lab_jupyter_launch_site_location.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": "<p style=\"text-align:center\">\n    <a href=\"https://skills.network/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork26802033-2022-01-01\" target=\"_blank\">\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\">\n    </a>\n</p>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# **Launch Sites Locations Analysis with Folium**\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Estimated time needed: **40** minutes\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The launch success rate may depend on many factors such as payload mass, orbit type, and so on. It may also depend on the location and proximities of a launch site, i.e., the initial position of rocket trajectories. Finding an optimal location for building a launch site certainly involves many factors and hopefully we could discover some of the factors by analyzing the existing launch site locations.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "In the previous exploratory data analysis labs, you have visualized the SpaceX launch dataset using `matplotlib` and `seaborn` and discovered some preliminary correlations between the launch site and success rates. In this lab, you will be performing more interactive visual analytics using `Folium`.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Objectives\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "This lab contains the following tasks:\n\n*   **TASK 1:** Mark all launch sites on a map\n*   **TASK 2:** Mark the success/failed launches for each site on the map\n*   **TASK 3:** Calculate the distances between a launch site to its proximities\n\nAfter completed the above tasks, you should be able to find some geographical patterns about launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first import required Python packages for this lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "import piplite\nawait piplite.install(['folium'])\nawait piplite.install(['pandas'])",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 25
    },
    {
      "cell_type": "code",
      "source": "import folium\nimport pandas as pd",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 26
    },
    {
      "cell_type": "code",
      "source": "# Import folium MarkerCluster plugin\nfrom folium.plugins import MarkerCluster\n# Import folium MousePosition plugin\nfrom folium.plugins import MousePosition\n# Import folium DivIcon plugin\nfrom folium.features import DivIcon",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 27
    },
    {
      "cell_type": "markdown",
      "source": "If you need to refresh your memory about folium, you may download and refer to this previous folium lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "[Generating Maps with Python](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module\\_3/DV0101EN-3-5-1-Generating-Maps-in-Python-py-v2.0.ipynb)\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "## Task 1: Mark all launch sites on a map\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "First, let's try to add each site's location on a map using site's latitude and longitude coordinates\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The following dataset with the name `spacex_launch_geo.csv` is an augmented dataset with latitude and longitude added for each site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Download and read the `spacex_launch_geo.csv`\nfrom js import fetch\nimport io\n\nURL = 'https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/datasets/spacex_launch_geo.csv'\nresp = await fetch(URL)\nspacex_csv_file = io.BytesIO((await resp.arrayBuffer()).to_py())\nspacex_df=pd.read_csv(spacex_csv_file)\nspacex_df.head()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 28,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   Flight Number        Date Time (UTC) Booster Version  Launch Site  \\\n0              1  2010-06-04   18:45:00  F9 v1.0  B0003  CCAFS LC-40   \n1              2  2010-12-08   15:43:00  F9 v1.0  B0004  CCAFS LC-40   \n2              3  2012-05-22    7:44:00  F9 v1.0  B0005  CCAFS LC-40   \n3              4  2012-10-08    0:35:00  F9 v1.0  B0006  CCAFS LC-40   \n4              5  2013-03-01   15:10:00  F9 v1.0  B0007  CCAFS LC-40   \n\n                                             Payload  Payload Mass (kg)  \\\n0               Dragon Spacecraft Qualification Unit                0.0   \n1  Dragon demo flight C1, two CubeSats,  barrel o...                0.0   \n2                             Dragon demo flight C2+              525.0   \n3                                       SpaceX CRS-1              500.0   \n4                                       SpaceX CRS-2              677.0   \n\n       Orbit         Customer        Landing Outcome  class        Lat  \\\n0        LEO           SpaceX  Failure   (parachute)      0  28.562302   \n1  LEO (ISS)  NASA (COTS) NRO  Failure   (parachute)      0  28.562302   \n2  LEO (ISS)      NASA (COTS)             No attempt      0  28.562302   \n3  LEO (ISS)       NASA (CRS)             No attempt      0  28.562302   \n4  LEO (ISS)       NASA (CRS)             No attempt      0  28.562302   \n\n        Long  \n0 -80.577356  \n1 -80.577356  \n2 -80.577356  \n3 -80.577356  \n4 -80.577356  ",
            "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>Flight Number</th>\n      <th>Date</th>\n      <th>Time (UTC)</th>\n      <th>Booster Version</th>\n      <th>Launch Site</th>\n      <th>Payload</th>\n      <th>Payload Mass (kg)</th>\n      <th>Orbit</th>\n      <th>Customer</th>\n      <th>Landing Outcome</th>\n      <th>class</th>\n      <th>Lat</th>\n      <th>Long</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>2010-06-04</td>\n      <td>18:45:00</td>\n      <td>F9 v1.0  B0003</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon Spacecraft Qualification Unit</td>\n      <td>0.0</td>\n      <td>LEO</td>\n      <td>SpaceX</td>\n      <td>Failure   (parachute)</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>2010-12-08</td>\n      <td>15:43:00</td>\n      <td>F9 v1.0  B0004</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon demo flight C1, two CubeSats,  barrel o...</td>\n      <td>0.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (COTS) NRO</td>\n      <td>Failure   (parachute)</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>2012-05-22</td>\n      <td>7:44:00</td>\n      <td>F9 v1.0  B0005</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon demo flight C2+</td>\n      <td>525.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (COTS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>2012-10-08</td>\n      <td>0:35:00</td>\n      <td>F9 v1.0  B0006</td>\n      <td>CCAFS LC-40</td>\n      <td>SpaceX CRS-1</td>\n      <td>500.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (CRS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>2013-03-01</td>\n      <td>15:10:00</td>\n      <td>F9 v1.0  B0007</td>\n      <td>CCAFS LC-40</td>\n      <td>SpaceX CRS-2</td>\n      <td>677.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (CRS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 28
    },
    {
      "cell_type": "markdown",
      "source": "Now, you can take a look at what are the coordinates for each site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Select relevant sub-columns: `Launch Site`, `Lat(Latitude)`, `Long(Longitude)`, `class`\nspacex_df = spacex_df[['Launch Site', 'Lat', 'Long', 'class']]\nlaunch_sites_df = spacex_df.groupby(['Launch Site'], as_index=False).first()\nlaunch_sites_df = launch_sites_df[['Launch Site', 'Lat', 'Long']]\nlaunch_sites_df",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 29,
          "output_type": "execute_result",
          "data": {
            "text/plain": "    Launch Site        Lat        Long\n0   CCAFS LC-40  28.562302  -80.577356\n1  CCAFS SLC-40  28.563197  -80.576820\n2    KSC LC-39A  28.573255  -80.646895\n3   VAFB SLC-4E  34.632834 -120.610745",
            "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>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>VAFB SLC-4E</td>\n      <td>34.632834</td>\n      <td>-120.610745</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 29
    },
    {
      "cell_type": "markdown",
      "source": "Above coordinates are just plain numbers that can not give you any intuitive insights about where are those launch sites. If you are very good at geography, you can interpret those numbers directly in your mind. If not, that's fine too. Let's visualize those locations by pinning them on a map.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "We first need to create a folium `Map` object, with an initial center location to be NASA Johnson Space Center at Houston, Texas.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Start location is NASA Johnson Space Center\nnasa_coordinate = [29.559684888503615, -95.0830971930759]\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=10)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 30
    },
    {
      "cell_type": "markdown",
      "source": "We could use `folium.Circle` to add a highlighted circle area with a text label on a specific coordinate. For example,\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a blue circle at NASA Johnson Space Center's coordinate with a popup label showing its name\ncircle = folium.Circle(nasa_coordinate, radius=1000, color='#d35400', fill=True).add_child(folium.Popup('NASA Johnson Space Center'))\n# Create a blue circle at NASA Johnson Space Center's coordinate with a icon showing its name\nmarker = folium.map.Marker(\n    nasa_coordinate,\n    # Create an icon as a text label\n    icon=DivIcon(\n        icon_size=(20,20),\n        icon_anchor=(0,0),\n        html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'NASA JSC',\n        )\n    )\nsite_map.add_child(circle)\nsite_map.add_child(marker)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 31,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x5efcdd8>",
            "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-3.7.1.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-glyphicons.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_e7b954880eb4c4077f18e6aac236dcb5 {\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_e7b954880eb4c4077f18e6aac236dcb5&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_e7b954880eb4c4077f18e6aac236dcb5 = L.map(\n                &quot;map_e7b954880eb4c4077f18e6aac236dcb5&quot;,\n                {\n                    center: [29.559684888503615, -95.0830971930759],\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_1b738c607f82570ecb46641454d08e37 = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_1b738c607f82570ecb46641454d08e37.addTo(map_e7b954880eb4c4077f18e6aac236dcb5);\n        \n    \n            var circle_8070cf8aac620250cfb0a08588a9462a = L.circle(\n                [29.559684888503615, -95.0830971930759],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#d35400&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#d35400&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;opacity&quot;: 1.0, &quot;radius&quot;: 1000, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_e7b954880eb4c4077f18e6aac236dcb5);\n        \n    \n        var popup_18265864a5030705c140c2879d395c25 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_6c5715bb19099ecc216461fd7d56fa43 = $(`&lt;div id=&quot;html_6c5715bb19099ecc216461fd7d56fa43&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_18265864a5030705c140c2879d395c25.setContent(html_6c5715bb19099ecc216461fd7d56fa43);\n            \n        \n\n        circle_8070cf8aac620250cfb0a08588a9462a.bindPopup(popup_18265864a5030705c140c2879d395c25)\n        ;\n\n        \n    \n    \n            var marker_f99a88649d19bd0a5659e81769ae7c96 = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_e7b954880eb4c4077f18e6aac236dcb5);\n        \n    \n            var div_icon_0257b05e630251eaa10653112889fc10 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#d35400;\\&quot;\\u003e\\u003cb\\u003eNASA JSC\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_f99a88649d19bd0a5659e81769ae7c96.setIcon(div_icon_0257b05e630251eaa10653112889fc10);\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>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 31
    },
    {
      "cell_type": "markdown",
      "source": "and you should find a small yellow circle near the city of Houston and you can zoom-in to see a larger circle.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, let's add a circle for each launch site in data frame `launch_sites`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:*  Create and add `folium.Circle` and `folium.Marker` for each launch site on the site map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Circle:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.Circle(coordinate, radius=1000, color='#000000', fill=True).add_child(folium.Popup(...))`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Marker:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.map.Marker(coordinate, icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0), html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'label', ))`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Initial the map\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=5)\n# For each launch site, add a Circle object based on its coordinate (Lat, Long) values. In addition, add Launch site name as a popup label\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 32
    },
    {
      "cell_type": "markdown",
      "source": "The generated map with marked launch sites should look similar to the following:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_markers.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, you can explore the map by zoom-in/out the marked areas\n, and try to answer the following questions:\n\n*   Are all launch sites in proximity to the Equator line?\n*   Are all launch sites in very close proximity to the coast?\n\nAlso please try to explain your findings.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Task 2: Mark the success/failed launches for each site on the map\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's try to enhance the map by adding the launch outcomes for each site, and see which sites have high success rates.\nRecall that data frame spacex_df has detailed launch records, and the `class` column indicates if this launch was successful or not\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "spacex_df.head(5)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 36,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   Launch Site        Lat       Long  class\n0  CCAFS LC-40  28.562302 -80.577356      0\n1  CCAFS LC-40  28.562302 -80.577356      0\n2  CCAFS LC-40  28.562302 -80.577356      0\n3  CCAFS LC-40  28.562302 -80.577356      0\n4  CCAFS LC-40  28.562302 -80.577356      0",
            "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>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>class</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 36
    },
    {
      "cell_type": "code",
      "source": "spacex_df.tail(10)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 33,
          "output_type": "execute_result",
          "data": {
            "text/plain": "     Launch Site        Lat       Long  class\n46    KSC LC-39A  28.573255 -80.646895      1\n47    KSC LC-39A  28.573255 -80.646895      1\n48    KSC LC-39A  28.573255 -80.646895      1\n49  CCAFS SLC-40  28.563197 -80.576820      1\n50  CCAFS SLC-40  28.563197 -80.576820      1\n51  CCAFS SLC-40  28.563197 -80.576820      0\n52  CCAFS SLC-40  28.563197 -80.576820      0\n53  CCAFS SLC-40  28.563197 -80.576820      0\n54  CCAFS SLC-40  28.563197 -80.576820      1\n55  CCAFS SLC-40  28.563197 -80.576820      0",
            "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>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>class</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>46</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 33
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's create markers for all launch records.\nIf a launch was successful `(class=1)`, then we use a green marker and if a launch was failed, we use a red marker `(class=0)`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Note that a launch only happens in one of the four launch sites, which means many launch records will have the exact same coordinate. Marker clusters can be a good way to simplify a map containing many markers having the same coordinate.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first create a `MarkerCluster` object\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "marker_cluster = MarkerCluster()",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 34
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Create a new column in `launch_sites` dataframe called `marker_color` to store the marker colors based on the `class` value\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "\n# Apply a function to check the value of `class` column\n# If class=1, marker_color value will be green\n# If class=0, marker_color value will be red",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* For each launch result in `spacex_df` data frame, add a `folium.Marker` to `marker_cluster`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Add marker_cluster to current site_map\nsite_map.add_child(marker_cluster)\n\n# for each row in spacex_df data frame\n# create a Marker object with its coordinate\n# and customize the Marker's icon property to indicate if this launch was successed or failed, \n# e.g., icon=folium.Icon(color='white', icon_color=row['marker_color']\nfor index, record in spacex_df.iterrows():\n    # TODO: Create and add a Marker cluster to the site map\n    # marker = folium.Marker(...)\n    marker_cluster.add_child(marker)\n\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 35,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x5ec8270>",
            "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-3.7.1.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-glyphicons.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_542e438193cd8080d8c49067d00e3b7e {\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;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_542e438193cd8080d8c49067d00e3b7e&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_542e438193cd8080d8c49067d00e3b7e = L.map(\n                &quot;map_542e438193cd8080d8c49067d00e3b7e&quot;,\n                {\n                    center: [29.559684888503615, -95.0830971930759],\n                    crs: L.CRS.EPSG3857,\n                    zoom: 5,\n                    zoomControl: true,\n                    preferCanvas: false,\n                }\n            );\n\n            \n\n        \n    \n            var tile_layer_6e1e787c04ad74b5155dc4f9ee8a42eb = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_6e1e787c04ad74b5155dc4f9ee8a42eb.addTo(map_542e438193cd8080d8c49067d00e3b7e);\n        \n    \n            var marker_cluster_abd3078872e06b1c19120aa9a438d5e0 = L.markerClusterGroup(\n                {}\n            );\n        \n    \n            var marker_f99a88649d19bd0a5659e81769ae7c96 = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(marker_cluster_abd3078872e06b1c19120aa9a438d5e0);\n        \n    \n            var div_icon_0257b05e630251eaa10653112889fc10 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#d35400;\\&quot;\\u003e\\u003cb\\u003eNASA JSC\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_f99a88649d19bd0a5659e81769ae7c96.setIcon(div_icon_0257b05e630251eaa10653112889fc10);\n        \n    \n            marker_cluster_abd3078872e06b1c19120aa9a438d5e0.addTo(map_542e438193cd8080d8c49067d00e3b7e);\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>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 35
    },
    {
      "cell_type": "code",
      "source": "# Create a map centered around the first launch site\nsite_map = folium.Map(location=[spacex_df['Lat'].mean(), spacex_df['Long'].mean()], zoom_start=5)\n\n# Create a MarkerCluster object\nmarker_cluster = MarkerCluster()\n\n# Add marker_cluster to current site_map\nsite_map.add_child(marker_cluster)\n\n# Iterate through each row in the spacex_df DataFrame\nfor index, record in spacex_df.iterrows():\n    # Determine the marker color based on the launch success\n    marker_color = 'green' if record['class'] == 1 else 'red'\n    \n    # Create a Marker object with its coordinate and customized icon\n    marker = folium.Marker(\n        location=[record['Lat'], record['Long']],\n        icon=folium.Icon(color='white', icon_color=marker_color)\n    )\n    \n    # Add the Marker to the MarkerCluster\n    marker_cluster.add_child(marker)\n\n# Display the map\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 37,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x5fc7318>",
            "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-3.7.1.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-glyphicons.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_4a87ea48942866ade4c1c4666a3bbfd9 {\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;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_4a87ea48942866ade4c1c4666a3bbfd9&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_4a87ea48942866ade4c1c4666a3bbfd9 = L.map(\n                &quot;map_4a87ea48942866ade4c1c4666a3bbfd9&quot;,\n                {\n                    center: [29.648980044464285, -87.74225182964287],\n                    crs: L.CRS.EPSG3857,\n                    zoom: 5,\n                    zoomControl: true,\n                    preferCanvas: false,\n                }\n            );\n\n            \n\n        \n    \n            var tile_layer_f5bd46271cca16484903ecbc57e0790d = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_f5bd46271cca16484903ecbc57e0790d.addTo(map_4a87ea48942866ade4c1c4666a3bbfd9);\n        \n    \n            var marker_cluster_e84c9830cc2cc95550c0548e65ab4a47 = L.markerClusterGroup(\n                {}\n            );\n        \n    \n            var marker_bf821faabd2c4ab9d958888df21d2b4f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_26d592d13fd824a0371d8abc7f4d19ce = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bf821faabd2c4ab9d958888df21d2b4f.setIcon(icon_26d592d13fd824a0371d8abc7f4d19ce);\n        \n    \n            var marker_727c2c068dfd22262e0628a0d8751920 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f9e097d378d16e2d8ee75bcb12b54d56 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_727c2c068dfd22262e0628a0d8751920.setIcon(icon_f9e097d378d16e2d8ee75bcb12b54d56);\n        \n    \n            var marker_c5c88339c8a600b41a48dcb3348b707c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0784f10cb888d2269779aec0936879d5 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c5c88339c8a600b41a48dcb3348b707c.setIcon(icon_0784f10cb888d2269779aec0936879d5);\n        \n    \n            var marker_8a3adb4e4b5bce614d49ffad9663a298 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n  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&quot;glyphicon&quot;}\n            );\n            marker_a2641ddeeee39600c23b5e3c7446df76.setIcon(icon_15239ccd9da7256c2b0a597c46144d38);\n        \n    \n            var marker_8302a8ef3980d249cb0ce2029107db15 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0c43b2018b4be3ba47f1f90f82379b3c = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8302a8ef3980d249cb0ce2029107db15.setIcon(icon_0c43b2018b4be3ba47f1f90f82379b3c);\n        \n    \n            var marker_22e74725d052301ebadfd2ba96cc86eb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_86610585cec5213f7c69c824416b9a36.setIcon(icon_0f855ca64183f6c8050dcbc59e37377e);\n        \n    \n            var marker_de8c94a466a320d835862d23219c9311 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d3aceac3f3d369afc8e67c2382d18263 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_de8c94a466a320d835862d23219c9311.setIcon(icon_d3aceac3f3d369afc8e67c2382d18263);\n        \n    \n            var marker_d2036fc799917a5613cf0d487f20e306 = L.marker(\n                [28.56230197, -80.57735648],\n                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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b12ff741ea35a7829233f9acad4ae015.setIcon(icon_a254a2dd2ce9beeb16c48357e89be6c5);\n        \n    \n            var marker_f9f6b7af9caf87d627d0b01b89fc9c7f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_04fb84b6024c83caf419e2b7302020cd = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f9f6b7af9caf87d627d0b01b89fc9c7f.setIcon(icon_04fb84b6024c83caf419e2b7302020cd);\n        \n    \n            var marker_a2e10ac310b925a43da530e445d31d69 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_58c3a28d9c486e71dfea1f892389e3e4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a2e10ac310b925a43da530e445d31d69.setIcon(icon_58c3a28d9c486e71dfea1f892389e3e4);\n        \n    \n            var marker_b351f2ac869b66f498b0f147487d5930 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_eca77d68a0b5c5b1c15064aa7ba1f62b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b351f2ac869b66f498b0f147487d5930.setIcon(icon_eca77d68a0b5c5b1c15064aa7ba1f62b);\n        \n    \n            var marker_4a2dd2db37a6568f426c443529015e89 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_000f3f89aee83cf9b17e729efa6663f5 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4a2dd2db37a6568f426c443529015e89.setIcon(icon_000f3f89aee83cf9b17e729efa6663f5);\n        \n    \n            var marker_8fad7c3725c8b2c47cea48f1743d4c7b = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_7539ed496c3ed4ca088c10330d638935 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8fad7c3725c8b2c47cea48f1743d4c7b.setIcon(icon_7539ed496c3ed4ca088c10330d638935);\n        \n    \n            var marker_85bf4ca29f55ec2dccd4887f3148ebbe = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_21b7aca50f9f481d7089e982c3257418 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_85bf4ca29f55ec2dccd4887f3148ebbe.setIcon(icon_21b7aca50f9f481d7089e982c3257418);\n        \n    \n            var marker_2f68a10d9cf4bf26217f532db9af7110 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_c40dbc9834a092324f5f2aced0ec5eeb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f68a10d9cf4bf26217f532db9af7110.setIcon(icon_c40dbc9834a092324f5f2aced0ec5eeb);\n        \n    \n            var marker_2b1b4d6691c1d1b41186e6f3f28cccc2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_47daeb48f97ae37dcf6a754699ebf21a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b1b4d6691c1d1b41186e6f3f28cccc2.setIcon(icon_47daeb48f97ae37dcf6a754699ebf21a);\n        \n    \n            var marker_8cdd753dbf8804e9afb19ce543c7073e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f7adf97301c2b3333113f580deeb0011 = L.AwesomeMarkers.icon(\n                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marker_5cc01dd9b777c7dd7375825cf54a153b.setIcon(icon_6a66a0d4c8390db07aac7f47d5b2a148);\n        \n    \n            var marker_9b89aecb144a66d5e146fab43a4bba68 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d0f11e52723616e89a7ae4178c655744 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9b89aecb144a66d5e146fab43a4bba68.setIcon(icon_d0f11e52723616e89a7ae4178c655744);\n        \n    \n            var marker_d71b9604a54a4bb5bad2964ac3653222 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    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    );\n            marker_0a9828f993ef28a58ffafc44d1b2e0c3.setIcon(icon_124d2d68c75e4d27597957d2cb13047e);\n        \n    \n            var marker_3c004fb0e63d84c2090a03fd73720e3e = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_3030d3af91c505e89a980392c0be0840 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3c004fb0e63d84c2090a03fd73720e3e.setIcon(icon_3030d3af91c505e89a980392c0be0840);\n        \n    \n            var marker_041914a40c725dd6baca73759212dedb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0c977f2eab5709a895959b12a5b99bc3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_041914a40c725dd6baca73759212dedb.setIcon(icon_0c977f2eab5709a895959b12a5b99bc3);\n        \n    \n            var marker_4c1883a90642fa88f738bf3983b2f652 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_99a86b6ab12a92bb5088bf26b93d81c9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4c1883a90642fa88f738bf3983b2f652.setIcon(icon_99a86b6ab12a92bb5088bf26b93d81c9);\n        \n    \n            var marker_4195a13c15e72981a910d5ff70fe5915 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_e1c30d33e0edc3cf304fb9116baedda1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4195a13c15e72981a910d5ff70fe5915.setIcon(icon_e1c30d33e0edc3cf304fb9116baedda1);\n        \n    \n            var marker_097e57765ceea560fa6bf9d1480ee958 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9768be9674facf191841d73ab35aa315 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_097e57765ceea560fa6bf9d1480ee958.setIcon(icon_9768be9674facf191841d73ab35aa315);\n        \n    \n            var marker_47eb5e1676bf0f45f20d51d087e4f8ed = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d543edfb7bde6234ad7c7eeffe1ed996 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_47eb5e1676bf0f45f20d51d087e4f8ed.setIcon(icon_d543edfb7bde6234ad7c7eeffe1ed996);\n        \n    \n            var marker_dea96add3abc18a58aef0fe0922e7a2d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_336b8f7de8cc0530f22f81e43dc1c863 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_dea96add3abc18a58aef0fe0922e7a2d.setIcon(icon_336b8f7de8cc0530f22f81e43dc1c863);\n        \n    \n            var marker_6f37f4d9ed279b8374c3b154ef28813d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f36daf363911de086ec157367d51dca3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f37f4d9ed279b8374c3b154ef28813d.setIcon(icon_f36daf363911de086ec157367d51dca3);\n        \n    \n            var marker_48a3f80cf0e859073433611a096c6302 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_48c561347afdf82e6ba2782765eafee7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_48a3f80cf0e859073433611a096c6302.setIcon(icon_48c561347afdf82e6ba2782765eafee7);\n        \n    \n            var marker_c4c702124b69c689a6ece3f3249203c1 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_c8758b80d89a9cd4df043c99d2fa294d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c4c702124b69c689a6ece3f3249203c1.setIcon(icon_c8758b80d89a9cd4df043c99d2fa294d);\n        \n    \n            var marker_0fb0bcd59080afa44b46afc83eb8e39c = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_99b612fbe8714a415b09387f8f81dd41 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0fb0bcd59080afa44b46afc83eb8e39c.setIcon(icon_99b612fbe8714a415b09387f8f81dd41);\n        \n    \n            var marker_fdfbd28b45d374d87ac6a7cc1c718abd = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_88a839f44635bd0cc66cb99fddfd0d25 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fdfbd28b45d374d87ac6a7cc1c718abd.setIcon(icon_88a839f44635bd0cc66cb99fddfd0d25);\n        \n    \n            var marker_e3e78940da3f7dd8f35e084f1dfbc2df = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f16475d37f4303b1112d2e31bc0c3781 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e3e78940da3f7dd8f35e084f1dfbc2df.setIcon(icon_f16475d37f4303b1112d2e31bc0c3781);\n        \n    \n            var marker_adb3cae0eede364766f21d492bfc1444 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_e50a6769eb34d607238e89997ea77ee9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_adb3cae0eede364766f21d492bfc1444.setIcon(icon_e50a6769eb34d607238e89997ea77ee9);\n        \n    \n            var marker_79ecc5650f0c9860f414d53bf07a84ab = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_663a9cd5a41f91265f61562b825e5aaa = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_79ecc5650f0c9860f414d53bf07a84ab.setIcon(icon_663a9cd5a41f91265f61562b825e5aaa);\n        \n    \n            var marker_9f3855ced142c57dc54b4c9efe1b8135 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9ca950d1e0a0df41abea14b5dfb192b9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9f3855ced142c57dc54b4c9efe1b8135.setIcon(icon_9ca950d1e0a0df41abea14b5dfb192b9);\n        \n    \n            var marker_f198ad089881927000bffd6e1e65fe0e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_8596f14994d5604b39d7c8ba4e2012f1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f198ad089881927000bffd6e1e65fe0e.setIcon(icon_8596f14994d5604b39d7c8ba4e2012f1);\n        \n    \n            var marker_e52dfc7a1a3eb4f9e0b8802eb07e7cb0 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_89cff9b1e03da4b22840e34ae6950aa9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e52dfc7a1a3eb4f9e0b8802eb07e7cb0.setIcon(icon_89cff9b1e03da4b22840e34ae6950aa9);\n        \n    \n            var marker_b74473354a5550e6549d8bafb72cccc5 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_01fdfb1f7ecc37440e59c5b1e82b9dd3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b74473354a5550e6549d8bafb72cccc5.setIcon(icon_01fdfb1f7ecc37440e59c5b1e82b9dd3);\n        \n    \n            var marker_7db5fb14dfdb6d5b50977fc0f2a051fd = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0b9d2514506e647dcee32761292647bf = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7db5fb14dfdb6d5b50977fc0f2a051fd.setIcon(icon_0b9d2514506e647dcee32761292647bf);\n        \n    \n            var marker_e2b015855d4ee1353ceb13e17c7823eb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_bce0214ab994ec03d3478390dc6241ab = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e2b015855d4ee1353ceb13e17c7823eb.setIcon(icon_bce0214ab994ec03d3478390dc6241ab);\n        \n    \n            var marker_37d97f60c44c02547b481e991a3afe7e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_ae47d136eb430b2a7d7f0789e4b97523 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_37d97f60c44c02547b481e991a3afe7e.setIcon(icon_ae47d136eb430b2a7d7f0789e4b97523);\n        \n    \n            var marker_1016e5ab3cf589ffeefaf3ff15583587 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9d5873abc1419082771f447c23dd6836 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1016e5ab3cf589ffeefaf3ff15583587.setIcon(icon_9d5873abc1419082771f447c23dd6836);\n        \n    \n            var marker_7a20bbacbdd1ff7942e31ee740d84084 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_16736429263e1366fd2dbd6b41348cd0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7a20bbacbdd1ff7942e31ee740d84084.setIcon(icon_16736429263e1366fd2dbd6b41348cd0);\n        \n    \n            var marker_bca4eac07f43523da46a72f9a025c4d7 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_74988436f19ab39a1871bd60765ef20e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bca4eac07f43523da46a72f9a025c4d7.setIcon(icon_74988436f19ab39a1871bd60765ef20e);\n        \n    \n            var marker_883a5ece49f16dd92d20132b8dc3de0e = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_32141a20b9925e67d137035a453e9ee0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_883a5ece49f16dd92d20132b8dc3de0e.setIcon(icon_32141a20b9925e67d137035a453e9ee0);\n        \n    \n            var marker_6b9476d4d0a0253bdc7b1211f76442a8 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9c3026de5a620119312c0f40ca39c98d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6b9476d4d0a0253bdc7b1211f76442a8.setIcon(icon_9c3026de5a620119312c0f40ca39c98d);\n        \n    \n            var marker_327797ab05bac6dadfd78a5bd1a579ed = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_5902379366486049db39e8fccac105b1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_327797ab05bac6dadfd78a5bd1a579ed.setIcon(icon_5902379366486049db39e8fccac105b1);\n        \n    \n            var marker_4f0fa3219bc3333a3c6b1e37e9c01c7e = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_8db1354ee289293bac5af51adcad1477 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4f0fa3219bc3333a3c6b1e37e9c01c7e.setIcon(icon_8db1354ee289293bac5af51adcad1477);\n        \n    \n            marker_cluster_e84c9830cc2cc95550c0548e65ab4a47.addTo(map_4a87ea48942866ade4c1c4666a3bbfd9);\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>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 37
    },
    {
      "cell_type": "markdown",
      "source": "Your updated map may look like the following screenshots:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster_zoomed.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "From the color-labeled markers in marker clusters, you should be able to easily identify which launch sites have relatively high success rates.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# TASK 3: Calculate the distances between a launch site to its proximities\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "Next, we need to explore and analyze the proximities of launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first add a `MousePosition` on the map to get coordinate for a mouse over a point on the map. As such, while you are exploring the map, you can easily find the coordinates of any points of interests (such as railway)\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Add Mouse Position to get the coordinate (Lat, Long) for a mouse over on the map\nformatter = \"function(num) {return L.Util.formatNum(num, 5);};\"\nmouse_position = MousePosition(\n    position='topright',\n    separator=' Long: ',\n    empty_string='NaN',\n    lng_first=False,\n    num_digits=20,\n    prefix='Lat:',\n    lat_formatter=formatter,\n    lng_formatter=formatter,\n)\n\nsite_map.add_child(mouse_position)\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 42,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x5fc7318>",
            "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-3.7.1.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-glyphicons.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_4a87ea48942866ade4c1c4666a3bbfd9 {\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;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/ardhi/Leaflet.MousePosition/src/L.Control.MousePosition.min.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/ardhi/Leaflet.MousePosition/src/L.Control.MousePosition.min.css&quot;/&gt;\n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_4a87ea48942866ade4c1c4666a3bbfd9&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_4a87ea48942866ade4c1c4666a3bbfd9 = L.map(\n                &quot;map_4a87ea48942866ade4c1c4666a3bbfd9&quot;,\n                {\n                    center: [29.648980044464285, -87.74225182964287],\n                    crs: L.CRS.EPSG3857,\n                    zoom: 5,\n                    zoomControl: true,\n                    preferCanvas: false,\n                }\n            );\n\n            \n\n        \n    \n            var tile_layer_f5bd46271cca16484903ecbc57e0790d = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_f5bd46271cca16484903ecbc57e0790d.addTo(map_4a87ea48942866ade4c1c4666a3bbfd9);\n        \n    \n            var marker_cluster_e84c9830cc2cc95550c0548e65ab4a47 = L.markerClusterGroup(\n                {}\n            );\n        \n    \n            var marker_bf821faabd2c4ab9d958888df21d2b4f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_26d592d13fd824a0371d8abc7f4d19ce = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bf821faabd2c4ab9d958888df21d2b4f.setIcon(icon_26d592d13fd824a0371d8abc7f4d19ce);\n        \n    \n            var marker_727c2c068dfd22262e0628a0d8751920 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f9e097d378d16e2d8ee75bcb12b54d56 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_727c2c068dfd22262e0628a0d8751920.setIcon(icon_f9e097d378d16e2d8ee75bcb12b54d56);\n        \n    \n            var marker_c5c88339c8a600b41a48dcb3348b707c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0784f10cb888d2269779aec0936879d5 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c5c88339c8a600b41a48dcb3348b707c.setIcon(icon_0784f10cb888d2269779aec0936879d5);\n        \n    \n            var marker_8a3adb4e4b5bce614d49ffad9663a298 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_65b9e3674f6d2e01291e3675f1d275ff = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8a3adb4e4b5bce614d49ffad9663a298.setIcon(icon_65b9e3674f6d2e01291e3675f1d275ff);\n        \n    \n            var marker_6b945221ffc791a8567a47d37655da53 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_1daebb6c34caa4e61bcf83a4ff35b02b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6b945221ffc791a8567a47d37655da53.setIcon(icon_1daebb6c34caa4e61bcf83a4ff35b02b);\n        \n    \n            var marker_a7fe39782b4a5e5421340017ae4353d0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9dc1eb9f7f0641d8c243f35709953c83 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a7fe39782b4a5e5421340017ae4353d0.setIcon(icon_9dc1eb9f7f0641d8c243f35709953c83);\n        \n    \n            var marker_6f2ec8153764455ff28cb0ccdb4e1a57 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_2ff06c4dbfb6bd68ce7e34448d7e233b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f2ec8153764455ff28cb0ccdb4e1a57.setIcon(icon_2ff06c4dbfb6bd68ce7e34448d7e233b);\n        \n    \n            var marker_a2641ddeeee39600c23b5e3c7446df76 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_15239ccd9da7256c2b0a597c46144d38 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a2641ddeeee39600c23b5e3c7446df76.setIcon(icon_15239ccd9da7256c2b0a597c46144d38);\n        \n    \n            var marker_8302a8ef3980d249cb0ce2029107db15 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0c43b2018b4be3ba47f1f90f82379b3c = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8302a8ef3980d249cb0ce2029107db15.setIcon(icon_0c43b2018b4be3ba47f1f90f82379b3c);\n        \n    \n            var marker_22e74725d052301ebadfd2ba96cc86eb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d9d51e9afc102e595ac821a237bac934 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_22e74725d052301ebadfd2ba96cc86eb.setIcon(icon_d9d51e9afc102e595ac821a237bac934);\n        \n    \n            var marker_86610585cec5213f7c69c824416b9a36 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0f855ca64183f6c8050dcbc59e37377e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_86610585cec5213f7c69c824416b9a36.setIcon(icon_0f855ca64183f6c8050dcbc59e37377e);\n        \n    \n            var marker_de8c94a466a320d835862d23219c9311 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d3aceac3f3d369afc8e67c2382d18263 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_de8c94a466a320d835862d23219c9311.setIcon(icon_d3aceac3f3d369afc8e67c2382d18263);\n        \n    \n            var marker_d2036fc799917a5613cf0d487f20e306 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_393050eb1e0a1a6e71289604fd9b2257 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d2036fc799917a5613cf0d487f20e306.setIcon(icon_393050eb1e0a1a6e71289604fd9b2257);\n        \n    \n            var marker_b12ff741ea35a7829233f9acad4ae015 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_a254a2dd2ce9beeb16c48357e89be6c5 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b12ff741ea35a7829233f9acad4ae015.setIcon(icon_a254a2dd2ce9beeb16c48357e89be6c5);\n        \n    \n            var marker_f9f6b7af9caf87d627d0b01b89fc9c7f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_04fb84b6024c83caf419e2b7302020cd = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f9f6b7af9caf87d627d0b01b89fc9c7f.setIcon(icon_04fb84b6024c83caf419e2b7302020cd);\n        \n    \n            var marker_a2e10ac310b925a43da530e445d31d69 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_58c3a28d9c486e71dfea1f892389e3e4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a2e10ac310b925a43da530e445d31d69.setIcon(icon_58c3a28d9c486e71dfea1f892389e3e4);\n        \n    \n            var marker_b351f2ac869b66f498b0f147487d5930 = L.marker(\n                [28.56230197, -80.57735648],\n                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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4a2dd2db37a6568f426c443529015e89.setIcon(icon_000f3f89aee83cf9b17e729efa6663f5);\n        \n    \n            var marker_8fad7c3725c8b2c47cea48f1743d4c7b = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_7539ed496c3ed4ca088c10330d638935 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8fad7c3725c8b2c47cea48f1743d4c7b.setIcon(icon_7539ed496c3ed4ca088c10330d638935);\n        \n    \n            var marker_85bf4ca29f55ec2dccd4887f3148ebbe = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_21b7aca50f9f481d7089e982c3257418 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_85bf4ca29f55ec2dccd4887f3148ebbe.setIcon(icon_21b7aca50f9f481d7089e982c3257418);\n        \n    \n            var marker_2f68a10d9cf4bf26217f532db9af7110 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_c40dbc9834a092324f5f2aced0ec5eeb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f68a10d9cf4bf26217f532db9af7110.setIcon(icon_c40dbc9834a092324f5f2aced0ec5eeb);\n        \n    \n            var marker_2b1b4d6691c1d1b41186e6f3f28cccc2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_47daeb48f97ae37dcf6a754699ebf21a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b1b4d6691c1d1b41186e6f3f28cccc2.setIcon(icon_47daeb48f97ae37dcf6a754699ebf21a);\n        \n    \n            var marker_8cdd753dbf8804e9afb19ce543c7073e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f7adf97301c2b3333113f580deeb0011 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8cdd753dbf8804e9afb19ce543c7073e.setIcon(icon_f7adf97301c2b3333113f580deeb0011);\n        \n    \n            var marker_5cc01dd9b777c7dd7375825cf54a153b = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_6a66a0d4c8390db07aac7f47d5b2a148 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5cc01dd9b777c7dd7375825cf54a153b.setIcon(icon_6a66a0d4c8390db07aac7f47d5b2a148);\n        \n    \n            var marker_9b89aecb144a66d5e146fab43a4bba68 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d0f11e52723616e89a7ae4178c655744 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9b89aecb144a66d5e146fab43a4bba68.setIcon(icon_d0f11e52723616e89a7ae4178c655744);\n        \n    \n            var marker_d71b9604a54a4bb5bad2964ac3653222 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_683c05af517e70aec9486b7f65611b13 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d71b9604a54a4bb5bad2964ac3653222.setIcon(icon_683c05af517e70aec9486b7f65611b13);\n        \n    \n            var marker_0a9828f993ef28a58ffafc44d1b2e0c3 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_124d2d68c75e4d27597957d2cb13047e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0a9828f993ef28a58ffafc44d1b2e0c3.setIcon(icon_124d2d68c75e4d27597957d2cb13047e);\n        \n    \n            var marker_3c004fb0e63d84c2090a03fd73720e3e = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_3030d3af91c505e89a980392c0be0840 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3c004fb0e63d84c2090a03fd73720e3e.setIcon(icon_3030d3af91c505e89a980392c0be0840);\n        \n    \n            var marker_041914a40c725dd6baca73759212dedb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_0c977f2eab5709a895959b12a5b99bc3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_041914a40c725dd6baca73759212dedb.setIcon(icon_0c977f2eab5709a895959b12a5b99bc3);\n        \n    \n            var marker_4c1883a90642fa88f738bf3983b2f652 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_99a86b6ab12a92bb5088bf26b93d81c9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4c1883a90642fa88f738bf3983b2f652.setIcon(icon_99a86b6ab12a92bb5088bf26b93d81c9);\n        \n    \n            var marker_4195a13c15e72981a910d5ff70fe5915 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_e1c30d33e0edc3cf304fb9116baedda1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4195a13c15e72981a910d5ff70fe5915.setIcon(icon_e1c30d33e0edc3cf304fb9116baedda1);\n        \n    \n            var marker_097e57765ceea560fa6bf9d1480ee958 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_9768be9674facf191841d73ab35aa315 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_097e57765ceea560fa6bf9d1480ee958.setIcon(icon_9768be9674facf191841d73ab35aa315);\n        \n    \n            var marker_47eb5e1676bf0f45f20d51d087e4f8ed = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_d543edfb7bde6234ad7c7eeffe1ed996 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_47eb5e1676bf0f45f20d51d087e4f8ed.setIcon(icon_d543edfb7bde6234ad7c7eeffe1ed996);\n        \n    \n            var marker_dea96add3abc18a58aef0fe0922e7a2d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_336b8f7de8cc0530f22f81e43dc1c863 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_dea96add3abc18a58aef0fe0922e7a2d.setIcon(icon_336b8f7de8cc0530f22f81e43dc1c863);\n        \n    \n            var marker_6f37f4d9ed279b8374c3b154ef28813d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_f36daf363911de086ec157367d51dca3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f37f4d9ed279b8374c3b154ef28813d.setIcon(icon_f36daf363911de086ec157367d51dca3);\n        \n    \n            var marker_48a3f80cf0e859073433611a096c6302 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_48c561347afdf82e6ba2782765eafee7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_48a3f80cf0e859073433611a096c6302.setIcon(icon_48c561347afdf82e6ba2782765eafee7);\n        \n    \n            var marker_c4c702124b69c689a6ece3f3249203c1 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_c8758b80d89a9cd4df043c99d2fa294d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c4c702124b69c689a6ece3f3249203c1.setIcon(icon_c8758b80d89a9cd4df043c99d2fa294d);\n        \n    \n            var marker_0fb0bcd59080afa44b46afc83eb8e39c = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_e84c9830cc2cc95550c0548e65ab4a47);\n        \n    \n            var icon_99b612fbe8714a415b09387f8f81dd41 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0fb0bcd59080afa44b46afc83eb8e39c.setIcon(icon_99b612fbe8714a415b09387f8f81dd41);\n        \n    \n            var marker_fdfbd28b45d374d87ac6a7cc1c718abd = L.marker(\n                [28.57325457, 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          },
          "metadata": {}
        }
      ],
      "execution_count": 42
    },
    {
      "cell_type": "markdown",
      "source": "Now zoom in to a launch site and explore its proximity to see if you can easily find any railway, highway, coastline, etc. Move your mouse to these points and mark down their coordinates (shown on the top-left) in order to the distance to the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now zoom in to a launch site and explore its proximity to see if you can easily find any railway, highway, coastline, etc. Move your mouse to these points and mark down their coordinates (shown on the top-left) in order to the distance to the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "from math import sin, cos, sqrt, atan2, radians\n\ndef calculate_distance(lat1, lon1, lat2, lon2):\n    # approximate radius of earth in km\n    R = 6373.0\n\n    lat1 = radians(lat1)\n    lon1 = radians(lon1)\n    lat2 = radians(lat2)\n    lon2 = radians(lon2)\n\n    dlon = lon2 - lon1\n    dlat = lat2 - lat1\n\n    a = sin(dlat / 2)**2 + cos(lat1) * cos(lat2) * sin(dlon / 2)**2\n    c = 2 * atan2(sqrt(a), sqrt(1 - a))\n\n    distance = R * c\n    return distance",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 40
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Mark down a point on the closest coastline using MousePosition and calculate the distance between the coastline point and the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# find coordinate of the closet coastline\n# e.g.,: Lat: 28.56367  Lon: -80.57163\n# distance_coastline = calculate_distance(launch_site_lat, launch_site_lon, coastline_lat, coastline_lon)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 22
    },
    {
      "cell_type": "code",
      "source": "# Create and add a folium.Marker on your selected closest coastline point on the map\n# Display the distance between coastline point and launch site using the icon property \n# for example\n# distance_marker = folium.Marker(\n#    coordinate,\n#    icon=DivIcon(\n#        icon_size=(20,20),\n#        icon_anchor=(0,0),\n#        html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % \"{:10.2f} KM\".format(distance),\n#        )\n#    )",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 23
    },
    {
      "cell_type": "code",
      "source": "# Create a `folium.PolyLine` object using the coastline coordinates and launch site coordinate\n\nlines=folium.PolyLine(locations=coordinates, weight=1)\nsite_map.add_child(lines)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Draw a `PolyLine` between a launch site to the selected coastline point\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Your updated map with distance line should look like the following screenshot:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_distance.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Similarly, you can draw a line betwee a launch site to its closest city, railway, highway, etc. You need to use `MousePosition` to find the their coordinates on the map first\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A railway map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/railway.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A highway map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/highway.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A city map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/city.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a marker with distance to a closest city, railway, highway, etc.\n# Draw a line between the marker to the launch site\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "After you plot distance lines to the proximities, you can answer the following questions easily:\n\n*   Are launch sites in close proximity to railways?\n*   Are launch sites in close proximity to highways?\n*   Are launch sites in close proximity to coastline?\n*   Do launch sites keep certain distance away from cities?\n\nAlso please try to explain your findings.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# Next Steps:\n\nNow you have discovered many interesting insights related to the launch sites' location using folium, in a very interactive way. Next, you will need to build a dashboard using Ploty Dash on detailed launch records.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Authors\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "[Pratiksha Verma](https://www.linkedin.com/in/pratiksha-verma-6487561b1/)\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<!--## Change Log--!>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<!--| Date (YYYY-MM-DD) | Version | Changed By      | Change Description      |\n| ----------------- | ------- | -------------   | ----------------------- |\n| 2022-11-09        | 1.0     | Pratiksha Verma | Converted initial version to Jupyterlite|--!>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "### <h3 align=\"center\"> IBM Corporation 2022. All rights reserved. <h3/>\n",
      "metadata": {}
    }
  ]
}