Folium_Lab.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": "Collecting folium\n  Downloading folium-0.14.0-py2.py3-none-any.whl (102 kB)\n\u001b[2K     \u001b[90m\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u001b[0m \u001b[32m102.3/102.3 kB\u001b[0m \u001b[31m12.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25hRequirement 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)\nCollecting branca>=0.6.0\n  Downloading branca-0.6.0-py3-none-any.whl (24 kB)\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: 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: certifi>=2017.4.17 in /opt/conda/envs/Python-3.10/lib/python3.10/site-packages (from requests->folium) (2022.12.7)\nInstalling collected packages: branca, folium\nSuccessfully installed branca-0.6.0 folium-0.14.0\nCollecting wget\n  Downloading wget-3.2.zip (10 kB)\n  Preparing metadata (setup.py) ... \u001b[?25ldone\n\u001b[?25hBuilding wheels for collected packages: wget\n  Building wheel for wget (setup.py) ... \u001b[?25ldone\n\u001b[?25h  Created wheel for wget: filename=wget-3.2-py3-none-any.whl size=9675 sha256=e7b9181c9eb1ec95e24d5104b0f0dc23772e446fb0bdcf7b4161d93751432a03\n  Stored in directory: /tmp/wsuser/.cache/pip/wheels/8b/f1/7f/5c94f0a7a505ca1c81cd1d9208ae2064675d97582078e6c769\nSuccessfully built wget\nInstalling collected packages: wget\nSuccessfully installed wget-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_22e3e5b1751d4bfcbe088f3920a456de {\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_22e3e5b1751d4bfcbe088f3920a456de&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_22e3e5b1751d4bfcbe088f3920a456de = L.map(\n                &quot;map_22e3e5b1751d4bfcbe088f3920a456de&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_619ee1918774094f2ad60020e7d20490 = 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_22e3e5b1751d4bfcbe088f3920a456de);\n        \n    \n            var circle_334def577f9529a0b65e735450c18098 = 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_22e3e5b1751d4bfcbe088f3920a456de);\n        \n    \n        var popup_41163b07a878218ea8b0f7c89a880ee2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_a1511aea0cb09ccaf495d7dff7d2256e = $(`&lt;div id=&quot;html_a1511aea0cb09ccaf495d7dff7d2256e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_41163b07a878218ea8b0f7c89a880ee2.setContent(html_a1511aea0cb09ccaf495d7dff7d2256e);\n            \n        \n\n        circle_334def577f9529a0b65e735450c18098.bindPopup(popup_41163b07a878218ea8b0f7c89a880ee2)\n        ;\n\n        \n    \n    \n            var marker_215b4610e5e53aa8d0dff5dcf1196193 = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_22e3e5b1751d4bfcbe088f3920a456de);\n        \n    \n            var div_icon_71e664aec3f671dcb54c05b35493714e = 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_215b4610e5e53aa8d0dff5dcf1196193.setIcon(div_icon_71e664aec3f671dcb54c05b35493714e);\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 0x7fb455006f80>"
                    },
                    "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": 9,
            "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_1dc6d5d73c88b72b34703ffff04c1cf4 {\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; 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                        "text/plain": "<folium.folium.Map at 0x7fb45502abf0>"
                    },
                    "execution_count": 9,
                    "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 _, launch_site in launch_sites_df.iterrows():\n    coord = [launch_site['Lat'], launch_site['Long']]\n    ls_name = launch_site['Launch Site']\n    circle = folium.Circle(coord, radius=1000, color='#0054d3', fill=True).add_child(folium.Popup(ls_name))\n    marker = folium.map.Marker(\n        coord,\n        icon=DivIcon(\n            icon_size=(20,20),\n            icon_anchor=(0,0),\n            html='<div style=\"font-size: 12; color:#0054d3;\"><b>%s</b></div>' % ls_name,\n            )\n        )\n    site_map.add_child(circle)\n    site_map.add_child(marker)\n\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": 10,
            "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": 10,
                    "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": 11,
            "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": null,
            "metadata": {},
            "outputs": [],
            "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\n"
        },
        {
            "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": 16,
            "metadata": {},
            "outputs": [
                {
                    "data": {
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marker_d33f7f39cca4fc2f9317cb10656f912d.setIcon(icon_0cbb37b3050ef00bd457eb4ac7a09d9a);\n        \n    \n            var marker_68f5557137e80b26309624a3b7ab93f2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_4a8eddc75a14731801da6b072d88fa9e = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_68f5557137e80b26309624a3b7ab93f2.setIcon(icon_4a8eddc75a14731801da6b072d88fa9e);\n        \n    \n            var marker_653ee15151c743a618bfb52aa5564d11 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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marker_254a0a047d2c861007648a3862b9c2de.setIcon(icon_662265d03d239080490c0867b142a28f);\n        \n    \n            var marker_1292b8cb099316140da06f5a4f438ef7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_d35970813fc247a6a214415e79328096 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1292b8cb099316140da06f5a4f438ef7.setIcon(icon_d35970813fc247a6a214415e79328096);\n        \n    \n            var marker_ef7413e16f5edd856c565599554e9803 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fc2d5179aabaec4002b54b66dd1282c2.setIcon(icon_83def6840b27fd02a5b68a2f3cb12b86);\n        \n    \n            var marker_bce44ae4369c5bf871b5f47d61b04423 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_5d836ab41e2015e3456254b649028b4e = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bce44ae4369c5bf871b5f47d61b04423.setIcon(icon_5d836ab41e2015e3456254b649028b4e);\n        \n    \n            var marker_eb8d15d1f7a427ce54a208d3e126b152 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_55e0f4fb6436e196f321b143837ef8fb = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_eb8d15d1f7a427ce54a208d3e126b152.setIcon(icon_55e0f4fb6436e196f321b143837ef8fb);\n        \n    \n            var marker_f349abfcc1d7f792c5055f292d4789ef = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_cb5450ab0e71c5e36938f8c3a915cb55 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f349abfcc1d7f792c5055f292d4789ef.setIcon(icon_cb5450ab0e71c5e36938f8c3a915cb55);\n        \n    \n            var marker_b0a34064b6d93ddab9fa0cd5a1117306 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_a6a3579d03b9d6dc8c90060431730413 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b0a34064b6d93ddab9fa0cd5a1117306.setIcon(icon_a6a3579d03b9d6dc8c90060431730413);\n        \n    \n            var marker_230f0bec2e960a5ba1b5230620fac449 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_73a2b21bf42faca5e58b37a98a31b40c = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_230f0bec2e960a5ba1b5230620fac449.setIcon(icon_73a2b21bf42faca5e58b37a98a31b40c);\n        \n    \n            var marker_84eb380d39620428caec54df9ce72999 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0a3f23445ac91e9beb91ad8121895a05.setIcon(icon_cc53fd0227928f9452631cdfcddd1470);\n        \n    \n            var marker_1ed38c7b5cc8463e644cccacb06d07d7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_debbe536641de00986601e5de243e7dc = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1ed38c7b5cc8463e644cccacb06d07d7.setIcon(icon_debbe536641de00986601e5de243e7dc);\n        \n    \n            var marker_4a275b4dacf883c67f082d2e5ee82cc8 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_2f6ea3c95aa3bdcda0bc01fc13e0b298 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4a275b4dacf883c67f082d2e5ee82cc8.setIcon(icon_2f6ea3c95aa3bdcda0bc01fc13e0b298);\n        \n    \n            var marker_22ade052287ca5fef3c0b3da5100792f = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_814248410ca97d7882073aebf0495708 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_22ade052287ca5fef3c0b3da5100792f.setIcon(icon_814248410ca97d7882073aebf0495708);\n        \n    \n            var marker_5fab4c646aaf154e7361339942d7bddf = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_32dc1eec90612cdb6b6b659e7e19a1f2 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5fab4c646aaf154e7361339942d7bddf.setIcon(icon_32dc1eec90612cdb6b6b659e7e19a1f2);\n        \n    \n            var marker_5e13f153a24cd233baa1cada471bc1f6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_a8e7a338125b2a91a50fa7bdf484d66f = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e13f153a24cd233baa1cada471bc1f6.setIcon(icon_a8e7a338125b2a91a50fa7bdf484d66f);\n        \n    \n            var marker_15f849eebafcdad162bc883a250d89cc = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_01dc65f819e6755b1cc92282e5d5ccf1.setIcon(icon_c8a81c5c0739188a9a63b3906ad99495);\n        \n    \n            var marker_b0ed93188eea8b3fbf7529a42f16deb1 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_b6240115d60e82ee2d3b09c24ac59a5d = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b0ed93188eea8b3fbf7529a42f16deb1.setIcon(icon_b6240115d60e82ee2d3b09c24ac59a5d);\n        \n    \n            var marker_6551718157f1e8d5a081a4447f5fccbb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_6586a8fe8b848ed463111acfbc236a5a = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6551718157f1e8d5a081a4447f5fccbb.setIcon(icon_6586a8fe8b848ed463111acfbc236a5a);\n        \n    \n            var marker_3291fc6cb3ea157211ff5911e0c4df93 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_8165e8299b14a984afef7fa1f0738337 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3291fc6cb3ea157211ff5911e0c4df93.setIcon(icon_8165e8299b14a984afef7fa1f0738337);\n        \n    \n            var marker_f786317d81fa8ada1427882c900ce6f0 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c327eafacb5ade9916bea70f70fb1bfc = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f786317d81fa8ada1427882c900ce6f0.setIcon(icon_c327eafacb5ade9916bea70f70fb1bfc);\n        \n    \n            var marker_5523564b0a317db79a19d6b3ead38331 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_eac0666fdfed1bfc62c515050e95f99d = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5523564b0a317db79a19d6b3ead38331.setIcon(icon_eac0666fdfed1bfc62c515050e95f99d);\n        \n    \n            var marker_4edab20f926ebe3825dcb4523b04776d = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c1ec3205c7fbaaedaca31719dae1e740 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4edab20f926ebe3825dcb4523b04776d.setIcon(icon_c1ec3205c7fbaaedaca31719dae1e740);\n        \n    \n            var marker_e251a4e68cc8905e5fadff169458654b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_43d2ec6a64c6068cb1de7977b99abb9e = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e251a4e68cc8905e5fadff169458654b.setIcon(icon_43d2ec6a64c6068cb1de7977b99abb9e);\n        \n    \n            var marker_9226f83dcf2591a8d6fff46c156daf29 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_ef6e7500a4859941b8d65eb44a6bce7b = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9226f83dcf2591a8d6fff46c156daf29.setIcon(icon_ef6e7500a4859941b8d65eb44a6bce7b);\n        \n    \n            var marker_80386498ec253973c1ee6697bf877a73 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c1c0bcae5f6ee54f4d5e2741c89496b1 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_80386498ec253973c1ee6697bf877a73.setIcon(icon_c1c0bcae5f6ee54f4d5e2741c89496b1);\n        \n    \n            var marker_44170af4b48fc23e76ba1336f2815cd3 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_646f5653061ef7ab5e511362d682ef37 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44170af4b48fc23e76ba1336f2815cd3.setIcon(icon_646f5653061ef7ab5e511362d682ef37);\n        \n    \n            var marker_e70baf5e903be1fe483942e98c7775f6 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_562071b5806a94bec1479583266e8b9b = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e70baf5e903be1fe483942e98c7775f6.setIcon(icon_562071b5806a94bec1479583266e8b9b);\n        \n    \n            var marker_c76aafc25558cb12a3e0758686dc4972 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_3d19e8f3e5c4b2a1e97aaf4313340295 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c76aafc25558cb12a3e0758686dc4972.setIcon(icon_3d19e8f3e5c4b2a1e97aaf4313340295);\n        \n    \n            var marker_743f45f76f15d74e7890a22fda4edd97 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_84fdd72ce0d1f3e22c3c2f7ffd4d11c1 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_743f45f76f15d74e7890a22fda4edd97.setIcon(icon_84fdd72ce0d1f3e22c3c2f7ffd4d11c1);\n        \n    \n            var marker_57a2bbe4fdeb5bd89f85d30389d449be = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_0db5a84e0f73b640861f5c46fdb2497a = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_57a2bbe4fdeb5bd89f85d30389d449be.setIcon(icon_0db5a84e0f73b640861f5c46fdb2497a);\n        \n    \n            var marker_e349884ce9435308c6bd7b708e8e3ce5 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_804821dbc86963e048a7e4f95d7790d2 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e349884ce9435308c6bd7b708e8e3ce5.setIcon(icon_804821dbc86963e048a7e4f95d7790d2);\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 0x7fb45502abf0>"
                    },
                    "execution_count": 16,
                    "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    # marker = folium.Marker(...)\n    folium.Marker(\n        location=[record['Lat'], record['Long']],\n        icon=folium.Icon(color=record['marker_color'], icon_color=record['marker_color'],\n        popup=record['class'])\n    ).add_to(marker_cluster)\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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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_1dc6d5d73c88b72b34703ffff04c1cf4 {\n                    position: relative;\n                    width: 100.0%;\n                    height: 100.0%;\n                    left: 0.0%;\n                    top: 0.0%;\n                }\n                .leaflet-container { font-size: 1rem; }\n            &lt;/style&gt;\n        \n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css&quot;/&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/gh/ardhi/Leaflet.MousePosition/src/L.Control.MousePosition.min.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/ardhi/Leaflet.MousePosition/src/L.Control.MousePosition.min.css&quot;/&gt;\n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_1dc6d5d73c88b72b34703ffff04c1cf4&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_1dc6d5d73c88b72b34703ffff04c1cf4 = L.map(\n                &quot;map_1dc6d5d73c88b72b34703ffff04c1cf4&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_116b073d9333dc74e9f89d425fa8ade8 = 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_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n            var circle_717ae8e338280e04d49bc444c616a668 = L.circle(\n                [28.56230197, -80.57735648],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0054d3&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0054d3&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_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n        var popup_e46262220f3947beb1f754ca6d48bf8d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_6dc22730448b5b118404b8e708c79a4b = $(`&lt;div id=&quot;html_6dc22730448b5b118404b8e708c79a4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;CCAFS LC-40&lt;/div&gt;`)[0];\n                popup_e46262220f3947beb1f754ca6d48bf8d.setContent(html_6dc22730448b5b118404b8e708c79a4b);\n            \n        \n\n        circle_717ae8e338280e04d49bc444c616a668.bindPopup(popup_e46262220f3947beb1f754ca6d48bf8d)\n        ;\n\n        \n    \n    \n            var marker_1ac43203bfeb82e4d5e3dca4d5191347 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(map_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n            var div_icon_13d093e8bf826403d9de80368567238d = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#0054d3;\\&quot;\\u003e\\u003cb\\u003eCCAFS LC-40\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_1ac43203bfeb82e4d5e3dca4d5191347.setIcon(div_icon_13d093e8bf826403d9de80368567238d);\n        \n    \n            var circle_17d961a3e43db9b9ebff3101311b6fee = L.circle(\n                [28.56319718, -80.57682003],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0054d3&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0054d3&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_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n        var popup_2d3338640de155c4226812042681e599 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_a6b5ca9ffcba1c19ec22b3002652e0de = $(`&lt;div id=&quot;html_a6b5ca9ffcba1c19ec22b3002652e0de&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;CCAFS SLC-40&lt;/div&gt;`)[0];\n                popup_2d3338640de155c4226812042681e599.setContent(html_a6b5ca9ffcba1c19ec22b3002652e0de);\n            \n        \n\n        circle_17d961a3e43db9b9ebff3101311b6fee.bindPopup(popup_2d3338640de155c4226812042681e599)\n        ;\n\n        \n    \n    \n            var marker_806e3bbbb847aaaa845d6e4c90cae257 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(map_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n            var div_icon_4c89a4b83db25a1fe6b9a024b4b1a372 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#0054d3;\\&quot;\\u003e\\u003cb\\u003eCCAFS SLC-40\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_806e3bbbb847aaaa845d6e4c90cae257.setIcon(div_icon_4c89a4b83db25a1fe6b9a024b4b1a372);\n        \n    \n            var circle_382f6c2963acdb7282c161afe56563c2 = L.circle(\n                [28.57325457, -80.64689529],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0054d3&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0054d3&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_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n        var popup_d685163f946cf74b862f6eb9bc4042f6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_2a04bb0066c78b04764f5c03fb4478e3 = $(`&lt;div id=&quot;html_2a04bb0066c78b04764f5c03fb4478e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;KSC LC-39A&lt;/div&gt;`)[0];\n                popup_d685163f946cf74b862f6eb9bc4042f6.setContent(html_2a04bb0066c78b04764f5c03fb4478e3);\n            \n        \n\n        circle_382f6c2963acdb7282c161afe56563c2.bindPopup(popup_d685163f946cf74b862f6eb9bc4042f6)\n        ;\n\n        \n    \n    \n            var marker_c5e790f51ae3723a5191c77f5cb7f860 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(map_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n            var div_icon_2a8bdb1f3762b6c731232fdac10618da = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#0054d3;\\&quot;\\u003e\\u003cb\\u003eKSC LC-39A\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_c5e790f51ae3723a5191c77f5cb7f860.setIcon(div_icon_2a8bdb1f3762b6c731232fdac10618da);\n        \n    \n            var circle_2990494eb109b60962c354c1f92360c7 = L.circle(\n                [34.63283416, -120.6107455],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#0054d3&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#0054d3&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_1dc6d5d73c88b72b34703ffff04c1cf4);\n        \n    \n        var popup_2d37aebfd216750417baebd8c909f084 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_527def84fdce3ec1450c37bfa1b88f1d = $(`&lt;div id=&quot;html_527def84fdce3ec1450c37bfa1b88f1d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;VAFB SLC-4E&lt;/div&gt;`)[0];\n                popup_2d37aebfd216750417baebd8c909f084.setContent(html_527def84fdce3ec1450c37bfa1b88f1d);\n            \n        \n\n        circle_2990494eb109b60962c354c1f92360c7.bindPopup(popup_2d37aebfd216750417baebd8c909f084)\n        ;\n\n        \n    \n    \n            var marker_27add736720125ff3565c11b34a60bf0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var div_icon_929c69e41bbcf00360dfdb3f55a0719a = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#0054d3;\\&quot;\\u003e\\u003cb\\u003eVAFB SLC-4E\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_27add736720125ff3565c11b34a60bf0.setIcon(div_icon_929c69e41bbcf00360dfdb3f55a0719a);\n        \n    \n            var marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f = L.markerClusterGroup(\n                {}\n            );\n            map_1dc6d5d73c88b72b34703ffff04c1cf4.addLayer(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var mouse_position_4096e62222ba6c716e2a7864f9d3d806 = 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_4096e62222ba6c716e2a7864f9d3d806.options[&quot;latFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            mouse_position_4096e62222ba6c716e2a7864f9d3d806.options[&quot;lngFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            map_1dc6d5d73c88b72b34703ffff04c1cf4.addControl(mouse_position_4096e62222ba6c716e2a7864f9d3d806);\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 0x7fb45502abf0>"
                    },
                    "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": "0.8762983388668405"
                    },
                    "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)\n\nlaunch_site_lat, launch_site_lon = 28.563197, -80.576820\ncoastline_lat, coastline_lon = 28.56319, -80.56785\n\ndistance_coastline = calculate_distance(launch_site_lat, launch_site_lon, coastline_lat, coastline_lon)\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": 20,
            "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\ndistance_marker = folium.Marker(\n    location=[coastline_lat, coastline_lon],\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_coastline),\n        )\n    )"
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": "*TODO:* Draw a `PolyLine` between a launch site to the selected coastline point\n"
        },
        {
            "cell_type": "code",
            "execution_count": 23,
            "metadata": {},
            "outputs": [
                {
                    "data": {
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marker_fffc92ec25178fe2d301657bbc80dff0.setIcon(icon_62830851da8a8ab9a6397c3d32021647);\n        \n    \n            var marker_3394f998e2392df2d52432ee15b80671 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_b84cea4954815de2dac1ac5da902e0ae = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3394f998e2392df2d52432ee15b80671.setIcon(icon_b84cea4954815de2dac1ac5da902e0ae);\n        \n    \n            var marker_dba6e9757b020e7b8535d006ba2d06f2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7f1cf75f90a4b97a28fb213b01c058df.setIcon(icon_a212488b5681576a4d88728d1ce44461);\n        \n    \n            var marker_7a755b2c28e52a8dd92eed635a4667cb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_2f25c957d9e54a5d9c6161d552ada2d1 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7a755b2c28e52a8dd92eed635a4667cb.setIcon(icon_2f25c957d9e54a5d9c6161d552ada2d1);\n        \n    \n            var marker_ad127671d1947726b68d27a97c09916f = 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marker_d33f7f39cca4fc2f9317cb10656f912d.setIcon(icon_0cbb37b3050ef00bd457eb4ac7a09d9a);\n        \n    \n            var marker_68f5557137e80b26309624a3b7ab93f2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_4a8eddc75a14731801da6b072d88fa9e = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_68f5557137e80b26309624a3b7ab93f2.setIcon(icon_4a8eddc75a14731801da6b072d88fa9e);\n        \n    \n            var marker_653ee15151c743a618bfb52aa5564d11 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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marker_254a0a047d2c861007648a3862b9c2de.setIcon(icon_662265d03d239080490c0867b142a28f);\n        \n    \n            var marker_1292b8cb099316140da06f5a4f438ef7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_d35970813fc247a6a214415e79328096 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1292b8cb099316140da06f5a4f438ef7.setIcon(icon_d35970813fc247a6a214415e79328096);\n        \n    \n            var marker_ef7413e16f5edd856c565599554e9803 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_55e0f4fb6436e196f321b143837ef8fb = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_eb8d15d1f7a427ce54a208d3e126b152.setIcon(icon_55e0f4fb6436e196f321b143837ef8fb);\n        \n    \n            var marker_f349abfcc1d7f792c5055f292d4789ef = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_cb5450ab0e71c5e36938f8c3a915cb55 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f349abfcc1d7f792c5055f292d4789ef.setIcon(icon_cb5450ab0e71c5e36938f8c3a915cb55);\n        \n    \n            var marker_b0a34064b6d93ddab9fa0cd5a1117306 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_a6a3579d03b9d6dc8c90060431730413 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b0a34064b6d93ddab9fa0cd5a1117306.setIcon(icon_a6a3579d03b9d6dc8c90060431730413);\n        \n    \n            var marker_230f0bec2e960a5ba1b5230620fac449 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_73a2b21bf42faca5e58b37a98a31b40c = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_230f0bec2e960a5ba1b5230620fac449.setIcon(icon_73a2b21bf42faca5e58b37a98a31b40c);\n        \n    \n            var marker_84eb380d39620428caec54df9ce72999 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_591f5fb55e9091713b857c8a9fb3d87d = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_84eb380d39620428caec54df9ce72999.setIcon(icon_591f5fb55e9091713b857c8a9fb3d87d);\n        \n    \n            var marker_0a3f23445ac91e9beb91ad8121895a05 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_cc53fd0227928f9452631cdfcddd1470 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0a3f23445ac91e9beb91ad8121895a05.setIcon(icon_cc53fd0227928f9452631cdfcddd1470);\n        \n    \n            var marker_1ed38c7b5cc8463e644cccacb06d07d7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_debbe536641de00986601e5de243e7dc = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1ed38c7b5cc8463e644cccacb06d07d7.setIcon(icon_debbe536641de00986601e5de243e7dc);\n        \n    \n            var marker_4a275b4dacf883c67f082d2e5ee82cc8 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_2f6ea3c95aa3bdcda0bc01fc13e0b298 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4a275b4dacf883c67f082d2e5ee82cc8.setIcon(icon_2f6ea3c95aa3bdcda0bc01fc13e0b298);\n        \n    \n            var marker_22ade052287ca5fef3c0b3da5100792f = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_814248410ca97d7882073aebf0495708 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_22ade052287ca5fef3c0b3da5100792f.setIcon(icon_814248410ca97d7882073aebf0495708);\n        \n    \n            var marker_5fab4c646aaf154e7361339942d7bddf = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_32dc1eec90612cdb6b6b659e7e19a1f2 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5fab4c646aaf154e7361339942d7bddf.setIcon(icon_32dc1eec90612cdb6b6b659e7e19a1f2);\n        \n    \n            var marker_5e13f153a24cd233baa1cada471bc1f6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_a8e7a338125b2a91a50fa7bdf484d66f = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e13f153a24cd233baa1cada471bc1f6.setIcon(icon_a8e7a338125b2a91a50fa7bdf484d66f);\n        \n    \n            var marker_15f849eebafcdad162bc883a250d89cc = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_25210b6ae90e07bd95225c7e31413e93 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_15f849eebafcdad162bc883a250d89cc.setIcon(icon_25210b6ae90e07bd95225c7e31413e93);\n        \n    \n            var marker_01dc65f819e6755b1cc92282e5d5ccf1 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c8a81c5c0739188a9a63b3906ad99495 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_01dc65f819e6755b1cc92282e5d5ccf1.setIcon(icon_c8a81c5c0739188a9a63b3906ad99495);\n        \n    \n            var marker_b0ed93188eea8b3fbf7529a42f16deb1 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_b6240115d60e82ee2d3b09c24ac59a5d = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b0ed93188eea8b3fbf7529a42f16deb1.setIcon(icon_b6240115d60e82ee2d3b09c24ac59a5d);\n        \n    \n            var marker_6551718157f1e8d5a081a4447f5fccbb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_6586a8fe8b848ed463111acfbc236a5a = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6551718157f1e8d5a081a4447f5fccbb.setIcon(icon_6586a8fe8b848ed463111acfbc236a5a);\n        \n    \n            var marker_3291fc6cb3ea157211ff5911e0c4df93 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_8165e8299b14a984afef7fa1f0738337 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: 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marker_f786317d81fa8ada1427882c900ce6f0.setIcon(icon_c327eafacb5ade9916bea70f70fb1bfc);\n        \n    \n            var marker_5523564b0a317db79a19d6b3ead38331 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_eac0666fdfed1bfc62c515050e95f99d = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5523564b0a317db79a19d6b3ead38331.setIcon(icon_eac0666fdfed1bfc62c515050e95f99d);\n        \n    \n            var marker_4edab20f926ebe3825dcb4523b04776d = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c1ec3205c7fbaaedaca31719dae1e740 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4edab20f926ebe3825dcb4523b04776d.setIcon(icon_c1ec3205c7fbaaedaca31719dae1e740);\n        \n    \n            var marker_e251a4e68cc8905e5fadff169458654b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_43d2ec6a64c6068cb1de7977b99abb9e = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e251a4e68cc8905e5fadff169458654b.setIcon(icon_43d2ec6a64c6068cb1de7977b99abb9e);\n        \n    \n            var marker_9226f83dcf2591a8d6fff46c156daf29 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_ef6e7500a4859941b8d65eb44a6bce7b = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9226f83dcf2591a8d6fff46c156daf29.setIcon(icon_ef6e7500a4859941b8d65eb44a6bce7b);\n        \n    \n            var marker_80386498ec253973c1ee6697bf877a73 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_c1c0bcae5f6ee54f4d5e2741c89496b1 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_80386498ec253973c1ee6697bf877a73.setIcon(icon_c1c0bcae5f6ee54f4d5e2741c89496b1);\n        \n    \n            var marker_44170af4b48fc23e76ba1336f2815cd3 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_646f5653061ef7ab5e511362d682ef37 = L.AwesomeMarkers.icon(\n                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marker_e70baf5e903be1fe483942e98c7775f6.setIcon(icon_562071b5806a94bec1479583266e8b9b);\n        \n    \n            var marker_c76aafc25558cb12a3e0758686dc4972 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_3d19e8f3e5c4b2a1e97aaf4313340295 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c76aafc25558cb12a3e0758686dc4972.setIcon(icon_3d19e8f3e5c4b2a1e97aaf4313340295);\n        \n    \n            var marker_743f45f76f15d74e7890a22fda4edd97 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_84fdd72ce0d1f3e22c3c2f7ffd4d11c1 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_743f45f76f15d74e7890a22fda4edd97.setIcon(icon_84fdd72ce0d1f3e22c3c2f7ffd4d11c1);\n        \n    \n            var marker_57a2bbe4fdeb5bd89f85d30389d449be = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_0db5a84e0f73b640861f5c46fdb2497a = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_57a2bbe4fdeb5bd89f85d30389d449be.setIcon(icon_0db5a84e0f73b640861f5c46fdb2497a);\n        \n    \n            var marker_e349884ce9435308c6bd7b708e8e3ce5 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_804821dbc86963e048a7e4f95d7790d2 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e349884ce9435308c6bd7b708e8e3ce5.setIcon(icon_804821dbc86963e048a7e4f95d7790d2);\n        \n    \n            var poly_line_2519a6c063d81945cd938ada5a075e6b = L.polyline(\n                [[28.563197, -80.57682], [28.56319, -80.56785]],\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_1dc6d5d73c88b72b34703ffff04c1cf4);\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 0x7fb45502abf0>"
                    },
                    "execution_count": 23,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "# Create a `folium.PolyLine` object using the coastline coordinates and launch site coordinate\nlines=folium.PolyLine(locations=[[launch_site_lat, launch_site_lon], [coastline_lat, coastline_lon]], 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": 24,
            "metadata": {},
            "outputs": [
                {
                    "data": {
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marker_fffc92ec25178fe2d301657bbc80dff0.setIcon(icon_62830851da8a8ab9a6397c3d32021647);\n        \n    \n            var marker_3394f998e2392df2d52432ee15b80671 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_b84cea4954815de2dac1ac5da902e0ae = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3394f998e2392df2d52432ee15b80671.setIcon(icon_b84cea4954815de2dac1ac5da902e0ae);\n        \n    \n            var marker_dba6e9757b020e7b8535d006ba2d06f2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7f1cf75f90a4b97a28fb213b01c058df.setIcon(icon_a212488b5681576a4d88728d1ce44461);\n        \n    \n            var marker_7a755b2c28e52a8dd92eed635a4667cb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_2f25c957d9e54a5d9c6161d552ada2d1 = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7a755b2c28e52a8dd92eed635a4667cb.setIcon(icon_2f25c957d9e54a5d9c6161d552ada2d1);\n        \n    \n            var marker_ad127671d1947726b68d27a97c09916f = 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marker_d33f7f39cca4fc2f9317cb10656f912d.setIcon(icon_0cbb37b3050ef00bd457eb4ac7a09d9a);\n        \n    \n            var marker_68f5557137e80b26309624a3b7ab93f2 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_4a8eddc75a14731801da6b072d88fa9e = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_68f5557137e80b26309624a3b7ab93f2.setIcon(icon_4a8eddc75a14731801da6b072d88fa9e);\n        \n    \n            var marker_653ee15151c743a618bfb52aa5564d11 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b5576a706d5c4518534dc6ec7eaaa602.setIcon(icon_9bc98783042ca068f289d47e6aab887c);\n        \n    \n            var marker_51f729b921698ac851c1f22a20f003a4 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_949889dc1b766f4380f75d1cdafefd22 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_51f729b921698ac851c1f22a20f003a4.setIcon(icon_949889dc1b766f4380f75d1cdafefd22);\n        \n    \n            var marker_7c9c0d56a337afdf490ad9941c70424c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_cc118376058b2b353677a0b2e7ae97b2 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7c9c0d56a337afdf490ad9941c70424c.setIcon(icon_cc118376058b2b353677a0b2e7ae97b2);\n        \n    \n            var marker_fcf9c5366135b443cafda299f82b569f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_18e4338a7051afaf5a611764298e8abf = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: 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marker_254a0a047d2c861007648a3862b9c2de.setIcon(icon_662265d03d239080490c0867b142a28f);\n        \n    \n            var marker_1292b8cb099316140da06f5a4f438ef7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_d35970813fc247a6a214415e79328096 = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1292b8cb099316140da06f5a4f438ef7.setIcon(icon_d35970813fc247a6a214415e79328096);\n        \n    \n            var marker_ef7413e16f5edd856c565599554e9803 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;markerColor&quot;: &quot;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fc2d5179aabaec4002b54b66dd1282c2.setIcon(icon_83def6840b27fd02a5b68a2f3cb12b86);\n        \n    \n            var marker_bce44ae4369c5bf871b5f47d61b04423 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_5d836ab41e2015e3456254b649028b4e = 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;red&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bce44ae4369c5bf871b5f47d61b04423.setIcon(icon_5d836ab41e2015e3456254b649028b4e);\n        \n    \n            var marker_eb8d15d1f7a427ce54a208d3e126b152 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_55e0f4fb6436e196f321b143837ef8fb = 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;green&quot;, &quot;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_eb8d15d1f7a427ce54a208d3e126b152.setIcon(icon_55e0f4fb6436e196f321b143837ef8fb);\n        \n    \n            var marker_f349abfcc1d7f792c5055f292d4789ef = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_57bd408ca6e8ce2cdcb04c5108ccbf5f);\n        \n    \n            var icon_cb5450ab0e71c5e36938f8c3a915cb55 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: 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                        "text/plain": "<folium.folium.Map at 0x7fb45502abf0>"
                    },
                    "execution_count": 24,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": "city_lat, city_lon = 28.53, -81.38\n\nline2=folium.PolyLine(locations=[[launch_site_lat, launch_site_lon], [city_lat, city_lon]], weight=3)\nsite_map.add_child(line2)"
        },
        {
            "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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