Tacos_in_DTLA_Yelp_Listings_Exploration.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Tacos in DTLA Yelp Listings Exploration",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMRd4wFsdAlk2zd6mKgzYAH"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "RbiFLZsQ_xfD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Scrape and analyze coffee shops around DTLA\n",
        "import requests as r # To work with Yelp's API\n",
        "import json # To turn response into iterable data\n",
        "import pandas as pd # For data preparation\n",
        "from itertools import product # To expand search parameters\n",
        "import seaborn as sns # For visualizations\n",
        "import matplotlib.pyplot as plt # For visualizations"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D8XVDLD2DsxV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Set up key ingredients for Yelp's API web request\n",
        "# Documentation: https://www.yelp.com/developers/documentation/v3/business_search\n",
        "url = ' https://api.yelp.com/v3/businesses/search'\n",
        "key = 'key'\n",
        "headers = {\n",
        "    'Authorization': 'Bearer %s' % key\n",
        "}"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "enxgonjaET59",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "928520b8-4d1a-4d68-b79d-d7afd84b8846"
      },
      "source": [
        "# Get first 50 Yelp results for tacos\n",
        "# Set search criteria\n",
        "url_params = {\n",
        "    'location': '1200 W 7th Street, Los Angeles 90017',\n",
        "    'limit': 50,\n",
        "    'term': 'tacos',\n",
        "    'radius': 804,\n",
        "    'offset': 0\n",
        "}\n",
        "\n",
        "# Prepare and show response\n",
        "response = r.request('GET', url, headers=headers, params=url_params)\n",
        "data = response.json() \n",
        "print(data)"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'businesses': [{'id': '008auoAIybTFWng7M8D3Gw', 'alias': 'fernandos-taco-los-angeles', 'name': \"Fernando's Taco\", 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/2flA6pngbbkMI_ZOBHqRzw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/fernandos-taco-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 137, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0452965202771, 'longitude': -118.264306058722}, 'transactions': [], 'price': '$', 'location': {'address1': '815 W Olympic Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['815 W Olympic Blvd', 'Los Angeles, CA 90015']}, 'phone': '+12134897615', 'display_phone': '(213) 489-7615', 'distance': 672.8857751119435}, {'id': 'gZEUgEzxGosPd-qGQGNXBQ', 'alias': 'la-guadalupana-los-angeles-3', 'name': 'La Guadalupana', 'image_url': 'https://s3-media4.fl.yelpcdn.com/bphoto/qAOdE3Jb3DpKVYhM77laSQ/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/la-guadalupana-los-angeles-3?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 46, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0563267, 'longitude': -118.2679035}, 'transactions': ['delivery', 'pickup'], 'price': '$', 'location': {'address1': '1422 W 6th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1422 W 6th St', 'Los Angeles, CA 90017']}, 'phone': '+12134832973', 'display_phone': '(213) 483-2973', 'distance': 591.6805750255251}, {'id': 'XFGCSKSrt4Mwk2hAhtpQNA', 'alias': 'veranda-los-angeles', 'name': 'Veranda', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/n6YkxNj9R2ZuqpU8Zspnyw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/veranda-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 112, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.045529, 'longitude': -118.264003}, 'transactions': [], 'price': '$$', 'location': {'address1': '939 S Figueroa St', 'address2': 'Ste 500', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['939 S Figueroa St', 'Ste 500', 'Los Angeles, CA 90015']}, 'phone': '+12136603032', 'display_phone': '(213) 660-3032', 'distance': 653.9305334378614}, {'id': 'lFYP-es6W-gb3FwRkA67EQ', 'alias': 'east-los-angeles-tacos-los-angeles', 'name': 'East Los Angeles Tacos', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/iaRCo76JsnDiQBZH5QC4sg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/east-los-angeles-tacos-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 12, 'categories': [{'alias': 'foodtrucks', 'title': 'Food Trucks'}, {'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.046246, 'longitude': -118.26696}, 'transactions': [], 'price': '$', 'location': {'address1': '953 Georgia St', 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['953 Georgia St', 'Los Angeles, CA 90015']}, 'phone': '+18553528226', 'display_phone': '(855) 352-8226', 'distance': 565.080164194382}, {'id': 'ZBYpBnWlCFiex1GSHylyZg', 'alias': 'el-tejano-los-angeles-3', 'name': 'El Tejano', 'image_url': 'https://s3-media4.fl.yelpcdn.com/bphoto/hEqKMYj6wTlVlX77O2YTDA/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/el-tejano-los-angeles-3?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 18, 'categories': [{'alias': 'tex-mex', 'title': 'Tex-Mex'}, {'alias': 'sportsbars', 'title': 'Sports Bars'}], 'rating': 4.0, 'coordinates': {'latitude': 34.045356, 'longitude': -118.259012}, 'transactions': ['delivery', 'pickup'], 'location': {'address1': '801 S Grand Ave', 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['801 S Grand Ave', 'Los Angeles, CA 90017']}, 'phone': '+12136292449', 'display_phone': '(213) 629-2449', 'distance': 901.6005967264853}, {'id': 'X0uDdyc0qh1wRwi6STzC2Q', 'alias': 'el-charro-restaurant-los-angeles', 'name': 'El Charro Restaurant', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/T7YL0RyAgRQ94yXiSqfWtQ/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/el-charro-restaurant-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 112, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0572875, 'longitude': -118.2694768}, 'transactions': ['delivery', 'pickup'], 'price': '$', 'location': {'address1': '1621 W 6th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1621 W 6th St', 'Los Angeles, CA 90017']}, 'phone': '+12132920668', 'display_phone': '(213) 292-0668', 'distance': 749.9117734080651}, {'id': 'ON7yVtrq6MCjBLrbZlXCxw', 'alias': 'tacos-y-papas-los-angeles-2', 'name': 'Tacos y Papas', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/nwrtcYPJvGdhC8ngBSWxJw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/tacos-y-papas-los-angeles-2?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 4, 'categories': [{'alias': 'tacos', 'title': 'Tacos'}], 'rating': 5.0, 'coordinates': {'latitude': 34.0463998817235, 'longitude': -118.272158056498}, 'transactions': [], 'price': '$', 'location': {'address1': '1099 Albany St', 'address2': '', 'address3': None, 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['1099 Albany St', 'Los Angeles, CA 90015']}, 'phone': '', 'display_phone': '', 'distance': 797.0231948419981}, {'id': 'C4n6YHOJHAn8EK_mvdRHtw', 'alias': 'tacos-el-gallito-truck-los-angeles-3', 'name': 'Tacos El Gallito Truck', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/6X0j7tVyvgesLzMKueRung/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/tacos-el-gallito-truck-los-angeles-3?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 13, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0459885300524, 'longitude': -118.266952619158}, 'transactions': [], 'price': '$', 'location': {'address1': '917 W Olympic Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['917 W Olympic Blvd', 'Los Angeles, CA 90015']}, 'phone': '', 'display_phone': '', 'distance': 592.6601610735812}, {'id': 'SF9e0nmx70hYcIj7QyuGNg', 'alias': 'wild-dogs-grill-los-angeles', 'name': 'Wild Dogs Grill', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/h3eMytvv4GXlWkjIU8so1Q/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/wild-dogs-grill-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 25, 'categories': [{'alias': 'hotdog', 'title': 'Hot Dogs'}, {'alias': 'foodtrucks', 'title': 'Food Trucks'}, {'alias': 'tacos', 'title': 'Tacos'}], 'rating': 4.0, 'coordinates': {'latitude': 34.048791, 'longitude': -118.2594084}, 'transactions': [], 'location': {'address1': '808 W 7th St', 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['808 W 7th St', 'Los Angeles, CA 90017']}, 'phone': '+13236749267', 'display_phone': '(323) 674-9267', 'distance': 644.9938044998133}, {'id': '0hZ9GIgr7ZOby-2N7WG4fQ', 'alias': 'cafe-teragram-los-angeles', 'name': 'Cafe Teragram', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/0QRnJjauSJbEHz9bsO3COw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/cafe-teragram-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 277, 'categories': [{'alias': 'bars', 'title': 'Bars'}, {'alias': 'newamerican', 'title': 'American (New)'}, {'alias': 'breakfast_brunch', 'title': 'Breakfast & Brunch'}], 'rating': 4.5, 'coordinates': {'latitude': 34.0518905675174, 'longitude': -118.266751163754}, 'transactions': ['delivery', 'pickup'], 'price': '$$', 'location': {'address1': '1234 W 7th St', 'address2': '', 'address3': 'The Teragram Ballroom', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1234 W 7th St', 'The Teragram Ballroom', 'Los Angeles, CA 90017']}, 'phone': '+12136899103', 'display_phone': '(213) 689-9103', 'distance': 117.27333524349301}, {'id': 'Mi_6YlF1HpIC5csN8BGjRA', 'alias': 'ocho-mexican-grill-los-angeles-3', 'name': 'Ocho Mexican Grill', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/CptLqJ3l62FnaxSF33i7gg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/ocho-mexican-grill-los-angeles-3?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 5, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 3.5, 'coordinates': {'latitude': 34.04877, 'longitude': -118.26077}, 'transactions': ['delivery', 'pickup'], 'location': {'address1': '735 S Figueroa St', 'address2': '', 'address3': None, 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['735 S Figueroa St', 'Los Angeles, CA 90017']}, 'phone': '', 'display_phone': '', 'distance': 529.0235119453588}, {'id': 'fAfCGlZGzO3uGeopvcIGzA', 'alias': 'casa-9-mexican-food-los-angeles-2', 'name': 'Casa 9 Mexican Food', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/Hh920UkPvc7Llp0ddTZM7g/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/casa-9-mexican-food-los-angeles-2?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 15, 'categories': [{'alias': 'catering', 'title': 'Caterers'}], 'rating': 4.0, 'coordinates': {'latitude': 34.05308, 'longitude': -118.26594}, 'transactions': ['delivery', 'pickup'], 'location': {'address1': '1234 Wilshire Blvd', 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1234 Wilshire Blvd', 'Los Angeles, CA 90017']}, 'phone': '+12139358247', 'display_phone': '(213) 935-8247', 'distance': 254.84537976298117}, {'id': 'BBISsVQ-GMYr2emuWgtDPw', 'alias': 'vurger-guyz-los-angeles', 'name': 'Vurger Guyz', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/CeTM8yMmSy7z5lD6EunSAw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/vurger-guyz-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 42, 'categories': [{'alias': 'foodtrucks', 'title': 'Food Trucks'}, {'alias': 'vegan', 'title': 'Vegan'}, {'alias': 'catering', 'title': 'Caterers'}], 'rating': 4.5, 'coordinates': {'latitude': 34.05289, 'longitude': -118.26351}, 'transactions': [], 'location': {'address1': None, 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['Los Angeles, CA 90017']}, 'phone': '+12132981724', 'display_phone': '(213) 298-1724', 'distance': 377.48154618638324}, {'id': 'bmZJURPplezNsJrudYGX0w', 'alias': 'la-parrilla-los-angeles-5', 'name': 'La Parrilla', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/9OcJltN2jNU2ThMuvy2uJg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/la-parrilla-los-angeles-5?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 297, 'categories': [{'alias': 'mexican', 'title': 'Mexican'}], 'rating': 3.0, 'coordinates': {'latitude': 34.05364, 'longitude': -118.26697}, 'transactions': [], 'price': '$$', 'location': {'address1': '1300 Wilshire Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1300 Wilshire Blvd', 'Los Angeles, CA 90017']}, 'phone': '+12133534980', 'display_phone': '(213) 353-4980', 'distance': 296.2767673914526}, {'id': 'OKd8kgb2uu-_4GfY5SuMZQ', 'alias': 'noemi-and-fita-los-angeles', 'name': 'Noemi & Fita', 'image_url': '', 'is_closed': False, 'url': 'https://www.yelp.com/biz/noemi-and-fita-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 1, 'categories': [{'alias': 'streetvendors', 'title': 'Street Vendors'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0531566739082, 'longitude': -118.265101835132}, 'transactions': [], 'price': '$', 'location': {'address1': '1207 Wilshire Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1207 Wilshire Blvd', 'Los Angeles, CA 90017']}, 'phone': '+13233137802', 'display_phone': '(323) 313-7802', 'distance': 219.01435480298434}, {'id': 'LaDvCou_5_tl7l1Ss3wFNw', 'alias': 'cevicheria-las-olas-los-angeles-ca', 'name': 'Cevicheria Las Olas', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/IMsYvgC--9GYMvEeVp-TTw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/cevicheria-las-olas-los-angeles-ca?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 7, 'categories': [{'alias': 'foodtrucks', 'title': 'Food Trucks'}, {'alias': 'seafood', 'title': 'Seafood'}], 'rating': 4.5, 'coordinates': {'latitude': 34.0457214, 'longitude': -118.2626597}, 'transactions': [], 'location': {'address1': '900 S Figueroa St', 'address2': None, 'address3': None, 'city': 'Los Angeles, CA', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['900 S Figueroa St', 'Los Angeles, CA, CA 90015']}, 'phone': '+13232030094', 'display_phone': '(323) 203-0094', 'distance': 675.5838072428825}, {'id': '-Qmw4Gyv8wId6Uw5sOzAFg', 'alias': 'la-cosina-los-angeles-3', 'name': 'LA-Cosina', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/icEcPxIdmQc1VCg32v9BjA/o.jpg', 'is_closed': False, 'url': 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Salad & Juice Bar\", 'image_url': 'https://s3-media4.fl.yelpcdn.com/bphoto/XnY2nDELUhdDNbPHsXDtXw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/mrs-winstons-las-best-salad-and-juice-bar-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 63, 'categories': [{'alias': 'salad', 'title': 'Salad'}, {'alias': 'juicebars', 'title': 'Juice Bars & Smoothies'}, {'alias': 'healthmarkets', 'title': 'Health Markets'}], 'rating': 4.5, 'coordinates': {'latitude': 34.04681, 'longitude': -118.26172}, 'transactions': ['delivery', 'pickup'], 'price': '$$', 'location': {'address1': '888 S Figueroa St', 'address2': 'Ste 170', 'address3': None, 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['888 S Figueroa St', 'Ste 170', 'Los Angeles, CA 90017']}, 'phone': '+12136120800', 'display_phone': '(213) 612-0800', 'distance': 638.4604266704935}, {'id': 'Nlofg9suE-UaMf087oEVUA', 'alias': 'original-pantry-cafe-los-angeles', 'name': 'Original Pantry Cafe', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/GjuhjLwqHr5MSqcgimCiZw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/original-pantry-cafe-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 2991, 'categories': [{'alias': 'tradamerican', 'title': 'American (Traditional)'}, {'alias': 'breakfast_brunch', 'title': 'Breakfast & Brunch'}, {'alias': 'comfortfood', 'title': 'Comfort Food'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0464117322053, 'longitude': -118.262845804944}, 'transactions': [], 'price': '$$', 'location': {'address1': '877 S Figueroa St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['877 S Figueroa St', 'Los Angeles, CA 90017']}, 'phone': '+12139729279', 'display_phone': '(213) 972-9279', 'distance': 599.0165943525215}, {'id': 'SqPkGFeJEZROUCR3ngQUqw', 'alias': 'thai-food-express-los-angeles', 'name': 'Thai Food Express', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/SWwvdea9YDYFaYoL8IMFzg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/thai-food-express-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 122, 'categories': [{'alias': 'thai', 'title': 'Thai'}], 'rating': 4.0, 'coordinates': {'latitude': 34.056338, 'longitude': -118.2679374}, 'transactions': ['delivery'], 'price': '$', 'location': {'address1': '1406 W 6th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1406 W 6th St', 'Los Angeles, CA 90017']}, 'phone': '+12134836557', 'display_phone': '(213) 483-6557', 'distance': 561.1867580614543}, {'id': 'Gv84tyU3vBvlHuHRVr8xmQ', 'alias': 'toms-urban-la-live-los-angeles', 'name': \"Tom's Urban - LA Live\", 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/c8U5nDeDjR8Czzg9t2SKFg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/toms-urban-la-live-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 2690, 'categories': [{'alias': 'newamerican', 'title': 'American (New)'}, {'alias': 'sportsbars', 'title': 'Sports Bars'}, {'alias': 'gastropubs', 'title': 'Gastropubs'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0443026525531, 'longitude': -118.264682792683}, 'transactions': [], 'price': '$$', 'location': {'address1': '1011 S Figueroa St', 'address2': 'Ste B 101', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['1011 S Figueroa St', 'Ste B 101', 'Los Angeles, CA 90015']}, 'phone': '+12137468667', 'display_phone': '(213) 746-8667', 'distance': 779.4949047943528}, {'id': 'lIlUffNGKj0isOx1GhAURw', 'alias': 'express-deli-los-angeles', 'name': 'Express Deli', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/2SEi7Jl3KWWVdyYll_uF4Q/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/express-deli-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 28, 'categories': [{'alias': 'delis', 'title': 'Delis'}], 'rating': 3.5, 'coordinates': {'latitude': 34.052547454834, 'longitude': -118.262733459473}, 'transactions': [], 'price': '$', 'location': {'address1': '1055 Wilshire Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1055 Wilshire Blvd', 'Los Angeles, CA 90017']}, 'phone': '+12134811998', 'display_phone': '(213) 481-1998', 'distance': 317.56068843036263}, {'id': 'PjhnLIBJcWTUx67UqGqfmw', 'alias': 'california-pizza-kitchen-at-7th-street-los-angeles-los-angeles', 'name': 'California Pizza Kitchen at 7th Street Los Angeles', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/azbeodb1RrTFDDuI7VPz2w/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/california-pizza-kitchen-at-7th-street-los-angeles-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 388, 'categories': [{'alias': 'pizza', 'title': 'Pizza'}, {'alias': 'newamerican', 'title': 'American (New)'}, {'alias': 'salad', 'title': 'Salad'}], 'rating': 3.0, 'coordinates': {'latitude': 34.049057, 'longitude': -118.260676}, 'transactions': ['delivery', 'pickup'], 'price': '$$', 'location': {'address1': '735 S Figueroa St', 'address2': 'Ste 305', 'address3': None, 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['735 S Figueroa St', 'Ste 305', 'Los Angeles, CA 90017']}, 'phone': '+12132288500', 'display_phone': '(213) 228-8500', 'distance': 527.0495551678134}, {'id': 'EeqPppqmA6B9-faQpjPjGA', 'alias': 'mitaki-los-angeles-3', 'name': 'Mitaki', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/xB-tSUlVr9uGjyYxixpoxw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/mitaki-los-angeles-3?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 106, 'categories': [{'alias': 'japanese', 'title': 'Japanese'}, {'alias': 'sushi', 'title': 'Sushi Bars'}], 'rating': 3.0, 'coordinates': {'latitude': 34.05339, 'longitude': -118.266195}, 'transactions': ['delivery', 'pickup'], 'price': '$', 'location': {'address1': '1234 Wilshire Blvd', 'address2': 'Ste 105', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1234 Wilshire Blvd', 'Ste 105', 'Los Angeles, CA 90017']}, 'phone': '+12134824812', 'display_phone': '(213) 482-4812', 'distance': 243.8589690023058}, {'id': 'PWiYf7ctj4khcSHrLw7VmA', 'alias': 'ralphs-los-angeles-36', 'name': 'Ralphs', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/ypkKwONYxprX7RGsTpf3oQ/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/ralphs-los-angeles-36?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 499, 'categories': [{'alias': 'grocery', 'title': 'Grocery'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0456704953933, 'longitude': -118.260824630019}, 'transactions': [], 'price': '$$', 'location': {'address1': '645 W 9th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['645 W 9th St', 'Los Angeles, CA 90015']}, 'phone': '+12134520840', 'display_phone': '(213) 452-0840', 'distance': 767.2135869756765}, {'id': 'Sm_xPcCYeROs-xEzQfb8FA', 'alias': 'harbor-house-los-angeles-5', 'name': 'Harbor House', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/xqRbXn6Y9mu7GlQaasYWhw/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/harbor-house-los-angeles-5?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 101, 'categories': [{'alias': 'newamerican', 'title': 'American (New)'}, {'alias': 'cafes', 'title': 'Cafes'}, {'alias': 'bars', 'title': 'Bars'}], 'rating': 3.5, 'coordinates': {'latitude': 34.05046, 'longitude': -118.2613}, 'transactions': [], 'price': '$$', 'location': {'address1': '1000 Wilshire Blvd', 'address2': '', 'address3': None, 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1000 Wilshire Blvd', 'Los Angeles, CA 90017']}, 'phone': '+13236428393', 'display_phone': '(323) 642-8393', 'distance': 419.8520898392738}, {'id': 'g3RN9AQ-3mAgrUIyi9reHQ', 'alias': 'trimana-888-los-angeles', 'name': 'Trimana 888', 'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/W2nVxelpRDPJsh7LIrPgTQ/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/trimana-888-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 37, 'categories': [{'alias': 'breakfast_brunch', 'title': 'Breakfast & Brunch'}, {'alias': 'catering', 'title': 'Caterers'}], 'rating': 4.0, 'coordinates': {'latitude': 34.0464904, 'longitude': -118.2618443}, 'transactions': ['delivery', 'pickup'], 'price': '$$', 'location': {'address1': '888 S Figueroa St', 'address2': 'Ste 110', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['888 S Figueroa St', 'Ste 110', 'Los Angeles, CA 90017']}, 'phone': '+12136228801', 'display_phone': '(213) 622-8801', 'distance': 638.4604266704935}, {'id': 'EgRkCh4c4i8uFrCrMQFSvg', 'alias': 'twist-and-grill-los-angeles', 'name': 'Twist & Grill', 'image_url': 'https://s3-media4.fl.yelpcdn.com/bphoto/-G9y5zy24oPh06ih3xSVYg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/twist-and-grill-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 136, 'categories': [{'alias': 'newamerican', 'title': 'American (New)'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0491055, 'longitude': -118.260503}, 'transactions': [], 'price': '$', 'location': {'address1': '735 S Figueroa St', 'address2': None, 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['735 S Figueroa St', 'Los Angeles, CA 90017']}, 'phone': '+12136120840', 'display_phone': '(213) 612-0840', 'distance': 538.8878316909318}, {'id': 'N70oKt4U4XKDWDQbizDw_Q', 'alias': 'pacific-dining-car-los-angeles', 'name': 'Pacific Dining Car', 'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/YlNI1sH7zz0ZTQuxRUhfmg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/pacific-dining-car-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 1277, 'categories': [{'alias': 'steak', 'title': 'Steakhouses'}, {'alias': 'tradamerican', 'title': 'American (Traditional)'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0553, 'longitude': -118.26596}, 'transactions': ['delivery', 'pickup'], 'price': '$$$$', 'location': {'address1': '1310 W 6th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1310 W 6th St', 'Los Angeles, CA 90017']}, 'phone': '+12134836000', 'display_phone': '(213) 483-6000', 'distance': 477.01460929349264}, {'id': '5V7zNZ9IdSUCYrZRXAg2hA', 'alias': 'yard-house-los-angeles', 'name': 'Yard House', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/_YsuaPbaKzkC-APRiPOl-w/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/yard-house-los-angeles?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 2640, 'categories': [{'alias': 'bars', 'title': 'Bars'}, {'alias': 'vegetarian', 'title': 'Vegetarian'}, {'alias': 'newamerican', 'title': 'American (New)'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0449339896765, 'longitude': -118.265804750686}, 'transactions': ['delivery', 'pickup'], 'price': '$$', 'location': {'address1': '800 W Olympic Blvd', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90015', 'country': 'US', 'state': 'CA', 'display_address': ['800 W Olympic Blvd', 'Los Angeles, CA 90015']}, 'phone': '+12137459273', 'display_phone': '(213) 745-9273', 'distance': 699.6962406799875}, {'id': 'ksLuAvjPx00NKXl7aUpvOQ', 'alias': 'bayleaf-cafe-los-angeles-2', 'name': 'Bayleaf Cafe', 'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/WpdKoz65gqkL-blWfUaJhg/o.jpg', 'is_closed': False, 'url': 'https://www.yelp.com/biz/bayleaf-cafe-los-angeles-2?adjust_creative=bdJBYIrivjkgp_4AV--1ew&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=bdJBYIrivjkgp_4AV--1ew', 'review_count': 19, 'categories': [{'alias': 'cafes', 'title': 'Cafes'}], 'rating': 3.5, 'coordinates': {'latitude': 34.0509109, 'longitude': -118.2633209}, 'transactions': ['pickup'], 'price': '$', 'location': {'address1': '1055 W 7th St', 'address2': '', 'address3': '', 'city': 'Los Angeles', 'zip_code': '90017', 'country': 'US', 'state': 'CA', 'display_address': ['1055 W 7th St', 'Los Angeles, CA 90017']}, 'phone': '+12132395657', 'display_phone': '(213) 239-5657', 'distance': 255.24484686328904}], 'total': 70, 'region': {'center': {'longitude': -118.26576232910156, 'latitude': 34.051226417953856}}}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jrHvaAysG8fH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "72eca4b6-a64f-40a3-b881-85722d1be04a"
      },
      "source": [
        "# Turn response into lists and then zip into a dataframe\n",
        "fifty_listings = []\n",
        "cols = ['Name','Reviews','Rating','Lat','Long','Location','Phone']\n",
        "for business in data['businesses']:\n",
        "  name = business['name']\n",
        "  reviews = business['review_count']\n",
        "  rating = business['rating']\n",
        "  latitude = business['coordinates']['latitude']\n",
        "  longitude = business['coordinates']['longitude']\n",
        "  location = business['location']['display_address']\n",
        "  phone = business['display_phone']\n",
        "  fifty_listings.append([name, reviews, rating, latitude, longitude, location, phone])\n",
        "  df = df = pd.DataFrame.from_records(fifty_listings, index='Name', columns=cols)\n",
        "df.head()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Reviews</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Location</th>\n",
              "      <th>Phone</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Fernando's Taco</th>\n",
              "      <td>137</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045297</td>\n",
              "      <td>-118.264306</td>\n",
              "      <td>[815 W Olympic Blvd, Los Angeles, CA 90015]</td>\n",
              "      <td>(213) 489-7615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>La Guadalupana</th>\n",
              "      <td>46</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.056327</td>\n",
              "      <td>-118.267904</td>\n",
              "      <td>[1422 W 6th St, Los Angeles, CA 90017]</td>\n",
              "      <td>(213) 483-2973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Veranda</th>\n",
              "      <td>112</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045529</td>\n",
              "      <td>-118.264003</td>\n",
              "      <td>[939 S Figueroa St, Ste 500, Los Angeles, CA 9...</td>\n",
              "      <td>(213) 660-3032</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>East Los Angeles Tacos</th>\n",
              "      <td>12</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.046246</td>\n",
              "      <td>-118.266960</td>\n",
              "      <td>[953 Georgia St, Los Angeles, CA 90015]</td>\n",
              "      <td>(855) 352-8226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>El Tejano</th>\n",
              "      <td>18</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045356</td>\n",
              "      <td>-118.259012</td>\n",
              "      <td>[801 S Grand Ave, Los Angeles, CA 90017]</td>\n",
              "      <td>(213) 629-2449</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                        Reviews  ...           Phone\n",
              "Name                             ...                \n",
              "Fernando's Taco             137  ...  (213) 489-7615\n",
              "La Guadalupana               46  ...  (213) 483-2973\n",
              "Veranda                     112  ...  (213) 660-3032\n",
              "East Los Angeles Tacos       12  ...  (855) 352-8226\n",
              "El Tejano                    18  ...  (213) 629-2449\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-goLzhvGLZvg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# TODO: Remove [] from Location"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eUem9KXwNxAP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "3a3994c9-c8db-49fa-9a80-66461fc6a661"
      },
      "source": [
        "df['Rating'].hist()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb909cdaf60>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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59Qs83iTpUxFxwvbvSZqNiONa/Y/qr2y/JOmcVp+ITVSml1+zfatW30V0TtLBkVVbQdL9\ncpGk+6Ql6eHimGyLpI9HxOdt/7I0mPziUnoASKpRp1AAAOUR4ACQFAEOAEkR4ACQFAEOAEkR4ACQ\nFAEOAEn9L5A4npFfyofoAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BceT3WmkPFBF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Scale Scrape to 2 Locations for 900 listings\n",
        "two_addresses = ['1200 W 7th Street, Los Angeles CA 90017', '200 N Spring Street, Los Angeles CA 90012']\n",
        "offset = [0, 51, 101, 151, 201, 251, 301, 351, 401, 451, 501, 551, 601, 651, 701, 751, 801, 851, 901]\n",
        "\n",
        "# Create list of tuples\n",
        "combo = list(product(two_addresses, offset))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BAH_SunHQTq2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 242
        },
        "outputId": "570190aa-b716-42f8-c997-0f5d7ad99617"
      },
      "source": [
        "# Scaled for loop\n",
        "for a, o in combo:\n",
        "  dual_params = {\n",
        "    'location': a,\n",
        "    'limit': 50,\n",
        "    'term': 'tacos',\n",
        "    'radius': 804,\n",
        "    'offset': o}\n",
        "  response = r.request('GET', url, headers=headers, params=dual_params)\n",
        "  data = response.json()\n",
        "  for business in data['businesses']:\n",
        "    name = business['name']\n",
        "    reviews = business['review_count']\n",
        "    rating = business['rating']\n",
        "    latitude = business['coordinates']['latitude']\n",
        "    longitude = business['coordinates']['longitude']\n",
        "    location = business['location']['display_address']\n",
        "    phone = business['display_phone']\n",
        "    fifty_listings.append([name, reviews, rating, latitude, longitude, location, phone])\n",
        "  df = df = pd.DataFrame.from_records(fifty_listings, index='Name', columns=cols)\n",
        "print(f'Total records: {len(df)}')\n",
        "df.head()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Total records: 364\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Reviews</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Location</th>\n",
              "      <th>Phone</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Fernando's Taco</th>\n",
              "      <td>137</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045297</td>\n",
              "      <td>-118.264306</td>\n",
              "      <td>[815 W Olympic Blvd, Los Angeles, CA 90015]</td>\n",
              "      <td>(213) 489-7615</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>La Guadalupana</th>\n",
              "      <td>46</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.056327</td>\n",
              "      <td>-118.267904</td>\n",
              "      <td>[1422 W 6th St, Los Angeles, CA 90017]</td>\n",
              "      <td>(213) 483-2973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Veranda</th>\n",
              "      <td>112</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045529</td>\n",
              "      <td>-118.264003</td>\n",
              "      <td>[939 S Figueroa St, Ste 500, Los Angeles, CA 9...</td>\n",
              "      <td>(213) 660-3032</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>East Los Angeles Tacos</th>\n",
              "      <td>12</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.046246</td>\n",
              "      <td>-118.266960</td>\n",
              "      <td>[953 Georgia St, Los Angeles, CA 90015]</td>\n",
              "      <td>(855) 352-8226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>El Tejano</th>\n",
              "      <td>18</td>\n",
              "      <td>4.0</td>\n",
              "      <td>34.045356</td>\n",
              "      <td>-118.259012</td>\n",
              "      <td>[801 S Grand Ave, Los Angeles, CA 90017]</td>\n",
              "      <td>(213) 629-2449</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                        Reviews  ...           Phone\n",
              "Name                             ...                \n",
              "Fernando's Taco             137  ...  (213) 489-7615\n",
              "La Guadalupana               46  ...  (213) 483-2973\n",
              "Veranda                     112  ...  (213) 660-3032\n",
              "East Los Angeles Tacos       12  ...  (855) 352-8226\n",
              "El Tejano                    18  ...  (213) 629-2449\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w83CLdAERtkw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "483e190a-5de0-4655-8c9b-83b7d142dd24"
      },
      "source": [
        "# Summary Statistics\n",
        "df.describe()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Reviews</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>364.000000</td>\n",
              "      <td>364.000000</td>\n",
              "      <td>355.000000</td>\n",
              "      <td>355.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>397.112637</td>\n",
              "      <td>3.885989</td>\n",
              "      <td>34.040089</td>\n",
              "      <td>-118.253313</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>854.864474</td>\n",
              "      <td>0.690388</td>\n",
              "      <td>0.067972</td>\n",
              "      <td>0.108144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>33.658100</td>\n",
              "      <td>-119.165681</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>17.000000</td>\n",
              "      <td>3.500000</td>\n",
              "      <td>34.046451</td>\n",
              "      <td>-118.265186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>77.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>34.050529</td>\n",
              "      <td>-118.250120</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>362.000000</td>\n",
              "      <td>4.500000</td>\n",
              "      <td>34.053490</td>\n",
              "      <td>-118.245123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>8420.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>34.280921</td>\n",
              "      <td>-117.401168</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           Reviews      Rating         Lat        Long\n",
              "count   364.000000  364.000000  355.000000  355.000000\n",
              "mean    397.112637    3.885989   34.040089 -118.253313\n",
              "std     854.864474    0.690388    0.067972    0.108144\n",
              "min       1.000000    1.000000   33.658100 -119.165681\n",
              "25%      17.000000    3.500000   34.046451 -118.265186\n",
              "50%      77.000000    4.000000   34.050529 -118.250120\n",
              "75%     362.000000    4.500000   34.053490 -118.245123\n",
              "max    8420.000000    5.000000   34.280921 -117.401168"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cffv8864SrhS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 202
        },
        "outputId": "ccd7ccd1-895a-40e7-83d3-09c8296222a4"
      },
      "source": [
        "# Light Exploration\n",
        "df.info()"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 364 entries, Fernando's Taco to Catered Fit\n",
            "Data columns (total 6 columns):\n",
            "Reviews     364 non-null int64\n",
            "Rating      364 non-null float64\n",
            "Lat         355 non-null float64\n",
            "Long        355 non-null float64\n",
            "Location    364 non-null object\n",
            "Phone       364 non-null object\n",
            "dtypes: float64(3), int64(1), object(2)\n",
            "memory usage: 19.9+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YSM0MJ_6TK4J",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "8970ca74-9577-49dc-be6e-7cbcd744c651"
      },
      "source": [
        "# Reviews Distribution\n",
        "sns.distplot(df['Reviews'])\n",
        "plt.title('Distribution of Reviews')"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Distribution of Reviews')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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0ODCY2YmhksCwGZiXtz43pZXMI6kWmArsHGxfSXVkQeGbEfHPAxkiYltE9EVEP/Blsq6s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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "291yfSk5T1LP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "253db08f-77b1-4ce9-b01a-de980040b341"
      },
      "source": [
        "# Ratings Distribution\n",
        "sns.distplot(df['Rating'])\n",
        "plt.title('Distribution of Ratings')"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Distribution of Ratings')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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0ETecOY5eqUnc+PfFuHf/G44U6BJ4f3pzLX9/bzPf/tQYTu5h06nK/vXNTOW7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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Armn2zGWUOqX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Top 3 Spots\n",
        "df_sorted = df.sort_values('Rating', ascending=False)\n",
        "top3 = df_sorted.iloc[:3]\n",
        "top10 = df_sorted.iloc[:10]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xq6G4hWvVLuT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 166
        },
        "outputId": "4d3dd13b-1cea-46fa-fea0-c76447b35178"
      },
      "source": [
        "# sns.barplot(x='Reviews', y='Name', data=top3)\n",
        "\n",
        "top3.head()"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Reviews</th>\n",
              "      <th>Rating</th>\n",
              "      <th>Lat</th>\n",
              "      <th>Long</th>\n",
              "      <th>Location</th>\n",
              "      <th>Phone</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Tacos y Papas</th>\n",
              "      <td>4</td>\n",
              "      <td>5.0</td>\n",
              "      <td>34.046400</td>\n",
              "      <td>-118.272158</td>\n",
              "      <td>[1099 Albany St, Los Angeles, CA 90015]</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Tacos La Tehuanita</th>\n",
              "      <td>119</td>\n",
              "      <td>5.0</td>\n",
              "      <td>34.121169</td>\n",
              "      <td>-118.205555</td>\n",
              "      <td>[5100 York Blvd, Los Angeles, CA 90042]</td>\n",
              "      <td>(323) 243-7715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Marinate</th>\n",
              "      <td>166</td>\n",
              "      <td>5.0</td>\n",
              "      <td>34.083704</td>\n",
              "      <td>-118.309666</td>\n",
              "      <td>[1842 W Washington Blvd, Los Angeles, CA 90007]</td>\n",
              "      <td>(323) 325-3237</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                    Reviews  ...           Phone\n",
              "Name                         ...                \n",
              "Tacos y Papas             4  ...                \n",
              "Tacos La Tehuanita      119  ...  (323) 243-7715\n",
              "Marinate                166  ...  (323) 325-3237\n",
              "\n",
              "[3 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IKvh-1ncVdDK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 638
        },
        "outputId": "d3bf78c4-8c82-4c64-93a0-368bbb2d0170"
      },
      "source": [
        "# Explore Ratings & Reviews\n",
        "plt.figure(figsize=(10,10))\n",
        "sns.scatterplot(x='Rating', y='Reviews', data=df, palette='pastel', color='0.4', s=100)\n",
        "plt.title('Reviews & Ratings For Taco Yelp Listings in and around DTLA')"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Reviews & Ratings For Taco Yelp Listings in and around DTLA')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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j/GCdkn/g+LAKQ15JgueXlN8b85j847r+QdP3gHjyD0T/laT/kH9sZarIQ/y1/ICc+/n3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\nAMyg3s71GY1Gdf7552vJkiW69957D5v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wYEHaJSpuvPFGfJyMF4/HWb58edpepZqaGi8f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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "loBlrlMoV6ka",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}