Launch Site Location Visualization SpaceX.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {
                "id": "3n3ltmfnrqpi",
                "outputId": "a2d4f52a-2fb7-4668-f5f0-fe862aab8eb0",
                "papermill": {
                    "duration": 1.489571,
                    "end_time": "2020-09-19T06:26:57.168979",
                    "exception": false,
                    "start_time": "2020-09-19T06:26:55.679408",
                    "status": "completed"
                },
                "tags": []
            },
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# **Launch Sites Locations Analysis with Folium**\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Estimated time needed: **40** minutes\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Objectives\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Let's first import required Python packages for this lab:\n"
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": "Requirement already satisfied: folium in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (0.14.0)\nRequirement already satisfied: requests in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from folium) (2.28.1)\nRequirement already satisfied: jinja2>=2.9 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from folium) (3.0.3)\nRequirement already satisfied: branca>=0.6.0 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from folium) (0.6.0)\nRequirement already satisfied: numpy in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from folium) (1.23.1)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from jinja2>=2.9->folium) (2.1.1)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from requests->folium) (1.26.11)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from requests->folium) (3.3)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from requests->folium) (2022.12.7)\nRequirement already satisfied: charset-normalizer<3,>=2 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from requests->folium) (2.0.4)\nRequirement already satisfied: wget in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (3.2)\n"
                }
            ],
            "source": "!pip3 install folium\n!pip3 install wget"
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": "import folium\nimport wget\nimport pandas as pd"
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "metadata": {},
            "outputs": [],
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "If you need to refresh your memory about folium, you may download and refer to this previous folium lab:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Task 1: Mark all launch sites on a map\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "First, let's try to add each site's location on a map using site's latitude and longitude coordinates\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "The following dataset with the name `spacex_launch_geo.csv` is an augmented dataset with latitude and longitude added for each site.\n"
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [],
            "source": "# Download and read the `spacex_launch_geo.csv`\nspacex_csv_file = wget.download('https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/datasets/spacex_launch_geo.csv')\nspacex_df=pd.read_csv(spacex_csv_file)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Now, you can take a look at what are the coordinates for each site.\n"
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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>",
                        "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"
                    },
                    "execution_count": 5,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [],
            "source": "# Start location is NASA Johnson Space Center\nnasa_coordinate = [29.559684888503615, -95.0830971930759]\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=10)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "We could use `folium.Circle` to add a highlighted circle area with a text label on a specific coordinate. For example,\n"
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n    \n            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n            &lt;style&gt;\n                #map_2fbccee5d81c71bfef5662699c6e5b5c {\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_2fbccee5d81c71bfef5662699c6e5b5c&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_2fbccee5d81c71bfef5662699c6e5b5c = L.map(\n                &quot;map_2fbccee5d81c71bfef5662699c6e5b5c&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_f669804c19ecac076058c96a79c14716 = L.tileLayer(\n                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            ).addTo(map_2fbccee5d81c71bfef5662699c6e5b5c);\n        \n    \n            var circle_6205146acd334204c4b3ca4c66e1b0f4 = 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_2fbccee5d81c71bfef5662699c6e5b5c);\n        \n    \n        var popup_98e23c7e60cd3019fb8dc7b4bd9e28b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_b78e661cc803ce1cc00247050252beaf = $(`&lt;div id=&quot;html_b78e661cc803ce1cc00247050252beaf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_98e23c7e60cd3019fb8dc7b4bd9e28b0.setContent(html_b78e661cc803ce1cc00247050252beaf);\n            \n        \n\n        circle_6205146acd334204c4b3ca4c66e1b0f4.bindPopup(popup_98e23c7e60cd3019fb8dc7b4bd9e28b0)\n        ;\n\n        \n    \n    \n            var marker_f98c4e375e0d0069befca9749fd8ddd6 = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_2fbccee5d81c71bfef5662699c6e5b5c);\n        \n    \n            var div_icon_60d64d0a64184a4348fc9d6ca77da2c8 = 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_f98c4e375e0d0069befca9749fd8ddd6.setIcon(div_icon_60d64d0a64184a4348fc9d6ca77da2c8);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>",
                        "text/plain": "<folium.folium.Map at 0x7f7e5abbc3d0>"
                    },
                    "execution_count": 7,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Now, let's add a circle for each launch site in data frame `launch_sites`\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:*  Create and add `folium.Circle` and `folium.Marker` for each launch site on the site map\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "An example of folium.Circle:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "`folium.Circle(coordinate, radius=1000, color='#000000', fill=True).add_child(folium.Popup(...))`\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "An example of folium.Marker:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; 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}\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_956cf6ab3f59fe67dedd436c60d7d639&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_956cf6ab3f59fe67dedd436c60d7d639 = L.map(\n                &quot;map_956cf6ab3f59fe67dedd436c60d7d639&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_efbab8d70f92e9e8c7dc850ab91a91b5 = L.tileLayer(\n                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; 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                        "text/plain": "<folium.folium.Map at 0x7f7e5abcb490>"
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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\nfor i,launch_site in enumerate(launch_sites_df['Launch Site']):\n    coord = [launch_sites_df.at[i,'Lat'],launch_sites_df.at[i,'Long']]\n    circle = folium.Circle(coord, radius=1000, color='#d35400', fill=True).add_child(folium.Popup('NASA Johnson Space Center'))\n    # Create a blue circle at launch coordinate with a icon showing its name\n    marker = folium.map.Marker(coord,# Create an icon as a text label\n                               icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0),html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % launch_site,\n        )\n    )\n    site_map.add_child(circle)\n    site_map.add_child(marker)\nsite_map"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "The generated map with marked launch sites should look similar to the following:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# Task 2: Mark the success/failed launches for each site on the map\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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>",
                        "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"
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "spacex_df.tail(10)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Let's first create a `MarkerCluster` object\n"
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {
                "id": "wP9PVUZ7Jfjt",
                "outputId": "6a3b8164-940c-4b93-9f3d-c655c4a0c683",
                "papermill": {
                    "duration": 0.904519,
                    "end_time": "2020-09-19T06:27:38.357041",
                    "exception": false,
                    "start_time": "2020-09-19T06:27:37.452522",
                    "status": "completed"
                },
                "tags": []
            },
            "outputs": [],
            "source": "marker_cluster = MarkerCluster()\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:* Create a new column in `launch_sites` dataframe called `marker_color` to store the marker colors based on the `class` value\n"
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>class</th>\n      <th>marker_color</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      <td>green</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      <td>green</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      <td>green</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      <td>green</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      <td>green</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      <td>red</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      <td>red</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      <td>red</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      <td>green</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      <td>red</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "     Launch Site        Lat       Long  class marker_color\n46    KSC LC-39A  28.573255 -80.646895      1        green\n47    KSC LC-39A  28.573255 -80.646895      1        green\n48    KSC LC-39A  28.573255 -80.646895      1        green\n49  CCAFS SLC-40  28.563197 -80.576820      1        green\n50  CCAFS SLC-40  28.563197 -80.576820      1        green\n51  CCAFS SLC-40  28.563197 -80.576820      0          red\n52  CCAFS SLC-40  28.563197 -80.576820      0          red\n53  CCAFS SLC-40  28.563197 -80.576820      0          red\n54  CCAFS SLC-40  28.563197 -80.576820      1        green\n55  CCAFS SLC-40  28.563197 -80.576820      0          red"
                    },
                    "execution_count": 11,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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\ndef marker_color(cls):\n    if cls == 1:\n        return 'green'\n    return 'red'\n\nspacex_df['marker_color'] = spacex_df['class'].apply(marker_color)\nspacex_df.tail(10)"
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>class</th>\n      <th>marker_color</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      <td>green</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      <td>green</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      <td>green</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      <td>green</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      <td>green</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      <td>red</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      <td>red</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      <td>red</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      <td>green</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      <td>red</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
                        "text/plain": "     Launch Site        Lat       Long  class marker_color\n46    KSC LC-39A  28.573255 -80.646895      1        green\n47    KSC LC-39A  28.573255 -80.646895      1        green\n48    KSC LC-39A  28.573255 -80.646895      1        green\n49  CCAFS SLC-40  28.563197 -80.576820      1        green\n50  CCAFS SLC-40  28.563197 -80.576820      1        green\n51  CCAFS SLC-40  28.563197 -80.576820      0          red\n52  CCAFS SLC-40  28.563197 -80.576820      0          red\n53  CCAFS SLC-40  28.563197 -80.576820      0          red\n54  CCAFS SLC-40  28.563197 -80.576820      1        green\n55  CCAFS SLC-40  28.563197 -80.576820      0          red"
                    },
                    "execution_count": 12,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# Function to assign color to launch outcome\ndef assign_marker_color(launch_outcome):\n    if launch_outcome == 1:\n        return 'green'\n    else:\n        return 'red'\n    \nspacex_df['marker_color'] = spacex_df['class'].apply(assign_marker_color)\nspacex_df.tail(10)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:* For each launch result in `spacex_df` data frame, add a `folium.Marker` to `marker_cluster`\n"
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "metadata": {
                "scrolled": false
            },
            "outputs": [
                {
                    "data": {
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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_08ce931e990c45908ae43ab6c63fc5b8.setIcon(icon_80fc7492ac74d165703b9bed1677d6fb);\n        \n    \n            var marker_9879b3578c69aaee9c2bc16cce7a9c5c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_6a1e5621ff77e08011d7442ff166f8fb = 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_9879b3578c69aaee9c2bc16cce7a9c5c.setIcon(icon_6a1e5621ff77e08011d7442ff166f8fb);\n        \n    \n            var marker_b439c91eeff3f57e6f0670bf681f6fcc = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ee18f8992bbcaf68a52d9103b7b6144b.setIcon(icon_a1c73b4e25b17297a3d950af742c0e50);\n        \n    \n            var marker_f9b4281973003cf094d2bd444fe4c00a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_0738e8cba56855fa1c8f7d7bc282492f = 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_f9b4281973003cf094d2bd444fe4c00a.setIcon(icon_0738e8cba56855fa1c8f7d7bc282492f);\n        \n    \n            var marker_e58ff3d7f443f63eba8dc5286a409025 = 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&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_9f9395c7d3092ad3e168e15092339b58.setIcon(icon_a7d2b846ff8870fe6a15dedfa445db67);\n        \n    \n            var marker_08266c71e5cc4fa33c7727d256d7cf81 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_eaf5308f274b6480a853d2e7be2b7104 = 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_08266c71e5cc4fa33c7727d256d7cf81.setIcon(icon_eaf5308f274b6480a853d2e7be2b7104);\n        \n    \n            var 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).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa = 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_979a94ebe8d50c9997ba69f0cf042b04.setIcon(icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa);\n        \n    \n            var marker_fd2f9fd8c857a1c9e4e5149f00f51eae = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5d93e692bf48670a3478a68474a5b07a = 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_fd2f9fd8c857a1c9e4e5149f00f51eae.setIcon(icon_5d93e692bf48670a3478a68474a5b07a);\n        \n    \n            var marker_28a67ed36203713e9f1d950652cbf8d3 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c089119c450a7689fb270957f8f2471f = 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_28a67ed36203713e9f1d950652cbf8d3.setIcon(icon_c089119c450a7689fb270957f8f2471f);\n        \n    \n            var marker_8e5266a62bc4693fea68b24a90c25937 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_bc542deca064e21df0a36b0428b1487c = 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_8e5266a62bc4693fea68b24a90c25937.setIcon(icon_bc542deca064e21df0a36b0428b1487c);\n        \n    \n            var marker_1a4a43c6b8534bb4cc5402ee00cfaa55 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_8aa32e9bd32212105290b4c02e404196 = 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_1a4a43c6b8534bb4cc5402ee00cfaa55.setIcon(icon_8aa32e9bd32212105290b4c02e404196);\n        \n    \n            var marker_299052e2e8361fde5c8f552d750c1b35 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_2c9f2fd763bf02195e464d97e5632ca2 = 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_299052e2e8361fde5c8f552d750c1b35.setIcon(icon_2c9f2fd763bf02195e464d97e5632ca2);\n        \n    \n            var marker_dc1c520dce9780ee1872b07d8c4f7cf7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_6199e9457d828025770046a163b85bc5 = 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_dc1c520dce9780ee1872b07d8c4f7cf7.setIcon(icon_6199e9457d828025770046a163b85bc5);\n        \n    \n            var marker_805314342bebc9d808f9bf56e2e1a3f5 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_55496b40bcfa9b7225d3a2cfde0752f1 = 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_805314342bebc9d808f9bf56e2e1a3f5.setIcon(icon_55496b40bcfa9b7225d3a2cfde0752f1);\n        \n    \n            var marker_549567f2e2603e4afa1fee2ec6ed5740 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_9517e68fcee52f93376220b24c6f7bfd = 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_549567f2e2603e4afa1fee2ec6ed5740.setIcon(icon_9517e68fcee52f93376220b24c6f7bfd);\n        \n    \n            var marker_5a6f0a78edc4b5be113ac1e243322cc0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_de17cc0af35046043a12e09b262d4309 = 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_5a6f0a78edc4b5be113ac1e243322cc0.setIcon(icon_de17cc0af35046043a12e09b262d4309);\n        \n    \n            var marker_596c3a36b53bf97a02f6172cc457019d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_02ec648a04c23eceb5d7d60a11a3e853 = 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_596c3a36b53bf97a02f6172cc457019d.setIcon(icon_02ec648a04c23eceb5d7d60a11a3e853);\n        \n    \n            var marker_99a7af3a0623a1b3903e8574c33ac5f4 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_0efe2e18670af233e0a0061315ce0b12 = 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_99a7af3a0623a1b3903e8574c33ac5f4.setIcon(icon_0efe2e18670af233e0a0061315ce0b12);\n        \n    \n            var marker_4ec4c0bec7f2c4b7832c2d59f8542cda = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_b0067d5c2d8f2a5f09a197d9baf7c7ab = 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_4ec4c0bec7f2c4b7832c2d59f8542cda.setIcon(icon_b0067d5c2d8f2a5f09a197d9baf7c7ab);\n        \n    \n            var marker_9633cd9253c060c9ba80b9e01c494a54 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_494cc9b25e1d55b06c5d501a6199fca6 = 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_9633cd9253c060c9ba80b9e01c494a54.setIcon(icon_494cc9b25e1d55b06c5d501a6199fca6);\n        \n    \n            var marker_1c6100e8c270242c43d03a555e72f189 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c763c3ce8925acbc1bf68886feca63ec = 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_1c6100e8c270242c43d03a555e72f189.setIcon(icon_c763c3ce8925acbc1bf68886feca63ec);\n        \n    \n            var marker_05c2c917654bb5ce42a4e33e86ca07be = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_877366996ad9b692b6339987e10a21e3 = 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_05c2c917654bb5ce42a4e33e86ca07be.setIcon(icon_877366996ad9b692b6339987e10a21e3);\n        \n    \n            var marker_4154971915f9c33cedf385002e6fda43 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_21189cc9537fddd3721172f8732a6a2c = 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_4154971915f9c33cedf385002e6fda43.setIcon(icon_21189cc9537fddd3721172f8732a6a2c);\n        \n    \n            var marker_9909dcbdf3e6090bf4cc4e4f5c674f2b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c21b065e6aff6562c7090a3250a0fbbe = 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_9909dcbdf3e6090bf4cc4e4f5c674f2b.setIcon(icon_c21b065e6aff6562c7090a3250a0fbbe);\n        \n    \n            var marker_c5f854b88fcaf0a3b1e4d27b02e3de1e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_710459785921a39b1bc863d93143582f = 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_c5f854b88fcaf0a3b1e4d27b02e3de1e.setIcon(icon_710459785921a39b1bc863d93143582f);\n        \n    \n            var marker_9134b1cccc0d06b706ea122a122bf6e2 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_571e62b3f7b2794ba42263ae52c8360b = 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_9134b1cccc0d06b706ea122a122bf6e2.setIcon(icon_571e62b3f7b2794ba42263ae52c8360b);\n        \n    \n            var marker_8ce0b623813f8ba4116de67d92a8b7cf = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c629e0f37670699e3ba7943cc1071d35 = 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_8ce0b623813f8ba4116de67d92a8b7cf.setIcon(icon_c629e0f37670699e3ba7943cc1071d35);\n        \n    \n            var marker_f5ad0856b17a212be872f21c357a5daa = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_d23bcc1380af50690fd876577cf57e0c = 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_f5ad0856b17a212be872f21c357a5daa.setIcon(icon_d23bcc1380af50690fd876577cf57e0c);\n        \n    \n            var marker_cff3ca8178398a7a260e84db7bc7d722 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5e4c3411137edd1d50627894b083b620 = 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_cff3ca8178398a7a260e84db7bc7d722.setIcon(icon_5e4c3411137edd1d50627894b083b620);\n        \n    \n            var marker_4ddb5472bbba0ea89850cac5464878fb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c5071d03b2a3da84208fb7d742dd8b34 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, 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\n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>",
                        "text/plain": "<folium.folium.Map at 0x7f7e5abcb490>"
                    },
                    "execution_count": 13,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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    coord = [record['Lat'],record['Long']]\n    marker = folium.map.Marker(coord,icon=folium.Icon(color='white', icon_color=record['marker_color']))\n    marker_cluster.add_child(marker)\n\n\nsite_map"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Your updated map may look like the following screenshots:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "# TASK 3: Calculate the distances between a launch site to its proximities\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Next, we need to explore and analyze the proximities of launch sites.\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "metadata": {},
            "outputs": [
                {
                    "data": {
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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3d4654b1b12035f30b5cd67c84f63995.setIcon(icon_2425ad081be7049d08a5ef5551cbf9d7);\n        \n    \n            var marker_979a94ebe8d50c9997ba69f0cf042b04 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa = 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_979a94ebe8d50c9997ba69f0cf042b04.setIcon(icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa);\n        \n    \n            var marker_fd2f9fd8c857a1c9e4e5149f00f51eae = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5d93e692bf48670a3478a68474a5b07a = 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_fd2f9fd8c857a1c9e4e5149f00f51eae.setIcon(icon_5d93e692bf48670a3478a68474a5b07a);\n        \n    \n            var marker_28a67ed36203713e9f1d950652cbf8d3 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c089119c450a7689fb270957f8f2471f = 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_28a67ed36203713e9f1d950652cbf8d3.setIcon(icon_c089119c450a7689fb270957f8f2471f);\n        \n    \n            var marker_8e5266a62bc4693fea68b24a90c25937 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_bc542deca064e21df0a36b0428b1487c = 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_8e5266a62bc4693fea68b24a90c25937.setIcon(icon_bc542deca064e21df0a36b0428b1487c);\n        \n    \n            var marker_1a4a43c6b8534bb4cc5402ee00cfaa55 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_8aa32e9bd32212105290b4c02e404196 = 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_1a4a43c6b8534bb4cc5402ee00cfaa55.setIcon(icon_8aa32e9bd32212105290b4c02e404196);\n        \n    \n            var marker_299052e2e8361fde5c8f552d750c1b35 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_2c9f2fd763bf02195e464d97e5632ca2 = 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_299052e2e8361fde5c8f552d750c1b35.setIcon(icon_2c9f2fd763bf02195e464d97e5632ca2);\n        \n    \n            var marker_dc1c520dce9780ee1872b07d8c4f7cf7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_6199e9457d828025770046a163b85bc5 = 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_dc1c520dce9780ee1872b07d8c4f7cf7.setIcon(icon_6199e9457d828025770046a163b85bc5);\n        \n    \n            var marker_805314342bebc9d808f9bf56e2e1a3f5 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_55496b40bcfa9b7225d3a2cfde0752f1 = 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_805314342bebc9d808f9bf56e2e1a3f5.setIcon(icon_55496b40bcfa9b7225d3a2cfde0752f1);\n        \n    \n            var marker_549567f2e2603e4afa1fee2ec6ed5740 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_9517e68fcee52f93376220b24c6f7bfd = 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_549567f2e2603e4afa1fee2ec6ed5740.setIcon(icon_9517e68fcee52f93376220b24c6f7bfd);\n        \n    \n            var marker_5a6f0a78edc4b5be113ac1e243322cc0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_de17cc0af35046043a12e09b262d4309 = 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_5a6f0a78edc4b5be113ac1e243322cc0.setIcon(icon_de17cc0af35046043a12e09b262d4309);\n        \n    \n            var marker_596c3a36b53bf97a02f6172cc457019d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_02ec648a04c23eceb5d7d60a11a3e853 = 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_596c3a36b53bf97a02f6172cc457019d.setIcon(icon_02ec648a04c23eceb5d7d60a11a3e853);\n        \n    \n            var marker_99a7af3a0623a1b3903e8574c33ac5f4 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_0efe2e18670af233e0a0061315ce0b12 = 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_99a7af3a0623a1b3903e8574c33ac5f4.setIcon(icon_0efe2e18670af233e0a0061315ce0b12);\n        \n    \n            var marker_4ec4c0bec7f2c4b7832c2d59f8542cda = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_b0067d5c2d8f2a5f09a197d9baf7c7ab = 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_4ec4c0bec7f2c4b7832c2d59f8542cda.setIcon(icon_b0067d5c2d8f2a5f09a197d9baf7c7ab);\n        \n    \n            var marker_9633cd9253c060c9ba80b9e01c494a54 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_494cc9b25e1d55b06c5d501a6199fca6 = 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_9633cd9253c060c9ba80b9e01c494a54.setIcon(icon_494cc9b25e1d55b06c5d501a6199fca6);\n        \n    \n            var marker_1c6100e8c270242c43d03a555e72f189 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c763c3ce8925acbc1bf68886feca63ec = 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_1c6100e8c270242c43d03a555e72f189.setIcon(icon_c763c3ce8925acbc1bf68886feca63ec);\n        \n    \n            var marker_05c2c917654bb5ce42a4e33e86ca07be = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_877366996ad9b692b6339987e10a21e3 = 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_05c2c917654bb5ce42a4e33e86ca07be.setIcon(icon_877366996ad9b692b6339987e10a21e3);\n        \n    \n            var marker_4154971915f9c33cedf385002e6fda43 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_21189cc9537fddd3721172f8732a6a2c = 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_4154971915f9c33cedf385002e6fda43.setIcon(icon_21189cc9537fddd3721172f8732a6a2c);\n        \n    \n            var marker_9909dcbdf3e6090bf4cc4e4f5c674f2b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c21b065e6aff6562c7090a3250a0fbbe = 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_9909dcbdf3e6090bf4cc4e4f5c674f2b.setIcon(icon_c21b065e6aff6562c7090a3250a0fbbe);\n        \n    \n            var marker_c5f854b88fcaf0a3b1e4d27b02e3de1e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_710459785921a39b1bc863d93143582f = 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_c5f854b88fcaf0a3b1e4d27b02e3de1e.setIcon(icon_710459785921a39b1bc863d93143582f);\n        \n    \n            var marker_9134b1cccc0d06b706ea122a122bf6e2 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_571e62b3f7b2794ba42263ae52c8360b = 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_9134b1cccc0d06b706ea122a122bf6e2.setIcon(icon_571e62b3f7b2794ba42263ae52c8360b);\n        \n    \n            var marker_8ce0b623813f8ba4116de67d92a8b7cf = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c629e0f37670699e3ba7943cc1071d35 = 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_8ce0b623813f8ba4116de67d92a8b7cf.setIcon(icon_c629e0f37670699e3ba7943cc1071d35);\n        \n    \n            var marker_f5ad0856b17a212be872f21c357a5daa = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_d23bcc1380af50690fd876577cf57e0c = 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_f5ad0856b17a212be872f21c357a5daa.setIcon(icon_d23bcc1380af50690fd876577cf57e0c);\n        \n    \n            var marker_cff3ca8178398a7a260e84db7bc7d722 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5e4c3411137edd1d50627894b083b620 = 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_cff3ca8178398a7a260e84db7bc7d722.setIcon(icon_5e4c3411137edd1d50627894b083b620);\n        \n    \n            var marker_4ddb5472bbba0ea89850cac5464878fb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c5071d03b2a3da84208fb7d742dd8b34 = 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_4ddb5472bbba0ea89850cac5464878fb.setIcon(icon_c5071d03b2a3da84208fb7d742dd8b34);\n        \n    \n            var marker_2f2576b9889441e101c9878e865eaa38 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c180025c4aaf6cfa0f81e3672f416ce5 = 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_2f2576b9889441e101c9878e865eaa38.setIcon(icon_c180025c4aaf6cfa0f81e3672f416ce5);\n        \n    \n            var marker_c505c627348f2c20b9c0648bb24bab67 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_65d18d674431eb27dfde026037894250 = 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_c505c627348f2c20b9c0648bb24bab67.setIcon(icon_65d18d674431eb27dfde026037894250);\n        \n    \n            var marker_d187d8f8215c796fa7df0361809a8f42 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_96da5ccdeabe7766a393e06e284445af = 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_d187d8f8215c796fa7df0361809a8f42.setIcon(icon_96da5ccdeabe7766a393e06e284445af);\n        \n    \n            var marker_f8302831ecb2e36c78bb4e17ae9c3048 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n  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                        "text/plain": "<folium.folium.Map at 0x7f7e5abcb490>"
                    },
                    "execution_count": 14,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "You can calculate the distance between two points on the map based on their `Lat` and `Long` values using the following method:\n"
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {},
            "outputs": [],
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": "0.48882766756957763"
                    },
                    "execution_count": 17,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "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)\ndistance_coastline = calculate_distance(28.56309, -80.57659, 28.56272, -80.56796)\ndistance_coastline"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:* After obtained its coordinate, create a `folium.Marker` to show the distance\n"
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "metadata": {},
            "outputs": [],
            "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#    )\ndistance_marker = folium.Marker([28.56272, -80.56796],icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0),html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % \"{:10.2f} KM\".format(distance_coastline)))"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:* Draw a `PolyLine` between a launch site to the selected coastline point\n"
        },
        {
            "cell_type": "code",
            "execution_count": 26,
            "metadata": {},
            "outputs": [
                {
                    "data": {
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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ce2bd5791cce4cd60252e875d3f8fb29.setIcon(icon_44028f7f93e6f4fff55393fdaddc226b);\n        \n    \n            var marker_7121ec1f6f396c465935bfb602d15ab3 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_1d79982a8ac7f9036442443b95408339 = 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_7121ec1f6f396c465935bfb602d15ab3.setIcon(icon_1d79982a8ac7f9036442443b95408339);\n        \n    \n            var marker_4744a405765a639d3c96e6d6fed6bce7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_a7aadbc7cf4b41f73621d5be5d08e08e = 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_4744a405765a639d3c96e6d6fed6bce7.setIcon(icon_a7aadbc7cf4b41f73621d5be5d08e08e);\n        \n    \n            var marker_3d4654b1b12035f30b5cd67c84f63995 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_2425ad081be7049d08a5ef5551cbf9d7 = 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_3d4654b1b12035f30b5cd67c84f63995.setIcon(icon_2425ad081be7049d08a5ef5551cbf9d7);\n        \n    \n            var marker_979a94ebe8d50c9997ba69f0cf042b04 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa = 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_979a94ebe8d50c9997ba69f0cf042b04.setIcon(icon_e1fd68ef15ff0d34aa2cfa2c2a237dfa);\n        \n    \n            var marker_fd2f9fd8c857a1c9e4e5149f00f51eae = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5d93e692bf48670a3478a68474a5b07a = 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_fd2f9fd8c857a1c9e4e5149f00f51eae.setIcon(icon_5d93e692bf48670a3478a68474a5b07a);\n        \n    \n            var marker_28a67ed36203713e9f1d950652cbf8d3 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c089119c450a7689fb270957f8f2471f = 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_28a67ed36203713e9f1d950652cbf8d3.setIcon(icon_c089119c450a7689fb270957f8f2471f);\n        \n    \n            var marker_8e5266a62bc4693fea68b24a90c25937 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_bc542deca064e21df0a36b0428b1487c = 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_8e5266a62bc4693fea68b24a90c25937.setIcon(icon_bc542deca064e21df0a36b0428b1487c);\n        \n    \n            var marker_1a4a43c6b8534bb4cc5402ee00cfaa55 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_8aa32e9bd32212105290b4c02e404196 = 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_1a4a43c6b8534bb4cc5402ee00cfaa55.setIcon(icon_8aa32e9bd32212105290b4c02e404196);\n        \n    \n            var marker_299052e2e8361fde5c8f552d750c1b35 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_2c9f2fd763bf02195e464d97e5632ca2 = 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_299052e2e8361fde5c8f552d750c1b35.setIcon(icon_2c9f2fd763bf02195e464d97e5632ca2);\n        \n    \n            var marker_dc1c520dce9780ee1872b07d8c4f7cf7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_6199e9457d828025770046a163b85bc5 = 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_dc1c520dce9780ee1872b07d8c4f7cf7.setIcon(icon_6199e9457d828025770046a163b85bc5);\n        \n    \n            var marker_805314342bebc9d808f9bf56e2e1a3f5 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_55496b40bcfa9b7225d3a2cfde0752f1 = 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_805314342bebc9d808f9bf56e2e1a3f5.setIcon(icon_55496b40bcfa9b7225d3a2cfde0752f1);\n        \n    \n            var marker_549567f2e2603e4afa1fee2ec6ed5740 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_9517e68fcee52f93376220b24c6f7bfd = 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_549567f2e2603e4afa1fee2ec6ed5740.setIcon(icon_9517e68fcee52f93376220b24c6f7bfd);\n        \n    \n            var marker_5a6f0a78edc4b5be113ac1e243322cc0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_de17cc0af35046043a12e09b262d4309 = 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_5a6f0a78edc4b5be113ac1e243322cc0.setIcon(icon_de17cc0af35046043a12e09b262d4309);\n        \n    \n            var marker_596c3a36b53bf97a02f6172cc457019d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_02ec648a04c23eceb5d7d60a11a3e853 = 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_596c3a36b53bf97a02f6172cc457019d.setIcon(icon_02ec648a04c23eceb5d7d60a11a3e853);\n        \n    \n            var marker_99a7af3a0623a1b3903e8574c33ac5f4 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_0efe2e18670af233e0a0061315ce0b12 = 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_99a7af3a0623a1b3903e8574c33ac5f4.setIcon(icon_0efe2e18670af233e0a0061315ce0b12);\n        \n    \n            var marker_4ec4c0bec7f2c4b7832c2d59f8542cda = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_b0067d5c2d8f2a5f09a197d9baf7c7ab = 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_4ec4c0bec7f2c4b7832c2d59f8542cda.setIcon(icon_b0067d5c2d8f2a5f09a197d9baf7c7ab);\n        \n    \n            var marker_9633cd9253c060c9ba80b9e01c494a54 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_494cc9b25e1d55b06c5d501a6199fca6 = 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_9633cd9253c060c9ba80b9e01c494a54.setIcon(icon_494cc9b25e1d55b06c5d501a6199fca6);\n        \n    \n            var marker_1c6100e8c270242c43d03a555e72f189 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c763c3ce8925acbc1bf68886feca63ec = 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_1c6100e8c270242c43d03a555e72f189.setIcon(icon_c763c3ce8925acbc1bf68886feca63ec);\n        \n    \n            var marker_05c2c917654bb5ce42a4e33e86ca07be = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_877366996ad9b692b6339987e10a21e3 = 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_05c2c917654bb5ce42a4e33e86ca07be.setIcon(icon_877366996ad9b692b6339987e10a21e3);\n        \n    \n            var marker_4154971915f9c33cedf385002e6fda43 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_21189cc9537fddd3721172f8732a6a2c = 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_4154971915f9c33cedf385002e6fda43.setIcon(icon_21189cc9537fddd3721172f8732a6a2c);\n        \n    \n            var marker_9909dcbdf3e6090bf4cc4e4f5c674f2b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c21b065e6aff6562c7090a3250a0fbbe = 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_9909dcbdf3e6090bf4cc4e4f5c674f2b.setIcon(icon_c21b065e6aff6562c7090a3250a0fbbe);\n        \n    \n            var marker_c5f854b88fcaf0a3b1e4d27b02e3de1e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_710459785921a39b1bc863d93143582f = 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_c5f854b88fcaf0a3b1e4d27b02e3de1e.setIcon(icon_710459785921a39b1bc863d93143582f);\n        \n    \n            var marker_9134b1cccc0d06b706ea122a122bf6e2 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_571e62b3f7b2794ba42263ae52c8360b = 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_9134b1cccc0d06b706ea122a122bf6e2.setIcon(icon_571e62b3f7b2794ba42263ae52c8360b);\n        \n    \n            var marker_8ce0b623813f8ba4116de67d92a8b7cf = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c629e0f37670699e3ba7943cc1071d35 = 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_8ce0b623813f8ba4116de67d92a8b7cf.setIcon(icon_c629e0f37670699e3ba7943cc1071d35);\n        \n    \n            var marker_f5ad0856b17a212be872f21c357a5daa = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_d23bcc1380af50690fd876577cf57e0c = 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_f5ad0856b17a212be872f21c357a5daa.setIcon(icon_d23bcc1380af50690fd876577cf57e0c);\n        \n    \n            var marker_cff3ca8178398a7a260e84db7bc7d722 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5e4c3411137edd1d50627894b083b620 = 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_cff3ca8178398a7a260e84db7bc7d722.setIcon(icon_5e4c3411137edd1d50627894b083b620);\n        \n    \n            var marker_4ddb5472bbba0ea89850cac5464878fb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c5071d03b2a3da84208fb7d742dd8b34 = 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_4ddb5472bbba0ea89850cac5464878fb.setIcon(icon_c5071d03b2a3da84208fb7d742dd8b34);\n        \n    \n            var marker_2f2576b9889441e101c9878e865eaa38 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_c180025c4aaf6cfa0f81e3672f416ce5 = 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_2f2576b9889441e101c9878e865eaa38.setIcon(icon_c180025c4aaf6cfa0f81e3672f416ce5);\n        \n    \n            var marker_c505c627348f2c20b9c0648bb24bab67 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_65d18d674431eb27dfde026037894250 = 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_c505c627348f2c20b9c0648bb24bab67.setIcon(icon_65d18d674431eb27dfde026037894250);\n        \n    \n            var marker_d187d8f8215c796fa7df0361809a8f42 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_96da5ccdeabe7766a393e06e284445af = 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_d187d8f8215c796fa7df0361809a8f42.setIcon(icon_96da5ccdeabe7766a393e06e284445af);\n        \n    \n            var marker_f8302831ecb2e36c78bb4e17ae9c3048 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_a04c6b650c00b6c58ef2a5f61f0de36c = 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_f8302831ecb2e36c78bb4e17ae9c3048.setIcon(icon_a04c6b650c00b6c58ef2a5f61f0de36c);\n        \n    \n            var marker_f6b96a98c3f0911ac0447ff88ee9dc9c = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_5bf71bef46f3b5c841896b8646826f8c = 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_f6b96a98c3f0911ac0447ff88ee9dc9c.setIcon(icon_5bf71bef46f3b5c841896b8646826f8c);\n        \n    \n            var marker_8093369d828093e2eea00d8ae2a60023 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_2a72418f33dcefdc50e90ad5e20133c4 = 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_8093369d828093e2eea00d8ae2a60023.setIcon(icon_2a72418f33dcefdc50e90ad5e20133c4);\n        \n    \n            var marker_492b9c0197c0ab2cc383c88913483b22 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_45f09a52c3cb3936ebb2d0a8ac4b2abd);\n        \n    \n            var icon_84c373b11345f26853e2d7d38116ae41 = 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_492b9c0197c0ab2cc383c88913483b22.setIcon(icon_84c373b11345f26853e2d7d38116ae41);\n        \n    \n            var mouse_position_055f121689e86390efee48e64d7386dc = new L.Control.MousePosition(\n                {&quot;emptyString&quot;: &quot;NaN&quot;, &quot;lngFirst&quot;: false, &quot;numDigits&quot;: 20, &quot;position&quot;: &quot;topright&quot;, &quot;prefix&quot;: &quot;Lat:&quot;, &quot;separator&quot;: &quot; Long: &quot;}\n            );\n            mouse_position_055f121689e86390efee48e64d7386dc.options[&quot;latFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            mouse_position_055f121689e86390efee48e64d7386dc.options[&quot;lngFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            map_956cf6ab3f59fe67dedd436c60d7d639.addControl(mouse_position_055f121689e86390efee48e64d7386dc);\n        \n    \n            var poly_line_46f41939f679a3b0bae2052dcf38420d = L.polyline(\n                [[28.56272, -80.56796], [28.56309, -80.57659]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(map_956cf6ab3f59fe67dedd436c60d7d639);\n        \n    \n            var poly_line_cd2b6e71290a5c886df224287e446e65 = L.polyline(\n                [[28.56272, -80.56796], [28.56309, -80.57659]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(map_956cf6ab3f59fe67dedd436c60d7d639);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>",
                        "text/plain": "<folium.folium.Map at 0x7f7e5abcb490>"
                    },
                    "execution_count": 26,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# Create a `folium.PolyLine` object using the coastline coordinates and launch site coordinate\n# lines=folium.PolyLine(locations=coordinates, weight=1)\nlines=folium.PolyLine(locations=[[28.56272, -80.56796],[28.56309, -80.57659]], weight=1)\nsite_map.add_child(lines)"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Your updated map with distance line should look like the following screenshot:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "A railway map symbol may look like this:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "A highway map symbol may look like this:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "A city map symbol may look like this:\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "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"
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": ""
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": ""
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "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"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Authors\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "[Yan Luo](https://www.linkedin.com/in/yan-luo-96288783/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork26802033-2022-01-01)\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "### Other Contributors\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Joseph Santarcangelo\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "## Change Log\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "| Date (YYYY-MM-DD) | Version | Changed By | Change Description          |\n| ----------------- | ------- | ---------- | --------------------------- |\n| 2021-05-26        | 1.0     | Yan        | Created the initial version |\n"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "Copyright \u00a9 2021 IBM Corporation. All rights reserved.\n"
        }
    ],
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