>\n",
       "      <td>-111.841340</td>\n",
       "      <td>Subway</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8276</th>\n",
       "      <td>GZ8KctCJxGzYZ7aAdapprg</td>\n",
       "      <td>[Active Life, Amusement Parks, Nightlife, Bowl...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2959 E Bell Rd\\nPhoenix, AZ 85032</td>\n",
       "      <td>33.640498</td>\n",
       "      <td>-112.019118</td>\n",
       "      <td>AMF Desert Hills Lanes</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>15</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8277</th>\n",
       "      <td>542yzNlAhZK9qk6Ibqd06w</td>\n",
       "      <td>[Automotive, Auto Parts &amp; Supplies]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3107 E Indian School Road\\nPhoenix, AZ 85016</td>\n",
       "      <td>33.495196</td>\n",
       "      <td>-112.014616</td>\n",
       "      <td>Checker Auto Parts</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8278</th>\n",
       "      <td>TCIVUf1frqLehZbaUnuQzQ</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>1158 W Washington St\\nSte 101\\nTempe, AZ 85281</td>\n",
       "      <td>33.442375</td>\n",
       "      <td>-111.955643</td>\n",
       "      <td>Filiberto's Mexican Food</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>18</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8279</th>\n",
       "      <td>F3tqTcfKnljJcSyyqN0bbw</td>\n",
       "      <td>[Mexican, Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>8489 E McDonald Dr\\nScottsdale, AZ 85250</td>\n",
       "      <td>33.523891</td>\n",
       "      <td>-111.897904</td>\n",
       "      <td>Los Favoritos Taco Shop</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8280</th>\n",
       "      <td>diW9KhKuhBCblBdnAkUkpQ</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>550 E Bell Rd\\nPhoenix, AZ 85022</td>\n",
       "      <td>33.640369</td>\n",
       "      <td>-112.067004</td>\n",
       "      <td>Safeway</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8281</th>\n",
       "      <td>tQTqlMW0sODNbe188ah1Yg</td>\n",
       "      <td>[Greek, Mediterranean, Restaurants]</td>\n",
       "      <td>Peoria</td>\n",
       "      <td>8378 W Thunderbird Rd\\nPeoria, AZ 85381</td>\n",
       "      <td>33.611202</td>\n",
       "      <td>-112.240062</td>\n",
       "      <td>Gyros Palace</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8282 rows × 181 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 business_id  \\\n",
       "0     usAsSV36QmUej8--yvN-dg   \n",
       "1     PzOqRohWw7F7YEPBz6AubA   \n",
       "2     FrBCYtCS_jydDjg1KsIgWQ   \n",
       "3     yaXAD-Mv2K2PEZobmqjIYA   \n",
       "4     o3ehs4ZEdsizbJyB9_j7uQ   \n",
       "5     qarobAbxGSHI7ygf1f7a_Q   \n",
       "6     C1xciP65n4t4R1Q4h1zOHw   \n",
       "7     gA5CuBxF-0CnOpGnryWJdQ   \n",
       "8     acaBJcFEKPmmSDIO6c-ZGQ   \n",
       "9     JxVGJ9Nly2FFIs_WpJvkug   \n",
       "10    9iLiMm3Z9nepRDu1AhgEoQ   \n",
       "11    G2Re2E5Jkv_UF1xrenSsDg   \n",
       "12    Jj7bcQ6NDfKoz4TXwvYfMg   \n",
       "13    OMXAkiWyKz0AM6PwwuP38Q   \n",
       "14    K0v87iFgB3sXSzw6e-BJ5w   \n",
       "15    QL3vFMAsEHqfi1KGH-4igg   \n",
       "16    yOYFhiTjT-SM4spKtDk92w   \n",
       "17    4IAzFJ159GEaIGX1-y6Bmw   \n",
       "18    s02x9kPbZii-uw1x0Oyy6w   \n",
       "19    e9JhcYEgNbRL8i8CTdQO2w   \n",
       "20    MLAnvEcvDfOWELHUN_0xEw   \n",
       "21    BtKwRZRMyTIi9BRFk-75sQ   \n",
       "22    JHp5mJvYe6UtM_QsklR-iw   \n",
       "23    O0ayL4r9AbonKwdgelBL3A   \n",
       "24    sygb2W4NRadVXiWhW8bnFQ   \n",
       "25    JvJjaTJCyUGu5SDpoJWvZg   \n",
       "26    507GX11jtCsVYlzaur05_w   \n",
       "27    3ic0B872Tql7dwO4YRTDCw   \n",
       "28    0EE3BohGb4lxWRnHLiqNnw   \n",
       "29    -nPwp-pg-pTEO2nqo1h_lg   \n",
       "...                      ...   \n",
       "8252  f1cfs9BhhM-5ivTiR618UQ   \n",
       "8253  cNGI_5GbfNFbZBMQZ-s-UQ   \n",
       "8254  PqJwKYHU_eHjw0q0NlULJw   \n",
       "8255  ZPz_yTApvQcNyINEFsCpOw   \n",
       "8256  j3gRIz4OpIcW2-QhJkaeQg   \n",
       "8257  hN4nFu26i62PjwnHJagc9Q   \n",
       "8258  QMsUey4Xi1VfHkwbI8YxdQ   \n",
       "8259  -gefwOTDqW9HWGDvWBPSMQ   \n",
       "8260  L6yYzUqVcX97uNXDGqS7-w   \n",
       "8261  DXBPI8rR9f_IthOGPDWoIQ   \n",
       "8262  cKylbPFCMyvunMWU-RLptg   \n",
       "8263  n2k-TsheMzgK3CiUnc6u0Q   \n",
       "8264  r0cKkJSTFXuGhBu5823NCQ   \n",
       "8265  G12nLnHLETf2E2pPW6grxQ   \n",
       "8266  E8uHpUKu1eRx4V5gug1TpA   \n",
       "8267  7ntQeXCgfRU0GazrP5TG9A   \n",
       "8268  QzXFdjIbFRGhzL83goPPLA   \n",
       "8269  cZQAS9sdTBaME7zh49cyDQ   \n",
       "8270  7u4W2qVaCc7HPfSpzuQ6pQ   \n",
       "8271  7i5phUp95guwx68g0MR-OQ   \n",
       "8272  l_HptXEKW5QdBNzgXtahRQ   \n",
       "8273  EcHuaHD9IcoPEWNsU8vDTw   \n",
       "8274  GzVGqT454Ld3I1yrDmz5vA   \n",
       "8275  avhNXYkbGmTpUMDGw-imvg   \n",
       "8276  GZ8KctCJxGzYZ7aAdapprg   \n",
       "8277  542yzNlAhZK9qk6Ibqd06w   \n",
       "8278  TCIVUf1frqLehZbaUnuQzQ   \n",
       "8279  F3tqTcfKnljJcSyyqN0bbw   \n",
       "8280  diW9KhKuhBCblBdnAkUkpQ   \n",
       "8281  tQTqlMW0sODNbe188ah1Yg   \n",
       "\n",
       "                                             categories             city  \\\n",
       "0                                       [Food, Grocery]          Phoenix   \n",
       "1                    [Food, Bagels, Delis, Restaurants]      Glendale Az   \n",
       "2     [Music & DVDs, Books, Mags, Music & Video, Vin...          Phoenix   \n",
       "3     [Event Planning & Services, Venues & Event Spa...          Phoenix   \n",
       "4     [Art Schools, Specialty Schools, Shopping, Jew...       Scottsdale   \n",
       "5                             [Sandwiches, Restaurants]          Gilbert   \n",
       "6     [Music & DVDs, Books, Mags, Music & Video, Mus...       Scottsdale   \n",
       "7                                [Mexican, Restaurants]          Phoenix   \n",
       "8                                       [Food, Grocery]         Goodyear   \n",
       "9                                  [Pizza, Restaurants]       Scottsdale   \n",
       "10    [Hotels & Travel, Event Planning & Services, H...         Chandler   \n",
       "11               [Department Stores, Fashion, Shopping]          Phoenix   \n",
       "12                               [Burgers, Restaurants]          Phoenix   \n",
       "13            [Kitchen & Bath, Shopping, Home & Garden]         Chandler   \n",
       "14                         [Food, Beer, Wine & Spirits]         Carefree   \n",
       "15                           [Bars, Nightlife, Lounges]       Scottsdale   \n",
       "16             [Buffets, Dim Sum, Chinese, Restaurants]          Phoenix   \n",
       "17                    [Burgers, Fast Food, Restaurants]       Scottsdale   \n",
       "18    [Department Stores, Fashion, Shopping, Drugsto...       Scottsdale   \n",
       "19                         [Shopping Centers, Shopping]       Scottsdale   \n",
       "20       [Food, Breweries, American (New), Restaurants]       Scottsdale   \n",
       "21    [Active Life, Dog Parks, Amateur Sports Teams,...         Glendale   \n",
       "22                                 [Pizza, Restaurants]       Scottsdale   \n",
       "23    [Active Life, Performing Arts, Arts & Entertai...            Tempe   \n",
       "24                               [Mexican, Restaurants]        Gila Bend   \n",
       "25    [Caterers, Restaurants, Event Planning & Servi...          Phoenix   \n",
       "26                               [Chinese, Restaurants]          Phoenix   \n",
       "27            [Fashion, Shopping, Jewelry, Accessories]          Phoenix   \n",
       "28                                [Active Life, Hiking]       Scottsdale   \n",
       "29                       [Arts & Entertainment, Cinema]         Glendale   \n",
       "...                                                 ...              ...   \n",
       "8252                                    [Food, Grocery]             Mesa   \n",
       "8253                      [Latin American, Restaurants]          Phoenix   \n",
       "8254  [Hotels & Travel, Event Planning & Services, H...       Scottsdale   \n",
       "8255                             [Mexican, Restaurants]         Glendale   \n",
       "8256  [Pet Services, Pet Groomers, Pet Training, Pet...          Phoenix   \n",
       "8257                                      [Restaurants]       Scottsdale   \n",
       "8258                [Sushi Bars, Japanese, Restaurants]          Phoenix   \n",
       "8259  [Nightlife, Irish, Arts & Entertainment, Music...          Phoenix   \n",
       "8260                                                 []           Laveen   \n",
       "8261                             [Mexican, Restaurants]          Phoenix   \n",
       "8262                               [Pizza, Restaurants]            Tempe   \n",
       "8263                             [Car Wash, Automotive]       Scottsdale   \n",
       "8264                      [American (New), Restaurants]       Scottsdale   \n",
       "8265                             [Car Wash, Automotive]          Phoenix   \n",
       "8266                               [Pizza, Restaurants]         Goodyear   \n",
       "8267  [Hotels & Travel, Event Planning & Services, H...          Phoenix   \n",
       "8268                        [Asian Fusion, Restaurants]          Phoenix   \n",
       "8269                       [Shopping, Office Equipment]            Tempe   \n",
       "8270                                                 []           Higley   \n",
       "8271                           [Barbers, Beauty & Spas]             Mesa   \n",
       "8272              [Shopping, Home & Garden, Appliances]            Tempe   \n",
       "8273  [Day Spas, Hotels & Travel, Beauty & Spas, Eve...  Paradise Valley   \n",
       "8274       [Post Offices, Public Services & Government]         Surprise   \n",
       "8275                          [Sandwiches, Restaurants]         Chandler   \n",
       "8276  [Active Life, Amusement Parks, Nightlife, Bowl...          Phoenix   \n",
       "8277                [Automotive, Auto Parts & Supplies]          Phoenix   \n",
       "8278                             [Mexican, Restaurants]            Tempe   \n",
       "8279                             [Mexican, Restaurants]       Scottsdale   \n",
       "8280                                    [Food, Grocery]          Phoenix   \n",
       "8281                [Greek, Mediterranean, Restaurants]           Peoria   \n",
       "\n",
       "                                           full_address   latitude  \\\n",
       "0                 845 W Southern Ave\\nPhoenix, AZ 85041  33.392210   \n",
       "1     6520 W Happy Valley Rd\\nSte 101\\nGlendale Az, ...  33.712797   \n",
       "2         1850 W Camelback Rd\\nSte 1\\nPhoenix, AZ 85015  33.509658   \n",
       "3                3415 W Northern Ave\\nPhoenix, AZ 85051  33.551903   \n",
       "4                   6938 E 1st St\\nScottsdale, AZ 85251  33.492195   \n",
       "5       891 E Baseline Rd\\nSuite 102\\nGilbert, AZ 85233  33.378839   \n",
       "6     8860 E Chaparral Rd\\nSte 100\\nScottsdale, AZ 8...  33.513519   \n",
       "7                    519 W Thomas Rd\\nPhoenix, AZ 85013  33.480105   \n",
       "8          2075 N Pebble Creek Pkwy\\nGoodyear, AZ 85395  33.468815   \n",
       "9     14418 N Scottsdale Rd\\nSuite 181\\nScottsdale, ...  33.617459   \n",
       "10             3535 W Chandler Blvd\\nChandler, AZ 85226  33.305427   \n",
       "11                  4500 E Cactus Rd\\nPhoenix, AZ 85032  33.599324   \n",
       "12           8941 N Black Canyon Hwy\\nPhoenix, AZ 85021  33.566989   \n",
       "13          7131 W Ray Rd\\nSuite 14\\nChandler, AZ 85226  33.317906   \n",
       "14                      100 Easy St\\nCarefree, AZ 85377  33.824230   \n",
       "15    Mondrian Hotel Scottsdale\\n7353 E Indian Schoo...  33.494470   \n",
       "16              10227 N Metro Pkwy E\\nPhoenix, AZ 85051  33.580359   \n",
       "17               9251 E Shea Blvd\\nScottsdale, AZ 85258  33.581867   \n",
       "18          32351 N Scottsdale Rd\\nScottsdale, AZ 85262  33.780118   \n",
       "19    15205 N Kierland Blvd\\nSte 150\\nScottsdale, AZ...  33.624638   \n",
       "20    7001 N Scottsdale Rd\\nSte 147\\nScottsdale, AZ ...  33.538847   \n",
       "21                 W Union Hills Dr\\nGlendale, AZ 85308  33.657085   \n",
       "22    7607 E McDowell Road\\nSuite 101\\nScottsdale, A...  33.466126   \n",
       "23          524 W Broadway Rd\\nSte 107\\nTempe, AZ 85282  33.407612   \n",
       "24               616 E Pima Street\\nGila Bend, AZ 85337  32.948295   \n",
       "25    1930 W Pinnacle Peak Rd\\nSte 119\\nPhoenix, AZ ...  33.698843   \n",
       "26                  4730 E Warner Rd\\nPhoenix, AZ 85044  33.333182   \n",
       "27    2480 W Happy Valley Rd.\\nSuite 1215\\nPhoenix, ...  33.712966   \n",
       "28           124th St & Via Linda\\nScottsdale, AZ 85255  33.589622   \n",
       "29    7700 W. Arrowhead Tn. Ctr.\\n1079\\nGlendale, AZ...  33.642438   \n",
       "...                                                 ...        ...   \n",
       "8252           5251 E Brown Rd\\nSte 103\\nMesa, AZ 85205  33.437334   \n",
       "8253     8911 N Central Ave\\nSte 101\\nPhoenix, AZ 85020  33.566128   \n",
       "8254          409 N Scottsdale Rd\\nScottsdale, AZ 85257  33.452268   \n",
       "8255              5670 W Peoria Ave\\nGlendale, AZ 85302  33.582408   \n",
       "8256                  7000 Mayo Blvd\\nPhoenix, AZ 85054  33.655684   \n",
       "8257      13610 N Scottsdale Road\\nScottsdale, AZ 85254  33.609786   \n",
       "8258            602 W Union Hills Dr\\nPhoenix, AZ 85027  33.655105   \n",
       "8259                  18 W Monroe St\\nPhoenix, AZ 85003  33.450457   \n",
       "8260          51st Ave & Komatke Lane\\nLaveen, AZ 85339  33.362778   \n",
       "8261           12801 N Cave Creek Rd\\nPhoenix, AZ 85022  33.602660   \n",
       "8262            2000 E Rio Salado Pkwy\\nTempe, AZ 85281  33.432972   \n",
       "8263        7373 E Shea Boulevard\\nScottsdale, AZ 85260  33.581826   \n",
       "8264              20775 N Pima Rd\\nScottsdale, AZ 85255  33.672130   \n",
       "8265          2501 W Happy Valley Rd\\nPhoenix, AZ 85085  33.711010   \n",
       "8266           15570 W Van Buren St\\nGoodyear, AZ 85338  33.450463   \n",
       "8267         9425 N Black Canyon Hwy\\nPhoenix, AZ 85021  33.572269   \n",
       "8268                7000 E Mayo Blvd\\nPhoenix, AZ 85054  33.655682   \n",
       "8269                  1275 W Elliot Rd\\nTempe, AZ 85284  33.346843   \n",
       "8270        18206 E Williams Field Rd\\nHigley, AZ 85236  33.307458   \n",
       "8271           1017 N Dobson Rd Ste 107\\nMesa, AZ 85201  33.432869   \n",
       "8272          5000 S Arizona Mills Cir\\nTempe, AZ 85282  33.383123   \n",
       "8273       5402 E Lincoln Dr\\nParadise Valley, AZ 85253  33.533623   \n",
       "8274                15609 W Bell Rd\\nSurprise, AZ 85374  33.638653   \n",
       "8275          1395 S Arizona Avenue\\nChandler, AZ 85248  33.285308   \n",
       "8276                  2959 E Bell Rd\\nPhoenix, AZ 85032  33.640498   \n",
       "8277       3107 E Indian School Road\\nPhoenix, AZ 85016  33.495196   \n",
       "8278     1158 W Washington St\\nSte 101\\nTempe, AZ 85281  33.442375   \n",
       "8279           8489 E McDonald Dr\\nScottsdale, AZ 85250  33.523891   \n",
       "8280                   550 E Bell Rd\\nPhoenix, AZ 85022  33.640369   \n",
       "8281            8378 W Thunderbird Rd\\nPeoria, AZ 85381  33.611202   \n",
       "\n",
       "       longitude                                               name  \\\n",
       "0    -112.085377                                          Food City   \n",
       "1    -112.200264                                  Hot Bagels & Deli   \n",
       "2    -112.098750                                Zia Record Exchange   \n",
       "3    -112.132866                                  Reflections Bingo   \n",
       "4    -111.931299                                                Jam   \n",
       "5    -111.812007                                 Jersey Mike's Subs   \n",
       "6    -111.888789             Fender Musical Instruments Corporation   \n",
       "7    -112.081361                             La Paloma Mexican Food   \n",
       "8    -112.392022                                            Basha's   \n",
       "9    -111.926272                                              Sauce   \n",
       "10   -111.903226                             Windmill Inns & Suites   \n",
       "11   -111.982091                                             Macy's   \n",
       "12   -112.116243                                        Fuddruckers   \n",
       "13   -111.964138                                       Sur La Table   \n",
       "14   -111.922904                                    AZ Wine Company   \n",
       "15   -111.924226                                            Red Bar   \n",
       "16   -112.120516                              China Chan Restaurant   \n",
       "17   -111.881625                                         McDonald's   \n",
       "18   -111.925770                                      Target Stores   \n",
       "19   -111.930343                                   Kierland Commons   \n",
       "20   -111.964173                  Nimbus American Bistro N' Brewery   \n",
       "21   -112.179573                                     Foothills Park   \n",
       "22   -111.917542                                  Peter Piper Pizza   \n",
       "23   -111.947015                                     Plaza de Anaya   \n",
       "24   -112.711322                               Sofia's Mexican Food   \n",
       "25   -112.101312                                          Meatballz   \n",
       "26   -111.983142                                       Panda Garden   \n",
       "27   -112.111413                                   Charming Charlie   \n",
       "28   -111.813430                                Lost Dog Wash Trail   \n",
       "29   -112.225299                                   AMC Arrowhead 14   \n",
       "...          ...                                                ...   \n",
       "8252 -111.718179                          Dolce Vita Italian Grocer   \n",
       "8253 -112.073460                          Salvadoreño Restaurant #3   \n",
       "8254 -111.926128                           Hospitality Suite Resort   \n",
       "8255 -112.180888                        Manuel's Mexican Restaurant   \n",
       "8256 -111.930028                                              Petco   \n",
       "8257 -111.927307                         Jack-In-the Box Drive Thru   \n",
       "8258 -112.081705                                         Hana Sushi   \n",
       "8259 -112.074344                                 Seamus McCaffrey's   \n",
       "8260 -112.168611                                  Gila River Casino   \n",
       "8261 -112.036728                        Manuel's Mexican Restaurant   \n",
       "8262 -111.904303                                       Slices Pizza   \n",
       "8263 -111.922686                            Danny's Family Car Wash   \n",
       "8264 -111.890508                    Heirloom An American Restaurant   \n",
       "8265 -112.114278                            Danny's Family Car Wash   \n",
       "8266 -112.394035                                      Papa Murphy's   \n",
       "8267 -112.115428                                 Towne Place Suites   \n",
       "8268 -111.930014                                       Elephant Bar   \n",
       "8269 -111.958297                                            Staples   \n",
       "8270 -111.690865                                   Aden's Hay Oasis   \n",
       "8271 -111.871831                         Gentleman Joes Barber Shop   \n",
       "8272 -111.964485                             Sears Appliance Outlet   \n",
       "8273 -111.965264  Camelback Inn, A JW Marriott Resort & Spa, Sco...   \n",
       "8274 -112.396584                          United States Post Office   \n",
       "8275 -111.841340                                             Subway   \n",
       "8276 -112.019118                             AMF Desert Hills Lanes   \n",
       "8277 -112.014616                                 Checker Auto Parts   \n",
       "8278 -111.955643                           Filiberto's Mexican Food   \n",
       "8279 -111.897904                            Los Favoritos Taco Shop   \n",
       "8280 -112.067004                                            Safeway   \n",
       "8281 -112.240062                                       Gyros Palace   \n",
       "\n",
       "     neighborhoods   open  review_count ...   8-4  8-5  8-6  9-0  9-1  9-2  \\\n",
       "0               []   True             5 ...   0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "1               []   True            14 ...   1.0  0.0  4.0  3.0  1.0  1.0   \n",
       "2               []   True            21 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3               []   True             4 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4               []   True            14 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "5               []   True            10 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "6               []   True             4 ...   0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "7               []   True             5 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8               []   True             3 ...   1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "9               []   True            55 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "10              []   True             7 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "11              []   True            11 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "12              []   True            23 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "13              []   True            15 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "14              []   True             8 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "15              []  False            11 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "16              []  False            42 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "17              []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "18              []   True             5 ...   0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "19              []   True            54 ...   2.0  5.0  4.0  1.0  3.0  2.0   \n",
       "20              []  False            85 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "21              []   True            15 ...   2.0  0.0  0.0  0.0  1.0  0.0   \n",
       "22              []   True             9 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "23              []   True             5 ...   0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "24              []   True            10 ...   2.0  0.0  0.0  0.0  0.0  0.0   \n",
       "25              []  False             9 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "26              []   True            27 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "27              []   True            15 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "28              []   True            17 ...   1.0  1.0  0.0  0.0  0.0  0.0   \n",
       "29              []   True            11 ...   1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "...            ...    ...           ... ...   ...  ...  ...  ...  ...  ...   \n",
       "8252            []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8253            []   True            33 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8254            []   True            25 ...   1.0  0.0  0.0  1.0  0.0  1.0   \n",
       "8255            []   True            27 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8256            []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8257            []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8258            []   True            32 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8259            []   True           127 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8260            []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8261            []   True            22 ...   0.0  1.0  0.0  0.0  0.0  0.0   \n",
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       "8277            []   True             3 ...   1.0  0.0  0.0  1.0  0.0  0.0   \n",
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       "8279            []   True            25 ...   0.0  1.0  3.0  0.0  5.0  4.0   \n",
       "8280            []   True             3 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "8281            []   True            23 ...   0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "      9-3  9-4  9-5  9-6  \n",
       "0     0.0  1.0  0.0  0.0  \n",
       "1     0.0  0.0  9.0  6.0  \n",
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       "29    0.0  1.0  2.0  2.0  \n",
       "...   ...  ...  ...  ...  \n",
       "8252  0.0  0.0  0.0  0.0  \n",
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       "8261  0.0  0.0  1.0  0.0  \n",
       "8262  0.0  0.0  0.0  0.0  \n",
       "8263  1.0  0.0  0.0  0.0  \n",
       "8264  0.0  0.0  0.0  0.0  \n",
       "8265  0.0  1.0  6.0  5.0  \n",
       "8266  0.0  0.0  0.0  0.0  \n",
       "8267  0.0  0.0  0.0  0.0  \n",
       "8268  0.0  1.0  0.0  5.0  \n",
       "8269  0.0  0.0  0.0  0.0  \n",
       "8270  0.0  1.0  0.0  0.0  \n",
       "8271  0.0  0.0  1.0  0.0  \n",
       "8272  0.0  0.0  0.0  0.0  \n",
       "8273  0.0  1.0  6.0  3.0  \n",
       "8274  0.0  1.0  0.0  0.0  \n",
       "8275  0.0  0.0  0.0  1.0  \n",
       "8276  0.0  1.0  1.0  1.0  \n",
       "8277  0.0  0.0  1.0  0.0  \n",
       "8278  0.0  1.0  1.0  0.0  \n",
       "8279  2.0  2.0  3.0  7.0  \n",
       "8280  0.0  0.0  0.0  0.0  \n",
       "8281  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[8282 rows x 181 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e=business_json.merge(final_checkin_data,how='inner', on=None, left_on=None, right_on=None, left_index=False, right_index=False, sort=False, suffixes=('_x', '_y'), copy=True, indicator=False)\n",
    "e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>name</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>open</th>\n",
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       "      <td>3107 E Indian School Road\\nPhoenix, AZ 85016</td>\n",
       "      <td>33.495196</td>\n",
       "      <td>-112.014616</td>\n",
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       "      <td>-111.955643</td>\n",
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       "      <td>33.523891</td>\n",
       "      <td>-111.897904</td>\n",
       "      <td>Los Favoritos Taco Shop</td>\n",
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       "    <tr>\n",
       "      <th>8280</th>\n",
       "      <td>diW9KhKuhBCblBdnAkUkpQ</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>550 E Bell Rd\\nPhoenix, AZ 85022</td>\n",
       "      <td>33.640369</td>\n",
       "      <td>-112.067004</td>\n",
       "      <td>Safeway</td>\n",
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       "                 business_id                           categories        city  \\\n",
       "8277  542yzNlAhZK9qk6Ibqd06w  [Automotive, Auto Parts & Supplies]     Phoenix   \n",
       "8278  TCIVUf1frqLehZbaUnuQzQ               [Mexican, Restaurants]       Tempe   \n",
       "8279  F3tqTcfKnljJcSyyqN0bbw               [Mexican, Restaurants]  Scottsdale   \n",
       "8280  diW9KhKuhBCblBdnAkUkpQ                      [Food, Grocery]     Phoenix   \n",
       "8281  tQTqlMW0sODNbe188ah1Yg  [Greek, Mediterranean, Restaurants]      Peoria   \n",
       "\n",
       "                                        full_address   latitude   longitude  \\\n",
       "8277    3107 E Indian School Road\\nPhoenix, AZ 85016  33.495196 -112.014616   \n",
       "8278  1158 W Washington St\\nSte 101\\nTempe, AZ 85281  33.442375 -111.955643   \n",
       "8279        8489 E McDonald Dr\\nScottsdale, AZ 85250  33.523891 -111.897904   \n",
       "8280                550 E Bell Rd\\nPhoenix, AZ 85022  33.640369 -112.067004   \n",
       "8281         8378 W Thunderbird Rd\\nPeoria, AZ 85381  33.611202 -112.240062   \n",
       "\n",
       "                          name neighborhoods  open  review_count ...   8-4  \\\n",
       "8277        Checker Auto Parts            []  True             3 ...   1.0   \n",
       "8278  Filiberto's Mexican Food            []  True            18 ...   1.0   \n",
       "8279   Los Favoritos Taco Shop            []  True            25 ...   0.0   \n",
       "8280                   Safeway            []  True             3 ...   0.0   \n",
       "8281              Gyros Palace            []  True            23 ...   0.0   \n",
       "\n",
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       "\n",
       "[5 rows x 181 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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       "      <td>{u'funny': 1, u'useful': 3, u'cool': 2}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229906</th>\n",
       "      <td>SeCVec3f91bEdosAILE4JA</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-01-26</td>\n",
       "      <td>0f-NizYApb8ZbY6oD2NGXw</td>\n",
       "      <td>5</td>\n",
       "      <td>Awesome boutique! The selection is amazing...l...</td>\n",
       "      <td>review</td>\n",
       "      <td>jqVeTSin5GeRm0ceSg-PBA</td>\n",
       "      <td>{u'funny': 0, u'useful': 2, u'cool': 1}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 188 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   business_id categories city full_address  latitude  \\\n",
       "229902  OBbZsvsdz5dKedj7xGBAEw        NaN  NaN          NaN       NaN   \n",
       "229903  OBbZsvsdz5dKedj7xGBAEw        NaN  NaN          NaN       NaN   \n",
       "229904  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "229905  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "229906  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "\n",
       "        longitude name neighborhoods open  review_count  \\\n",
       "229902        NaN  NaN           NaN  NaN           NaN   \n",
       "229903        NaN  NaN           NaN  NaN           NaN   \n",
       "229904        NaN  NaN           NaN  NaN           NaN   \n",
       "229905        NaN  NaN           NaN  NaN           NaN   \n",
       "229906        NaN  NaN           NaN  NaN           NaN   \n",
       "\n",
       "                         ...                     9-4 9-5 9-6       date  \\\n",
       "229902                   ...                     NaN NaN NaN 2012-11-25   \n",
       "229903                   ...                     NaN NaN NaN 2012-12-02   \n",
       "229904                   ...                     NaN NaN NaN 2007-12-11   \n",
       "229905                   ...                     NaN NaN NaN 2007-09-07   \n",
       "229906                   ...                     NaN NaN NaN 2008-01-26   \n",
       "\n",
       "                     review_id  stars_y  \\\n",
       "229902  ZrFbsCyr_F3ucfIRww69ag        4   \n",
       "229903  vUAymdi3JLEdjCilZvif-w        4   \n",
       "229904  SgUeAdo1FgJ1crq-SH0vIw        5   \n",
       "229905  i0uwwifLtJPkfbdSrlPvwg        5   \n",
       "229906  0f-NizYApb8ZbY6oD2NGXw        5   \n",
       "\n",
       "                                                     text  type_y  \\\n",
       "229902  Everything I need for an improptu Carne Asada ...  review   \n",
       "229903  Excellent carniceria in Peoria. I agree with o...  review   \n",
       "229904  I think I have died and gone to DVF heaven.  (...  review   \n",
       "229905  What a dream! This place is stocked to the bri...  review   \n",
       "229906  Awesome boutique! The selection is amazing...l...  review   \n",
       "\n",
       "                       user_id                                    votes  \n",
       "229902  bvvLS4Vz5yFuNvGKBV3-1g  {u'funny': 0, u'useful': 1, u'cool': 0}  \n",
       "229903  -kIvLyWpY17aRa0vPp-RmA  {u'funny': 0, u'useful': 1, u'cool': 1}  \n",
       "229904  qASPib1Z8ft8e96dtbh66w  {u'funny': 2, u'useful': 5, u'cool': 5}  \n",
       "229905  9FbgqZ5u9WTLAs28nNafIQ  {u'funny': 1, u'useful': 3, u'cool': 2}  \n",
       "229906  jqVeTSin5GeRm0ceSg-PBA  {u'funny': 0, u'useful': 2, u'cool': 1}  \n",
       "\n",
       "[5 rows x 188 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f=pd.merge(e,review_json,on='business_id', how='outer')\n",
    "f.tail()\n",
    "#So I felt that this was incorrectly tabulated initially but then again it is correct. Each business id repeats as \n",
    "# ...multiple reviews appear against it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now we need to delete the votes column\n",
    "g=f.drop('votes', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>date</th>\n",
       "      <th>review_id</th>\n",
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       "      <th>user_id</th>\n",
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       "      <td>2007-12-11</td>\n",
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       "      <td>2007-09-07</td>\n",
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       "      <td>5</td>\n",
       "      <td>What a dream! This place is stocked to the bri...</td>\n",
       "      <td>review</td>\n",
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       "      <td>SeCVec3f91bEdosAILE4JA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>review</td>\n",
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       "</table>\n",
       "<p>5 rows × 187 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   business_id categories city full_address  latitude  \\\n",
       "229902  OBbZsvsdz5dKedj7xGBAEw        NaN  NaN          NaN       NaN   \n",
       "229903  OBbZsvsdz5dKedj7xGBAEw        NaN  NaN          NaN       NaN   \n",
       "229904  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "229905  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "229906  SeCVec3f91bEdosAILE4JA        NaN  NaN          NaN       NaN   \n",
       "\n",
       "        longitude name neighborhoods open  review_count  \\\n",
       "229902        NaN  NaN           NaN  NaN           NaN   \n",
       "229903        NaN  NaN           NaN  NaN           NaN   \n",
       "229904        NaN  NaN           NaN  NaN           NaN   \n",
       "229905        NaN  NaN           NaN  NaN           NaN   \n",
       "229906        NaN  NaN           NaN  NaN           NaN   \n",
       "\n",
       "                 ...            9-3 9-4 9-5  9-6       date  \\\n",
       "229902           ...            NaN NaN NaN  NaN 2012-11-25   \n",
       "229903           ...            NaN NaN NaN  NaN 2012-12-02   \n",
       "229904           ...            NaN NaN NaN  NaN 2007-12-11   \n",
       "229905           ...            NaN NaN NaN  NaN 2007-09-07   \n",
       "229906           ...            NaN NaN NaN  NaN 2008-01-26   \n",
       "\n",
       "                     review_id  stars_y  \\\n",
       "229902  ZrFbsCyr_F3ucfIRww69ag        4   \n",
       "229903  vUAymdi3JLEdjCilZvif-w        4   \n",
       "229904  SgUeAdo1FgJ1crq-SH0vIw        5   \n",
       "229905  i0uwwifLtJPkfbdSrlPvwg        5   \n",
       "229906  0f-NizYApb8ZbY6oD2NGXw        5   \n",
       "\n",
       "                                                     text  type_y  \\\n",
       "229902  Everything I need for an improptu Carne Asada ...  review   \n",
       "229903  Excellent carniceria in Peoria. I agree with o...  review   \n",
       "229904  I think I have died and gone to DVF heaven.  (...  review   \n",
       "229905  What a dream! This place is stocked to the bri...  review   \n",
       "229906  Awesome boutique! The selection is amazing...l...  review   \n",
       "\n",
       "                       user_id  \n",
       "229902  bvvLS4Vz5yFuNvGKBV3-1g  \n",
       "229903  -kIvLyWpY17aRa0vPp-RmA  \n",
       "229904  qASPib1Z8ft8e96dtbh66w  \n",
       "229905  9FbgqZ5u9WTLAs28nNafIQ  \n",
       "229906  jqVeTSin5GeRm0ceSg-PBA  \n",
       "\n",
       "[5 rows x 187 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Now let's add user review attributes such as cool, funny and useful to the main table g. \n",
    "h=pd.merge(g,user_all,on='user_id', how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
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       "      <th>date</th>\n",
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       "      <th>stars_y</th>\n",
       "      <th>text</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>usAsSV36QmUej8--yvN-dg</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>845 W Southern Ave\\nPhoenix, AZ 85041</td>\n",
       "      <td>33.392210</td>\n",
       "      <td>-112.085377</td>\n",
       "      <td>Food City</td>\n",
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       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0dIChGWBs9ueUXl0hhkw2w</td>\n",
       "      <td>[Greek, Mediterranean, Sandwiches, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>4041 N 15th Ave\\nPhoenix, AZ 85015</td>\n",
       "      <td>33.494367</td>\n",
       "      <td>-112.091252</td>\n",
       "      <td>Crazy Jim's Restaurant</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>79.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-10-02</td>\n",
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       "      <td>review</td>\n",
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       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eQ9I23C8O9ruHIaupxp40g</td>\n",
       "      <td>[Barbers, Beauty &amp; Spas]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1712 E Broadway Road\\nPhoenix, AZ 85040</td>\n",
       "      <td>33.407064</td>\n",
       "      <td>-112.044479</td>\n",
       "      <td>Fade Tite Barbershop</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-04-20</td>\n",
       "      <td>lgHMjCMWdp6kAqlPlFTsQw</td>\n",
       "      <td>4</td>\n",
       "      <td>I  would have to say this shop has guys that g...</td>\n",
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       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
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       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P7wKlbSRsoRrfH3DFOY08A</td>\n",
       "      <td>[Breakfast &amp; Brunch, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2508 N Central Ave\\nPhoenix, AZ 85004</td>\n",
       "      <td>33.475498</td>\n",
       "      <td>-112.074160</td>\n",
       "      <td>International House of Pancakes</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-01-22</td>\n",
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       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OFBJtqWGSx6n6CchtVmoRw</td>\n",
       "      <td>[Burgers, Bars, Nightlife, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3146 E Camelback Rd\\nPhoenix, AZ 85016</td>\n",
       "      <td>33.510040</td>\n",
       "      <td>-112.014641</td>\n",
       "      <td>Delux</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
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       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 191 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              business_id                                       categories  \\\n",
       "0  usAsSV36QmUej8--yvN-dg                                  [Food, Grocery]   \n",
       "1  0dIChGWBs9ueUXl0hhkw2w  [Greek, Mediterranean, Sandwiches, Restaurants]   \n",
       "2  eQ9I23C8O9ruHIaupxp40g                         [Barbers, Beauty & Spas]   \n",
       "3  P7wKlbSRsoRrfH3DFOY08A                [Breakfast & Brunch, Restaurants]   \n",
       "4  OFBJtqWGSx6n6CchtVmoRw          [Burgers, Bars, Nightlife, Restaurants]   \n",
       "\n",
       "      city                             full_address   latitude   longitude  \\\n",
       "0  Phoenix    845 W Southern Ave\\nPhoenix, AZ 85041  33.392210 -112.085377   \n",
       "1  Phoenix       4041 N 15th Ave\\nPhoenix, AZ 85015  33.494367 -112.091252   \n",
       "2  Phoenix  1712 E Broadway Road\\nPhoenix, AZ 85040  33.407064 -112.044479   \n",
       "3  Phoenix    2508 N Central Ave\\nPhoenix, AZ 85004  33.475498 -112.074160   \n",
       "4  Phoenix   3146 E Camelback Rd\\nPhoenix, AZ 85016  33.510040 -112.014641   \n",
       "\n",
       "                            name_x neighborhoods  open  review_count   ...    \\\n",
       "0                        Food City            []  True           5.0   ...     \n",
       "1           Crazy Jim's Restaurant            []  True          79.0   ...     \n",
       "2             Fade Tite Barbershop            []  True           3.0   ...     \n",
       "3  International House of Pancakes            []  True          23.0   ...     \n",
       "4                            Delux            []  True         502.0   ...     \n",
       "\n",
       "        date               review_id stars_y  \\\n",
       "0 2012-12-20  Xa-RIEiCLibHDHrWXbmfcw       4   \n",
       "1 2010-10-02  oGtSU2M-vv8Hh5DMCXJWvQ       4   \n",
       "2 2012-04-20  lgHMjCMWdp6kAqlPlFTsQw       4   \n",
       "3 2012-01-22  -kwiYK-Xxvc6I6f03lYK1g       3   \n",
       "4 2012-01-22  4J3Q-b4bvOyB8-wpyuRO7Q       5   \n",
       "\n",
       "                                                text  type_y  \\\n",
       "0  I go here and get my fruits and veggies,and th...  review   \n",
       "1  My girlfriend and I were hungry and wanted to ...  review   \n",
       "2  I  would have to say this shop has guys that g...  review   \n",
       "3  It's Ihop, good when nothing else is open and ...  review   \n",
       "4  My girfriend and I have never had a bad experi...  review   \n",
       "\n",
       "                  user_id  name_y  cool  funny  useful  \n",
       "0  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0    4.0     7.0  \n",
       "1  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0    4.0     7.0  \n",
       "2  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0    4.0     7.0  \n",
       "3  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0    4.0     7.0  \n",
       "4  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0    4.0     7.0  \n",
       "\n",
       "[5 rows x 191 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Now let's use the business name as the index rather index numbers \n",
    "i=h.set_index('name_x',drop=True, append=False, inplace=False, verify_integrity=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>open</th>\n",
       "      <th>review_count</th>\n",
       "      <th>stars_x</th>\n",
       "      <th>...</th>\n",
       "      <th>date</th>\n",
       "      <th>review_id</th>\n",
       "      <th>stars_y</th>\n",
       "      <th>text</th>\n",
       "      <th>type_y</th>\n",
       "      <th>user_id</th>\n",
       "      <th>name_y</th>\n",
       "      <th>cool</th>\n",
       "      <th>funny</th>\n",
       "      <th>useful</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name_x</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Food City</th>\n",
       "      <td>usAsSV36QmUej8--yvN-dg</td>\n",
       "      <td>[Food, Grocery]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>845 W Southern Ave\\nPhoenix, AZ 85041</td>\n",
       "      <td>33.392210</td>\n",
       "      <td>-112.085377</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-12-20</td>\n",
       "      <td>Xa-RIEiCLibHDHrWXbmfcw</td>\n",
       "      <td>4</td>\n",
       "      <td>I go here and get my fruits and veggies,and th...</td>\n",
       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crazy Jim's Restaurant</th>\n",
       "      <td>0dIChGWBs9ueUXl0hhkw2w</td>\n",
       "      <td>[Greek, Mediterranean, Sandwiches, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>4041 N 15th Ave\\nPhoenix, AZ 85015</td>\n",
       "      <td>33.494367</td>\n",
       "      <td>-112.091252</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>79.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-10-02</td>\n",
       "      <td>oGtSU2M-vv8Hh5DMCXJWvQ</td>\n",
       "      <td>4</td>\n",
       "      <td>My girlfriend and I were hungry and wanted to ...</td>\n",
       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fade Tite Barbershop</th>\n",
       "      <td>eQ9I23C8O9ruHIaupxp40g</td>\n",
       "      <td>[Barbers, Beauty &amp; Spas]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>1712 E Broadway Road\\nPhoenix, AZ 85040</td>\n",
       "      <td>33.407064</td>\n",
       "      <td>-112.044479</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-04-20</td>\n",
       "      <td>lgHMjCMWdp6kAqlPlFTsQw</td>\n",
       "      <td>4</td>\n",
       "      <td>I  would have to say this shop has guys that g...</td>\n",
       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>International House of Pancakes</th>\n",
       "      <td>P7wKlbSRsoRrfH3DFOY08A</td>\n",
       "      <td>[Breakfast &amp; Brunch, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>2508 N Central Ave\\nPhoenix, AZ 85004</td>\n",
       "      <td>33.475498</td>\n",
       "      <td>-112.074160</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-01-22</td>\n",
       "      <td>-kwiYK-Xxvc6I6f03lYK1g</td>\n",
       "      <td>3</td>\n",
       "      <td>It's Ihop, good when nothing else is open and ...</td>\n",
       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delux</th>\n",
       "      <td>OFBJtqWGSx6n6CchtVmoRw</td>\n",
       "      <td>[Burgers, Bars, Nightlife, Restaurants]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3146 E Camelback Rd\\nPhoenix, AZ 85016</td>\n",
       "      <td>33.510040</td>\n",
       "      <td>-112.014641</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>502.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-01-22</td>\n",
       "      <td>4J3Q-b4bvOyB8-wpyuRO7Q</td>\n",
       "      <td>5</td>\n",
       "      <td>My girfriend and I have never had a bad experi...</td>\n",
       "      <td>review</td>\n",
       "      <td>WgpyvVqYAc3FOvk-G-Erwg</td>\n",
       "      <td>Erik</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 190 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            business_id  \\\n",
       "name_x                                                    \n",
       "Food City                        usAsSV36QmUej8--yvN-dg   \n",
       "Crazy Jim's Restaurant           0dIChGWBs9ueUXl0hhkw2w   \n",
       "Fade Tite Barbershop             eQ9I23C8O9ruHIaupxp40g   \n",
       "International House of Pancakes  P7wKlbSRsoRrfH3DFOY08A   \n",
       "Delux                            OFBJtqWGSx6n6CchtVmoRw   \n",
       "\n",
       "                                                                      categories  \\\n",
       "name_x                                                                             \n",
       "Food City                                                        [Food, Grocery]   \n",
       "Crazy Jim's Restaurant           [Greek, Mediterranean, Sandwiches, Restaurants]   \n",
       "Fade Tite Barbershop                                    [Barbers, Beauty & Spas]   \n",
       "International House of Pancakes                [Breakfast & Brunch, Restaurants]   \n",
       "Delux                                    [Burgers, Bars, Nightlife, Restaurants]   \n",
       "\n",
       "                                    city  \\\n",
       "name_x                                     \n",
       "Food City                        Phoenix   \n",
       "Crazy Jim's Restaurant           Phoenix   \n",
       "Fade Tite Barbershop             Phoenix   \n",
       "International House of Pancakes  Phoenix   \n",
       "Delux                            Phoenix   \n",
       "\n",
       "                                                            full_address  \\\n",
       "name_x                                                                     \n",
       "Food City                          845 W Southern Ave\\nPhoenix, AZ 85041   \n",
       "Crazy Jim's Restaurant                4041 N 15th Ave\\nPhoenix, AZ 85015   \n",
       "Fade Tite Barbershop             1712 E Broadway Road\\nPhoenix, AZ 85040   \n",
       "International House of Pancakes    2508 N Central Ave\\nPhoenix, AZ 85004   \n",
       "Delux                             3146 E Camelback Rd\\nPhoenix, AZ 85016   \n",
       "\n",
       "                                  latitude   longitude neighborhoods  open  \\\n",
       "name_x                                                                       \n",
       "Food City                        33.392210 -112.085377            []  True   \n",
       "Crazy Jim's Restaurant           33.494367 -112.091252            []  True   \n",
       "Fade Tite Barbershop             33.407064 -112.044479            []  True   \n",
       "International House of Pancakes  33.475498 -112.074160            []  True   \n",
       "Delux                            33.510040 -112.014641            []  True   \n",
       "\n",
       "                                 review_count  stars_x   ...         date  \\\n",
       "name_x                                                   ...                \n",
       "Food City                                 5.0      3.5   ...   2012-12-20   \n",
       "Crazy Jim's Restaurant                   79.0      4.0   ...   2010-10-02   \n",
       "Fade Tite Barbershop                      3.0      3.5   ...   2012-04-20   \n",
       "International House of Pancakes          23.0      3.5   ...   2012-01-22   \n",
       "Delux                                   502.0      4.0   ...   2012-01-22   \n",
       "\n",
       "                                              review_id  stars_y  \\\n",
       "name_x                                                             \n",
       "Food City                        Xa-RIEiCLibHDHrWXbmfcw        4   \n",
       "Crazy Jim's Restaurant           oGtSU2M-vv8Hh5DMCXJWvQ        4   \n",
       "Fade Tite Barbershop             lgHMjCMWdp6kAqlPlFTsQw        4   \n",
       "International House of Pancakes  -kwiYK-Xxvc6I6f03lYK1g        3   \n",
       "Delux                            4J3Q-b4bvOyB8-wpyuRO7Q        5   \n",
       "\n",
       "                                                                              text  \\\n",
       "name_x                                                                               \n",
       "Food City                        I go here and get my fruits and veggies,and th...   \n",
       "Crazy Jim's Restaurant           My girlfriend and I were hungry and wanted to ...   \n",
       "Fade Tite Barbershop             I  would have to say this shop has guys that g...   \n",
       "International House of Pancakes  It's Ihop, good when nothing else is open and ...   \n",
       "Delux                            My girfriend and I have never had a bad experi...   \n",
       "\n",
       "                                 type_y                 user_id  name_y  cool  \\\n",
       "name_x                                                                          \n",
       "Food City                        review  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0   \n",
       "Crazy Jim's Restaurant           review  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0   \n",
       "Fade Tite Barbershop             review  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0   \n",
       "International House of Pancakes  review  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0   \n",
       "Delux                            review  WgpyvVqYAc3FOvk-G-Erwg    Erik   6.0   \n",
       "\n",
       "                                 funny  useful  \n",
       "name_x                                          \n",
       "Food City                          4.0     7.0  \n",
       "Crazy Jim's Restaurant             4.0     7.0  \n",
       "Fade Tite Barbershop               4.0     7.0  \n",
       "International House of Pancakes    4.0     7.0  \n",
       "Delux                              4.0     7.0  \n",
       "\n",
       "[5 rows x 190 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#j=i.stack() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#k=pd.DataFrame(j)#This isnt working too well as it outputs hence Il try groupby"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Let's try to sort these values\n",
    "j=i.sort_values(['stars_x', 'useful'], ascending=[False, False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>business_id</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jam</th>\n",
       "      <td>o3ehs4ZEdsizbJyB9_j7uQ</td>\n",
       "      <td>[Art Schools, Specialty Schools, Shopping, Jew...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6938 E 1st St\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.492195</td>\n",
       "      <td>-111.931299</td>\n",
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       "      <td>True</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-01-29</td>\n",
       "      <td>T3v4VxlAqv1dSTLCN9q2GA</td>\n",
       "      <td>5</td>\n",
       "      <td>Pure magic. While the shop boasts a fantastic ...</td>\n",
       "      <td>review</td>\n",
       "      <td>spJUPXI7QaIctU0FO5c42w</td>\n",
       "      <td>Katie</td>\n",
       "      <td>14381.0</td>\n",
       "      <td>13074.0</td>\n",
       "      <td>16707.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jam</th>\n",
       "      <td>o3ehs4ZEdsizbJyB9_j7uQ</td>\n",
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       "      <td>5</td>\n",
       "      <td>Shauna, the owner of Jam, is kind of like a co...</td>\n",
       "      <td>review</td>\n",
       "      <td>Prsk7SiPZNfgcPyygOdGHg</td>\n",
       "      <td>Christina</td>\n",
       "      <td>11615.0</td>\n",
       "      <td>9452.0</td>\n",
       "      <td>12847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nordstrom Espresso Bar</th>\n",
       "      <td>lPcNteaFK8yaLRQQMcE-sA</td>\n",
       "      <td>[Food, Coffee &amp; Tea]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>7055 E Camelback Rd\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.502115</td>\n",
       "      <td>-111.929005</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-10-17</td>\n",
       "      <td>6rGPIPSfh4V1IyAs0rsYrA</td>\n",
       "      <td>5</td>\n",
       "      <td>Going to echo the other reviews and say that t...</td>\n",
       "      <td>review</td>\n",
       "      <td>nrOCJCQUgXwdUIwg8QHirw</td>\n",
       "      <td>Emi</td>\n",
       "      <td>11059.0</td>\n",
       "      <td>11987.0</td>\n",
       "      <td>12766.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jam</th>\n",
       "      <td>o3ehs4ZEdsizbJyB9_j7uQ</td>\n",
       "      <td>[Art Schools, Specialty Schools, Shopping, Jew...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6938 E 1st St\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.492195</td>\n",
       "      <td>-111.931299</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-02-08</td>\n",
       "      <td>D48_dEC2gmM3akWZ0f5ZbQ</td>\n",
       "      <td>5</td>\n",
       "      <td>There are some businesses that could serve ban...</td>\n",
       "      <td>review</td>\n",
       "      <td>QBWy6-S20UI5-gWcItV2Cg</td>\n",
       "      <td>Misti</td>\n",
       "      <td>8280.0</td>\n",
       "      <td>6253.0</td>\n",
       "      <td>10676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Triple Sports</th>\n",
       "      <td>o0snahBUg0DYC5PIM0bz3Q</td>\n",
       "      <td>[Sporting Goods, Shopping]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>4032 North Miller Rd\\nSte 100\\nScottsdale, AZ ...</td>\n",
       "      <td>33.494791</td>\n",
       "      <td>-111.917495</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2007-08-22</td>\n",
       "      <td>Bmxqgc901ujhLlbVeAF4gA</td>\n",
       "      <td>5</td>\n",
       "      <td>I will second Ellen's review under mine... and...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Simple Farm</th>\n",
       "      <td>yDBhFRmDuEwvpE8J6NlkHQ</td>\n",
       "      <td>[Food, Farmers Market]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>9080 E Cactus Rd\\nScottsdale, AZ 85260</td>\n",
       "      <td>33.597424</td>\n",
       "      <td>-111.885188</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-01-03</td>\n",
       "      <td>vvIqTKegJaCTPaUUmIIqhg</td>\n",
       "      <td>5</td>\n",
       "      <td>'Twas the last morning of 2011, and my husband...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mardi Gras Costume Shop</th>\n",
       "      <td>uPGeM_erzusd2oRc6rZvyg</td>\n",
       "      <td>[Shopping, Beauty &amp; Spas, Arts &amp; Crafts, Costu...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>5895 N Granite Reef Rd\\nScottsdale, AZ 85250</td>\n",
       "      <td>33.521913</td>\n",
       "      <td>-111.900047</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-10-29</td>\n",
       "      <td>RSWGNxlzOch7TAF5Lp7E-Q</td>\n",
       "      <td>4</td>\n",
       "      <td>Happy almost Halloween!\\n\\nI procrastinated ag...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DC Ranch Village Health Club and Spa</th>\n",
       "      <td>9KWa4gOWYmkzDJjwBlenUg</td>\n",
       "      <td>[Active Life, Gyms, Fitness &amp; Instruction]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>18501 N Thompson Peak Pkwy\\nScottsdale, AZ 85255</td>\n",
       "      <td>33.656193</td>\n",
       "      <td>-111.866059</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-05-26</td>\n",
       "      <td>dUoAE1mz4Zf9fTuf_VKeSg</td>\n",
       "      <td>5</td>\n",
       "      <td>With my recent move came a change of healthclu...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gangplank</th>\n",
       "      <td>_bsTEMjThKNd8CfiHBX6wg</td>\n",
       "      <td>[Local Services]</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>260 S Arizona Ave\\nChandler, AZ 85225</td>\n",
       "      <td>33.299753</td>\n",
       "      <td>-111.841671</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2009-03-11</td>\n",
       "      <td>q_ybt4TC-qB6CsZkDIQWDg</td>\n",
       "      <td>5</td>\n",
       "      <td>I had no idea what to expect as I pulled up to...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Silverleaf Club</th>\n",
       "      <td>p01qJt8o7zOTTgcNAH7Iew</td>\n",
       "      <td>[Golf, Home Services, Venues &amp; Event Spaces, E...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>20789 N Pima Rd\\nScottsdale, AZ 85255</td>\n",
       "      <td>33.672154</td>\n",
       "      <td>-111.890491</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-10-06</td>\n",
       "      <td>kWws5ObZv_X5uYcRKRQ-Kg</td>\n",
       "      <td>5</td>\n",
       "      <td>If I win the lottery or somehow encounter a hu...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VIP Dinner At Fogo De Chao</th>\n",
       "      <td>he3SGzMnDcJh0Vn4o_akYg</td>\n",
       "      <td>[Local Flavor]</td>\n",
       "      <td>Paradise Valley</td>\n",
       "      <td>6300 N Scottsdale Rd\\nParadise Valley, AZ 85253</td>\n",
       "      <td>33.529905</td>\n",
       "      <td>-111.926437</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2009-11-17</td>\n",
       "      <td>Qym--HiJCNQq0rcd_S1v0A</td>\n",
       "      <td>5</td>\n",
       "      <td>Filet, Sirloin, and Ribeye, oh my!\\n\\nThis was...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metta Yoga</th>\n",
       "      <td>kDIB6El4QVXx3dqdMYSCLg</td>\n",
       "      <td>[Active Life, Yoga, Fitness &amp; Instruction]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3742 E Indian School Rd\\nPhoenix, AZ 85018</td>\n",
       "      <td>33.495156</td>\n",
       "      <td>-112.001030</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-02-28</td>\n",
       "      <td>zex7P6ERyXodQhM1Zro4-Q</td>\n",
       "      <td>4</td>\n",
       "      <td>I finally made it to Metta Yoga!\\n\\nWhile I kn...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Proformance Health</th>\n",
       "      <td>JLN8NSbKZ8ETWbkR54fEhg</td>\n",
       "      <td>[Health &amp; Medical, Massage, Chiropractors, Bea...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>14843 N Northsight Blvd\\nScottsdale, AZ 85260</td>\n",
       "      <td>33.618256</td>\n",
       "      <td>-111.897655</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-07-28</td>\n",
       "      <td>OIAn5PjB6xnpsMw30N7oZg</td>\n",
       "      <td>4</td>\n",
       "      <td>Dr. Bruce Bedrick and his team are doing a gre...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hubbard Family Swim School</th>\n",
       "      <td>kk85ivM6MQUtH8u642p1Ew</td>\n",
       "      <td>[Active Life, Specialty Schools, Education, Sw...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>13832 N 32nd St\\nSte 100\\nPhoenix, AZ 85032</td>\n",
       "      <td>33.612815</td>\n",
       "      <td>-112.013472</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>17.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-02-17</td>\n",
       "      <td>PBz5qVoqHj5HwuTYcIe38Q</td>\n",
       "      <td>5</td>\n",
       "      <td>My 5 month old had his first swim lesson this ...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Little Artika</th>\n",
       "      <td>RiXaFX0Af2ALwBl9-TdzUw</td>\n",
       "      <td>[Children's Clothing, Fashion, Shopping, Baby ...</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>Biltmore Fashion Park\\n2502 E Camelback Rd\\nSt...</td>\n",
       "      <td>33.511003</td>\n",
       "      <td>-112.028704</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-03-07</td>\n",
       "      <td>DgY_K1IvVu2rGGoVOUF9HA</td>\n",
       "      <td>5</td>\n",
       "      <td>Cutest baby stuff!  \\n\\nActually, \"cool stuff ...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Noche de Gourmet</th>\n",
       "      <td>JUDKNzY9GZFH_0fX6cnI7g</td>\n",
       "      <td>[Local Flavor]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>Wrigley Mansion\\n2501 E Telewa Trl\\n2501 E Tel...</td>\n",
       "      <td>33.523043</td>\n",
       "      <td>-112.026658</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-11-02</td>\n",
       "      <td>STV322PjCpAZnIMbkmk-zw</td>\n",
       "      <td>5</td>\n",
       "      <td>The Phoenix 20/30 guys really know how to thro...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Circle K Stores</th>\n",
       "      <td>De5urGVv1kkiKVJ9bvlQ6w</td>\n",
       "      <td>[Food, Convenience Stores]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6901 E Indian School Rd\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.494585</td>\n",
       "      <td>-111.932196</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2009-12-29</td>\n",
       "      <td>N7CMyhzDL-dTHzRaiWUISA</td>\n",
       "      <td>4</td>\n",
       "      <td>While I agree with Lauren and Katrina (the yel...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yuri's Popcorn &amp; More</th>\n",
       "      <td>SwMqbqCLXy8XDH1rEGQ8rw</td>\n",
       "      <td>[Food, Specialty Food, Farmers Market, Desserts]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6107 N Scottsdale Rd\\nSte C108\\nScottsdale, AZ...</td>\n",
       "      <td>33.525089</td>\n",
       "      <td>-111.925331</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-02-06</td>\n",
       "      <td>F10Kl11TJstbWLEM6LbQ1A</td>\n",
       "      <td>5</td>\n",
       "      <td>I met the fine ladies of Yuri's popcorn a few ...</td>\n",
       "      <td>review</td>\n",
       "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
       "      <td>Gabi</td>\n",
       "      <td>8991.0</td>\n",
       "      <td>4943.0</td>\n",
       "      <td>10629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KUPD 98 FM</th>\n",
       "      <td>ElBtP-JnZ_6c7weTIOHQVw</td>\n",
       "      <td>[Mass Media, Radio Stations]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>Tempe, AZ 85281</td>\n",
       "      <td>33.436665</td>\n",
       "      <td>-111.940325</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-04-11</td>\n",
       "      <td>7wejoT2yjmVrNEMgGtmrRg</td>\n",
       "      <td>4</td>\n",
       "      <td>For the harder rocker in you, this was the sta...</td>\n",
       "      <td>review</td>\n",
       "      <td>fYuX1PTENpzA7uMyFQzOsA</td>\n",
       "      <td>Tam</td>\n",
       "      <td>9302.0</td>\n",
       "      <td>7177.0</td>\n",
       "      <td>9835.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Phoenix Mercury</th>\n",
       "      <td>1MDfrVkvxMKS06jPNPhLcA</td>\n",
       "      <td>[Arts &amp; Entertainment, Professional Sports Teams]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>201 E Jefferson St\\nPhoenix, AZ 85004</td>\n",
       "      <td>33.445899</td>\n",
       "      <td>-112.071313</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-04-06</td>\n",
       "      <td>hZq_O5rRYcwfr1jxAzSNmw</td>\n",
       "      <td>5</td>\n",
       "      <td>Hot Things (with Prince's Hot Thing playing in...</td>\n",
       "      <td>review</td>\n",
       "      <td>C8ZTiwa7qWoPSMIivTeSfw</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>8429.0</td>\n",
       "      <td>10451.0</td>\n",
       "      <td>8401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FEZ Foodies</th>\n",
       "      <td>4SviSw8uRF0ddj_HxUVnuA</td>\n",
       "      <td>[Local Flavor]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>3815 N Central Ave\\nPhoenix, AZ 85013</td>\n",
       "      <td>33.491645</td>\n",
       "      <td>-112.073196</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-01-27</td>\n",
       "      <td>lRaYivQYsvQwe2x6vbZUug</td>\n",
       "      <td>5</td>\n",
       "      <td>I just have one question.\\nDave, Kristin and J...</td>\n",
       "      <td>review</td>\n",
       "      <td>C8ZTiwa7qWoPSMIivTeSfw</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>8429.0</td>\n",
       "      <td>10451.0</td>\n",
       "      <td>8401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tempe Center for the Arts</th>\n",
       "      <td>hrnvVr3hmb2oD3oUnJrNSw</td>\n",
       "      <td>[Arts &amp; Entertainment, Performing Arts, Music ...</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>700 W Rio Salado Pkwy\\nTempe, AZ 85281</td>\n",
       "      <td>33.431880</td>\n",
       "      <td>-111.948667</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>23.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-06-02</td>\n",
       "      <td>sZHeyWT_ickt4QTBuWslzQ</td>\n",
       "      <td>5</td>\n",
       "      <td>I love this edifice so much I want to marry it...</td>\n",
       "      <td>review</td>\n",
       "      <td>C8ZTiwa7qWoPSMIivTeSfw</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>8429.0</td>\n",
       "      <td>10451.0</td>\n",
       "      <td>8401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Veterans Oasis Park</th>\n",
       "      <td>WwhH1nme6D4LUqqkwZfJIg</td>\n",
       "      <td>[Active Life, Parks]</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>4050 E. Chandler Heights Rd.\\nChandler, AZ 85249</td>\n",
       "      <td>33.234970</td>\n",
       "      <td>-111.770801</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2009-11-08</td>\n",
       "      <td>AS4eRgU-8ACKnHTMtsDx2Q</td>\n",
       "      <td>4</td>\n",
       "      <td>Veterans Oasis Park is a nice oasis out in sou...</td>\n",
       "      <td>review</td>\n",
       "      <td>P2kVk4cIWyK4e4h14RhK-Q</td>\n",
       "      <td>Jim</td>\n",
       "      <td>6353.0</td>\n",
       "      <td>6230.0</td>\n",
       "      <td>8001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mesquite Groves Aquatic Center</th>\n",
       "      <td>AhB6sqGJY-S4hqyk4Ta8vw</td>\n",
       "      <td>[Active Life, Swimming Pools]</td>\n",
       "      <td>Chandler</td>\n",
       "      <td>5901 S Hillcrest Dr\\nChandler, AZ 85249</td>\n",
       "      <td>33.219599</td>\n",
       "      <td>-111.763691</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-07-22</td>\n",
       "      <td>U1ngqXsOM1Qtvm4Ss2Ehaw</td>\n",
       "      <td>4</td>\n",
       "      <td>For a public pool, Mesquite Groves has it goin...</td>\n",
       "      <td>review</td>\n",
       "      <td>P2kVk4cIWyK4e4h14RhK-Q</td>\n",
       "      <td>Jim</td>\n",
       "      <td>6353.0</td>\n",
       "      <td>6230.0</td>\n",
       "      <td>8001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Milk 'n' More Store</th>\n",
       "      <td>zjPmQwY5L9CredUqFVttrg</td>\n",
       "      <td>[Food, Cheese Shops, Specialty Food]</td>\n",
       "      <td>Tempe</td>\n",
       "      <td>2008 S Hardy Dr\\nTempe, AZ 85282</td>\n",
       "      <td>33.407018</td>\n",
       "      <td>-111.952211</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-02-14</td>\n",
       "      <td>NKgZvE9A2v5NnqMrfoAUHw</td>\n",
       "      <td>5</td>\n",
       "      <td>So last week before heading to Arizona some fe...</td>\n",
       "      <td>review</td>\n",
       "      <td>FuDlYMar9QLhsS331Ppgng</td>\n",
       "      <td>Vicky</td>\n",
       "      <td>4830.0</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>5733.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ocean Trail</th>\n",
       "      <td>e8Eke5v8pXw-PuRCu2uPjg</td>\n",
       "      <td>[Seafood, Cajun/Creole, Restaurants]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>Talking Stick Resort\\n9800 E Indian Bend Rd\\nS...</td>\n",
       "      <td>33.538873</td>\n",
       "      <td>-111.865693</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-03-31</td>\n",
       "      <td>7Jmtx8iPOitjiIxTGO9GHw</td>\n",
       "      <td>4</td>\n",
       "      <td>3/19/11\\n\\nHad to wait about 30 minutes as it ...</td>\n",
       "      <td>review</td>\n",
       "      <td>0bNXP9quoJEgyVZu9ipGgQ</td>\n",
       "      <td>Aileen</td>\n",
       "      <td>4322.0</td>\n",
       "      <td>2672.0</td>\n",
       "      <td>5504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>St Patrick Catholic Community</th>\n",
       "      <td>T_L1_fXv6ovC_kSrFds8qQ</td>\n",
       "      <td>[Churches, Religious Organizations]</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>10815 N 84th St\\nScottsdale, AZ 85260</td>\n",
       "      <td>33.584727</td>\n",
       "      <td>-111.898906</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-07-13</td>\n",
       "      <td>9sb0gm_b_B2WGnH0FNIPDA</td>\n",
       "      <td>4</td>\n",
       "      <td>Love this parish, its members, the priests I'v...</td>\n",
       "      <td>review</td>\n",
       "      <td>0bNXP9quoJEgyVZu9ipGgQ</td>\n",
       "      <td>Aileen</td>\n",
       "      <td>4322.0</td>\n",
       "      <td>2672.0</td>\n",
       "      <td>5504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jam</th>\n",
       "      <td>o3ehs4ZEdsizbJyB9_j7uQ</td>\n",
       "      <td>[Art Schools, Specialty Schools, Shopping, Jew...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>6938 E 1st St\\nScottsdale, AZ 85251</td>\n",
       "      <td>33.492195</td>\n",
       "      <td>-111.931299</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-11-07</td>\n",
       "      <td>d3CvvkJKsYiuVjtGqFgKmw</td>\n",
       "      <td>5</td>\n",
       "      <td>Shauna's still jammin' and as amazing as ever!...</td>\n",
       "      <td>review</td>\n",
       "      <td>4ozupHULqGyO42s3zNUzOQ</td>\n",
       "      <td>Lindsey</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>5065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mardi Gras Costume Shop</th>\n",
       "      <td>uPGeM_erzusd2oRc6rZvyg</td>\n",
       "      <td>[Shopping, Beauty &amp; Spas, Arts &amp; Crafts, Costu...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>5895 N Granite Reef Rd\\nScottsdale, AZ 85250</td>\n",
       "      <td>33.521913</td>\n",
       "      <td>-111.900047</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-09-28</td>\n",
       "      <td>zMO0XZTiMuxSrrIll7-ZFA</td>\n",
       "      <td>5</td>\n",
       "      <td>Mardi Gras proves their greatness over and ove...</td>\n",
       "      <td>review</td>\n",
       "      <td>4ozupHULqGyO42s3zNUzOQ</td>\n",
       "      <td>Lindsey</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>5065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scottsdale Civic Center Plaza</th>\n",
       "      <td>IkbfO3Db_G_HJOHjyfVnsw</td>\n",
       "      <td>[Active Life, Shopping Centers, Shopping, Park...</td>\n",
       "      <td>Scottsdale</td>\n",
       "      <td>Scottsdale, AZ 85251</td>\n",
       "      <td>33.498629</td>\n",
       "      <td>-111.922440</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2010-08-20</td>\n",
       "      <td>xdPsn7Xcc6agptyObiokqA</td>\n",
       "      <td>5</td>\n",
       "      <td>Scottsdale Civic Center is the secret garden o...</td>\n",
       "      <td>review</td>\n",
       "      <td>4ozupHULqGyO42s3zNUzOQ</td>\n",
       "      <td>Lindsey</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>5065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>5KkQOD1-tf7zglwnpyZtBg</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>...</td>\n",
       "      <td>2012-09-10</td>\n",
       "      <td>XeaHvhfW5mra6KmexnF6Xg</td>\n",
       "      <td>1</td>\n",
       "      <td>I decided to give this place, Fantastic Sams a...</td>\n",
       "      <td>review</td>\n",
       "      <td>0PTxYeiZpCmr9Lj9sOJVLg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>RFp4UIXzMNlTga5HnE2T9g</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>...</td>\n",
       "      <td>2012-08-21</td>\n",
       "      <td>yOadtAkiAr_4Du9eWAy1CA</td>\n",
       "      <td>5</td>\n",
       "      <td>Since last review was several years ago, i wan...</td>\n",
       "      <td>review</td>\n",
       "      <td>Is1AdI654Z3JQikWoiSgRQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>iP-kfBvvuzUSZWW6JI3T7A</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>...</td>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>9JNwaNolY3Yqee56cUsfpw</td>\n",
       "      <td>5</td>\n",
       "      <td>Fantastic on all accounts! I highly recommend ...</td>\n",
       "      <td>review</td>\n",
       "      <td>4-5tKXVbnCEy9NTlufj3pA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Ix0dmtVb7uAZ5P2MGeEdLA</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>...</td>\n",
       "      <td>2010-10-04</td>\n",
       "      <td>Pg8sSnEdBcRDpVdQw-LemA</td>\n",
       "      <td>1</td>\n",
       "      <td>I used a credit card and they charged me 12.00...</td>\n",
       "      <td>review</td>\n",
       "      <td>TRgrepf1Ai05Q3OhbO3DxA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>e2QFhfsr33DpcgCXeKPEEA</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>...</td>\n",
       "      <td>2012-07-07</td>\n",
       "      <td>QqCcX13Uj8upThZWjBngDA</td>\n",
       "      <td>5</td>\n",
       "      <td>Karri Hayes is the BEST!!!  Both my daughter a...</td>\n",
       "      <td>review</td>\n",
       "      <td>ai9gd7u7Asrj6nza_4jbOA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>5pEYDbVmt2Il2TmUfckU6w</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>...</td>\n",
       "      <td>2012-11-13</td>\n",
       "      <td>SogXxJKYK3pPJUF8LoOqXw</td>\n",
       "      <td>1</td>\n",
       "      <td>Tried to get the shingles vaccine.  They allow...</td>\n",
       "      <td>review</td>\n",
       "      <td>Drkbz8w78LNvlSBNwm6Icg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>5pEYDbVmt2Il2TmUfckU6w</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>...</td>\n",
       "      <td>2012-07-15</td>\n",
       "      <td>yXZ4DtHl6_HfwuT19S3-Ww</td>\n",
       "      <td>1</td>\n",
       "      <td>This organization is involved in double dippin...</td>\n",
       "      <td>review</td>\n",
       "      <td>XdiB6koT2DtTObnJAVA-Wg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>oCi-_sEGElBCP9ym7JDkjw</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>...</td>\n",
       "      <td>2012-01-21</td>\n",
       "      <td>ACRuYBNqH8fgULD8IWI52w</td>\n",
       "      <td>5</td>\n",
       "      <td>This place is awesome! Easily the best shoppin...</td>\n",
       "      <td>review</td>\n",
       "      <td>wsD1-OjZbRy2iT4Ov-yBbg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>B_ZFDnijOwCOHWJnFZZwKw</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>...</td>\n",
       "      <td>2012-08-27</td>\n",
       "      <td>ERHKZl-vH0y_ZEnXDDNz6g</td>\n",
       "      <td>5</td>\n",
       "      <td>Having to plan a funeral for a loved one is to...</td>\n",
       "      <td>review</td>\n",
       "      <td>tGIN02TO9BjtlT7l233UxQ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>lQMmUBc-OnoUjUn58jUuOw</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",
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       "<p>229907 rows × 190 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 business_id  \\\n",
       "name_x                                                         \n",
       "Jam                                   o3ehs4ZEdsizbJyB9_j7uQ   \n",
       "Jam                                   o3ehs4ZEdsizbJyB9_j7uQ   \n",
       "Nordstrom Espresso Bar                lPcNteaFK8yaLRQQMcE-sA   \n",
       "Jam                                   o3ehs4ZEdsizbJyB9_j7uQ   \n",
       "Triple Sports                         o0snahBUg0DYC5PIM0bz3Q   \n",
       "The Simple Farm                       yDBhFRmDuEwvpE8J6NlkHQ   \n",
       "Mardi Gras Costume Shop               uPGeM_erzusd2oRc6rZvyg   \n",
       "DC Ranch Village Health Club and Spa  9KWa4gOWYmkzDJjwBlenUg   \n",
       "Gangplank                             _bsTEMjThKNd8CfiHBX6wg   \n",
       "The Silverleaf Club                   p01qJt8o7zOTTgcNAH7Iew   \n",
       "VIP Dinner At Fogo De Chao            he3SGzMnDcJh0Vn4o_akYg   \n",
       "Metta Yoga                            kDIB6El4QVXx3dqdMYSCLg   \n",
       "Proformance Health                    JLN8NSbKZ8ETWbkR54fEhg   \n",
       "Hubbard Family Swim School            kk85ivM6MQUtH8u642p1Ew   \n",
       "Little Artika                         RiXaFX0Af2ALwBl9-TdzUw   \n",
       "Noche de Gourmet                      JUDKNzY9GZFH_0fX6cnI7g   \n",
       "Circle K Stores                       De5urGVv1kkiKVJ9bvlQ6w   \n",
       "Yuri's Popcorn & More                 SwMqbqCLXy8XDH1rEGQ8rw   \n",
       "KUPD 98 FM                            ElBtP-JnZ_6c7weTIOHQVw   \n",
       "Phoenix Mercury                       1MDfrVkvxMKS06jPNPhLcA   \n",
       "FEZ Foodies                           4SviSw8uRF0ddj_HxUVnuA   \n",
       "Tempe Center for the Arts             hrnvVr3hmb2oD3oUnJrNSw   \n",
       "Veterans Oasis Park                   WwhH1nme6D4LUqqkwZfJIg   \n",
       "Mesquite Groves Aquatic Center        AhB6sqGJY-S4hqyk4Ta8vw   \n",
       "Milk 'n' More Store                   zjPmQwY5L9CredUqFVttrg   \n",
       "Ocean Trail                           e8Eke5v8pXw-PuRCu2uPjg   \n",
       "St Patrick Catholic Community         T_L1_fXv6ovC_kSrFds8qQ   \n",
       "Jam                                   o3ehs4ZEdsizbJyB9_j7uQ   \n",
       "Mardi Gras Costume Shop               uPGeM_erzusd2oRc6rZvyg   \n",
       "Scottsdale Civic Center Plaza         IkbfO3Db_G_HJOHjyfVnsw   \n",
       "...                                                      ...   \n",
       "NaN                                   5KkQOD1-tf7zglwnpyZtBg   \n",
       "NaN                                   RFp4UIXzMNlTga5HnE2T9g   \n",
       "NaN                                   iP-kfBvvuzUSZWW6JI3T7A   \n",
       "NaN                                   Ix0dmtVb7uAZ5P2MGeEdLA   \n",
       "NaN                                   e2QFhfsr33DpcgCXeKPEEA   \n",
       "NaN                                   5pEYDbVmt2Il2TmUfckU6w   \n",
       "NaN                                   5pEYDbVmt2Il2TmUfckU6w   \n",
       "NaN                                   oCi-_sEGElBCP9ym7JDkjw   \n",
       "NaN                                   B_ZFDnijOwCOHWJnFZZwKw   \n",
       "NaN                                   lQMmUBc-OnoUjUn58jUuOw   \n",
       "NaN                                   SA6OcL_WLGvL5WHcdH_2sw   \n",
       "NaN                                   HxxHcweE8xTwgFZCQ6Z-Pg   \n",
       "NaN                                   HxxHcweE8xTwgFZCQ6Z-Pg   \n",
       "NaN                                   vM5xsbTlWTEhc4rkFJw9LQ   \n",
       "NaN                                   XULyRtIIv0lgV7rsPQfFbw   \n",
       "NaN                                   1sEn8LoHyKBhST9pGrDpuA   \n",
       "NaN                                   NBEy2gKB3cQRrTY9C7bfLQ   \n",
       "NaN                                   Hmxo7fKWeeG8AVuAalfiIQ   \n",
       "NaN                                   KY6LCgiT4G9oURJ__NW2Wg   \n",
       "NaN                                   jf5bA7yLpGny5aeRVzKPWw   \n",
       "NaN                                   onINlWKNZX3kdQgt4OvP2g   \n",
       "NaN                                   6JNpwjapFq_frnG8-2fIdg   \n",
       "NaN                                   HxXsPb9iFOqm0mfT0W9tmA   \n",
       "NaN                                   mLoiRkgFK8oZoDavko8Z-w   \n",
       "NaN                                   prdos6CsxKIhyJZbaUs2lw   \n",
       "NaN                                   nFAyt4qwNTVftxMKYpob7Q   \n",
       "NaN                                   D_vNewqgK7XIdoxVhAvRow   \n",
       "NaN                                   qC4jEeEEfrfsOtTinx6XfQ   \n",
       "NaN                                   dHWEaIOAJkh3hkM0izme8w   \n",
       "NaN                                   NlD18mwNRjNPzH8hs7abPQ   \n",
       "\n",
       "                                                                             categories  \\\n",
       "name_x                                                                                    \n",
       "Jam                                   [Art Schools, Specialty Schools, Shopping, Jew...   \n",
       "Jam                                   [Art Schools, Specialty Schools, Shopping, Jew...   \n",
       "Nordstrom Espresso Bar                                             [Food, Coffee & Tea]   \n",
       "Jam                                   [Art Schools, Specialty Schools, Shopping, Jew...   \n",
       "Triple Sports                                                [Sporting Goods, Shopping]   \n",
       "The Simple Farm                                                  [Food, Farmers Market]   \n",
       "Mardi Gras Costume Shop               [Shopping, Beauty & Spas, Arts & Crafts, Costu...   \n",
       "DC Ranch Village Health Club and Spa         [Active Life, Gyms, Fitness & Instruction]   \n",
       "Gangplank                                                              [Local Services]   \n",
       "The Silverleaf Club                   [Golf, Home Services, Venues & Event Spaces, E...   \n",
       "VIP Dinner At Fogo De Chao                                               [Local Flavor]   \n",
       "Metta Yoga                                   [Active Life, Yoga, Fitness & Instruction]   \n",
       "Proformance Health                    [Health & Medical, Massage, Chiropractors, Bea...   \n",
       "Hubbard Family Swim School            [Active Life, Specialty Schools, Education, Sw...   \n",
       "Little Artika                         [Children's Clothing, Fashion, Shopping, Baby ...   \n",
       "Noche de Gourmet                                                         [Local Flavor]   \n",
       "Circle K Stores                                              [Food, Convenience Stores]   \n",
       "Yuri's Popcorn & More                  [Food, Specialty Food, Farmers Market, Desserts]   \n",
       "KUPD 98 FM                                                 [Mass Media, Radio Stations]   \n",
       "Phoenix Mercury                       [Arts & Entertainment, Professional Sports Teams]   \n",
       "FEZ Foodies                                                              [Local Flavor]   \n",
       "Tempe Center for the Arts             [Arts & Entertainment, Performing Arts, Music ...   \n",
       "Veterans Oasis Park                                                [Active Life, Parks]   \n",
       "Mesquite Groves Aquatic Center                            [Active Life, Swimming Pools]   \n",
       "Milk 'n' More Store                                [Food, Cheese Shops, Specialty Food]   \n",
       "Ocean Trail                                        [Seafood, Cajun/Creole, Restaurants]   \n",
       "St Patrick Catholic Community                       [Churches, Religious Organizations]   \n",
       "Jam                                   [Art Schools, Specialty Schools, Shopping, Jew...   \n",
       "Mardi Gras Costume Shop               [Shopping, Beauty & Spas, Arts & Crafts, Costu...   \n",
       "Scottsdale Civic Center Plaza         [Active Life, Shopping Centers, Shopping, Park...   \n",
       "...                                                                                 ...   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "\n",
       "                                                 city  \\\n",
       "name_x                                                  \n",
       "Jam                                        Scottsdale   \n",
       "Jam                                        Scottsdale   \n",
       "Nordstrom Espresso Bar                     Scottsdale   \n",
       "Jam                                        Scottsdale   \n",
       "Triple Sports                              Scottsdale   \n",
       "The Simple Farm                            Scottsdale   \n",
       "Mardi Gras Costume Shop                    Scottsdale   \n",
       "DC Ranch Village Health Club and Spa       Scottsdale   \n",
       "Gangplank                                    Chandler   \n",
       "The Silverleaf Club                        Scottsdale   \n",
       "VIP Dinner At Fogo De Chao            Paradise Valley   \n",
       "Metta Yoga                                    Phoenix   \n",
       "Proformance Health                         Scottsdale   \n",
       "Hubbard Family Swim School                    Phoenix   \n",
       "Little Artika                                 Phoenix   \n",
       "Noche de Gourmet                              Phoenix   \n",
       "Circle K Stores                            Scottsdale   \n",
       "Yuri's Popcorn & More                      Scottsdale   \n",
       "KUPD 98 FM                                      Tempe   \n",
       "Phoenix Mercury                               Phoenix   \n",
       "FEZ Foodies                                   Phoenix   \n",
       "Tempe Center for the Arts                       Tempe   \n",
       "Veterans Oasis Park                          Chandler   \n",
       "Mesquite Groves Aquatic Center               Chandler   \n",
       "Milk 'n' More Store                             Tempe   \n",
       "Ocean Trail                                Scottsdale   \n",
       "St Patrick Catholic Community              Scottsdale   \n",
       "Jam                                        Scottsdale   \n",
       "Mardi Gras Costume Shop                    Scottsdale   \n",
       "Scottsdale Civic Center Plaza              Scottsdale   \n",
       "...                                               ...   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "NaN                                               NaN   \n",
       "\n",
       "                                                                           full_address  \\\n",
       "name_x                                                                                    \n",
       "Jam                                                 6938 E 1st St\\nScottsdale, AZ 85251   \n",
       "Jam                                                 6938 E 1st St\\nScottsdale, AZ 85251   \n",
       "Nordstrom Espresso Bar                        7055 E Camelback Rd\\nScottsdale, AZ 85251   \n",
       "Jam                                                 6938 E 1st St\\nScottsdale, AZ 85251   \n",
       "Triple Sports                         4032 North Miller Rd\\nSte 100\\nScottsdale, AZ ...   \n",
       "The Simple Farm                                  9080 E Cactus Rd\\nScottsdale, AZ 85260   \n",
       "Mardi Gras Costume Shop                    5895 N Granite Reef Rd\\nScottsdale, AZ 85250   \n",
       "DC Ranch Village Health Club and Spa   18501 N Thompson Peak Pkwy\\nScottsdale, AZ 85255   \n",
       "Gangplank                                         260 S Arizona Ave\\nChandler, AZ 85225   \n",
       "The Silverleaf Club                               20789 N Pima Rd\\nScottsdale, AZ 85255   \n",
       "VIP Dinner At Fogo De Chao              6300 N Scottsdale Rd\\nParadise Valley, AZ 85253   \n",
       "Metta Yoga                                   3742 E Indian School Rd\\nPhoenix, AZ 85018   \n",
       "Proformance Health                        14843 N Northsight Blvd\\nScottsdale, AZ 85260   \n",
       "Hubbard Family Swim School                  13832 N 32nd St\\nSte 100\\nPhoenix, AZ 85032   \n",
       "Little Artika                         Biltmore Fashion Park\\n2502 E Camelback Rd\\nSt...   \n",
       "Noche de Gourmet                      Wrigley Mansion\\n2501 E Telewa Trl\\n2501 E Tel...   \n",
       "Circle K Stores                           6901 E Indian School Rd\\nScottsdale, AZ 85251   \n",
       "Yuri's Popcorn & More                 6107 N Scottsdale Rd\\nSte C108\\nScottsdale, AZ...   \n",
       "KUPD 98 FM                                                              Tempe, AZ 85281   \n",
       "Phoenix Mercury                                   201 E Jefferson St\\nPhoenix, AZ 85004   \n",
       "FEZ Foodies                                       3815 N Central Ave\\nPhoenix, AZ 85013   \n",
       "Tempe Center for the Arts                        700 W Rio Salado Pkwy\\nTempe, AZ 85281   \n",
       "Veterans Oasis Park                    4050 E. Chandler Heights Rd.\\nChandler, AZ 85249   \n",
       "Mesquite Groves Aquatic Center                  5901 S Hillcrest Dr\\nChandler, AZ 85249   \n",
       "Milk 'n' More Store                                    2008 S Hardy Dr\\nTempe, AZ 85282   \n",
       "Ocean Trail                           Talking Stick Resort\\n9800 E Indian Bend Rd\\nS...   \n",
       "St Patrick Catholic Community                     10815 N 84th St\\nScottsdale, AZ 85260   \n",
       "Jam                                                 6938 E 1st St\\nScottsdale, AZ 85251   \n",
       "Mardi Gras Costume Shop                    5895 N Granite Reef Rd\\nScottsdale, AZ 85250   \n",
       "Scottsdale Civic Center Plaza                                      Scottsdale, AZ 85251   \n",
       "...                                                                                 ...   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "NaN                                                                                 NaN   \n",
       "\n",
       "                                       latitude   longitude neighborhoods  \\\n",
       "name_x                                                                      \n",
       "Jam                                   33.492195 -111.931299            []   \n",
       "Jam                                   33.492195 -111.931299            []   \n",
       "Nordstrom Espresso Bar                33.502115 -111.929005            []   \n",
       "Jam                                   33.492195 -111.931299            []   \n",
       "Triple Sports                         33.494791 -111.917495            []   \n",
       "The Simple Farm                       33.597424 -111.885188            []   \n",
       "Mardi Gras Costume Shop               33.521913 -111.900047            []   \n",
       "DC Ranch Village Health Club and Spa  33.656193 -111.866059            []   \n",
       "Gangplank                             33.299753 -111.841671            []   \n",
       "The Silverleaf Club                   33.672154 -111.890491            []   \n",
       "VIP Dinner At Fogo De Chao            33.529905 -111.926437            []   \n",
       "Metta Yoga                            33.495156 -112.001030            []   \n",
       "Proformance Health                    33.618256 -111.897655            []   \n",
       "Hubbard Family Swim School            33.612815 -112.013472            []   \n",
       "Little Artika                         33.511003 -112.028704            []   \n",
       "Noche de Gourmet                      33.523043 -112.026658            []   \n",
       "Circle K Stores                       33.494585 -111.932196            []   \n",
       "Yuri's Popcorn & More                 33.525089 -111.925331            []   \n",
       "KUPD 98 FM                            33.436665 -111.940325            []   \n",
       "Phoenix Mercury                       33.445899 -112.071313            []   \n",
       "FEZ Foodies                           33.491645 -112.073196            []   \n",
       "Tempe Center for the Arts             33.431880 -111.948667            []   \n",
       "Veterans Oasis Park                   33.234970 -111.770801            []   \n",
       "Mesquite Groves Aquatic Center        33.219599 -111.763691            []   \n",
       "Milk 'n' More Store                   33.407018 -111.952211            []   \n",
       "Ocean Trail                           33.538873 -111.865693            []   \n",
       "St Patrick Catholic Community         33.584727 -111.898906            []   \n",
       "Jam                                   33.492195 -111.931299            []   \n",
       "Mardi Gras Costume Shop               33.521913 -111.900047            []   \n",
       "Scottsdale Civic Center Plaza         33.498629 -111.922440            []   \n",
       "...                                         ...         ...           ...   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "NaN                                         NaN         NaN           NaN   \n",
       "\n",
       "                                      open  review_count  stars_x   ...     \\\n",
       "name_x                                                              ...      \n",
       "Jam                                   True          14.0      5.0   ...      \n",
       "Jam                                   True          14.0      5.0   ...      \n",
       "Nordstrom Espresso Bar                True           4.0      5.0   ...      \n",
       "Jam                                   True          14.0      5.0   ...      \n",
       "Triple Sports                         True           8.0      5.0   ...      \n",
       "The Simple Farm                       True           8.0      5.0   ...      \n",
       "Mardi Gras Costume Shop               True          12.0      5.0   ...      \n",
       "DC Ranch Village Health Club and Spa  True          20.0      5.0   ...      \n",
       "Gangplank                             True          35.0      5.0   ...      \n",
       "The Silverleaf Club                   True           4.0      5.0   ...      \n",
       "VIP Dinner At Fogo De Chao            True          10.0      5.0   ...      \n",
       "Metta Yoga                            True          23.0      5.0   ...      \n",
       "Proformance Health                    True           5.0      5.0   ...      \n",
       "Hubbard Family Swim School            True          17.0      5.0   ...      \n",
       "Little Artika                         True           4.0      5.0   ...      \n",
       "Noche de Gourmet                      True           3.0      5.0   ...      \n",
       "Circle K Stores                       True           4.0      5.0   ...      \n",
       "Yuri's Popcorn & More                 True           9.0      5.0   ...      \n",
       "KUPD 98 FM                            True           4.0      5.0   ...      \n",
       "Phoenix Mercury                       True           7.0      5.0   ...      \n",
       "FEZ Foodies                           True          10.0      5.0   ...      \n",
       "Tempe Center for the Arts             True          23.0      5.0   ...      \n",
       "Veterans Oasis Park                   True           8.0      5.0   ...      \n",
       "Mesquite Groves Aquatic Center        True           8.0      5.0   ...      \n",
       "Milk 'n' More Store                   True           5.0      5.0   ...      \n",
       "Ocean Trail                           True          26.0      5.0   ...      \n",
       "St Patrick Catholic Community         True           5.0      5.0   ...      \n",
       "Jam                                   True          14.0      5.0   ...      \n",
       "Mardi Gras Costume Shop               True          12.0      5.0   ...      \n",
       "Scottsdale Civic Center Plaza         True           8.0      5.0   ...      \n",
       "...                                    ...           ...      ...   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "NaN                                    NaN           NaN      NaN   ...      \n",
       "\n",
       "                                           date               review_id  \\\n",
       "name_x                                                                    \n",
       "Jam                                  2011-01-29  T3v4VxlAqv1dSTLCN9q2GA   \n",
       "Jam                                  2011-01-31  OQJbjSLc6b0RxyFp344gOw   \n",
       "Nordstrom Espresso Bar               2012-10-17  6rGPIPSfh4V1IyAs0rsYrA   \n",
       "Jam                                  2011-02-08  D48_dEC2gmM3akWZ0f5ZbQ   \n",
       "Triple Sports                        2007-08-22  Bmxqgc901ujhLlbVeAF4gA   \n",
       "The Simple Farm                      2012-01-03  vvIqTKegJaCTPaUUmIIqhg   \n",
       "Mardi Gras Costume Shop              2010-10-29  RSWGNxlzOch7TAF5Lp7E-Q   \n",
       "DC Ranch Village Health Club and Spa 2008-05-26  dUoAE1mz4Zf9fTuf_VKeSg   \n",
       "Gangplank                            2009-03-11  q_ybt4TC-qB6CsZkDIQWDg   \n",
       "The Silverleaf Club                  2008-10-06  kWws5ObZv_X5uYcRKRQ-Kg   \n",
       "VIP Dinner At Fogo De Chao           2009-11-17  Qym--HiJCNQq0rcd_S1v0A   \n",
       "Metta Yoga                           2011-02-28  zex7P6ERyXodQhM1Zro4-Q   \n",
       "Proformance Health                   2008-07-28  OIAn5PjB6xnpsMw30N7oZg   \n",
       "Hubbard Family Swim School           2012-02-17  PBz5qVoqHj5HwuTYcIe38Q   \n",
       "Little Artika                        2011-03-07  DgY_K1IvVu2rGGoVOUF9HA   \n",
       "Noche de Gourmet                     2008-11-02  STV322PjCpAZnIMbkmk-zw   \n",
       "Circle K Stores                      2009-12-29  N7CMyhzDL-dTHzRaiWUISA   \n",
       "Yuri's Popcorn & More                2011-02-06  F10Kl11TJstbWLEM6LbQ1A   \n",
       "KUPD 98 FM                           2008-04-11  7wejoT2yjmVrNEMgGtmrRg   \n",
       "Phoenix Mercury                      2010-04-06  hZq_O5rRYcwfr1jxAzSNmw   \n",
       "FEZ Foodies                          2008-01-27  lRaYivQYsvQwe2x6vbZUug   \n",
       "Tempe Center for the Arts            2008-06-02  sZHeyWT_ickt4QTBuWslzQ   \n",
       "Veterans Oasis Park                  2009-11-08  AS4eRgU-8ACKnHTMtsDx2Q   \n",
       "Mesquite Groves Aquatic Center       2008-07-22  U1ngqXsOM1Qtvm4Ss2Ehaw   \n",
       "Milk 'n' More Store                  2010-02-14  NKgZvE9A2v5NnqMrfoAUHw   \n",
       "Ocean Trail                          2011-03-31  7Jmtx8iPOitjiIxTGO9GHw   \n",
       "St Patrick Catholic Community        2011-07-13  9sb0gm_b_B2WGnH0FNIPDA   \n",
       "Jam                                  2011-11-07  d3CvvkJKsYiuVjtGqFgKmw   \n",
       "Mardi Gras Costume Shop              2010-09-28  zMO0XZTiMuxSrrIll7-ZFA   \n",
       "Scottsdale Civic Center Plaza        2010-08-20  xdPsn7Xcc6agptyObiokqA   \n",
       "...                                         ...                     ...   \n",
       "NaN                                  2012-09-10  XeaHvhfW5mra6KmexnF6Xg   \n",
       "NaN                                  2012-08-21  yOadtAkiAr_4Du9eWAy1CA   \n",
       "NaN                                  2012-12-31  9JNwaNolY3Yqee56cUsfpw   \n",
       "NaN                                  2010-10-04  Pg8sSnEdBcRDpVdQw-LemA   \n",
       "NaN                                  2012-07-07  QqCcX13Uj8upThZWjBngDA   \n",
       "NaN                                  2012-11-13  SogXxJKYK3pPJUF8LoOqXw   \n",
       "NaN                                  2012-07-15  yXZ4DtHl6_HfwuT19S3-Ww   \n",
       "NaN                                  2012-01-21  ACRuYBNqH8fgULD8IWI52w   \n",
       "NaN                                  2012-08-27  ERHKZl-vH0y_ZEnXDDNz6g   \n",
       "NaN                                  2012-11-02  NXyqAc-hB0ruaznMhUGuZQ   \n",
       "NaN                                  2010-11-29  _frtU0u1HZ0PMIGbG15_Cg   \n",
       "NaN                                  2012-06-02  YLoSXnjL2Wmxw6vYQMCqig   \n",
       "NaN                                  2012-05-31  awO7q_6uPlZJanxdy1qsbA   \n",
       "NaN                                  2012-01-30  cNpzvhl52PDMnP5uYABWpA   \n",
       "NaN                                  2012-02-15  VsiJFqOkwIVXwWV9DgBkow   \n",
       "NaN                                  2012-09-18  SjXAcDhzsfj6jTBppTFZuw   \n",
       "NaN                                  2012-06-22  tTjfV2dq2PUG4yLS5oK8TQ   \n",
       "NaN                                  2012-07-05  c7uA-mH9gPrYuutsTllO5Q   \n",
       "NaN                                  2011-10-09  Rl84-QAWOoe06M30GpH6ew   \n",
       "NaN                                  2012-08-23  xRCMxCgBv3Qajb-lbjZV3Q   \n",
       "NaN                                  2012-10-28  mpEbzkMyXVpQHxuGfi6rOA   \n",
       "NaN                                  2012-10-17  zLnJQq6r1qsCGF4rLn7GkQ   \n",
       "NaN                                  2012-07-23  TU4wv4qkzv4uSv35ElXjgg   \n",
       "NaN                                  2010-08-26  QDEZcwqEgvnv4iJ3lt2mOA   \n",
       "NaN                                  2012-08-09  bIxlf2RU5WCA4HDoCW0BwA   \n",
       "NaN                                  2009-06-08  xSdcgOgXS-bjda7_Hxk_AQ   \n",
       "NaN                                  2012-08-28  XdHkeM4TcZjuf-p6gTSVSg   \n",
       "NaN                                  2012-05-06  2h3SSGE1TyzWHt4qIZghAA   \n",
       "NaN                                  2010-08-02  uUCNfBL425jM26GaSamBUQ   \n",
       "NaN                                  2011-10-21  l8Gz6xCkaIsf89u9z0Exqg   \n",
       "\n",
       "                                      stars_y  \\\n",
       "name_x                                          \n",
       "Jam                                         5   \n",
       "Jam                                         5   \n",
       "Nordstrom Espresso Bar                      5   \n",
       "Jam                                         5   \n",
       "Triple Sports                               5   \n",
       "The Simple Farm                             5   \n",
       "Mardi Gras Costume Shop                     4   \n",
       "DC Ranch Village Health Club and Spa        5   \n",
       "Gangplank                                   5   \n",
       "The Silverleaf Club                         5   \n",
       "VIP Dinner At Fogo De Chao                  5   \n",
       "Metta Yoga                                  4   \n",
       "Proformance Health                          4   \n",
       "Hubbard Family Swim School                  5   \n",
       "Little Artika                               5   \n",
       "Noche de Gourmet                            5   \n",
       "Circle K Stores                             4   \n",
       "Yuri's Popcorn & More                       5   \n",
       "KUPD 98 FM                                  4   \n",
       "Phoenix Mercury                             5   \n",
       "FEZ Foodies                                 5   \n",
       "Tempe Center for the Arts                   5   \n",
       "Veterans Oasis Park                         4   \n",
       "Mesquite Groves Aquatic Center              4   \n",
       "Milk 'n' More Store                         5   \n",
       "Ocean Trail                                 4   \n",
       "St Patrick Catholic Community               4   \n",
       "Jam                                         5   \n",
       "Mardi Gras Costume Shop                     5   \n",
       "Scottsdale Civic Center Plaza               5   \n",
       "...                                       ...   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         1   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         4   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         1   \n",
       "NaN                                         1   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         1   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         5   \n",
       "NaN                                         1   \n",
       "NaN                                         5   \n",
       "NaN                                         2   \n",
       "NaN                                         5   \n",
       "\n",
       "                                                                                   text  \\\n",
       "name_x                                                                                    \n",
       "Jam                                   Pure magic. While the shop boasts a fantastic ...   \n",
       "Jam                                   Shauna, the owner of Jam, is kind of like a co...   \n",
       "Nordstrom Espresso Bar                Going to echo the other reviews and say that t...   \n",
       "Jam                                   There are some businesses that could serve ban...   \n",
       "Triple Sports                         I will second Ellen's review under mine... and...   \n",
       "The Simple Farm                       'Twas the last morning of 2011, and my husband...   \n",
       "Mardi Gras Costume Shop               Happy almost Halloween!\\n\\nI procrastinated ag...   \n",
       "DC Ranch Village Health Club and Spa  With my recent move came a change of healthclu...   \n",
       "Gangplank                             I had no idea what to expect as I pulled up to...   \n",
       "The Silverleaf Club                   If I win the lottery or somehow encounter a hu...   \n",
       "VIP Dinner At Fogo De Chao            Filet, Sirloin, and Ribeye, oh my!\\n\\nThis was...   \n",
       "Metta Yoga                            I finally made it to Metta Yoga!\\n\\nWhile I kn...   \n",
       "Proformance Health                    Dr. Bruce Bedrick and his team are doing a gre...   \n",
       "Hubbard Family Swim School            My 5 month old had his first swim lesson this ...   \n",
       "Little Artika                         Cutest baby stuff!  \\n\\nActually, \"cool stuff ...   \n",
       "Noche de Gourmet                      The Phoenix 20/30 guys really know how to thro...   \n",
       "Circle K Stores                       While I agree with Lauren and Katrina (the yel...   \n",
       "Yuri's Popcorn & More                 I met the fine ladies of Yuri's popcorn a few ...   \n",
       "KUPD 98 FM                            For the harder rocker in you, this was the sta...   \n",
       "Phoenix Mercury                       Hot Things (with Prince's Hot Thing playing in...   \n",
       "FEZ Foodies                           I just have one question.\\nDave, Kristin and J...   \n",
       "Tempe Center for the Arts             I love this edifice so much I want to marry it...   \n",
       "Veterans Oasis Park                   Veterans Oasis Park is a nice oasis out in sou...   \n",
       "Mesquite Groves Aquatic Center        For a public pool, Mesquite Groves has it goin...   \n",
       "Milk 'n' More Store                   So last week before heading to Arizona some fe...   \n",
       "Ocean Trail                           3/19/11\\n\\nHad to wait about 30 minutes as it ...   \n",
       "St Patrick Catholic Community         Love this parish, its members, the priests I'v...   \n",
       "Jam                                   Shauna's still jammin' and as amazing as ever!...   \n",
       "Mardi Gras Costume Shop               Mardi Gras proves their greatness over and ove...   \n",
       "Scottsdale Civic Center Plaza         Scottsdale Civic Center is the secret garden o...   \n",
       "...                                                                                 ...   \n",
       "NaN                                   I decided to give this place, Fantastic Sams a...   \n",
       "NaN                                   Since last review was several years ago, i wan...   \n",
       "NaN                                   Fantastic on all accounts! I highly recommend ...   \n",
       "NaN                                   I used a credit card and they charged me 12.00...   \n",
       "NaN                                   Karri Hayes is the BEST!!!  Both my daughter a...   \n",
       "NaN                                   Tried to get the shingles vaccine.  They allow...   \n",
       "NaN                                   This organization is involved in double dippin...   \n",
       "NaN                                   This place is awesome! Easily the best shoppin...   \n",
       "NaN                                   Having to plan a funeral for a loved one is to...   \n",
       "NaN                                   Robert has always been precise with my alterat...   \n",
       "NaN                                   I've been going to Posh to get my hair cut (gr...   \n",
       "NaN                                   Dr Espinoza is an amazing dentist who has comp...   \n",
       "NaN                                   Although I knew that I needed a tooth pulled (...   \n",
       "NaN                                   I needed my clutch replaced and called everyon...   \n",
       "NaN                                   Ordered a bouquet for my mom for Vday and it w...   \n",
       "NaN                                   She ruined my hair, used extra harsh chemicals...   \n",
       "NaN                                   Do not use this company for termite control. W...   \n",
       "NaN                                   I purchased an arrangement online from Tulip T...   \n",
       "NaN                                   If you want a photographer who has a passion f...   \n",
       "NaN                                   I had a septoplasty with Dr.Bailey a couple of...   \n",
       "NaN                                   Don't show up for appointments; don't return p...   \n",
       "NaN                                   Was visiting AZ and wanted to test drive a Lot...   \n",
       "NaN                                   I've been getting Dysport and Radiesse and fil...   \n",
       "NaN                                   I would like to mention that the Mesa office i...   \n",
       "NaN                                   I ordered from Fiesta Flowers and they were so...   \n",
       "NaN                                   Jeff with Alpha Pest is awesome. He not only s...   \n",
       "NaN                                   I went into this salon to get a pedicure. I wa...   \n",
       "NaN                                   I did my homework and this place is the best d...   \n",
       "NaN                                   This is the corporate office ..they manage all...   \n",
       "NaN                                   BEST SERVICE IN TOWN Splish Splash has been pr...   \n",
       "\n",
       "                                      type_y                 user_id  \\\n",
       "name_x                                                                 \n",
       "Jam                                   review  spJUPXI7QaIctU0FO5c42w   \n",
       "Jam                                   review  Prsk7SiPZNfgcPyygOdGHg   \n",
       "Nordstrom Espresso Bar                review  nrOCJCQUgXwdUIwg8QHirw   \n",
       "Jam                                   review  QBWy6-S20UI5-gWcItV2Cg   \n",
       "Triple Sports                         review  fczQCSmaWF78toLEmb0Zsw   \n",
       "The Simple Farm                       review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Mardi Gras Costume Shop               review  fczQCSmaWF78toLEmb0Zsw   \n",
       "DC Ranch Village Health Club and Spa  review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Gangplank                             review  fczQCSmaWF78toLEmb0Zsw   \n",
       "The Silverleaf Club                   review  fczQCSmaWF78toLEmb0Zsw   \n",
       "VIP Dinner At Fogo De Chao            review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Metta Yoga                            review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Proformance Health                    review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Hubbard Family Swim School            review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Little Artika                         review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Noche de Gourmet                      review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Circle K Stores                       review  fczQCSmaWF78toLEmb0Zsw   \n",
       "Yuri's Popcorn & More                 review  fczQCSmaWF78toLEmb0Zsw   \n",
       "KUPD 98 FM                            review  fYuX1PTENpzA7uMyFQzOsA   \n",
       "Phoenix Mercury                       review  C8ZTiwa7qWoPSMIivTeSfw   \n",
       "FEZ Foodies                           review  C8ZTiwa7qWoPSMIivTeSfw   \n",
       "Tempe Center for the Arts             review  C8ZTiwa7qWoPSMIivTeSfw   \n",
       "Veterans Oasis Park                   review  P2kVk4cIWyK4e4h14RhK-Q   \n",
       "Mesquite Groves Aquatic Center        review  P2kVk4cIWyK4e4h14RhK-Q   \n",
       "Milk 'n' More Store                   review  FuDlYMar9QLhsS331Ppgng   \n",
       "Ocean Trail                           review  0bNXP9quoJEgyVZu9ipGgQ   \n",
       "St Patrick Catholic Community         review  0bNXP9quoJEgyVZu9ipGgQ   \n",
       "Jam                                   review  4ozupHULqGyO42s3zNUzOQ   \n",
       "Mardi Gras Costume Shop               review  4ozupHULqGyO42s3zNUzOQ   \n",
       "Scottsdale Civic Center Plaza         review  4ozupHULqGyO42s3zNUzOQ   \n",
       "...                                      ...                     ...   \n",
       "NaN                                   review  0PTxYeiZpCmr9Lj9sOJVLg   \n",
       "NaN                                   review  Is1AdI654Z3JQikWoiSgRQ   \n",
       "NaN                                   review  4-5tKXVbnCEy9NTlufj3pA   \n",
       "NaN                                   review  TRgrepf1Ai05Q3OhbO3DxA   \n",
       "NaN                                   review  ai9gd7u7Asrj6nza_4jbOA   \n",
       "NaN                                   review  Drkbz8w78LNvlSBNwm6Icg   \n",
       "NaN                                   review  XdiB6koT2DtTObnJAVA-Wg   \n",
       "NaN                                   review  wsD1-OjZbRy2iT4Ov-yBbg   \n",
       "NaN                                   review  tGIN02TO9BjtlT7l233UxQ   \n",
       "NaN                                   review  raNtOxh-43siw1cxcKqLYw   \n",
       "NaN                                   review  Gz5EPlb8-0q7XaVqdMCWIg   \n",
       "NaN                                   review  L4MbbtLuD5Ro47zOLvstxw   \n",
       "NaN                                   review  GvxV5TtSuvr9s1gH1itz7w   \n",
       "NaN                                   review  hUOO2IvDJfid5I3b-NLNPw   \n",
       "NaN                                   review  hUOO2IvDJfid5I3b-NLNPw   \n",
       "NaN                                   review  EfzEyURlfmXs4b6IAVxNDw   \n",
       "NaN                                   review  I4FCFCoXwdEOx3azWhrCUw   \n",
       "NaN                                   review  s5RFs4OKcBMwqrBi9bpXSw   \n",
       "NaN                                   review  uaWooGMfsMnfcBdVnqeDjw   \n",
       "NaN                                   review  _h8xgDlbQyHkB_6gx3ExWA   \n",
       "NaN                                   review  dvMQ7GSuX_3SVPYcnnzfuw   \n",
       "NaN                                   review  FiBjwxapFrgrGMub_-nMrQ   \n",
       "NaN                                   review  mpvBDSWFz0ChNcaKTkImfQ   \n",
       "NaN                                   review  Anpac7TMQNWm0iA-1ho3Gw   \n",
       "NaN                                   review  F_Hvxi3oMhdLX2hgAxt_zg   \n",
       "NaN                                   review  Y1sgnrFxZoBB5PFC8qO-hg   \n",
       "NaN                                   review  pEQY0JAfTMe6bzNyipsetA   \n",
       "NaN                                   review  58me_Jn3rs_ypWdPqgXq0g   \n",
       "NaN                                   review  VpOvbezOF2jGd-ys9thz6A   \n",
       "NaN                                   review  2Qj8WHW_zqYQZDcUs9rXoA   \n",
       "\n",
       "                                         name_y     cool    funny   useful  \n",
       "name_x                                                                      \n",
       "Jam                                       Katie  14381.0  13074.0  16707.0  \n",
       "Jam                                   Christina  11615.0   9452.0  12847.0  \n",
       "Nordstrom Espresso Bar                      Emi  11059.0  11987.0  12766.0  \n",
       "Jam                                       Misti   8280.0   6253.0  10676.0  \n",
       "Triple Sports                              Gabi   8991.0   4943.0  10629.0  \n",
       "The Simple Farm                            Gabi   8991.0   4943.0  10629.0  \n",
       "Mardi Gras Costume Shop                    Gabi   8991.0   4943.0  10629.0  \n",
       "DC Ranch Village Health Club and Spa       Gabi   8991.0   4943.0  10629.0  \n",
       "Gangplank                                  Gabi   8991.0   4943.0  10629.0  \n",
       "The Silverleaf Club                        Gabi   8991.0   4943.0  10629.0  \n",
       "VIP Dinner At Fogo De Chao                 Gabi   8991.0   4943.0  10629.0  \n",
       "Metta Yoga                                 Gabi   8991.0   4943.0  10629.0  \n",
       "Proformance Health                         Gabi   8991.0   4943.0  10629.0  \n",
       "Hubbard Family Swim School                 Gabi   8991.0   4943.0  10629.0  \n",
       "Little Artika                              Gabi   8991.0   4943.0  10629.0  \n",
       "Noche de Gourmet                           Gabi   8991.0   4943.0  10629.0  \n",
       "Circle K Stores                            Gabi   8991.0   4943.0  10629.0  \n",
       "Yuri's Popcorn & More                      Gabi   8991.0   4943.0  10629.0  \n",
       "KUPD 98 FM                                  Tam   9302.0   7177.0   9835.0  \n",
       "Phoenix Mercury                          Thomas   8429.0  10451.0   8401.0  \n",
       "FEZ Foodies                              Thomas   8429.0  10451.0   8401.0  \n",
       "Tempe Center for the Arts                Thomas   8429.0  10451.0   8401.0  \n",
       "Veterans Oasis Park                         Jim   6353.0   6230.0   8001.0  \n",
       "Mesquite Groves Aquatic Center              Jim   6353.0   6230.0   8001.0  \n",
       "Milk 'n' More Store                       Vicky   4830.0   4647.0   5733.0  \n",
       "Ocean Trail                              Aileen   4322.0   2672.0   5504.0  \n",
       "St Patrick Catholic Community            Aileen   4322.0   2672.0   5504.0  \n",
       "Jam                                     Lindsey   3901.0   2517.0   5065.0  \n",
       "Mardi Gras Costume Shop                 Lindsey   3901.0   2517.0   5065.0  \n",
       "Scottsdale Civic Center Plaza           Lindsey   3901.0   2517.0   5065.0  \n",
       "...                                         ...      ...      ...      ...  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "NaN                                         NaN      NaN      NaN      NaN  \n",
       "\n",
       "[229907 rows x 190 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "j #We have sorted by descending but daily checkins pose a problem in sorting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0-0</th>\n",
       "      <th>0-1</th>\n",
       "      <th>0-2</th>\n",
       "      <th>0-3</th>\n",
       "      <th>0-4</th>\n",
       "      <th>0-5</th>\n",
       "      <th>0-6</th>\n",
       "      <th>1-0</th>\n",
       "      <th>1-1</th>\n",
       "      <th>1-2</th>\n",
       "      <th>...</th>\n",
       "      <th>8-4</th>\n",
       "      <th>8-5</th>\n",
       "      <th>8-6</th>\n",
       "      <th>9-0</th>\n",
       "      <th>9-1</th>\n",
       "      <th>9-2</th>\n",
       "      <th>9-3</th>\n",
       "      <th>9-4</th>\n",
       "      <th>9-5</th>\n",
       "      <th>9-6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8277</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8278</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8279</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8280</th>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8281</th>\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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 168 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0-0  0-1  0-2  0-3  0-4   0-5   0-6  1-0  1-1  1-2 ...   8-4  8-5  8-6  \\\n",
       "8277  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0   \n",
       "8278  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0   \n",
       "8279  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0  0.0  0.0 ...   0.0  0.0  1.0   \n",
       "8280  5.0  6.0  9.0  2.0  4.0  11.0  15.0  1.0  1.0  1.0 ...   0.0  1.0  0.0   \n",
       "8281  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0  0.0  0.0 ...   0.0  0.0  0.0   \n",
       "\n",
       "      9-0  9-1  9-2  9-3  9-4  9-5  9-6  \n",
       "8277  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8278  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "8279  0.0  0.0  0.0  1.0  0.0  1.0  0.0  \n",
       "8280  3.0  1.0  1.0  0.0  0.0  1.0  0.0  \n",
       "8281  1.0  1.0  2.0  1.0  0.0  0.0  0.0  \n",
       "\n",
       "[5 rows x 168 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.tail()\n",
    "#Format: Time-day. 0-0 means 12pm and Sunday. 1-2 means 1pm and Monday. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can sort this in two ways. \n",
    "\n",
    "i) being day specific\n",
    "ii) being time specific. \n",
    "\n",
    "Let's try both'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>business_id</th>\n",
       "      <th>categories</th>\n",
       "      <th>city</th>\n",
       "      <th>full_address</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>name</th>\n",
       "      <th>neighborhoods</th>\n",
       "      <th>open</th>\n",
       "      <th>review_count</th>\n",
       "      <th>stars</th>\n",
       "      <th>state</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5254</th>\n",
       "      <td>NlD18mwNRjNPzH8hs7abPQ</td>\n",
       "      <td>[Home Services, Pool Cleaners]</td>\n",
       "      <td>Phoenix</td>\n",
       "      <td>519 W Lone Cactus Dr\\nSte 101\\nPhoenix, AZ 85027</td>\n",
       "      <td>33.680405</td>\n",
       "      <td>-112.081124</td>\n",
       "      <td>Splish Splash Pool  Service and Repair</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>4</td>\n",
       "      <td>3.5</td>\n",
       "      <td>AZ</td>\n",
       "      <td>business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 business_id                      categories     city  \\\n",
       "5254  NlD18mwNRjNPzH8hs7abPQ  [Home Services, Pool Cleaners]  Phoenix   \n",
       "\n",
       "                                          full_address   latitude   longitude  \\\n",
       "5254  519 W Lone Cactus Dr\\nSte 101\\nPhoenix, AZ 85027  33.680405 -112.081124   \n",
       "\n",
       "                                        name neighborhoods  open  \\\n",
       "5254  Splish Splash Pool  Service and Repair            []  True   \n",
       "\n",
       "      review_count  stars state      type  \n",
       "5254             4    3.5    AZ  business  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "business_json[business_json['business_id']=='NlD18mwNRjNPzH8hs7abPQ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Next level Task\n",
    "#* Break down categories into their types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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