foursquare_dublin.ipynb

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  "metadata": {
    "colab": {
      "name": "foursquare_dublin.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyN12k+bpz2i0vPBZKDMPwpy",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Brent-Morrison/Misc_scripts/blob/master/foursquare_dublin.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VKTS_ygo5i_6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Required libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import requests\n",
        "import time"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zPXSCrKG5pWi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Foursquare credentials\n",
        "CLIENT_ID='0M35HSSAZ1L2QPGP5LAKSPMBUUDTERESBKXLNZRQMUCEVJYS'\n",
        "CLIENT_SECRET='QWIGICNR1KXB3RU5Y5LRJFH03RANUYOVRKNTUTO0KCONHAGQ'\n",
        "VERSION='20200623'\n",
        "LIMIT=200"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AKZ4kZ785sDC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Function for querying Foursquare\n",
        "def getNearbyVenues(names, latitudes, longitudes, radius=1000):\n",
        "    \n",
        "    venues_list=[]\n",
        "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
        "        #print(name)\n",
        "            \n",
        "        # create the API request URL\n",
        "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
        "            CLIENT_ID, \n",
        "            CLIENT_SECRET, \n",
        "            VERSION, \n",
        "            lat, \n",
        "            lng, \n",
        "            radius, \n",
        "            LIMIT)\n",
        "            \n",
        "        # make the GET request\n",
        "        #results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
        "        # Alternate approach due to KeyError on \"groups\"\n",
        "        results = requests.get(url).json()[\"response\"].get('groups')[0]['items']\n",
        "        \n",
        "        # return only relevant information for each nearby venue\n",
        "        venues_list.append([(\n",
        "            name, \n",
        "            lat, \n",
        "            lng, \n",
        "            v['venue']['name'], \n",
        "            v['venue']['location']['lat'], \n",
        "            v['venue']['location']['lng'],  \n",
        "            v['venue']['categories'][0]['name']) for v in results])\n",
        "        \n",
        "        # Prevent disconnect\n",
        "        time.sleep(0.05)\n",
        "\n",
        "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
        "    nearby_venues.columns = ['Neighborhood', \n",
        "                  'Neighborhood Latitude', \n",
        "                  'Neighborhood Longitude', \n",
        "                  'Venue', \n",
        "                  'Venue Latitude', \n",
        "                  'Venue Longitude', \n",
        "                  'Venue Category']\n",
        "    \n",
        "    return(nearby_venues)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-DqDUJCc5zln",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        },
        "outputId": "7618858d-27da-4d24-d69a-3932e8dc74f4"
      },
      "source": [
        "# Example data\n",
        "dublin = getNearbyVenues(\n",
        "    names=['Dublin'],\n",
        "    latitudes=[53.3498],\n",
        "    longitudes=[-6.2603]\n",
        "  )\n",
        "dublin.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>Neighborhood</th>\n",
              "      <th>Neighborhood Latitude</th>\n",
              "      <th>Neighborhood Longitude</th>\n",
              "      <th>Venue</th>\n",
              "      <th>Venue Latitude</th>\n",
              "      <th>Venue Longitude</th>\n",
              "      <th>Venue Category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Dublin</td>\n",
              "      <td>53.3498</td>\n",
              "      <td>-6.2603</td>\n",
              "      <td>Pull&amp;Bear</td>\n",
              "      <td>53.349533</td>\n",
              "      <td>-6.262053</td>\n",
              "      <td>Clothing Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Dublin</td>\n",
              "      <td>53.3498</td>\n",
              "      <td>-6.2603</td>\n",
              "      <td>Vice Coffee Inc.</td>\n",
              "      <td>53.347915</td>\n",
              "      <td>-6.262327</td>\n",
              "      <td>Coffee Shop</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Dublin</td>\n",
              "      <td>53.3498</td>\n",
              "      <td>-6.2603</td>\n",
              "      <td>Dealz</td>\n",
              "      <td>53.350623</td>\n",
              "      <td>-6.263183</td>\n",
              "      <td>Discount Store</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Dublin</td>\n",
              "      <td>53.3498</td>\n",
              "      <td>-6.2603</td>\n",
              "      <td>Abbey Theatre</td>\n",
              "      <td>53.348542</td>\n",
              "      <td>-6.257492</td>\n",
              "      <td>Theater</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Dublin</td>\n",
              "      <td>53.3498</td>\n",
              "      <td>-6.2603</td>\n",
              "      <td>Gino's Gelato</td>\n",
              "      <td>53.349573</td>\n",
              "      <td>-6.261846</td>\n",
              "      <td>Ice Cream Shop</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Neighborhood  Neighborhood Latitude  ...  Venue Longitude  Venue Category\n",
              "0       Dublin                53.3498  ...        -6.262053  Clothing Store\n",
              "1       Dublin                53.3498  ...        -6.262327     Coffee Shop\n",
              "2       Dublin                53.3498  ...        -6.263183  Discount Store\n",
              "3       Dublin                53.3498  ...        -6.257492         Theater\n",
              "4       Dublin                53.3498  ...        -6.261846  Ice Cream Shop\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WXeh6YY97l_l",
        "colab_type": "text"
      },
      "source": [
        "# Debug"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E9mc6zaH6r0D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "813a6955-b85c-488a-870b-12643d2572a2"
      },
      "source": [
        "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
        "            CLIENT_ID, \n",
        "            CLIENT_SECRET, \n",
        "            VERSION, \n",
        "            53.3498, \n",
        "            -6.2603, \n",
        "            1000, \n",
        "            200)\n",
        "print(url)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://api.foursquare.com/v2/venues/explore?&client_id=0M35HSSAZ1L2QPGP5LAKSPMBUUDTERESBKXLNZRQMUCEVJYS&client_secret=QWIGICNR1KXB3RU5Y5LRJFH03RANUYOVRKNTUTO0KCONHAGQ&v=20200623&ll=53.3498,-6.2603&radius=1000&limit=200\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MblG-Rs_7H43",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fd03cc44-d624-4b0c-fd56-95ef6e67eb44"
      },
      "source": [
        "results = requests.get(url).json()\n",
        "results"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'meta': {'code': 200, 'requestId': '5f157cf3b2f69d1e8bac467a'},\n",
              " 'response': {'groups': [{'items': [{'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-4bb9e25e1261d13ae1efe998-0',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d103951735',\n",
              "         'name': 'Clothing Store',\n",
              "         'pluralName': 'Clothing Stores',\n",
              "         'primary': True,\n",
              "         'shortName': 'Apparel'}],\n",
              "       'id': '4bb9e25e1261d13ae1efe998',\n",
              "       'location': {'address': '22-23 Henry St',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'distance': 120,\n",
              "        'formattedAddress': ['22-23 Henry St',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.34953336368291,\n",
              "          'lng': -6.2620534735637605}],\n",
              "        'lat': 53.34953336368291,\n",
              "        'lng': -6.2620534735637605,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': 'Pull&Bear',\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-51093750e4b0e991dc341337-1',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1e0931735',\n",
              "         'name': 'Coffee Shop',\n",
              "         'pluralName': 'Coffee Shops',\n",
              "         'primary': True,\n",
              "         'shortName': 'Coffee Shop'}],\n",
              "       'id': '51093750e4b0e991dc341337',\n",
              "       'location': {'address': '54 Middle Abbey St',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'distance': 249,\n",
              "        'formattedAddress': ['54 Middle Abbey St',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.347915050374866,\n",
              "          'lng': -6.262327061328066}],\n",
              "        'lat': 53.347915050374866,\n",
              "        'lng': -6.262327061328066,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': 'Vice Coffee Inc.',\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-5092a33be4b0eedd3968e593-2',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/discountstore_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '52dea92d3cf9994f4e043dbb',\n",
              "         'name': 'Discount Store',\n",
              "         'pluralName': 'Discount Stores',\n",
              "         'primary': True,\n",
              "         'shortName': 'Discount Store'}],\n",
              "       'id': '5092a33be4b0eedd3968e593',\n",
              "       'location': {'address': '44-45 The Ilac Centre, Moore Street',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'crossStreet': 'Moore St',\n",
              "        'distance': 212,\n",
              "        'formattedAddress': ['44-45 The Ilac Centre, Moore Street (Moore St)',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.3506228137183,\n",
              "          'lng': -6.263183186508172}],\n",
              "        'lat': 53.3506228137183,\n",
              "        'lng': -6.263183186508172,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': 'Dealz',\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-4ade0f17f964a520177121e3-3',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/performingarts_theater_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d137941735',\n",
              "         'name': 'Theater',\n",
              "         'pluralName': 'Theaters',\n",
              "         'primary': True,\n",
              "         'shortName': 'Theater'}],\n",
              "       'id': '4ade0f17f964a520177121e3',\n",
              "       'location': {'address': '26 Lwr Abbey St',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'distance': 233,\n",
              "        'formattedAddress': ['26 Lwr Abbey St',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.348541527918414,\n",
              "          'lng': -6.257491588986027}],\n",
              "        'lat': 53.348541527918414,\n",
              "        'lng': -6.257491588986027,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': 'Abbey Theatre',\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-5187b38b498e68948f3a969d-4',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/icecream_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1c9941735',\n",
              "         'name': 'Ice Cream Shop',\n",
              "         'pluralName': 'Ice Cream Shops',\n",
              "         'primary': True,\n",
              "         'shortName': 'Ice Cream'}],\n",
              "       'id': '5187b38b498e68948f3a969d',\n",
              "       'location': {'address': '41 Henry St',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'distance': 105,\n",
              "        'formattedAddress': ['41 Henry St',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.349572954827586,\n",
              "          'lng': -6.261846342214899}],\n",
              "        'lat': 53.349572954827586,\n",
              "        'lng': -6.261846342214899,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': \"Gino's Gelato\",\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-52835261498eb0c0fc60cb00-5',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1e0931735',\n",
              "         'name': 'Coffee Shop',\n",
              "         'pluralName': 'Coffee Shops',\n",
              "         'primary': True,\n",
              "         'shortName': 'Coffee Shop'}],\n",
              "       'id': '52835261498eb0c0fc60cb00',\n",
              "       'location': {'address': 'Arnotts, Liffey St',\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'distance': 276,\n",
              "        'formattedAddress': ['Arnotts, Liffey St',\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.348833,\n",
              "          'lng': -6.264125}],\n",
              "        'lat': 53.348833,\n",
              "        'lng': -6.264125,\n",
              "        'postalCode': '1',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': \"Joe's Coffee\",\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
              "         'type': 'general'}]},\n",
              "      'referralId': 'e-0-58112dc738fafb4f131b4aa5-6',\n",
              "      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n",
              "          'suffix': '.png'},\n",
              "         'id': '4bf58dd8d48988d1fa931735',\n",
              "         'name': 'Hotel',\n",
              "         'pluralName': 'Hotels',\n",
              "         'primary': True,\n",
              "         'shortName': 'Hotel'}],\n",
              "       'id': '58112dc738fafb4f131b4aa5',\n",
              "       'location': {'address': \"28-32 O'Connell Street Upper, Dublin 1\",\n",
              "        'cc': 'IE',\n",
              "        'city': 'Dublin',\n",
              "        'country': 'Ireland',\n",
              "        'crossStreet': 'Cathal Brugha St',\n",
              "        'distance': 282,\n",
              "        'formattedAddress': [\"28-32 O'Connell Street Upper, Dublin 1 (Cathal Brugha St)\",\n",
              "         'Dublin',\n",
              "         'Dublin City',\n",
              "         'Ireland'],\n",
              "        'labeledLatLngs': [{'label': 'display',\n",
              "          'lat': 53.3523056,\n",
              "          'lng': -6.2609549}],\n",
              "        'lat': 53.3523056,\n",
              "        'lng': -6.2609549,\n",
              "        'postalCode': 'D01 T2X2',\n",
              "        'state': 'Dublin City'},\n",
              "       'name': 'Holiday Inn Express Dublin City Centre Hotel',\n",
              "       'photos': {'count': 0, 'groups': []}}},\n",
              "     {'reasons': {'count': 0,\n",
              "       'items': [{'reasonName': 'globalInteractionReason',\n",
              "         'summary': 'This spot is popular',\n",
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