backend/endpoints.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting googlemaps\n",
      "  Downloading https://files.pythonhosted.org/packages/91/c6/f59f1551fc6696987a5c28c8345fc2322285e99658999f27e637b810c685/googlemaps-4.0.0-py3-none-any.whl\n",
      "Requirement already satisfied: requests<3.0,>=2.20.0 in c:\\users\\swarup\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from googlemaps) (2.22.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\swarup\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from requests<3.0,>=2.20.0->googlemaps) (2019.6.16)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in c:\\users\\swarup\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from requests<3.0,>=2.20.0->googlemaps) (2.8)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in c:\\users\\swarup\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from requests<3.0,>=2.20.0->googlemaps) (1.25.3)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\\users\\swarup\\appdata\\local\\programs\\python\\python37\\lib\\site-packages (from requests<3.0,>=2.20.0->googlemaps) (3.0.4)\n",
      "Installing collected packages: googlemaps\n",
      "Successfully installed googlemaps-4.0.0\n"
     ]
    }
   ],
   "source": [
    "#!pip install pandas\n",
    "#!pip install jupyter_kernel_gateway\n",
    "#!pip install overpy\n",
    "# !pip install googlemaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# POST /test\n",
    "\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "# req = json.loads(REQUEST)\n",
    "# body = req['body']\n",
    "body = json.loads(REQUEST)[\"body\"]\n",
    "\n",
    "if \"test\" in body:\n",
    "    print(json.dumps({\"got\": args[\"test\"]}))\n",
    "else:\n",
    "    print(json.dumps({\"got\": None}))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['HAZARD', 'COLLISION', 'FIRE', 'STABBING', 'MISSING', 'EXPOSURE',\n",
       "       'SHOOTING', 'WANTED', 'LOCATED', 'ASSAULT', 'COLLISSION',\n",
       "       'ROBBERY', 'DAMAGE'], dtype=object)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df = pd.read_csv(\"tweetsf.csv\", usecols = [\"text\", \"username\"])\n",
    "# df = df[df.username == \"Toronto Police Operations\"]\n",
    "# df.drop(\"username\", 1, inplace=True)\n",
    "# df = df[df.text.str.match(r\"[A-Z]+:\\\\n\")]\n",
    "# df[\"title\"] = df.text.apply(lambda x: x.split(\"\\\\n\")[0][:-1])\n",
    "# df.title.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'REQUEST' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-155-b76c2fbdd469>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mbody\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mREQUEST\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"body\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;34m\"filters\"\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mbody\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"status\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"INVALID REQUEST\"\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'REQUEST' is not defined"
     ]
    }
   ],
   "source": [
    "# POST /getStreetDataInit\n",
    "\n",
    "import re\n",
    "import requests\n",
    "import json\n",
    "import pandas as pd\n",
    "\n",
    "body = json.loads(REQUEST)[\"body\"]\n",
    "if \"filters\" not in body:\n",
    "    print(json.dumps({\"status\": \"INVALID REQUEST\"}))\n",
    "# print(body[\"filters\"])\n",
    "\n",
    "df = pd.read_csv(\"tweetsf.csv\", usecols = [\"text\", \"username\"])\n",
    "df = df[df.username == \"Toronto Police Operations\"]\n",
    "df.drop(\"username\", 1, inplace=True)\n",
    "df = df[df.text.str.match(r\"[A-Z]+:\\\\n\")]\n",
    "df[\"title\"] = df.text.apply(lambda x: x.split(\"\\\\n\")[0][:-1])\n",
    "df[\"intersection\"] = df.text.apply(lambda x: x.split(\"\\\\n\")[1])\n",
    "df.replace(\"COLLISSION\", \"COLLISION\")\n",
    "\n",
    "# df[df.title.isin([\"STABBING\", \"MISSING\", \"SHOOTING\", \"WANTED\", \"ASSAULT\", \"ROBBERY\"])]\n",
    "\n",
    "# df = df[~df.title.isin([\"WANTED\", \"MISSING\", \"LOCATED\"])] # can scrape data for MISSING, but cannot for WANTED/LOCATED\n",
    "df = df[df.title.isin(body[\"filters\"])]\n",
    "\n",
    "def call(x):\n",
    "#     x=\"Islington Ave & Finch Ave W\"\n",
    "    res = requests.get(\"https://maps.googleapis.com/maps/api/place/findplacefromtext/json?input=\"+x.replace(\"/\",\"%2F\")+\"&inputtype=textquery&key=AIzaSyBlq2FgyIvsIONEKMA7P_i1gUHcQ-335ik\")\n",
    "    if json.loads(res.text)[\"candidates\"] == []:\n",
    "#         print(\"no place_id, skipping:\", x)\n",
    "        return [None, None]\n",
    "    id1 = json.loads(res.text)[\"candidates\"][0][\"place_id\"]\n",
    "    res = requests.get(\"https://maps.googleapis.com/maps/api/place/details/json?place_id=\"+id1+\"&key=AIzaSyBlq2FgyIvsIONEKMA7P_i1gUHcQ-335ik\")\n",
    "    c = json.loads(res.text)[\"result\"][\"geometry\"][\"location\"]\n",
    "    return [c[\"lat\"], c[\"lng\"]]\n",
    "\n",
    "df[\"lat\"] = df.intersection.apply(lambda x: call(x)[0])\n",
    "df[\"lng\"] = df.intersection.apply(lambda x: call(x)[1])\n",
    "# print(df.lat)\n",
    "# print(df.lng)\n",
    "df.to_csv(\"data_clean.csv\")\n",
    "print(df.drop(\"text\", 1).to_json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>intersection</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-Bathurst St + Sheppard Ave E</td>\n",
       "      <td>43.747469</td>\n",
       "      <td>-79.482650</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bayview Av + Pottery Rd</td>\n",
       "      <td>43.696131</td>\n",
       "      <td>-79.369795</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bermondsey Rd + Eglinton Av E</td>\n",
       "      <td>43.726103</td>\n",
       "      <td>-79.313458</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coxwell Ave &amp; Gerrard St E</td>\n",
       "      <td>43.679832</td>\n",
       "      <td>-79.322135</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DVP + Bayview/Bloor Ramp</td>\n",
       "      <td>43.707705</td>\n",
       "      <td>-79.331183</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DVP + Lawrence Av</td>\n",
       "      <td>43.741496</td>\n",
       "      <td>-79.320050</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Davenport Rd &amp; Oakwood Ave</td>\n",
       "      <td>43.498481</td>\n",
       "      <td>-80.524350</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Finch Ave E &amp; Willowdale Ave</td>\n",
       "      <td>43.153581</td>\n",
       "      <td>-80.724761</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Gardiner Exp + Lower Sherbourne St</td>\n",
       "      <td>43.638223</td>\n",
       "      <td>-79.448825</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Gardiner Exp + Parliament St</td>\n",
       "      <td>43.638223</td>\n",
       "      <td>-79.448825</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Gardiner XWY &amp;Lower Jarvis St</td>\n",
       "      <td>43.638223</td>\n",
       "      <td>-79.448825</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>King St + Yonge St</td>\n",
       "      <td>43.649159</td>\n",
       "      <td>-79.377892</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Kingston Rd &amp; Bellamy Rd S</td>\n",
       "      <td>43.223767</td>\n",
       "      <td>-79.635404</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Kingston Rd &amp; Port Union Rd</td>\n",
       "      <td>43.223767</td>\n",
       "      <td>-79.635404</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Kipling Av + Gardiner Exp</td>\n",
       "      <td>43.638223</td>\n",
       "      <td>-79.448825</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Lake Shore Blvd E &amp; Leslie St</td>\n",
       "      <td>43.595436</td>\n",
       "      <td>-79.505599</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>N/B DVP @ 401</td>\n",
       "      <td>43.707705</td>\n",
       "      <td>-79.331183</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Progress Ave &amp; William Kitchen Road</td>\n",
       "      <td>43.778941</td>\n",
       "      <td>-79.256888</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>S/B DVP &amp; Gardiner XWY W</td>\n",
       "      <td>43.707705</td>\n",
       "      <td>-79.331183</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>St Clair Av + Yonge St</td>\n",
       "      <td>43.912011</td>\n",
       "      <td>-79.446750</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Toro Rd + Ceramic Rd</td>\n",
       "      <td>43.760821</td>\n",
       "      <td>-79.485543</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Victoria Park Subway</td>\n",
       "      <td>43.772709</td>\n",
       "      <td>-79.320710</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            intersection        lat        lng    color\n",
       "0          -Bathurst St + Sheppard Ave E  43.747469 -79.482650  #ffff00\n",
       "1                Bayview Av + Pottery Rd  43.696131 -79.369795  #ffff00\n",
       "2          Bermondsey Rd + Eglinton Av E  43.726103 -79.313458  #ffff00\n",
       "3             Coxwell Ave & Gerrard St E  43.679832 -79.322135  #ffff00\n",
       "4               DVP + Bayview/Bloor Ramp  43.707705 -79.331183  #ff0000\n",
       "5                      DVP + Lawrence Av  43.741496 -79.320050  #ffff00\n",
       "6             Davenport Rd & Oakwood Ave  43.498481 -80.524350  #ffff00\n",
       "7           Finch Ave E & Willowdale Ave  43.153581 -80.724761  #ffff00\n",
       "8     Gardiner Exp + Lower Sherbourne St  43.638223 -79.448825  #ffff00\n",
       "9          Gardiner Exp + Parliament St   43.638223 -79.448825  #ffff00\n",
       "10         Gardiner XWY &Lower Jarvis St  43.638223 -79.448825  #ffff00\n",
       "11                    King St + Yonge St  43.649159 -79.377892  #ffff00\n",
       "12            Kingston Rd & Bellamy Rd S  43.223767 -79.635404  #ffff00\n",
       "13           Kingston Rd & Port Union Rd  43.223767 -79.635404  #ffff00\n",
       "14            Kipling Av + Gardiner Exp   43.638223 -79.448825  #ffff00\n",
       "15         Lake Shore Blvd E & Leslie St  43.595436 -79.505599  #ffff00\n",
       "16                         N/B DVP @ 401  43.707705 -79.331183  #ffff00\n",
       "17  Progress Ave & William Kitchen Road   43.778941 -79.256888  #ffff00\n",
       "18              S/B DVP & Gardiner XWY W  43.707705 -79.331183  #ffff00\n",
       "19                St Clair Av + Yonge St  43.912011 -79.446750  #ffff00\n",
       "20                  Toro Rd + Ceramic Rd  43.760821 -79.485543  #ffff00\n",
       "21                  Victoria Park Subway  43.772709 -79.320710  #ffff00"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# POST /getStreetData\n",
    "\n",
    "import pandas as pd\n",
    "import json\n",
    "\n",
    "body = json.loads(REQUEST)[\"body\"]\n",
    "if \"filters\" not in body:\n",
    "    print(json.dumps({\"status\": \"INVALID REQUEST\"}))\n",
    "    \n",
    "# body = {\"filters\": [\"HAZARD\"]}\n",
    "\n",
    "df = pd.read_csv(\"data_clean.csv\")\n",
    "df = df[df.title.isin(body[\"filters\"])]\n",
    "df.drop([\"text\", \"Unnamed: 0\", \"title\"], 1, inplace=True)\n",
    "df = df.groupby(df.columns.tolist()).size().reset_index().rename(columns={0:'color'})\n",
    "df.loc[df.color > 1, \"color\"] = \"#ff0000\"\n",
    "df.loc[df.color == 1, \"color\"] = \"#ffff00\"\n",
    "\n",
    "df.drop(\"intersection\", 1, inplace=True)\n",
    "\n",
    "print(df.to_json(orient=\"records\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'overpy.Way'>\n",
      "Name: Huron Street\n",
      "<class 'overpy.Way'>\n",
      "Name: Huron Street\n",
      "<class 'overpy.Way'>\n",
      "Name: Russell Street\n"
     ]
    }
   ],
   "source": [
    "import overpy\n",
    "api = overpy.Overpass()\n",
    "\n",
    "result = api.query(\"\"\"(\n",
    "  way\n",
    "  (around:100,43.6593941159204, -79.39823486831848)\n",
    "  [highway~\"^(primary|secondary|tertiary|residential)$\"]\n",
    "  [name];\n",
    ">;);out;\n",
    "\"\"\")\n",
    "\n",
    "for way in result.ways:\n",
    "    print(type(way))\n",
    "    print(f\"Name: {way.tags.get('name', 'n/a')}\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<View>\n",
      "            <MapView\n",
      "                provider={this.props.provider}\n",
      "                style={styles.map}\n",
      "                scrollEnabled={true}\n",
      "                zoomEnabled={true}\n",
      "                pitchEnabled={true}\n",
      "                rotateEnabled={true}\n",
      "                initialRegion={this.state.region}\n",
      "                >\n",
      "              <Circle\n",
      "              center={circle.center}\n",
      "              radius={circle.radius}\n",
      "              fillColor=\"rgba(255,0,0,0.5)\"\n",
      "              strokeColor=\"rgba(0,0,0,0.5)\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
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      "              fillColor=\"#ffff00\"\n",
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      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
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      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
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      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
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      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              /><Circle\n",
      "              center={latitude: d.lat, longitude: d.lng}\n",
      "              radius={50}\n",
      "              fillColor=\"#ffff00\"\n",
      "              strokeColor=\"#ffff00\"\n",
      "              zIndex={2}\n",
      "              strokeWidth={2}\n",
      "              />\n",
      "            </MapView>\n"
     ]
    }
   ],
   "source": [
    "data = 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    "s = \"\"\"<View>\n",
    "            <MapView\n",
    "                provider={this.props.provider}\n",
    "                style={styles.map}\n",
    "                scrollEnabled={true}\n",
    "                zoomEnabled={true}\n",
    "                pitchEnabled={true}\n",
    "                rotateEnabled={true}\n",
    "                initialRegion={this.state.region}\n",
    "                >\n",
    "              <Circle\n",
    "              center={circle.center}\n",
    "              radius={circle.radius}\n",
    "              fillColor=\"rgba(255,0,0,0.5)\"\n",
    "              strokeColor=\"rgba(0,0,0,0.5)\"\n",
    "              zIndex={2}\n",
    "              strokeWidth={2}\n",
    "              />\"\"\"\n",
    "for d in data:\n",
    "    s += f\"\"\"<Circle\n",
    "              center={{latitude: d.lat, longitude: d.lng}}\n",
    "              radius={{50}}\n",
    "              fillColor=\"{d[\"color\"]}\"\n",
    "              strokeColor=\"{d[\"color\"]}\"\n",
    "              zIndex={{2}}\n",
    "              strokeWidth={{2}}\n",
    "              />\"\"\"\n",
    "\n",
    "s += \"\"\"\n",
    "            </MapView>\"\"\"\n",
    "print(s)"
   ]
  }
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