03 - GPS Module With Multiple Addresses and Real Map.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b3138a5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import itertools\n",
    "\n",
    "import geopy\n",
    "import geopy.distance\n",
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "ox.config(log_console=True)\n",
    "\n",
    "import folium\n",
    "from geopy.geocoders import Nominatim\n",
    "\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ac2608de",
   "metadata": {},
   "outputs": [],
   "source": [
    "place = 'Istanbul, Turkey'\n",
    "G = ox.graph_from_place(place, network_type='drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9eaa0f32",
   "metadata": {},
   "outputs": [],
   "source": [
    "addresses = [\"Sapphire, Kağıthane, İstanbul\", \"İçmeler, Tuzla, İstanbul\", \"Cendere Caddesi, Kağıthane, İstanbul\", \n",
    "             \"Sabiha Gökçen Havalimanı, İstanbul\", \"Arnavutköy, İstanbul\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "638d865c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_lowest_path(addresses):\n",
    "    coordinates = [ox.geocoder.geocode(address) for address in addresses]\n",
    "    nodes = [ox.nearest_nodes(G, coord[1], coord[0]) for coord in coordinates]\n",
    "\n",
    "    all_permutations = itertools.permutations(nodes)\n",
    "\n",
    "    lowest_distance = float('inf')\n",
    "    lowest_permutation = []\n",
    "\n",
    "    for perm in all_permutations:\n",
    "        total_distance = 0\n",
    "        for i in range(len(perm) - 1):\n",
    "            start = perm[i]\n",
    "            end = perm[i + 1]\n",
    "            path_length = nx.shortest_path_length(G, source=start, target=end, weight='length')\n",
    "            total_distance += path_length\n",
    "        if total_distance < lowest_distance:\n",
    "            lowest_distance = total_distance\n",
    "            lowest_permutation = perm\n",
    "    print(\"Route:\")\n",
    "    print(\"------\")\n",
    "    for i in range(len(lowest_permutation) - 1):\n",
    "        start = lowest_permutation[i]\n",
    "        end = lowest_permutation[i + 1]\n",
    "        start_index = nodes.index(start)\n",
    "        end_index = nodes.index(end)\n",
    "        start_address = addresses[start_index]\n",
    "        end_address = addresses[end_index]\n",
    "        path_length = nx.shortest_path_length(G, source=start, target=end, weight='length')\n",
    "\n",
    "        print(f\"{start_address} to {end_address}: {round(path_length/1000,2)} km\")\n",
    "        \n",
    "    print(\"---------------------------------------------------\")    \n",
    "    print(f\"Total Distance: {round(lowest_distance/1000,2)} km\")\n",
    "    print(\"---------------------------------------------------\")    \n",
    "    print(f\"Time(mins) to take with avg. of 100 km/h pace: {round(round(lowest_distance/1000,2)/100*60,2)} mins\")\n",
    "    map_center = [41, 29]\n",
    "\n",
    "    m = folium.Map(location=map_center, zoom_start=10)\n",
    "\n",
    "    for i in range(len(lowest_permutation) - 1):\n",
    "        start = lowest_permutation[i]\n",
    "        end = lowest_permutation[i + 1]\n",
    "        start_index = nodes.index(start)\n",
    "        end_index = nodes.index(end)\n",
    "        start_address = addresses[start_index]\n",
    "        end_address = addresses[end_index]\n",
    "        route = nx.shortest_path(G, source=start, target=end, weight='length')\n",
    "        route_coordinates = [(G.nodes[node]['y'], G.nodes[node]['x']) for node in route]\n",
    "        color = 'blue' if i % 2 == 0 else 'red'\n",
    "        folium.PolyLine(route_coordinates, color=color, weight=4).add_to(m)\n",
    "\n",
    "        folium.Marker(route_coordinates[0], icon=folium.Icon(color='green')).add_to(m)\n",
    "        folium.Marker(route_coordinates[-1], icon=folium.Icon(color='red')).add_to(m)\n",
    "\n",
    "        folium.Marker(route_coordinates[0], icon=folium.DivIcon(\n",
    "            html=f'<div style=\"font-weight: bold; font-size: 14px;\">{start_address}</div>')).add_to(m)\n",
    "        folium.Marker(route_coordinates[-1], icon=folium.DivIcon(\n",
    "            html=f'<div style=\"font-weight: bold; font-size: 14px;\">{end_address}</div>')).add_to(m)\n",
    "\n",
    "    return m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "312336b0",
   "metadata": {},
   "source": [
    "# Trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "123a8ee2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route:\n",
      "------\n",
      "Sabiha Gökçen Havalimanı, İstanbul to İçmeler, Tuzla, İstanbul: 9.7 km\n",
      "İçmeler, Tuzla, İstanbul to Arnavutköy, İstanbul: 40.23 km\n",
      "Arnavutköy, İstanbul to Sapphire, Kağıthane, İstanbul: 4.57 km\n",
      "Sapphire, Kağıthane, İstanbul to Cendere Caddesi, Kağıthane, İstanbul: 3.87 km\n",
      "---------------------------------------------------\n",
      "Total Distance: 58.36 km\n",
      "---------------------------------------------------\n",
      "Time(mins) to take with avg. of 100 km/h pace: 35.02 mins\n",
      "---------------------\n",
      "Run time mins:  3.5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_81f85e5c2c96b666e337d8e198a033a3 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_81f85e5c2c96b666e337d8e198a033a3&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_81f85e5c2c96b666e337d8e198a033a3 = L.map(\n",
       "                &quot;map_81f85e5c2c96b666e337d8e198a033a3&quot;,\n",
       "                {\n",
       "                    center: [41.0, 29.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_28fe0dccc5ea60eb0c68e9f203b453c2 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var poly_line_26b0ac8ff15689a51627fe347e29ac5c = L.polyline(\n",
       "                [[40.9013289, 29.3041483], [40.9012508, 29.3039422], [40.8869228, 29.2938077], [40.8868929, 29.2932694], [40.8854236, 29.2927021], [40.8844823, 29.2905726], [40.8841899, 29.289608], [40.8841641, 29.288407], [40.8838065, 29.2884384], [40.8834305, 29.2884719], [40.8830354, 29.2885098], [40.8829771, 29.286663], [40.8827453, 29.2867065], [40.8825486, 29.2867326], [40.882292, 29.2867616], [40.8821494, 29.286779], [40.8818747, 29.2868124], [40.881832, 29.2868176], [40.8814441, 29.286799], [40.8811305, 29.2868253], [40.8810688, 29.286826], [40.8808202, 29.2868287], [40.8807218, 29.2868317], [40.880268, 29.2868348], [40.8800851, 29.2867919], [40.8797554, 29.2867146], [40.8794319, 29.286557], [40.8789343, 29.2864327], [40.8786546, 29.2864212], [40.8782984, 29.2864065], [40.8779153, 29.2863239], [40.8769538, 29.2859328], [40.8766949, 29.2858264], [40.8763205, 29.285668], [40.8760684, 29.2855177], [40.8758348, 29.2853917], [40.8752735, 29.2846494], [40.8747574, 29.2841563], [40.8745582, 29.2839832], [40.8744088, 29.2838533], [40.87434, 29.2837935], [40.8742066, 29.2836076], [40.8741711, 29.2834901], [40.8740002, 29.2834496], [40.8735943, 29.2830632], [40.8734165, 29.2828939], [40.8730076, 29.2825114], [40.8723273, 29.2821002], [40.8717506, 29.2817938], [40.8708204, 29.2812288], [40.8701737, 29.2808508], [40.8697153, 29.2806147], [40.8695311, 29.2800823], [40.869586, 29.2795359], [40.8696883, 29.2791252], [40.8698217, 29.2788118], [40.8700657, 29.2781669], [40.8703029, 29.278114], [40.8718709, 29.2778227], [40.8683801, 29.2807374], [40.8682538, 29.2822848], [40.86821, 29.2823436], [40.867948, 29.2826455], [40.8669722, 29.2828308], [40.8666312, 29.2836637], [40.866391, 29.2841803], [40.8663609, 29.284257], [40.8662758, 29.2845625], [40.8652276, 29.2852008], [40.864522, 29.2856626], [40.8644647, 29.2861781], [40.864481, 29.2866953], [40.8644874, 29.287283], [40.8644684, 29.2878922], [40.8642277, 29.2879223], [40.863968, 29.2880582], [40.8636578, 29.2881811], [40.8637384, 29.2889835], [40.8631303, 29.2890637], [40.8623959, 29.2891475], [40.8622835, 29.2890203], [40.8621791, 29.2892308], [40.8621104, 29.2893568], [40.8619671, 29.2896366], [40.8618391, 29.289828], [40.8616407, 29.2898661], [40.8612557, 29.2899482], [40.8613132, 29.2904099], [40.8603913, 29.2906136], [40.8605589, 29.2908238], [40.8604287, 29.2911259], [40.8602317, 29.2914385], [40.8601149, 29.2913847], [40.8599119, 29.2915673], [40.859687, 29.2918862], [40.8594407, 29.2922093], [40.8592171, 29.2924109], [40.8589455, 29.2926727], [40.8582025, 29.2933323], [40.857823, 29.2930457], [40.8576993, 29.2929884], [40.8576453, 29.293221], [40.8576481, 29.2934111], [40.8574917, 29.2945893], [40.8571902, 29.2955028], [40.8565867, 29.2966497], [40.8561762, 29.2973032], [40.8559718, 29.2981084], [40.8558769, 29.2989306], [40.8555636, 29.2993566], [40.8552993, 29.2996789], [40.8549277, 29.3001158], [40.8546693, 29.3004157], [40.8539076, 29.3009976], [40.853815, 29.3010667], [40.8536784, 29.3012114], [40.8536008, 29.3012852], [40.8531936, 29.3016302], [40.852851, 29.3019038], [40.8528062, 29.3019549], [40.8525258, 29.3022619], [40.8522468, 29.3026098], [40.8520236, 29.3026302], [40.8516966, 29.3028237], [40.8506111, 29.3037631], [40.8504655, 29.3038752], [40.8501673, 29.3041603], [40.8497696, 29.3045331], [40.849347, 29.3048963], [40.8492144, 29.3050102]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var marker_60490fcd931989fb8b746a6c6e840942 = L.marker(\n",
       "                [40.9013289, 29.3041483],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_374d2e0ca55f2a92ac3377848ecc05f7 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_60490fcd931989fb8b746a6c6e840942.setIcon(icon_374d2e0ca55f2a92ac3377848ecc05f7);\n",
       "        \n",
       "    \n",
       "            var marker_a61e6decbb2a6a2c2734e1eb25da5785 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_32dc520e20f25750931f07313b019ec9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a61e6decbb2a6a2c2734e1eb25da5785.setIcon(icon_32dc520e20f25750931f07313b019ec9);\n",
       "        \n",
       "    \n",
       "            var marker_7d278fc87a14cd59f2e6f21ef9480ac6 = L.marker(\n",
       "                [40.9013289, 29.3041483],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_901eec1d1a117987db5b653fed81ccd7 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSabiha G\\u00f6k\\u00e7en Havaliman\\u0131, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_7d278fc87a14cd59f2e6f21ef9480ac6.setIcon(div_icon_901eec1d1a117987db5b653fed81ccd7);\n",
       "        \n",
       "    \n",
       "            var marker_b689a61fb3b526211562187dc008d9e9 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_4f72da658532edad4352ba8406464dd4 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003e\\u0130\\u00e7meler, Tuzla, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_b689a61fb3b526211562187dc008d9e9.setIcon(div_icon_4f72da658532edad4352ba8406464dd4);\n",
       "        \n",
       "    \n",
       "            var poly_line_bc0125c3ce5f9bd864d16dbd839c51c3 = L.polyline(\n",
       "                [[40.8492144, 29.3050102], [40.849347, 29.3048963], [40.8497696, 29.3045331], [40.8501673, 29.3041603], [40.8504655, 29.3038752], [40.8506111, 29.3037631], [40.8504038, 29.3028865], [40.8503289, 29.3026232], [40.850186, 29.3021084], [40.8501041, 29.3018128], [40.8500545, 29.3016351], [40.8498562, 29.300921], [40.8499148, 29.300396], [40.8500329, 29.299913], [40.8500832, 29.2994631], [40.8510397, 29.2966306], [40.8527235, 29.2945466], [40.8537803, 29.2933856], [40.8572552, 29.2883195], [40.8622019, 29.2777069], [40.8630606, 29.276743], [40.8646538, 29.2749449], [40.8694967, 29.2695989], [40.8788031, 29.2604663], [40.8800988, 29.2567637], [40.8802527, 29.2559167], [40.8805071, 29.2544819], [40.8844677, 29.2444864], [40.8861454, 29.2418968], [40.8873027, 29.2401287], [40.8882336, 29.2387322], [40.8890993, 29.2374334], [40.8892008, 29.2372696], [40.8991914, 29.2219995], [40.9033328, 29.215662], [40.9043745, 29.2139722], [40.9077085, 29.2078652], [40.9084453, 29.2056222], [40.9112025, 29.1968525], [40.9167521, 29.1787989], [40.9179623, 29.1748992], [40.9187972, 29.1721528], [40.919386, 29.1702727], [40.9201787, 29.167758], [40.922548, 29.1600349], [40.9241718, 29.154758], [40.9250683, 29.1526531], [40.9253549, 29.1521411], [40.9261511, 29.1510173], [40.9265811, 29.1504979], [40.9271995, 29.149726], [40.9295747, 29.1468246], [40.9318762, 29.143976], [40.9336749, 29.1417304], [40.9346286, 29.1405444], [40.9358503, 29.139024], [40.9417048, 29.1317612], [40.9464624, 29.1259122], [40.9490362, 29.1227434], [40.9505322, 29.1209721], [40.9507507, 29.1207083], [40.9525041, 29.1185587], [40.9617615, 29.1083924], [40.9636409, 29.1066843], [40.9647492, 29.1056801], [40.965339, 29.1051909], [40.9660959, 29.1046242], [40.9665393, 29.1043124], [40.9683611, 29.1031908], [40.9693216, 29.1026396], [40.9697206, 29.1024103], [40.970613, 29.1019167], [40.9726486, 29.1006643], [40.976648, 29.0983986], [40.9781555, 29.0974983], [40.9837663, 29.0925279], [40.9843026, 29.0919203], [40.9902021, 29.07976], [40.9910512, 29.0775431], [40.995569, 29.0654665], [40.9969898, 29.0616538], [41.0018387, 29.0587385], [41.0023787, 29.0589256], [41.0038037, 29.0596344], [41.012316, 29.0604367], [41.0188798, 29.0514316], [41.025551, 29.0465861], [41.0264398, 29.0463302], [41.0392425, 29.041016], [41.0561382, 29.0214954], [41.0636625, 29.0153943], [41.0648374, 29.0149297], [41.0670079, 29.0147037], [41.0673977, 29.0141669], [41.0680571, 29.0142262], [41.0695361, 29.0148483], [41.0722773, 29.0161139], [41.0738511, 29.0169353], [41.0741969, 29.0173977], [41.0743055, 29.0175361], [41.0743715, 29.0176238], [41.0748014, 29.0182217], [41.0751724, 29.0189649], [41.0755751, 29.0196639], [41.0759443, 29.0202509], [41.0759961, 29.0203362], [41.0764781, 29.0212075], [41.0767023, 29.0216879], [41.0771099, 29.0225769], [41.0772618, 29.0234785], [41.0765825, 29.0258735], [41.0760377, 29.0261061], [41.0757819, 29.0260488], [41.0748635, 29.0270753], [41.0752594, 29.0273414], [41.075397, 29.0272765], [41.0753753, 29.0277896], [41.0752304, 29.0282214], [41.0751724, 29.0284227], [41.0751393, 29.0286165], [41.0750978, 29.0299786], [41.0749618, 29.0303972], [41.0746888, 29.0312881], [41.0732058, 29.0336517], [41.0728459, 29.0343409], [41.0727316, 29.034553], [41.0722689, 29.0355751], [41.072123, 29.035921], [41.0711422, 29.0372514], [41.0700885, 29.0386493], [41.0692802, 29.0407687], [41.0687594, 29.0416951], [41.0685196, 29.0418938], [41.0682628, 29.0421176], [41.06805, 29.0422902], [41.0678691, 29.0424369], [41.0675442, 29.0427228], [41.0675262, 29.0427387], [41.0675998, 29.0430474], [41.0673791, 29.0432403]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var marker_3395da9e58797f64e99fbcb91c871212 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_24b3d7234fc1f22d61ec0b2498ff640f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3395da9e58797f64e99fbcb91c871212.setIcon(icon_24b3d7234fc1f22d61ec0b2498ff640f);\n",
       "        \n",
       "    \n",
       "            var marker_bf6564d565ade59603b23f0cfad0f1b9 = L.marker(\n",
       "                [41.0673791, 29.0432403],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_6baa7f797c662bcad9b9996aad567e40 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bf6564d565ade59603b23f0cfad0f1b9.setIcon(icon_6baa7f797c662bcad9b9996aad567e40);\n",
       "        \n",
       "    \n",
       "            var marker_c976a38cf9555fbdbfb7ed6949eaf31f = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_25e657edfd1c18ea07d4bd48a97fc28f = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003e\\u0130\\u00e7meler, Tuzla, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_c976a38cf9555fbdbfb7ed6949eaf31f.setIcon(div_icon_25e657edfd1c18ea07d4bd48a97fc28f);\n",
       "        \n",
       "    \n",
       "            var marker_0edac9a6f576c77effa1839244905876 = L.marker(\n",
       "                [41.0673791, 29.0432403],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_ee9cef23bff222fdb3bb4904b07e3708 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eArnavutk\\u00f6y, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_0edac9a6f576c77effa1839244905876.setIcon(div_icon_ee9cef23bff222fdb3bb4904b07e3708);\n",
       "        \n",
       "    \n",
       "            var poly_line_f4361077004a4b4e87ad9c6fb7103be4 = L.polyline(\n",
       "                [[41.0673791, 29.0432403], [41.0673001, 29.0428866], [41.0675262, 29.0427387], [41.0675442, 29.0427228], [41.0678691, 29.0424369], [41.06805, 29.0422902], [41.0682628, 29.0421176], [41.0684146, 29.0423204], [41.0687479, 29.0427423], [41.0688391, 29.0425842], [41.0690577, 29.0423408], [41.0692657, 29.0421321], [41.0692942, 29.0420911], [41.0697632, 29.0414019], [41.0699191, 29.0412782], [41.0711422, 29.0372514], [41.072123, 29.035921], [41.0722689, 29.0355751], [41.0727316, 29.034553], [41.0728459, 29.0343409], [41.0732058, 29.0336517], [41.0746888, 29.0312881], [41.0749618, 29.0303972], [41.0750978, 29.0299786], [41.0751393, 29.0286165], [41.0751724, 29.0284227], [41.0752722, 29.028375], [41.0767367, 29.0286448], [41.0770142, 29.0288103], [41.0771331, 29.0292634], [41.0772955, 29.0289295], [41.0774231, 29.0286326], [41.0774754, 29.0285203], [41.0775718, 29.0282758], [41.0776498, 29.0281707], [41.0775967, 29.0273662], [41.0775894, 29.0272663], [41.0774178, 29.0249174], [41.0781259, 29.0238189], [41.0792497, 29.022905], [41.0792877, 29.0228732], [41.0795214, 29.0226912], [41.0795195, 29.0225829], [41.0795012, 29.0217411], [41.0794721, 29.021231], [41.0794083, 29.0203623], [41.0793057, 29.0195828], [41.0791602, 29.0187827], [41.0790177, 29.0180665], [41.0794198, 29.0179182], [41.0794336, 29.0176256], [41.0794107, 29.0169921], [41.079444, 29.0166468], [41.0794481, 29.0159387], [41.0794721, 29.0152622], [41.0795573, 29.0147732], [41.0796707, 29.0147021], [41.0797332, 29.0146672], [41.0799742, 29.0145951], [41.080048, 29.0145742], [41.0802685, 29.0144925], [41.0801653, 29.0133177], [41.0801387, 29.0090537], [41.0800758, 29.0084612], [41.0799562, 29.0078471], [41.0817327, 29.0067056], [41.0817816, 29.0066813], [41.0821014, 29.0064968], [41.0838824, 29.0053341], [41.0844172, 29.0054393]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var marker_6353fd410364661c7800514e4a377990 = L.marker(\n",
       "                [41.0673791, 29.0432403],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_3b23ade16d6b5eca8713682883fbfbef = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6353fd410364661c7800514e4a377990.setIcon(icon_3b23ade16d6b5eca8713682883fbfbef);\n",
       "        \n",
       "    \n",
       "            var marker_52db4976c0e9f3e54e1badb418e1f784 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_1dd8131b3e0c097f9d452d9beab0c0a0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_52db4976c0e9f3e54e1badb418e1f784.setIcon(icon_1dd8131b3e0c097f9d452d9beab0c0a0);\n",
       "        \n",
       "    \n",
       "            var marker_9deec5e7b8ab8f7d4ef4f11c7e028cd6 = L.marker(\n",
       "                [41.0673791, 29.0432403],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_c0c78faca90ff980139ead8a9b48c3c3 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eArnavutk\\u00f6y, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_9deec5e7b8ab8f7d4ef4f11c7e028cd6.setIcon(div_icon_c0c78faca90ff980139ead8a9b48c3c3);\n",
       "        \n",
       "    \n",
       "            var marker_eacb7948c86385baecb0ffd2e27905f7 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_3d87b16f5c8ed98c4d62be1f30bee0e8 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_eacb7948c86385baecb0ffd2e27905f7.setIcon(div_icon_3d87b16f5c8ed98c4d62be1f30bee0e8);\n",
       "        \n",
       "    \n",
       "            var poly_line_0ef278d7b82d5ee59351cc8ac2bd0590 = L.polyline(\n",
       "                [[41.0844172, 29.0054393], [41.0846024, 29.0074873], [41.0847487, 29.0074947], [41.0858526, 29.006912], [41.0858812, 29.006852], [41.0859206, 29.0067321], [41.0859443, 29.0066157], [41.0859803, 29.005999], [41.0859883, 29.005461], [41.0857415, 29.0050698], [41.0857843, 29.0048664], [41.085909, 29.0047969], [41.0858783, 29.0046], [41.0858199, 29.0040152], [41.0857439, 29.0031953], [41.0857066, 29.0027931], [41.0856481, 29.0021003], [41.0855374, 29.0014736], [41.0855649, 29.0009943], [41.0855036, 29.0005963], [41.0854064, 29.0000688], [41.0853231, 28.9997034], [41.0853202, 28.9994902], [41.0852924, 28.9990963], [41.0853024, 28.9984543], [41.0852969, 28.99823], [41.0851874, 28.9977431], [41.085148, 28.997619], [41.0850823, 28.9974395], [41.0849986, 28.9973328], [41.0848731, 28.9971728], [41.0847805, 28.9970547], [41.0850888, 28.9963154], [41.0849423, 28.9958273], [41.0852663, 28.9951956], [41.0854334, 28.9944027], [41.0856044, 28.9942625], [41.085923, 28.9934188], [41.0859777, 28.9929998], [41.0859688, 28.9928406], [41.0857778, 28.9926811], [41.0856823, 28.9925274], [41.08526, 28.9911299], [41.0858721, 28.9890473], [41.0857244, 28.9890344], [41.0852821, 28.9890955], [41.0855311, 28.9882611], [41.0855199, 28.987019], [41.0854399, 28.9871486], [41.0851332, 28.9872043], [41.0851821, 28.9867885], [41.0851506, 28.986708], [41.0849488, 28.9863802], [41.0847659, 28.9860443], [41.0846214, 28.9857768], [41.0844646, 28.9854591], [41.0844999, 28.9853257], [41.0843823, 28.9852104], [41.0836459, 28.9840871], [41.0836062, 28.9840041], [41.0835411, 28.9839131], [41.0834751, 28.9837755], [41.083066, 28.9828824], [41.0828647, 28.982541], [41.0823361, 28.9816054], [41.082145, 28.979244], [41.0825127, 28.9782633], [41.0832211, 28.9772267], [41.0833387, 28.9769511], [41.0832643, 28.9767614], [41.0828471, 28.9764705], [41.0799659, 28.974538], [41.0796399, 28.9736899]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var marker_7b4c71924e57ea95a37548af56ff60bf = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_5f4a6a87a6f85548d2c1a870b232560e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7b4c71924e57ea95a37548af56ff60bf.setIcon(icon_5f4a6a87a6f85548d2c1a870b232560e);\n",
       "        \n",
       "    \n",
       "            var marker_1716808fda69d1c2ce16a0a8c36baf14 = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var icon_1bcb057de8ba2a8d36c51be89b1c1dae = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1716808fda69d1c2ce16a0a8c36baf14.setIcon(icon_1bcb057de8ba2a8d36c51be89b1c1dae);\n",
       "        \n",
       "    \n",
       "            var marker_91f76ad182898bbee334d0e7d169e866 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_d113d73a3fbcfaf0b162318601f80cb7 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_91f76ad182898bbee334d0e7d169e866.setIcon(div_icon_d113d73a3fbcfaf0b162318601f80cb7);\n",
       "        \n",
       "    \n",
       "            var marker_ba1ed2523c303b8fc2ecef30919200b5 = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_81f85e5c2c96b666e337d8e198a033a3);\n",
       "        \n",
       "    \n",
       "            var div_icon_12b5d5873348700e10e37737dc906abe = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eCendere Caddesi, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_ba1ed2523c303b8fc2ecef30919200b5.setIcon(div_icon_12b5d5873348700e10e37737dc906abe);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a24b5e9a00>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 5 places:\n",
    "start = time.time()\n",
    "addresses = [\"Sapphire, Kağıthane, İstanbul\", \"İçmeler, Tuzla, İstanbul\", \"Cendere Caddesi, Kağıthane, İstanbul\", \n",
    "             \"Sabiha Gökçen Havalimanı, İstanbul\", \"Arnavutköy, İstanbul\"]\n",
    "map1 = calculate_lowest_path(addresses)\n",
    "end = time.time()\n",
    "\n",
    "print(\"---------------------\")\n",
    "print(\"Run time mins: \", round((end - start)/60,2))\n",
    "      \n",
    "map1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1c0c52b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route:\n",
      "------\n",
      "Cendere Caddesi, Kağıthane, İstanbul to Sapphire, Kağıthane, İstanbul: 3.62 km\n",
      "Sapphire, Kağıthane, İstanbul to İçmeler, Tuzla, İstanbul: 39.55 km\n",
      "İçmeler, Tuzla, İstanbul to Sabiha Gökçen Havalimanı, İstanbul: 9.18 km\n",
      "---------------------------------------------------\n",
      "Total Distance: 52.35 km\n",
      "---------------------------------------------------\n",
      "Time(mins) to take with avg. of 100 km/h pace: 31.41 mins\n",
      "---------------------\n",
      "Run time mins:  0.72\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_0e1dcf15a2d5244cbbfc04a0a2363b6b {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_0e1dcf15a2d5244cbbfc04a0a2363b6b&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_0e1dcf15a2d5244cbbfc04a0a2363b6b = L.map(\n",
       "                &quot;map_0e1dcf15a2d5244cbbfc04a0a2363b6b&quot;,\n",
       "                {\n",
       "                    center: [41.0, 29.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_bbe829057aca88dede42b140ffe487c1 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var poly_line_575560fee8025841d2504577c7c234de = L.polyline(\n",
       "                [[41.0796399, 28.9736899], [41.0795522, 28.9734721], [41.0788748, 28.9740812], [41.0790206, 28.9746249], [41.0791768, 28.9746558], [41.0802172, 28.9751293], [41.0819457, 28.9761244], [41.0832552, 28.9768912], [41.0833387, 28.9769511], [41.0834257, 28.977034], [41.0835748, 28.9771755], [41.0853961, 28.9793338], [41.0863326, 28.9805615], [41.0864829, 28.9807651], [41.0865782, 28.9808906], [41.0876427, 28.9821482], [41.0878493, 28.9827876], [41.0878301, 28.9833208], [41.0881846, 28.9838411], [41.0882167, 28.9843991], [41.0879892, 28.984653], [41.0877077, 28.9854551], [41.0876517, 28.9856227], [41.0872391, 28.9865247], [41.0869423, 28.9870914], [41.0862324, 28.9892089], [41.0857141, 28.9907714], [41.0857175, 28.9907931], [41.0857778, 28.9926811], [41.0853754, 28.9941511], [41.0854334, 28.9944027], [41.0852663, 28.9951956], [41.0849423, 28.9958273], [41.0850888, 28.9963154], [41.0847805, 28.9970547], [41.0848731, 28.9971728], [41.0849986, 28.9973328], [41.0850823, 28.9974395], [41.0841679, 28.9984597], [41.084231, 28.9990112], [41.0841684, 28.9993953], [41.0841198, 28.9998585], [41.0840263, 28.999878], [41.084019, 29.00032], [41.0838886, 29.0007972], [41.0837864, 29.0012251], [41.0837331, 29.0015348], [41.0837795, 29.0019405], [41.0838438, 29.0022473], [41.0839244, 29.002632], [41.0838573, 29.0026568], [41.083713, 29.0027383], [41.0838562, 29.0035168], [41.0841203, 29.0034993], [41.0842002, 29.0047417], [41.0843148, 29.0050551], [41.0843415, 29.0051331], [41.0843739, 29.0052213], [41.0844172, 29.0054393]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var marker_7c5d614bb5b30623b064e7f9a23c0e2f = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_16ebf4466a649c1fa91e1b9e4a14984e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7c5d614bb5b30623b064e7f9a23c0e2f.setIcon(icon_16ebf4466a649c1fa91e1b9e4a14984e);\n",
       "        \n",
       "    \n",
       "            var marker_682900a0b3a959947480727bdf623e88 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_7f827946e6453aac57133d708eeeeb4f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_682900a0b3a959947480727bdf623e88.setIcon(icon_7f827946e6453aac57133d708eeeeb4f);\n",
       "        \n",
       "    \n",
       "            var marker_a095690c916cdb53fa73bfab373e04b0 = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_2ebc61ad75d6e0ef3471166683ef9e68 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eCendere Caddesi, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_a095690c916cdb53fa73bfab373e04b0.setIcon(div_icon_2ebc61ad75d6e0ef3471166683ef9e68);\n",
       "        \n",
       "    \n",
       "            var marker_9b52c9b7244dd83f436572c810c04273 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_155d8e1fb27e6566a6de18421cc4c57b = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_9b52c9b7244dd83f436572c810c04273.setIcon(div_icon_155d8e1fb27e6566a6de18421cc4c57b);\n",
       "        \n",
       "    \n",
       "            var poly_line_761b35988672760ad24173fd93e47db4 = L.polyline(\n",
       "                [[41.0844172, 29.0054393], [41.084431, 29.0075101], [41.0834953, 29.0084807], [41.0831935, 29.0088083], [41.0830546, 29.0089527], [41.0825848, 29.0093834], [41.0821453, 29.0097894], [41.0820749, 29.0098544], [41.0805536, 29.011111], [41.0794818, 29.0118875], [41.0792606, 29.0119968], [41.0791604, 29.0120619], [41.0787971, 29.0125942], [41.078527, 29.0127992], [41.0770514, 29.0139188], [41.0763834, 29.0143039], [41.0724711, 29.0159191], [41.0712075, 29.0154948], [41.0709545, 29.0153838], [41.0705646, 29.0152007], [41.0699568, 29.0148709], [41.0692077, 29.0144718], [41.0683966, 29.0140567], [41.0665086, 29.0131522], [41.065933, 29.0127664], [41.066259, 29.0126661], [41.056074, 29.0213385], [41.0350944, 29.0441744], [41.0278801, 29.0457015], [41.0234223, 29.0472186], [41.0221239, 29.047999], [41.0197272, 29.0500909], [41.018332, 29.0517535], [41.0174033, 29.0529054], [41.0128585, 29.0588585], [41.0125133, 29.0591538], [41.0087896, 29.060931], [41.0063527, 29.0647856], [41.0057215, 29.0668427], [41.0055217, 29.0681599], [41.0053866, 29.0701493], [41.0046751, 29.072391], [41.0029631, 29.0722451], [41.0020908, 29.0724248], [41.0014553, 29.0727146], [41.0007685, 29.0729853], [40.9996642, 29.0733675], [40.9992185, 29.0735059], [40.9968997, 29.0739479], [40.9962537, 29.073974], [40.995172, 29.0738591], [40.9948423, 29.073788], [40.9929047, 29.0733192], [40.9922751, 29.0731503], [40.992555, 29.0726376], [40.9921287, 29.0738132], [40.9912922, 29.0761415], [40.9908379, 29.0775425], [40.9894267, 29.0812809], [40.9880274, 29.0845839], [40.9861199, 29.0884262], [40.9856623, 29.0893623], [40.9850084, 29.0903497], [40.9828737, 29.0930775], [40.9827426, 29.0932378], [40.9819643, 29.0940495], [40.9811785, 29.0947851], [40.9806139, 29.0952703], [40.9796609, 29.0961925], [40.9759094, 29.0985365], [40.9669385, 29.103596], [40.9630698, 29.1067511], [40.9520132, 29.1188097], [40.950647, 29.120466], [40.9503601, 29.1208198], [40.949074, 29.1224296], [40.9489709, 29.1225557], [40.9462681, 29.1259003], [40.9411868, 29.1321238], [40.9408824, 29.1324696], [40.9392029, 29.1346353], [40.9375559, 29.1366635], [40.9360479, 29.1385211], [40.9358836, 29.1387131], [40.9346134, 29.1402967], [40.9327308, 29.1425861], [40.9323484, 29.1430382], [40.9305277, 29.1452589], [40.9298116, 29.1461466], [40.9297198, 29.1462637], [40.9276873, 29.1487929], [40.9263963, 29.1504098], [40.9253218, 29.1518465], [40.9246196, 29.1531121], [40.9242433, 29.1540063], [40.9207701, 29.1651914], [40.9189994, 29.1709336], [40.9187453, 29.1717835], [40.9176422, 29.1751878], [40.9167248, 29.1783298], [40.9137196, 29.1880944], [40.9101021, 29.1997274], [40.9093342, 29.2018465], [40.9083467, 29.2049863], [40.9070252, 29.2085259], [40.9069599, 29.208852], [40.9062784, 29.2103048], [40.9057256, 29.211285], [40.9050715, 29.2123595], [40.9049458, 29.2125593], [40.904329, 29.213589], [40.9040424, 29.2142193], [40.9024724, 29.2167372], [40.897049, 29.2249825], [40.8898757, 29.2359575], [40.888741, 29.2376359], [40.8880285, 29.238737], [40.8863878, 29.2412492], [40.8837402, 29.2453388], [40.88029, 29.2549042], [40.8765253, 29.2630437], [40.8756315, 29.2637811], [40.8689563, 29.2699493], [40.8649476, 29.2743608], [40.864142, 29.2752249], [40.8629371, 29.2766006], [40.8628208, 29.2767316], [40.8604994, 29.2798971], [40.8572235, 29.2879316], [40.8569906, 29.2883213], [40.8568022, 29.2887517], [40.856609, 29.2891931], [40.856077, 29.2901009], [40.8563653, 29.2920685], [40.8564554, 29.2921593], [40.855825, 29.2932447], [40.8560263, 29.2936805], [40.8558111, 29.2940077], [40.8553565, 29.2946962], [40.8550656, 29.2951097], [40.854799, 29.2954888], [40.8545369, 29.2958615], [40.8542839, 29.2962159], [40.8540357, 29.2965727], [40.8537697, 29.2969356], [40.8534943, 29.2973136], [40.8532427, 29.2976521], [40.8529941, 29.2980039], [40.8527698, 29.2983322], [40.8525779, 29.2985758], [40.8528505, 29.298962], [40.8525065, 29.2995628], [40.8526678, 29.3001643], [40.8518613, 29.3013139], [40.851614, 29.3020764], [40.8516256, 29.3027204], [40.8516966, 29.3028237], [40.8506111, 29.3037631], [40.8504655, 29.3038752], [40.8501673, 29.3041603], [40.8497696, 29.3045331], [40.849347, 29.3048963], [40.8492144, 29.3050102]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var marker_c63364f68028e2e81829b0020e2a5ab7 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_4337c64dd75e49da87f4a5724de58d8d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c63364f68028e2e81829b0020e2a5ab7.setIcon(icon_4337c64dd75e49da87f4a5724de58d8d);\n",
       "        \n",
       "    \n",
       "            var marker_8db0f78f26d4a5d07b0031b4a9c48592 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_212af3547f7f192580279a4c0e0a97cd = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8db0f78f26d4a5d07b0031b4a9c48592.setIcon(icon_212af3547f7f192580279a4c0e0a97cd);\n",
       "        \n",
       "    \n",
       "            var marker_1d163d24ce658408def55e3b288dd546 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_e57991787d09b65974824d8fd251235e = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_1d163d24ce658408def55e3b288dd546.setIcon(div_icon_e57991787d09b65974824d8fd251235e);\n",
       "        \n",
       "    \n",
       "            var marker_bf298f376d0856911e44ba4a63ead2b6 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_83845d2a5c3f019e2be22ec7739a4093 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003e\\u0130\\u00e7meler, Tuzla, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_bf298f376d0856911e44ba4a63ead2b6.setIcon(div_icon_83845d2a5c3f019e2be22ec7739a4093);\n",
       "        \n",
       "    \n",
       "            var poly_line_07cbbd1d0423c8c94c5528606b83f413 = L.polyline(\n",
       "                [[40.8492144, 29.3050102], [40.849347, 29.3048963], [40.8497696, 29.3045331], [40.8501673, 29.3041603], [40.8504655, 29.3038752], [40.8506111, 29.3037631], [40.8516966, 29.3028237], [40.8520236, 29.3026302], [40.8522468, 29.3026098], [40.8525258, 29.3022619], [40.8528062, 29.3019549], [40.852851, 29.3019038], [40.8531936, 29.3016302], [40.8536008, 29.3012852], [40.8536784, 29.3012114], [40.853815, 29.3010667], [40.8539076, 29.3009976], [40.8546693, 29.3004157], [40.8549277, 29.3001158], [40.8552993, 29.2996789], [40.8555636, 29.2993566], [40.8558769, 29.2989306], [40.8559718, 29.2981084], [40.8561762, 29.2973032], [40.8565867, 29.2966497], [40.8571902, 29.2955028], [40.8574917, 29.2945893], [40.8576481, 29.2934111], [40.8577482, 29.2932738], [40.8582025, 29.2933323], [40.8584423, 29.2934011], [40.8594822, 29.2936098], [40.8595522, 29.2933352], [40.8601069, 29.2933485], [40.8609355, 29.2933164], [40.8619379, 29.2932471], [40.8620424, 29.2932362], [40.8625292, 29.2932271], [40.8628578, 29.2932065], [40.8631849, 29.2931806], [40.8640726, 29.2931267], [40.8640791, 29.2927861], [40.8652213, 29.2930144], [40.8652869, 29.2923525], [40.8654807, 29.2923912], [40.8661549, 29.2925461], [40.8663571, 29.292574], [40.8663332, 29.2923147], [40.8663206, 29.2921775], [40.866295, 29.2918995], [40.8673579, 29.2917512], [40.8673484, 29.2916146], [40.8679711, 29.2915282], [40.8685726, 29.2914447], [40.8693711, 29.2915063], [40.8694297, 29.2915307], [40.8703655, 29.2906681], [40.8704299, 29.2906665], [40.8708464, 29.2906564], [40.8714068, 29.2905444], [40.8715487, 29.2905072], [40.8715333, 29.2891675], [40.8718438, 29.2890008], [40.871922, 29.2891129], [40.8721973, 29.2893987], [40.8734558, 29.294086], [40.874261, 29.2945888], [40.8744162, 29.2945366], [40.8745098, 29.294518], [40.8756496, 29.294539], [40.8758969, 29.2938956], [40.8758365, 29.2934105], [40.8763693, 29.2931728], [40.8766955, 29.2929992], [40.8772028, 29.292675], [40.877522, 29.2925414], [40.8780402, 29.2916253], [40.8783185, 29.2908433], [40.8783569, 29.2906429], [40.8789272, 29.2903361], [40.8794361, 29.2907217], [40.8797891, 29.2906697], [40.8802895, 29.2890581], [40.8802963, 29.2884368], [40.880268, 29.2868348], [40.8807218, 29.2868317], [40.8808202, 29.2868287], [40.8810688, 29.286826], [40.8811305, 29.2868253], [40.8814441, 29.286799], [40.881832, 29.2868176], [40.8818747, 29.2868124], [40.8821494, 29.286779], [40.882292, 29.2867616], [40.8825486, 29.2867326], [40.8827453, 29.2867065], [40.8829771, 29.286663], [40.8830354, 29.2885098], [40.8834305, 29.2884719], [40.8838065, 29.2884384], [40.8841641, 29.288407], [40.8841899, 29.289608], [40.8844823, 29.2905726], [40.8854236, 29.2927021], [40.8868929, 29.2932694], [40.8869228, 29.2938077], [40.9012508, 29.3039422], [40.9013289, 29.3041483]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var marker_77c6cf434d27fd37b1b540cb62250933 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_ca7b880968a603f14c69fe94a105c985 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_77c6cf434d27fd37b1b540cb62250933.setIcon(icon_ca7b880968a603f14c69fe94a105c985);\n",
       "        \n",
       "    \n",
       "            var marker_1f07fc2f8985383a66e22ddba837cbb0 = L.marker(\n",
       "                [40.9013289, 29.3041483],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var icon_a2c24549a570c294daf76d1020786c1e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1f07fc2f8985383a66e22ddba837cbb0.setIcon(icon_a2c24549a570c294daf76d1020786c1e);\n",
       "        \n",
       "    \n",
       "            var marker_321cd1fe29f7558a972987b21b77a236 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_652c9e088283f118189140c38903050f = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003e\\u0130\\u00e7meler, Tuzla, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_321cd1fe29f7558a972987b21b77a236.setIcon(div_icon_652c9e088283f118189140c38903050f);\n",
       "        \n",
       "    \n",
       "            var marker_613be3410456c6cd7365e2b80bf51a97 = L.marker(\n",
       "                [40.9013289, 29.3041483],\n",
       "                {}\n",
       "            ).addTo(map_0e1dcf15a2d5244cbbfc04a0a2363b6b);\n",
       "        \n",
       "    \n",
       "            var div_icon_bd389a8642abc1bc11fff0e2d1a36709 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSabiha G\\u00f6k\\u00e7en Havaliman\\u0131, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_613be3410456c6cd7365e2b80bf51a97.setIcon(div_icon_bd389a8642abc1bc11fff0e2d1a36709);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a1d6a8b6d0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 4 places :\n",
    "start = time.time()\n",
    "addresses = [\"Sapphire, Kağıthane, İstanbul\", \"İçmeler, Tuzla, İstanbul\", \"Cendere Caddesi, Kağıthane, İstanbul\", \n",
    "             \"Sabiha Gökçen Havalimanı, İstanbul\"]\n",
    "map1 = calculate_lowest_path(addresses)\n",
    "end = time.time()\n",
    "\n",
    "print(\"---------------------\")\n",
    "print(\"Run time mins: \", round((end - start)/60,2))\n",
    "\n",
    "map1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "90b59180",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Route:\n",
      "------\n",
      "İçmeler, Tuzla, İstanbul to Sapphire, Kağıthane, İstanbul: 39.14 km\n",
      "Sapphire, Kağıthane, İstanbul to Cendere Caddesi, Kağıthane, İstanbul: 3.87 km\n",
      "---------------------------------------------------\n",
      "Total Distance: 43.01 km\n",
      "---------------------------------------------------\n",
      "Time(mins) to take with avg. of 100 km/h pace: 25.81 mins\n",
      "---------------------\n",
      "Run time mins:  0.17\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_b7c84e615f5a7e115e65daf141df87dd {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_b7c84e615f5a7e115e65daf141df87dd&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_b7c84e615f5a7e115e65daf141df87dd = L.map(\n",
       "                &quot;map_b7c84e615f5a7e115e65daf141df87dd&quot;,\n",
       "                {\n",
       "                    center: [41.0, 29.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_ed7f4e7c1e42fc0cfabebb57fb186563 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var poly_line_09c6aedc381225b51ac061a2f4fa70ca = L.polyline(\n",
       "                [[40.8492144, 29.3050102], [40.849347, 29.3048963], [40.8497696, 29.3045331], [40.8501673, 29.3041603], [40.8504655, 29.3038752], [40.8506111, 29.3037631], [40.8504038, 29.3028865], [40.8503289, 29.3026232], [40.850186, 29.3021084], [40.8501041, 29.3018128], [40.8500545, 29.3016351], [40.8498562, 29.300921], [40.8499148, 29.300396], [40.8500329, 29.299913], [40.8500832, 29.2994631], [40.8510397, 29.2966306], [40.8527235, 29.2945466], [40.8537803, 29.2933856], [40.8572552, 29.2883195], [40.8622019, 29.2777069], [40.8630606, 29.276743], [40.8646538, 29.2749449], [40.8694967, 29.2695989], [40.8788031, 29.2604663], [40.8800988, 29.2567637], [40.8802527, 29.2559167], [40.8805071, 29.2544819], [40.8844677, 29.2444864], [40.8861454, 29.2418968], [40.8873027, 29.2401287], [40.8882336, 29.2387322], [40.8890993, 29.2374334], [40.8892008, 29.2372696], [40.8991914, 29.2219995], [40.9033328, 29.215662], [40.9043745, 29.2139722], [40.9077085, 29.2078652], [40.9084453, 29.2056222], [40.9112025, 29.1968525], [40.9167521, 29.1787989], [40.9179623, 29.1748992], [40.9187972, 29.1721528], [40.919386, 29.1702727], [40.9201787, 29.167758], [40.922548, 29.1600349], [40.9241718, 29.154758], [40.9250683, 29.1526531], [40.9253549, 29.1521411], [40.9261511, 29.1510173], [40.9265811, 29.1504979], [40.9271995, 29.149726], [40.9295747, 29.1468246], [40.9318762, 29.143976], [40.9336749, 29.1417304], [40.9346286, 29.1405444], [40.9358503, 29.139024], [40.9417048, 29.1317612], [40.9464624, 29.1259122], [40.9490362, 29.1227434], [40.9505322, 29.1209721], [40.9507507, 29.1207083], [40.9525041, 29.1185587], [40.9617615, 29.1083924], [40.9636409, 29.1066843], [40.9647492, 29.1056801], [40.965339, 29.1051909], [40.9660959, 29.1046242], [40.9665393, 29.1043124], [40.9683611, 29.1031908], [40.9693216, 29.1026396], [40.9697206, 29.1024103], [40.970613, 29.1019167], [40.9726486, 29.1006643], [40.976648, 29.0983986], [40.9781555, 29.0974983], [40.9837663, 29.0925279], [40.9843026, 29.0919203], [40.9902021, 29.07976], [40.9910512, 29.0775431], [40.995569, 29.0654665], [40.9969898, 29.0616538], [41.0018387, 29.0587385], [41.0023787, 29.0589256], [41.0038037, 29.0596344], [41.012316, 29.0604367], [41.0188798, 29.0514316], [41.025551, 29.0465861], [41.0264398, 29.0463302], [41.0392425, 29.041016], [41.0561382, 29.0214954], [41.0636625, 29.0153943], [41.0648374, 29.0149297], [41.0670079, 29.0147037], [41.0673977, 29.0141669], [41.0680571, 29.0142262], [41.0695361, 29.0148483], [41.0722773, 29.0161139], [41.0726005, 29.0161423], [41.0745325, 29.0153356], [41.0750464, 29.0151034], [41.0754583, 29.0149152], [41.0775325, 29.0137374], [41.0777837, 29.0135631], [41.0788417, 29.0130528], [41.0792849, 29.0138442], [41.0795887, 29.0138652], [41.0801653, 29.0133177], [41.0801387, 29.0090537], [41.0800758, 29.0084612], [41.0799562, 29.0078471], [41.0817327, 29.0067056], [41.0817816, 29.0066813], [41.0821014, 29.0064968], [41.0838824, 29.0053341], [41.0844172, 29.0054393]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var marker_a2fd6d747fc79e63de176fb79fef452f = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var icon_907a0951a17220f5465092af755d48c1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a2fd6d747fc79e63de176fb79fef452f.setIcon(icon_907a0951a17220f5465092af755d48c1);\n",
       "        \n",
       "    \n",
       "            var marker_d5227a94b0f1d9586c558242c2f372bd = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var icon_627a33fe246c5f2fcb61315910947875 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d5227a94b0f1d9586c558242c2f372bd.setIcon(icon_627a33fe246c5f2fcb61315910947875);\n",
       "        \n",
       "    \n",
       "            var marker_e79bcd21697972cd91a0262054aa8074 = L.marker(\n",
       "                [40.8492144, 29.3050102],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var div_icon_4fec8acd7bf34a351b3422ad05d08ae2 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003e\\u0130\\u00e7meler, Tuzla, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_e79bcd21697972cd91a0262054aa8074.setIcon(div_icon_4fec8acd7bf34a351b3422ad05d08ae2);\n",
       "        \n",
       "    \n",
       "            var marker_49f68d014f2aeb23fe34df8c0af7fd1a = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var div_icon_d37b713f3e04f067dc548774002e3084 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_49f68d014f2aeb23fe34df8c0af7fd1a.setIcon(div_icon_d37b713f3e04f067dc548774002e3084);\n",
       "        \n",
       "    \n",
       "            var poly_line_d660369ae7f7185c2faf242f2a9334ae = L.polyline(\n",
       "                [[41.0844172, 29.0054393], [41.0846024, 29.0074873], [41.0847487, 29.0074947], [41.0858526, 29.006912], [41.0858812, 29.006852], [41.0859206, 29.0067321], [41.0859443, 29.0066157], [41.0859803, 29.005999], [41.0859883, 29.005461], [41.0857415, 29.0050698], [41.0857843, 29.0048664], [41.085909, 29.0047969], [41.0858783, 29.0046], [41.0858199, 29.0040152], [41.0857439, 29.0031953], [41.0857066, 29.0027931], [41.0856481, 29.0021003], [41.0855374, 29.0014736], [41.0855649, 29.0009943], [41.0855036, 29.0005963], [41.0854064, 29.0000688], [41.0853231, 28.9997034], [41.0853202, 28.9994902], [41.0852924, 28.9990963], [41.0853024, 28.9984543], [41.0852969, 28.99823], [41.0851874, 28.9977431], [41.085148, 28.997619], [41.0850823, 28.9974395], [41.0849986, 28.9973328], [41.0848731, 28.9971728], [41.0847805, 28.9970547], [41.0850888, 28.9963154], [41.0849423, 28.9958273], [41.0852663, 28.9951956], [41.0854334, 28.9944027], [41.0856044, 28.9942625], [41.085923, 28.9934188], [41.0859777, 28.9929998], [41.0859688, 28.9928406], [41.0857778, 28.9926811], [41.0856823, 28.9925274], [41.08526, 28.9911299], [41.0858721, 28.9890473], [41.0857244, 28.9890344], [41.0852821, 28.9890955], [41.0855311, 28.9882611], [41.0855199, 28.987019], [41.0854399, 28.9871486], [41.0851332, 28.9872043], [41.0851821, 28.9867885], [41.0851506, 28.986708], [41.0849488, 28.9863802], [41.0847659, 28.9860443], [41.0846214, 28.9857768], [41.0844646, 28.9854591], [41.0844999, 28.9853257], [41.0843823, 28.9852104], [41.0836459, 28.9840871], [41.0836062, 28.9840041], [41.0835411, 28.9839131], [41.0834751, 28.9837755], [41.083066, 28.9828824], [41.0828647, 28.982541], [41.0823361, 28.9816054], [41.082145, 28.979244], [41.0825127, 28.9782633], [41.0832211, 28.9772267], [41.0833387, 28.9769511], [41.0832643, 28.9767614], [41.0828471, 28.9764705], [41.0799659, 28.974538], [41.0796399, 28.9736899]],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 4}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var marker_e8f0edde26e2743ca92ef58274a86e7c = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var icon_fe436c5be764bfeaf2bf33d4d22b7e42 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e8f0edde26e2743ca92ef58274a86e7c.setIcon(icon_fe436c5be764bfeaf2bf33d4d22b7e42);\n",
       "        \n",
       "    \n",
       "            var marker_0f2f5c4b0f2bdb02e71b5e26de48fca6 = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var icon_14b0795051d05f9d1742eff38ddec107 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_0f2f5c4b0f2bdb02e71b5e26de48fca6.setIcon(icon_14b0795051d05f9d1742eff38ddec107);\n",
       "        \n",
       "    \n",
       "            var marker_95742bbd0a542fa145566060487165c4 = L.marker(\n",
       "                [41.0844172, 29.0054393],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var div_icon_1ee41bad4f5d91ba4120a807232cb96f = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eSapphire, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_95742bbd0a542fa145566060487165c4.setIcon(div_icon_1ee41bad4f5d91ba4120a807232cb96f);\n",
       "        \n",
       "    \n",
       "            var marker_5c9d8167634aa71b7578f40c17e3225f = L.marker(\n",
       "                [41.0796399, 28.9736899],\n",
       "                {}\n",
       "            ).addTo(map_b7c84e615f5a7e115e65daf141df87dd);\n",
       "        \n",
       "    \n",
       "            var div_icon_b8c6480346664f025e1d2ef8792ddf97 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-weight: bold; font-size: 14px;\\&quot;\\u003eCendere Caddesi, Ka\\u011f\\u0131thane, \\u0130stanbul\\u003c/div\\u003e&quot;});\n",
       "            marker_5c9d8167634aa71b7578f40c17e3225f.setIcon(div_icon_b8c6480346664f025e1d2ef8792ddf97);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a244c6b160>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 3 places:\n",
    "start = time.time()\n",
    "addresses = [\"Sapphire, Kağıthane, İstanbul\", \"İçmeler, Tuzla, İstanbul\", \"Cendere Caddesi, Kağıthane, İstanbul\"]\n",
    "map1 = calculate_lowest_path(addresses)\n",
    "end = time.time()\n",
    "\n",
    "print(\"---------------------\")\n",
    "print(\"Run time mins: \", round((end - start)/60,2))\n",
    "\n",
    "map1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cd22f3e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}