1-Mexican_vs_Italian/ItalianVsMexican.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Italian vs. Mexican Food\n",
    "---\n",
    "\n",
    "The below script provides an analytic approach for assessing the American preference of Italian vs. Mexican food. Using data from the US Census and the Yelp API, the script randomly selects over 500 zip codes and aggregates the reviews of the 20 most popular Italian and Mexican restaurants in each area. Summary data is then reported using Python Pandas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 548,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Dependencies\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import requests\n",
    "import time\n",
    "import json\n",
    "import seaborn\n",
    "from scipy.stats import ttest_ind\n",
    "\n",
    "# Yelp API Key\n",
    "ykey_id = \"1GwZyE0zIjSujpHtlMnodQ\"\n",
    "ykey_secret = \"mcTmghB48JIH0xoNWLldvsX9uIiOLQfdi0gR8LWdFt02lboCAF9vxSSd1MI0KtZ0\"\n",
    "ykey_access_token = \"gl6k6JmewUhzjMVBv0I2x4Bz_NRiEggSqjlGbTaejmbzvBJXgI36FPgWoqBnEL9QQ6wU5H4h41dxPkxVjHFlawtH69m1kcXQuHev5PuWBtcdBEAbdJR0HNl3d4tpWXYx\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zip Code Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zipcode</th>\n",
       "      <th>Address</th>\n",
       "      <th>Population</th>\n",
       "      <th>Median Age</th>\n",
       "      <th>Household Income</th>\n",
       "      <th>Per Capita Income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15081</td>\n",
       "      <td>South Heights, PA 15081, USA</td>\n",
       "      <td>342</td>\n",
       "      <td>50.2</td>\n",
       "      <td>31500.0</td>\n",
       "      <td>22177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20615</td>\n",
       "      <td>Broomes Island, MD 20615, USA</td>\n",
       "      <td>424</td>\n",
       "      <td>43.4</td>\n",
       "      <td>114375.0</td>\n",
       "      <td>43920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50201</td>\n",
       "      <td>Nevada, IA 50201, USA</td>\n",
       "      <td>8139</td>\n",
       "      <td>40.4</td>\n",
       "      <td>56619.0</td>\n",
       "      <td>28908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84020</td>\n",
       "      <td>Draper, UT 84020, USA</td>\n",
       "      <td>42751</td>\n",
       "      <td>30.4</td>\n",
       "      <td>89922.0</td>\n",
       "      <td>33164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>39097</td>\n",
       "      <td>Louise, MS 39097, USA</td>\n",
       "      <td>495</td>\n",
       "      <td>58.0</td>\n",
       "      <td>26838.0</td>\n",
       "      <td>17399</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Zipcode                        Address  Population  Median Age  \\\n",
       "0    15081   South Heights, PA 15081, USA         342        50.2   \n",
       "1    20615  Broomes Island, MD 20615, USA         424        43.4   \n",
       "2    50201          Nevada, IA 50201, USA        8139        40.4   \n",
       "3    84020          Draper, UT 84020, USA       42751        30.4   \n",
       "4    39097          Louise, MS 39097, USA         495        58.0   \n",
       "\n",
       "   Household Income  Per Capita Income  \n",
       "0           31500.0              22177  \n",
       "1          114375.0              43920  \n",
       "2           56619.0              28908  \n",
       "3           89922.0              33164  \n",
       "4           26838.0              17399  "
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the census data into a Pandas DataFrame\n",
    "census_pd = pd.read_csv(\"Census_Data.csv\")\n",
    "\n",
    "# Preview the data\n",
    "census_pd.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {
    "collapsed": 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>Zipcode</th>\n",
       "      <th>Address</th>\n",
       "      <th>Population</th>\n",
       "      <th>Median Age</th>\n",
       "      <th>Household Income</th>\n",
       "      <th>Per Capita Income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>29468</td>\n",
       "      <td>Pineville, SC 29468, USA</td>\n",
       "      <td>1768</td>\n",
       "      <td>43.8</td>\n",
       "      <td>19663.0</td>\n",
       "      <td>28526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>25414</td>\n",
       "      <td>Charles Town, WV 25414, USA</td>\n",
       "      <td>17147</td>\n",
       "      <td>40.1</td>\n",
       "      <td>72833.0</td>\n",
       "      <td>32308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>93545</td>\n",
       "      <td>Lone Pine, CA 93545, USA</td>\n",
       "      <td>2214</td>\n",
       "      <td>40.6</td>\n",
       "      <td>32473.0</td>\n",
       "      <td>18444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>60565</td>\n",
       "      <td>Naperville, IL 60565, USA</td>\n",
       "      <td>40864</td>\n",
       "      <td>40.8</td>\n",
       "      <td>113581.0</td>\n",
       "      <td>45408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>3064</td>\n",
       "      <td>Nashua, NH 03064, USA</td>\n",
       "      <td>14533</td>\n",
       "      <td>40.6</td>\n",
       "      <td>64026.0</td>\n",
       "      <td>34045</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Zipcode                      Address  Population  Median Age  \\\n",
       "621    29468     Pineville, SC 29468, USA        1768        43.8   \n",
       "226    25414  Charles Town, WV 25414, USA       17147        40.1   \n",
       "233    93545     Lone Pine, CA 93545, USA        2214        40.6   \n",
       "67     60565    Naperville, IL 60565, USA       40864        40.8   \n",
       "235     3064        Nashua, NH 03064, USA       14533        40.6   \n",
       "\n",
       "     Household Income  Per Capita Income  \n",
       "621           19663.0              28526  \n",
       "226           72833.0              32308  \n",
       "233           32473.0              18444  \n",
       "67           113581.0              45408  \n",
       "235           64026.0              34045  "
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sell all zip codes with a population over 1000 from a set of randomly selected list of 700 zip code locations \n",
    "selected_zips = census_pd.sample(n=700)\n",
    "selected_zips = selected_zips[selected_zips[\"Population\"].astype(int) > 1000]\n",
    "\n",
    "# Visualize\n",
    "selected_zips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Zipcode              521\n",
       "Address              521\n",
       "Population           521\n",
       "Median Age           521\n",
       "Household Income     520\n",
       "Per Capita Income    521\n",
       "dtype: int64"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the total number of zip codes that met our population cut-off\n",
    "selected_zips.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13860.940499040307"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the average population of our representive sample set\n",
    "selected_zips[\"Population\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56293.278846153844"
      ]
     },
     "execution_count": 326,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the average population of our representive sample set\n",
    "selected_zips[\"Household Income\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.02053742802301"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the average population of our representive sample set\n",
    "selected_zips[\"Median Age\"].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Yelp Data Retrieval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=29468\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=29468\n",
      "2\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25414\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25414\n",
      "3\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=93545\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=93545\n",
      "4\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60565\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60565\n",
      "5\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=3064\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=3064\n",
      "6\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38049\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38049\n",
      "7\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28529\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28529\n",
      "8\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=93428\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=93428\n",
      "9\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=41564\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=41564\n",
      "10\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98106\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98106\n",
      "11\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=73014\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=73014\n",
      "12\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72039\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72039\n",
      "13\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38224\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38224\n",
      "14\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92392\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92392\n",
      "15\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=11220\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=11220\n",
      "16\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57369\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57369\n",
      "17\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=31771\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=31771\n",
      "18\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47436\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47436\n",
      "19\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=40769\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=40769\n",
      "20\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49048\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49048\n",
      "21\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30666\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30666\n",
      "22\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=71046\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=71046\n",
      "23\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=84116\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=84116\n",
      "24\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46312\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46312\n",
      "25\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30177\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30177\n",
      "26\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=5454\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=5454\n",
      "27\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28618\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28618\n",
      "28\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27358\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27358\n",
      "29\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=65017\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=65017\n",
      "30\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=69130\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=69130\n",
      "31\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=29834\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=29834\n",
      "32\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=45005\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=45005\n",
      "33\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97229\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97229\n",
      "34\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6422\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6422\n",
      "35\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=58503\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=58503\n",
      "36\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=36701\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=36701\n",
      "37\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13637\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13637\n",
      "38\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76706\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76706\n",
      "39\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49112\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49112\n",
      "40\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=18914\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=18914\n",
      "41\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=3104\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=3104\n",
      "42\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=42031\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=42031\n",
      "43\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85606\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85606\n",
      "44\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10803\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10803\n",
      "45\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=7603\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=7603\n",
      "46\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=78941\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=78941\n",
      "47\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25571\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25571\n",
      "48\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28208\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28208\n",
      "49\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=78004\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=78004\n",
      "50\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85233\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85233\n",
      "51\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76556\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76556\n",
      "52\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28436\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28436\n",
      "53\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13827\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13827\n",
      "54\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48084\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48084\n",
      "55\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44629\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44629\n",
      "56\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=69334\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=69334\n",
      "57\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49098\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49098\n",
      "58\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=36558\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=36558\n",
      "59\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92843\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92843\n",
      "60\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=23146\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=23146\n",
      "61\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49781\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49781\n",
      "62\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17737\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17737\n",
      "63\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97146\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97146\n",
      "64\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=62330\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=62330\n",
      "65\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10007\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10007\n",
      "66\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22191\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22191\n",
      "67\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=1527\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=1527\n",
      "68\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44305\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44305\n",
      "69\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=624\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=624\n",
      "70\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=58369\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=58369\n",
      "71\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17980\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17980\n",
      "72\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=43050\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=43050\n",
      "73\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13068\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13068\n",
      "74\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=11105\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=11105\n",
      "75\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28697\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28697\n",
      "76\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47232\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47232\n",
      "77\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27822\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27822\n",
      "78\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=20886\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=20886\n",
      "79\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60433\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60433\n",
      "80\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17774\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17774\n",
      "81\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60622\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60622\n",
      "82\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=83638\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=83638\n",
      "83\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55396\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55396\n",
      "84\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=99737\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=99737\n",
      "Uh oh\n",
      "85\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55735\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55735\n",
      "86\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=80831\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=80831\n",
      "87\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=66614\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=66614\n",
      "88\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=1585\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=1585\n",
      "89\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55342\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55342\n",
      "90\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=65243\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=65243\n",
      "91\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=41046\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=41046\n",
      "92\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30564\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30564\n",
      "93\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=90003\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=90003\n",
      "94\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55060\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55060\n",
      "95\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54151\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54151\n",
      "96\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30309\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30309\n",
      "97\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35005\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35005\n",
      "98\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=67661\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=67661\n",
      "99\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44093\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44093\n",
      "100\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=45780\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=45780\n",
      "101\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=69101\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=69101\n",
      "102\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=78414\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=78414\n",
      "103\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55435\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55435\n",
      "104\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85553\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85553\n",
      "105\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=36619\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=36619\n",
      "106\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77031\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77031\n",
      "107\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60305\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60305\n",
      "108\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=62449\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=62449\n",
      "109\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=18237\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=18237\n",
      "110\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48851\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48851\n",
      "111\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48469\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48469\n",
      "112\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77373\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77373\n",
      "113\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49616\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49616\n",
      "114\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=16153\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=16153\n",
      "115\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=34224\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=34224\n",
      "116\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=42025\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=42025\n",
      "117\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57105\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57105\n",
      "118\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22642\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22642\n",
      "119\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=71405\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=71405\n",
      "120\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=50201\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=50201\n",
      "121\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12010\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12010\n",
      "122\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85353\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85353\n",
      "123\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25442\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25442\n",
      "124\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17018\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17018\n",
      "125\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25401\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25401\n",
      "126\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27298\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27298\n",
      "127\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37345\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37345\n",
      "128\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22102\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22102\n",
      "129\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48386\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48386\n",
      "130\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35801\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35801\n",
      "131\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=75783\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=75783\n",
      "132\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72722\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72722\n",
      "133\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76950\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76950\n",
      "134\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=61062\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=61062\n",
      "135\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22066\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22066\n",
      "136\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=52141\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=52141\n",
      "137\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12941\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12941\n",
      "138\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77807\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77807\n",
      "139\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72007\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72007\n",
      "140\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28635\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28635\n",
      "141\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=64081\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=64081\n",
      "142\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=11385\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=11385\n",
      "143\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27283\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27283\n",
      "144\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=66507\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=66507\n",
      "145\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=21901\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=21901\n",
      "146\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48468\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48468\n",
      "147\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97016\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97016\n",
      "148\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55063\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55063\n",
      "149\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=68317\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=68317\n",
      "150\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=71353\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=71353\n",
      "151\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57078\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57078\n",
      "152\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=21053\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=21053\n",
      "153\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=730\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=730\n",
      "154\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76525\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76525\n",
      "155\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10553\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10553\n",
      "156\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35956\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35956\n",
      "157\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=62025\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=62025\n",
      "158\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85250\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85250\n",
      "159\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55346\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55346\n",
      "160\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=23832\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=23832\n",
      "161\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72434\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72434\n",
      "162\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44273\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44273\n",
      "163\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44313\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44313\n",
      "164\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37101\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37101\n",
      "165\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=63138\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=63138\n",
      "166\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=757\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=757\n",
      "167\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54022\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54022\n",
      "168\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=29001\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=29001\n",
      "169\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=75640\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=75640\n",
      "170\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54229\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54229\n",
      "171\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=7724\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=7724\n",
      "172\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48416\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48416\n",
      "173\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76031\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76031\n",
      "174\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6019\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6019\n",
      "175\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=4622\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4622\n",
      "176\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30120\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30120\n",
      "177\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22027\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22027\n",
      "178\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=23228\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=23228\n",
      "179\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85383\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85383\n",
      "180\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92115\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92115\n",
      "181\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98270\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98270\n",
      "182\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=63128\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=63128\n",
      "183\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=68005\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=68005\n",
      "184\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6062\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6062\n",
      "185\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33542\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33542\n",
      "186\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17938\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17938\n",
      "187\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=21061\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=21061\n",
      "188\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38229\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38229\n",
      "189\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=95237\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=95237\n",
      "190\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92252\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92252\n",
      "191\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=61270\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=61270\n",
      "192\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76599\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76599\n",
      "193\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=7606\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=7606\n",
      "194\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85262\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85262\n",
      "195\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=24137\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=24137\n",
      "196\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22834\n",
      "197\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8872\n",
      "198\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=1430\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=1430\n",
      "199\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=52533\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=52533\n",
      "200\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49080\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49080\n",
      "201\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37336\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37336\n",
      "202\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48659\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48659\n",
      "203\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54822\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54822\n",
      "204\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=21750\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=21750\n",
      "205\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=84020\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=84020\n",
      "206\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97875\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97875\n",
      "207\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=34209\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=34209\n",
      "208\n",
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      "209\n",
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      "210\n",
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      "211\n",
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      "212\n",
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      "213\n",
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      "214\n",
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      "215\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=5261\n",
      "216\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4107\n",
      "217\n",
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      "218\n",
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      "219\n",
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      "220\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=96783\n",
      "221\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=20634\n",
      "222\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=692\n",
      "223\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=31007\n",
      "224\n",
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      "225\n",
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      "226\n",
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      "227\n",
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      "228\n",
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      "229\n",
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      "230\n",
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      "231\n",
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      "232\n",
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      "233\n",
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      "234\n",
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      "235\n",
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      "236\n",
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      "237\n",
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      "238\n",
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      "239\n",
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      "240\n",
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      "241\n",
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      "242\n",
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      "243\n",
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      "244\n",
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      "245\n",
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      "246\n",
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      "247\n",
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      "248\n",
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      "250\n",
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      "251\n",
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      "252\n",
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      "253\n",
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      "255\n",
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      "256\n",
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      "257\n",
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      "258\n",
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      "259\n",
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      "260\n",
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      "261\n",
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      "262\n",
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      "263\n",
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      "267\n",
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      "268\n",
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      "269\n",
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      "270\n",
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      "271\n",
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      "272\n",
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      "273\n",
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      "274\n",
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      "275\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6069\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6069\n",
      "276\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=90302\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=90302\n",
      "277\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14715\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14715\n",
      "278\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47003\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47003\n",
      "279\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=95240\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=95240\n",
      "280\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=50315\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=50315\n",
      "281\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27541\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27541\n",
      "282\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=42456\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=42456\n",
      "283\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38870\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38870\n",
      "284\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=75454\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=75454\n",
      "285\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98012\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98012\n",
      "286\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=89316\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=89316\n",
      "Uh oh\n",
      "287\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46236\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46236\n",
      "288\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=23219\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=23219\n",
      "289\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59752\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59752\n",
      "290\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=71031\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=71031\n",
      "291\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46996\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46996\n",
      "292\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=16930\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=16930\n",
      "293\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49874\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49874\n",
      "294\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60645\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60645\n",
      "295\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6883\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6883\n",
      "296\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13326\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13326\n",
      "297\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30601\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30601\n",
      "298\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33129\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33129\n",
      "299\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33559\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33559\n",
      "300\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=48191\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=48191\n",
      "301\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47591\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47591\n",
      "302\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6516\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6516\n",
      "303\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77378\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77378\n",
      "304\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=75457\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=75457\n",
      "305\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=42366\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=42366\n",
      "306\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97396\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97396\n",
      "307\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98051\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98051\n",
      "308\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=69347\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=69347\n",
      "309\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=4010\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4010\n",
      "310\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=75149\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=75149\n",
      "311\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=36736\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=36736\n",
      "312\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=94040\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=94040\n",
      "313\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98358\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98358\n",
      "314\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14807\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14807\n",
      "315\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=26807\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=26807\n",
      "316\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33496\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33496\n",
      "317\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=1469\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=1469\n",
      "318\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=2717\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=2717\n",
      "319\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=7718\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=7718\n",
      "320\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55802\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55802\n",
      "321\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=4268\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4268\n",
      "322\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77328\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77328\n",
      "323\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=79118\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=79118\n",
      "324\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=8540\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8540\n",
      "325\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10913\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10913\n",
      "326\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60018\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60018\n",
      "327\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10309\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10309\n",
      "328\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=11722\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=11722\n",
      "329\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59522\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59522\n",
      "Uh oh\n",
      "330\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=83849\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=83849\n",
      "331\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=32064\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=32064\n",
      "332\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=58647\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=58647\n",
      "333\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=84093\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=84093\n",
      "334\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=78214\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=78214\n",
      "335\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30152\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30152\n",
      "336\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=95008\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=95008\n",
      "337\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=63935\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=63935\n",
      "338\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=2056\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=2056\n",
      "339\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59201\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59201\n",
      "340\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57004\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57004\n",
      "341\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=70748\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=70748\n",
      "342\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37743\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37743\n",
      "343\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=5658\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=5658\n",
      "344\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=957\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=957\n",
      "345\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=3077\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=3077\n",
      "346\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38858\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38858\n",
      "347\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=32187\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=32187\n",
      "348\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59846\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59846\n",
      "349\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97389\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97389\n",
      "350\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46524\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46524\n",
      "351\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28782\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28782\n",
      "352\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=53588\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=53588\n",
      "353\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=11693\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=11693\n",
      "354\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=38504\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=38504\n",
      "355\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13335\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13335\n",
      "356\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47932\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47932\n",
      "357\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98394\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98394\n",
      "358\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=67835\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=67835\n",
      "359\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44708\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44708\n",
      "360\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=7082\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=7082\n",
      "361\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=10984\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=10984\n",
      "362\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44276\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44276\n",
      "363\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72833\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72833\n",
      "364\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28226\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28226\n",
      "365\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25865\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25865\n",
      "366\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98591\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98591\n",
      "367\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=3048\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=3048\n",
      "368\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=79703\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=79703\n",
      "369\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37191\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37191\n",
      "370\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=90210\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=90210\n",
      "371\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35951\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35951\n",
      "372\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46617\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46617\n",
      "373\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=95246\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=95246\n",
      "374\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=39180\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=39180\n",
      "375\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97321\n",
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      "376\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=53936\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=53936\n",
      "377\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=71957\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=71957\n",
      "378\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=67530\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=67530\n",
      "379\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54979\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54979\n",
      "380\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=17214\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=17214\n",
      "381\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49639\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49639\n",
      "382\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=95051\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=95051\n",
      "383\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=61604\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=61604\n",
      "384\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14131\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14131\n",
      "385\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12831\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12831\n",
      "386\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60468\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60468\n",
      "387\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=46323\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=46323\n",
      "388\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57005\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57005\n",
      "389\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=45036\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=45036\n",
      "390\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=73951\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=73951\n",
      "391\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=5483\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=5483\n",
      "392\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=50002\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=50002\n",
      "393\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14806\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14806\n",
      "394\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47431\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47431\n",
      "395\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27262\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27262\n",
      "396\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=45684\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=45684\n",
      "397\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=15656\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=15656\n",
      "398\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44867\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44867\n",
      "399\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30268\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30268\n",
      "400\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35117\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35117\n",
      "401\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=26205\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=26205\n",
      "402\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54733\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54733\n",
      "403\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=2382\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=2382\n",
      "404\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37764\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37764\n",
      "405\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=57785\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=57785\n",
      "406\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=24281\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=24281\n",
      "407\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=16870\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=16870\n",
      "408\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6801\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6801\n",
      "409\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13402\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13402\n",
      "410\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=32409\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=32409\n",
      "411\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=32025\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=32025\n",
      "412\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12148\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12148\n",
      "413\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14033\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14033\n",
      "414\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77520\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77520\n",
      "415\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=32444\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=32444\n",
      "416\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22025\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22025\n",
      "417\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37080\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37080\n",
      "418\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12789\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12789\n",
      "419\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33029\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33029\n",
      "420\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=31405\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=31405\n",
      "421\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49269\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49269\n",
      "422\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=33025\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=33025\n",
      "423\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37737\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37737\n",
      "424\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76135\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76135\n",
      "425\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=15206\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=15206\n",
      "426\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=79416\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=79416\n",
      "427\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49415\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49415\n",
      "428\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=8234\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8234\n",
      "429\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=56358\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=56358\n",
      "430\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=30236\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=30236\n",
      "431\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=5301\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=5301\n",
      "432\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=3276\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=3276\n",
      "433\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=8002\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8002\n",
      "434\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=4357\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4357\n",
      "435\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=66088\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=66088\n",
      "436\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47670\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47670\n",
      "437\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=43758\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=43758\n",
      "438\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=8854\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8854\n",
      "439\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72315\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72315\n",
      "440\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=79705\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=79705\n",
      "441\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28327\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28327\n",
      "442\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=19057\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=19057\n",
      "443\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14555\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14555\n",
      "444\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27288\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27288\n",
      "445\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37067\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37067\n",
      "446\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37398\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37398\n",
      "447\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=35475\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=35475\n",
      "448\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=83313\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=83313\n",
      "449\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28732\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28732\n",
      "450\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77039\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77039\n",
      "451\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=98101\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=98101\n",
      "452\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=40060\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=40060\n",
      "453\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=74956\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=74956\n",
      "454\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27249\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27249\n",
      "455\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37727\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37727\n",
      "456\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49036\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49036\n",
      "457\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=68930\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=68930\n",
      "458\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55976\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55976\n",
      "459\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6824\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6824\n",
      "460\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=58075\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=58075\n",
      "461\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25253\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25253\n",
      "462\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=12759\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=12759\n",
      "463\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=63038\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=63038\n",
      "464\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=68147\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=68147\n",
      "465\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=41649\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=41649\n",
      "466\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=99506\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=99506\n",
      "467\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=22952\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=22952\n",
      "468\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=62340\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=62340\n",
      "469\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=93637\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=93637\n",
      "470\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=4418\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=4418\n",
      "471\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14411\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14411\n",
      "472\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49893\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49893\n",
      "473\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=85743\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=85743\n",
      "474\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=63304\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=63304\n",
      "475\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=88337\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=88337\n",
      "476\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=44143\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=44143\n",
      "477\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=66052\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=66052\n",
      "478\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=8859\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=8859\n",
      "Uh oh\n",
      "479\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60091\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60091\n",
      "480\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=25427\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=25427\n",
      "481\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60137\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60137\n",
      "482\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=18042\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=18042\n",
      "483\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=2145\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=2145\n",
      "484\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92543\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92543\n",
      "485\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=27043\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=27043\n",
      "486\n",
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      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=1922\n",
      "487\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=49411\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=49411\n",
      "488\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=72401\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=72401\n",
      "489\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=80482\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=80482\n",
      "490\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=47952\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=47952\n",
      "491\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28371\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28371\n",
      "492\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=56726\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=56726\n",
      "Uh oh\n",
      "493\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=20143\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=20143\n",
      "494\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97366\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97366\n",
      "495\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=65332\n",
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      "496\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=14304\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=14304\n",
      "497\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55069\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55069\n",
      "498\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76943\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76943\n",
      "499\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=52320\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=52320\n",
      "500\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=53018\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=53018\n",
      "501\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=56529\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=56529\n",
      "502\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59802\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59802\n",
      "503\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28454\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28454\n",
      "504\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=55419\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=55419\n",
      "505\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=77434\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=77434\n",
      "506\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=13495\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=13495\n",
      "507\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=28349\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=28349\n",
      "508\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=37923\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=37923\n",
      "509\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=19372\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=19372\n",
      "510\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=59820\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=59820\n",
      "511\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=97022\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=97022\n",
      "512\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=60421\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=60421\n",
      "513\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=54747\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=54747\n",
      "514\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=93925\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=93925\n",
      "515\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=62063\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=62063\n",
      "516\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=6377\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=6377\n",
      "517\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=18519\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=18519\n",
      "518\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=2169\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=2169\n",
      "519\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=19023\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=19023\n",
      "520\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=92285\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=92285\n",
      "521\n",
      "https://api.yelp.com/v3/businesses/search?term=Italian&location=76310\n",
      "https://api.yelp.com/v3/businesses/search?term=Mexican&location=76310\n"
     ]
    }
   ],
   "source": [
    "# Create Two DataFrames to store the Italian and the Mexican Data \n",
    "italian_data = pd.DataFrame();\n",
    "mexican_data = pd.DataFrame();\n",
    "\n",
    "# Setup the DataFrames to have appropriate columns\n",
    "italian_data[\"Zip Code\"] = \"\"\n",
    "italian_data[\"Italian Review Count\"] = \"\"\n",
    "italian_data[\"Italian Average Rating\"] = \"\"\n",
    "italian_data[\"Italian Weighted Rating\"] = \"\"\n",
    "\n",
    "mexican_data[\"Zip Code\"] = \"\"\n",
    "mexican_data[\"Mexican Review Count\"] = \"\"\n",
    "mexican_data[\"Mexican Average Rating\"] = \"\"\n",
    "mexican_data[\"Mexican Weighted Rating\"] = \"\"\n",
    "\n",
    "# Include Yelp Token\n",
    "headers = {\"Authorization\": \"Bearer gl6k6JmewUhzjMVBv0I2x4Bz_NRiEggSqjlGbTaejmbzvBJXgI36FPgWoqBnEL9QQ6wU5H4h41dxPkxVjHFlawtH69m1kcXQuHev5PuWBtcdBEAbdJR0HNl3d4tpWXYx\"}\n",
    "counter = 0\n",
    "\n",
    "# Loop through every zip code\n",
    "for index, row in selected_zips.iterrows():\n",
    "    \n",
    "    # Add to counter\n",
    "    counter = counter + 1\n",
    "    \n",
    "    # Create two endpoint URLs:\n",
    "    target_url_italian = \"https://api.yelp.com/v3/businesses/search?term=Italian&location=%s\" % (row[\"Zipcode\"])\n",
    "    target_url_mexican = \"https://api.yelp.com/v3/businesses/search?term=Mexican&location=%s\" % (row[\"Zipcode\"])\n",
    "    \n",
    "    # Print the URLs to ensure logging\n",
    "    print(counter)\n",
    "    print(target_url_italian)\n",
    "    print(target_url_mexican)\n",
    "    \n",
    "    # Get the Yelp Reviews\n",
    "    yelp_reviews_italian = requests.get(target_url_italian, headers=headers).json()\n",
    "    yelp_reviews_mexican = requests.get(target_url_mexican, headers=headers).json()\n",
    "    \n",
    "    # Calculate the total reviews and weighted rankings\n",
    "    italian_review_count = 0\n",
    "    italian_weighted_review = 0\n",
    "    \n",
    "    mexican_review_count = 0\n",
    "    mexican_weighted_review = 0\n",
    "    \n",
    "    try:\n",
    "        \n",
    "        # Loop through all records to calculate the review count and weighted review value\n",
    "        for business in yelp_reviews_italian[\"businesses\"]:\n",
    "\n",
    "            italian_review_count = italian_review_count + business[\"review_count\"]\n",
    "            italian_weighted_review = italian_weighted_review + business[\"review_count\"] * business[\"rating\"]\n",
    "\n",
    "        for business in yelp_reviews_mexican[\"businesses\"]:\n",
    "            mexican_review_count = mexican_review_count + business[\"review_count\"]\n",
    "            mexican_weighted_review = mexican_weighted_review + business[\"review_count\"] * business[\"rating\"] \n",
    "        \n",
    "        # Append the data to the appropriate column of the data frames\n",
    "        italian_data.set_value(index, \"Zip Code\", row[\"Zipcode\"])\n",
    "        italian_data.set_value(index, \"Italian Review Count\", italian_review_count)\n",
    "        italian_data.set_value(index, \"Italian Average Rating\", italian_weighted_review / italian_review_count)\n",
    "        italian_data.set_value(index, \"Italian Weighted Rating\", italian_weighted_review)\n",
    "\n",
    "        mexican_data.set_value(index, \"Zip Code\", row[\"Zipcode\"])\n",
    "        mexican_data.set_value(index, \"Mexican Review Count\", mexican_review_count)\n",
    "        mexican_data.set_value(index, \"Mexican Average Rating\", mexican_weighted_review / mexican_review_count)\n",
    "        mexican_data.set_value(index, \"Mexican Weighted Rating\", mexican_weighted_review)\n",
    "\n",
    "    except:\n",
    "        print(\"Uh oh\")\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zip Code</th>\n",
       "      <th>Italian Review Count</th>\n",
       "      <th>Italian Average Rating</th>\n",
       "      <th>Italian Weighted Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>29468</td>\n",
       "      <td>77</td>\n",
       "      <td>3.35065</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>25414</td>\n",
       "      <td>135</td>\n",
       "      <td>3.41111</td>\n",
       "      <td>460.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>93545</td>\n",
       "      <td>702</td>\n",
       "      <td>4.10684</td>\n",
       "      <td>2883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>60565</td>\n",
       "      <td>2829</td>\n",
       "      <td>3.92807</td>\n",
       "      <td>11112.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>3064</td>\n",
       "      <td>1253</td>\n",
       "      <td>3.77813</td>\n",
       "      <td>4734</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Zip Code Italian Review Count Italian Average Rating  \\\n",
       "621    29468                   77                3.35065   \n",
       "226    25414                  135                3.41111   \n",
       "233    93545                  702                4.10684   \n",
       "67     60565                 2829                3.92807   \n",
       "235     3064                 1253                3.77813   \n",
       "\n",
       "    Italian Weighted Rating  \n",
       "621                     258  \n",
       "226                   460.5  \n",
       "233                    2883  \n",
       "67                  11112.5  \n",
       "235                    4734  "
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview Italian Data\n",
    "italian_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {
    "collapsed": false,
    "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>Zip Code</th>\n",
       "      <th>Mexican Review Count</th>\n",
       "      <th>Mexican Average Rating</th>\n",
       "      <th>Mexican Weighted Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>29468</td>\n",
       "      <td>199</td>\n",
       "      <td>3.8593</td>\n",
       "      <td>768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>25414</td>\n",
       "      <td>206</td>\n",
       "      <td>4.15534</td>\n",
       "      <td>856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>93545</td>\n",
       "      <td>213</td>\n",
       "      <td>3.64554</td>\n",
       "      <td>776.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>60565</td>\n",
       "      <td>2836</td>\n",
       "      <td>3.94059</td>\n",
       "      <td>11175.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>3064</td>\n",
       "      <td>544</td>\n",
       "      <td>3.72518</td>\n",
       "      <td>2026.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Zip Code Mexican Review Count Mexican Average Rating  \\\n",
       "621    29468                  199                 3.8593   \n",
       "226    25414                  206                4.15534   \n",
       "233    93545                  213                3.64554   \n",
       "67     60565                 2836                3.94059   \n",
       "235     3064                  544                3.72518   \n",
       "\n",
       "    Mexican Weighted Rating  \n",
       "621                     768  \n",
       "226                     856  \n",
       "233                   776.5  \n",
       "67                  11175.5  \n",
       "235                  2026.5  "
      ]
     },
     "execution_count": 330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview Mexican Data\n",
    "mexican_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Calculate Summaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "469100"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mexican_data[\"Mexican Review Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "561872"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "italian_data[\"Italian Review Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.905826049882754"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mexican_data[\"Mexican Weighted Rating\"].sum() / mexican_data[\"Mexican Review Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.9436802332203778"
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "italian_data[\"Italian Weighted Rating\"].sum() / italian_data[\"Italian Review Count\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {
    "collapsed": 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>Zip Code</th>\n",
       "      <th>Mexican Review Count</th>\n",
       "      <th>Mexican Average Rating</th>\n",
       "      <th>Mexican Weighted Rating</th>\n",
       "      <th>Italian Review Count</th>\n",
       "      <th>Italian Average Rating</th>\n",
       "      <th>Italian Weighted Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29468</td>\n",
       "      <td>199</td>\n",
       "      <td>3.8593</td>\n",
       "      <td>768</td>\n",
       "      <td>77</td>\n",
       "      <td>3.35065</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25414</td>\n",
       "      <td>206</td>\n",
       "      <td>4.15534</td>\n",
       "      <td>856</td>\n",
       "      <td>135</td>\n",
       "      <td>3.41111</td>\n",
       "      <td>460.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>93545</td>\n",
       "      <td>213</td>\n",
       "      <td>3.64554</td>\n",
       "      <td>776.5</td>\n",
       "      <td>702</td>\n",
       "      <td>4.10684</td>\n",
       "      <td>2883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60565</td>\n",
       "      <td>2836</td>\n",
       "      <td>3.94059</td>\n",
       "      <td>11175.5</td>\n",
       "      <td>2829</td>\n",
       "      <td>3.92807</td>\n",
       "      <td>11112.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3064</td>\n",
       "      <td>544</td>\n",
       "      <td>3.72518</td>\n",
       "      <td>2026.5</td>\n",
       "      <td>1253</td>\n",
       "      <td>3.77813</td>\n",
       "      <td>4734</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Zip Code Mexican Review Count Mexican Average Rating  \\\n",
       "0    29468                  199                 3.8593   \n",
       "1    25414                  206                4.15534   \n",
       "2    93545                  213                3.64554   \n",
       "3    60565                 2836                3.94059   \n",
       "4     3064                  544                3.72518   \n",
       "\n",
       "  Mexican Weighted Rating Italian Review Count Italian Average Rating  \\\n",
       "0                     768                   77                3.35065   \n",
       "1                     856                  135                3.41111   \n",
       "2                   776.5                  702                4.10684   \n",
       "3                 11175.5                 2829                3.92807   \n",
       "4                  2026.5                 1253                3.77813   \n",
       "\n",
       "  Italian Weighted Rating  \n",
       "0                     258  \n",
       "1                   460.5  \n",
       "2                    2883  \n",
       "3                 11112.5  \n",
       "4                    4734  "
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Combine Data Frames into a single Data Frame\n",
    "combined_data = pd.merge(mexican_data, italian_data, on=\"Zip Code\")\n",
    "combined_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Total Rating and Popularity \"Wins\"\n",
    "combined_data[\"Rating Wins\"] = np.where(combined_data[\"Mexican Average Rating\"] > combined_data[\"Italian Average Rating\"], \"Mexican\", \"Italian\")\n",
    "combined_data[\"Review Count Wins\"] = np.where(combined_data[\"Mexican Review Count\"] > combined_data[\"Italian Review Count\"], \"Mexican\", \"Italian\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {
    "collapsed": 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>Zip Code</th>\n",
       "      <th>Mexican Review Count</th>\n",
       "      <th>Mexican Average Rating</th>\n",
       "      <th>Mexican Weighted Rating</th>\n",
       "      <th>Italian Review Count</th>\n",
       "      <th>Italian Average Rating</th>\n",
       "      <th>Italian Weighted Rating</th>\n",
       "      <th>Rating Wins</th>\n",
       "      <th>Review Count Wins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29468</td>\n",
       "      <td>199</td>\n",
       "      <td>3.8593</td>\n",
       "      <td>768</td>\n",
       "      <td>77</td>\n",
       "      <td>3.35065</td>\n",
       "      <td>258</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>Mexican</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25414</td>\n",
       "      <td>206</td>\n",
       "      <td>4.15534</td>\n",
       "      <td>856</td>\n",
       "      <td>135</td>\n",
       "      <td>3.41111</td>\n",
       "      <td>460.5</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>Mexican</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>93545</td>\n",
       "      <td>213</td>\n",
       "      <td>3.64554</td>\n",
       "      <td>776.5</td>\n",
       "      <td>702</td>\n",
       "      <td>4.10684</td>\n",
       "      <td>2883</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Italian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60565</td>\n",
       "      <td>2836</td>\n",
       "      <td>3.94059</td>\n",
       "      <td>11175.5</td>\n",
       "      <td>2829</td>\n",
       "      <td>3.92807</td>\n",
       "      <td>11112.5</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>Mexican</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3064</td>\n",
       "      <td>544</td>\n",
       "      <td>3.72518</td>\n",
       "      <td>2026.5</td>\n",
       "      <td>1253</td>\n",
       "      <td>3.77813</td>\n",
       "      <td>4734</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Italian</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Zip Code Mexican Review Count Mexican Average Rating  \\\n",
       "0    29468                  199                 3.8593   \n",
       "1    25414                  206                4.15534   \n",
       "2    93545                  213                3.64554   \n",
       "3    60565                 2836                3.94059   \n",
       "4     3064                  544                3.72518   \n",
       "\n",
       "  Mexican Weighted Rating Italian Review Count Italian Average Rating  \\\n",
       "0                     768                   77                3.35065   \n",
       "1                     856                  135                3.41111   \n",
       "2                   776.5                  702                4.10684   \n",
       "3                 11175.5                 2829                3.92807   \n",
       "4                  2026.5                 1253                3.77813   \n",
       "\n",
       "  Italian Weighted Rating Rating Wins Review Count Wins  \n",
       "0                     258     Mexican           Mexican  \n",
       "1                   460.5     Mexican           Mexican  \n",
       "2                    2883     Italian           Italian  \n",
       "3                 11112.5     Mexican           Mexican  \n",
       "4                    4734     Italian           Italian  "
      ]
     },
     "execution_count": 337,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View Combined Data\n",
    "combined_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mexican    267\n",
       "Italian    248\n",
       "Name: Rating Wins, dtype: int64"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tally number of cities where one type wins on ratings over the other\n",
    "combined_data[\"Rating Wins\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Italian    298\n",
       "Mexican    217\n",
       "Name: Review Count Wins, dtype: int64"
      ]
     },
     "execution_count": 339,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Tally number of cities where one type wins on review counts over the other\n",
    "combined_data[\"Review Count Wins\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display Summary of Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {
    "collapsed": 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>Rating Average</th>\n",
       "      <th>Rating Wins</th>\n",
       "      <th>Review Count Wins</th>\n",
       "      <th>Review Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Mexican</th>\n",
       "      <td>3.825374</td>\n",
       "      <td>267</td>\n",
       "      <td>217</td>\n",
       "      <td>469100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italian</th>\n",
       "      <td>3.807411</td>\n",
       "      <td>248</td>\n",
       "      <td>298</td>\n",
       "      <td>561872</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Rating Average  Rating Wins  Review Count Wins  Review Counts\n",
       "Mexican        3.825374          267                217         469100\n",
       "Italian        3.807411          248                298         561872"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Model 1: Head-to-Head Review Counts\n",
    "italian_summary = pd.DataFrame({\"Review Counts\": italian_data[\"Italian Review Count\"].sum(),\n",
    "                                \"Rating Average\": italian_data[\"Italian Average Rating\"].mean(),\n",
    "                                \"Review Count Wins\": combined_data[\"Review Count Wins\"].value_counts()[\"Italian\"],\n",
    "                                \"Rating Wins\": combined_data[\"Rating Wins\"].value_counts()[\"Italian\"]}, index=[\"Italian\"])\n",
    "\n",
    "mexican_summary = pd.DataFrame({\"Review Counts\": mexican_data[\"Mexican Review Count\"].sum(),\n",
    "                                \"Rating Average\": mexican_data[\"Mexican Average Rating\"].mean(),\n",
    "                                \"Review Count Wins\": combined_data[\"Review Count Wins\"].value_counts()[\"Mexican\"],\n",
    "                                \"Rating Wins\": combined_data[\"Rating Wins\"].value_counts()[\"Mexican\"]}, index=[\"Mexican\"])\n",
    "\n",
    "final_summary = pd.concat([mexican_summary, italian_summary])\n",
    "final_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 533,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ad9d6ffcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Rating Average\n",
    "plt.clf()\n",
    "final_summary[\"Rating Average\"].plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 534,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zzZk5c2buvffeDB8+PFdddVU2b95caiQAAAooFqT/9E//lA984AOZOnVqhg4d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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ad9cccf9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Rating Wins\n",
    "plt.clf()\n",
    "final_summary[\"Rating Wins\"].plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 535,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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H69lnn1VJSYkmTpyo+Ph4zZo1S48++uh1faEAAABwe7P5/X7+DP8qmpq4/RluvrAwu+Lj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\nP810HJTJfHhZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ad9d62da58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Review Count\n",
    "plt.clf()\n",
    "final_summary[\"Review Counts\"].plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 537,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KlClJkmnTpmXHjh259tprs3nz5px11llZtmxZamtrO9dfc801qa6uzowZM9La2prx48dn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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ad9d80bc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot Review Count\n",
    "plt.clf()\n",
    "final_summary[\"Review Count Wins\"].plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 542,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aWqrU1FQlJSWppKREubm56tOnTziHCABRxRwFAHNE9CSZ2267TcOGDdPTTz99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\nxG0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ad9cd2d780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram Italian Food (Ratings)\n",
    "plt.figure()\n",
    "\n",
    "# Subplot 1 (Italian)\n",
    "plt.subplot(121)\n",
    "combined_data[\"Italian Average Rating\"].plot.hist(bins=[0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5.0], color=\"blue\", alpha=0.6)\n",
    "plt.xlabel(\"Italian Restaurant Ratings\")\n",
    "plt.xlim([1, 5.0])\n",
    "plt.ylim([0, 400])\n",
    "\n",
    "# Subplot 2 (Mexican)\n",
    "plt.subplot(122)\n",
    "combined_data[\"Mexican Average Rating\"].plot.hist(bins=[0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5.0], color=\"red\", alpha=0.6)\n",
    "plt.xlabel(\"Mexican Retaurant Ratings\")\n",
    "plt.xlim([1, 5.0])\n",
    "plt.ylim([0, 400])\n",
    "\n",
    "# Show Plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 557,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Run a t-test on average rating and number of reviewers\n",
    "mexican_ratings = combined_data[\"Mexican Average Rating\"]\n",
    "italian_ratings = combined_data[\"Italian Average Rating\"]\n",
    "\n",
    "mexican_review_counts = combined_data[\"Mexican Review Count\"]\n",
    "italian_review_counts = combined_data[\"Italian Review Count\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 558,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=0.97343025910497216, pvalue=0.33056849735046245)"
      ]
     },
     "execution_count": 558,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run T-Test on Ratings\n",
    "ttest_ind(mexican_ratings.values, italian_ratings.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-1.8606196373601354, pvalue=0.063083275022233751)"
      ]
     },
     "execution_count": 559,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Run T-Test on Review Counts\n",
    "ttest_ind(mexican_review_counts.values, italian_review_counts.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "---\n",
    "Based on our analysis, it is clear that American preference for Italian and Mexican food are very similar in nature. As a whole, Americans rate Mexican and Italian restaurants at statistically similar scores. However, there does exist evidence that Americans do write more reviews on Italian restaurants. This may indicate that there is an increased interest in visiting Italian restaurants at an experiential level. (However, this data may also merely suggest that Yelp users happen to enjoy writing reviews on Italian restaurants more)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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