lab_jupyter_launch_site_location.jupyterlite.ipynb

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      "name": "python",
      "display_name": "Python (Pyodide)",
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  "cells": [
    {
      "cell_type": "markdown",
      "source": "<p style=\"text-align:center\">\n    <a href=\"https://skills.network/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork26802033-2022-01-01\" target=\"_blank\">\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n    </a>\n</p>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# **Launch Sites Locations Analysis with Folium**\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Estimated time needed: **40** minutes\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The launch success rate may depend on many factors such as payload mass, orbit type, and so on. It may also depend on the location and proximities of a launch site, i.e., the initial position of rocket trajectories. Finding an optimal location for building a launch site certainly involves many factors and hopefully we could discover some of the factors by analyzing the existing launch site locations.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "In the previous exploratory data analysis labs, you have visualized the SpaceX launch dataset using `matplotlib` and `seaborn` and discovered some preliminary correlations between the launch site and success rates. In this lab, you will be performing more interactive visual analytics using `Folium`.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Objectives\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "This lab contains the following tasks:\n\n*   **TASK 1:** Mark all launch sites on a map\n*   **TASK 2:** Mark the success/failed launches for each site on the map\n*   **TASK 3:** Calculate the distances between a launch site to its proximities\n\nAfter completed the above tasks, you should be able to find some geographical patterns about launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first import required Python packages for this lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "import piplite\nawait piplite.install(['folium'])\nawait piplite.install(['pandas'])",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 1
    },
    {
      "cell_type": "code",
      "source": "import folium\nimport pandas as pd",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 2
    },
    {
      "cell_type": "code",
      "source": "# Import folium MarkerCluster plugin\nfrom folium.plugins import MarkerCluster\n# Import folium MousePosition plugin\nfrom folium.plugins import MousePosition\n# Import folium DivIcon plugin\nfrom folium.features import DivIcon",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 3
    },
    {
      "cell_type": "markdown",
      "source": "If you need to refresh your memory about folium, you may download and refer to this previous folium lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "[Generating Maps with Python](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module\\_3/DV0101EN-3-5-1-Generating-Maps-in-Python-py-v2.0.ipynb)\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "## Task 1: Mark all launch sites on a map\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "First, let's try to add each site's location on a map using site's latitude and longitude coordinates\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The following dataset with the name `spacex_launch_geo.csv` is an augmented dataset with latitude and longitude added for each site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Download and read the `spacex_launch_geo.csv`\nfrom js import fetch\nimport io\n\nURL = 'https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/datasets/spacex_launch_geo.csv'\nresp = await fetch(URL)\nspacex_csv_file = io.BytesIO((await resp.arrayBuffer()).to_py())\nspacex_df=pd.read_csv(spacex_csv_file)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 5
    },
    {
      "cell_type": "markdown",
      "source": "Now, you can take a look at what are the coordinates for each site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Select relevant sub-columns: `Launch Site`, `Lat(Latitude)`, `Long(Longitude)`, `class`\nspacex_df = spacex_df[['Launch Site', 'Lat', 'Long', 'class']]\nlaunch_sites_df = spacex_df.groupby(['Launch Site'], as_index=False).first()\nlaunch_sites_df = launch_sites_df[['Launch Site', 'Lat', 'Long']]\nlaunch_sites_df",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 6,
          "output_type": "execute_result",
          "data": {
            "text/plain": "    Launch Site        Lat        Long\n0   CCAFS LC-40  28.562302  -80.577356\n1  CCAFS SLC-40  28.563197  -80.576820\n2    KSC LC-39A  28.573255  -80.646895\n3   VAFB SLC-4E  34.632834 -120.610745",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>VAFB SLC-4E</td>\n      <td>34.632834</td>\n      <td>-120.610745</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 6
    },
    {
      "cell_type": "markdown",
      "source": "Above coordinates are just plain numbers that can not give you any intuitive insights about where are those launch sites. If you are very good at geography, you can interpret those numbers directly in your mind. If not, that's fine too. Let's visualize those locations by pinning them on a map.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "We first need to create a folium `Map` object, with an initial center location to be NASA Johnson Space Center at Houston, Texas.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Start location is NASA Johnson Space Center\nnasa_coordinate = [29.559684888503615, -95.0830971930759]\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=10)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 7
    },
    {
      "cell_type": "markdown",
      "source": "We could use `folium.Circle` to add a highlighted circle area with a text label on a specific coordinate. For example,\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a blue circle at NASA Johnson Space Center's coordinate with a popup label showing its name\ncircle = folium.Circle(nasa_coordinate, radius=1000, color='#d35400', fill=True).add_child(folium.Popup('NASA Johnson Space Center'))\n# Create a blue circle at NASA Johnson Space Center's coordinate with a icon showing its name\nmarker = folium.map.Marker(\n    nasa_coordinate,\n    # Create an icon as a text label\n    icon=DivIcon(\n        icon_size=(20,20),\n        icon_anchor=(0,0),\n        html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'NASA JSC',\n        )\n    )\nsite_map.add_child(circle)\nsite_map.add_child(marker)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 8,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x5a7e6c0>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.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_5413407e734d9ed9e7a0b4a24db44ca7 {\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_5413407e734d9ed9e7a0b4a24db44ca7&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_5413407e734d9ed9e7a0b4a24db44ca7 = L.map(\n                &quot;map_5413407e734d9ed9e7a0b4a24db44ca7&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_031a48a96a1564c5e5c3b60f895494ac = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_031a48a96a1564c5e5c3b60f895494ac.addTo(map_5413407e734d9ed9e7a0b4a24db44ca7);\n        \n    \n            var circle_fedfe18abd4d4f1ad1aea8b9af329fea = 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_5413407e734d9ed9e7a0b4a24db44ca7);\n        \n    \n        var popup_409c3406332e8525b3bac6f93232f8b8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_dbeb3db32e95a34e325b817dd61b4bbe = $(`&lt;div id=&quot;html_dbeb3db32e95a34e325b817dd61b4bbe&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_409c3406332e8525b3bac6f93232f8b8.setContent(html_dbeb3db32e95a34e325b817dd61b4bbe);\n            \n        \n\n        circle_fedfe18abd4d4f1ad1aea8b9af329fea.bindPopup(popup_409c3406332e8525b3bac6f93232f8b8)\n        ;\n\n        \n    \n    \n            var marker_54ee1636b2adebea583ecb61552ecc9a = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_5413407e734d9ed9e7a0b4a24db44ca7);\n        \n    \n            var div_icon_c5814e45d295430dc3064bbf68a69533 = 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_54ee1636b2adebea583ecb61552ecc9a.setIcon(div_icon_c5814e45d295430dc3064bbf68a69533);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 8
    },
    {
      "cell_type": "markdown",
      "source": "and you should find a small yellow circle near the city of Houston and you can zoom-in to see a larger circle.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, let's add a circle for each launch site in data frame `launch_sites`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:*  Create and add `folium.Circle` and `folium.Marker` for each launch site on the site map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Circle:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.Circle(coordinate, radius=1000, color='#000000', fill=True).add_child(folium.Popup(...))`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Marker:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.map.Marker(coordinate, icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0), html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'label', ))`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Initial the map\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=5)\n# For each launch site, add a Circle object based on its coordinate (Lat, Long) values. In addition, add Launch site name as a popup label\nfor index, row in launch_sites_df.iterrows():\n    launch_site = row['Launch Site']\n    latitude = row['Lat']\n    longitude = row['Long']\n    \n    # Add circle marker\n    folium.Circle(\n        location=[latitude, longitude],\n        radius=1000,\n        color='#000000',\n        fill=True\n    ).add_child(folium.Popup(launch_site)).add_to(site_map)\n    \n    # Add launch site name marker\n    folium.Marker(\n        [latitude, longitude],\n        icon=folium.DivIcon(\n            icon_size=(20, 20),\n            icon_anchor=(0, 0),\n            html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % launch_site\n        )\n    ).add_to(site_map)\n\n# Display the map\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 9,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x1301938>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.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_2a52a1e20262dc0b2336d2984f238d04 {\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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          },
          "metadata": {}
        }
      ],
      "execution_count": 9
    },
    {
      "cell_type": "markdown",
      "source": "The generated map with marked launch sites should look similar to the following:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_markers.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, you can explore the map by zoom-in/out the marked areas\n, and try to answer the following questions:\n\n*   Are all launch sites in proximity to the Equator line?\n*   Are all launch sites in very close proximity to the coast?\n\nAlso please try to explain your findings.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Task 2: Mark the success/failed launches for each site on the map\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's try to enhance the map by adding the launch outcomes for each site, and see which sites have high success rates.\nRecall that data frame spacex_df has detailed launch records, and the `class` column indicates if this launch was successful or not\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "spacex_df.tail(10)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 14,
          "output_type": "execute_result",
          "data": {
            "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",
            "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>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 14
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's create markers for all launch records.\nIf a launch was successful `(class=1)`, then we use a green marker and if a launch was failed, we use a red marker `(class=0)`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Note that a launch only happens in one of the four launch sites, which means many launch records will have the exact same coordinate. Marker clusters can be a good way to simplify a map containing many markers having the same coordinate.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first create a `MarkerCluster` object\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "marker_cluster = MarkerCluster()\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 15
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Create a new column in `launch_sites` dataframe called `marker_color` to store the marker colors based on the `class` value\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "\n# Apply a function to check the value of `class` column\n# If class=1, marker_color value will be green\n# If class=0, marker_color value will be red \ndef assign_marker_color(row):\n  \"\"\"Assigns marker color based on class value\"\"\"\n  if row['class'] == 1:\n    return 'green'\n  else:\n    return 'red'\n\n# Apply the function to create a new 'marker_color' column\nspacex_df['marker_color'] = spacex_df.apply(assign_marker_color, axis=1)\n\n# Print the last 5 rows to see the new column\nprint(spacex_df.tail())",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "name": "stdout",
          "text": "     Launch Site        Lat      Long  class marker_color\n51  CCAFS SLC-40  28.563197 -80.57682      0          red\n52  CCAFS SLC-40  28.563197 -80.57682      0          red\n53  CCAFS SLC-40  28.563197 -80.57682      0          red\n54  CCAFS SLC-40  28.563197 -80.57682      1        green\n55  CCAFS SLC-40  28.563197 -80.57682      0          red\n",
          "output_type": "stream"
        }
      ],
      "execution_count": 12
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* For each launch result in `spacex_df` data frame, add a `folium.Marker` to `marker_cluster`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Add marker_cluster to current site_map\nsite_map.add_child(marker_cluster)\ndef get_marker_color(class_value):\n  if class_value == 0:\n    return 'red'  # Marker color for failed launch\n  else:\n    return 'green'  # Marker color for successful launch\n\n# Add markers to the cluster based on launch site data\nfor index, row in spacex_df.iterrows():\n  launch_site = row['Launch Site']\n  latitude = row['Lat']\n  longitude = row['Long']\n  class_value = row['class']\n\n  # Create marker with appropriate color based on class\n  marker_color = get_marker_color(class_value)\n  marker = folium.Marker(\n      [latitude, longitude],\n      icon=folium.Icon(color='white', icon_color=marker_color)\n  )\n  marker_cluster.add_child(marker)\n\n# Display the map\nsite_map\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 16,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x1301938>",
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&quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_82733d7cb0abb5b0088a7083ddb648e7.setIcon(icon_0c61b9dfa6d5e27333e399b3f0300cfb);\n        \n    \n            var marker_2330593188997148368e276c91d2f73a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_071077a0fcf3d177f0deed1cef5a1bf2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2330593188997148368e276c91d2f73a.setIcon(icon_071077a0fcf3d177f0deed1cef5a1bf2);\n        \n    \n            var marker_2b52f457e6f64fd9cdf3c882c2869cf7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_7e9da8d419bfebbc891393d442b381b3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b52f457e6f64fd9cdf3c882c2869cf7.setIcon(icon_7e9da8d419bfebbc891393d442b381b3);\n        \n    \n            var marker_9d61cc0e948a0351aca4de46e47487a1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ea427091e11aac5b7e66a4957bcaa8ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9d61cc0e948a0351aca4de46e47487a1.setIcon(icon_ea427091e11aac5b7e66a4957bcaa8ed);\n        \n    \n            var marker_3ab37480c5902f0701ca0b6d66cb1190 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_c6c3017e4531407f1f1b65745a7a9ea7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3ab37480c5902f0701ca0b6d66cb1190.setIcon(icon_c6c3017e4531407f1f1b65745a7a9ea7);\n        \n    \n            var marker_aa85ede2b094b06db700b140f302cd29 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_8a697b015b2561cdd14a54adc24e426e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_aa85ede2b094b06db700b140f302cd29.setIcon(icon_8a697b015b2561cdd14a54adc24e426e);\n        \n    \n            var marker_cfba67fcb4c11232027f8c89af799691 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_bc28893a218804876a8d66c161cecf89 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_cfba67fcb4c11232027f8c89af799691.setIcon(icon_bc28893a218804876a8d66c161cecf89);\n        \n    \n            var marker_be61f3826436c409bb284127111ec9f6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_300d11a97fd2553db4fd0443b753b81b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_be61f3826436c409bb284127111ec9f6.setIcon(icon_300d11a97fd2553db4fd0443b753b81b);\n        \n    \n            var marker_1c7c80e4255dc66d8f7263dd31ff7a76 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_77dc35fdd0c7cd2faa1a3d635674eba4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1c7c80e4255dc66d8f7263dd31ff7a76.setIcon(icon_77dc35fdd0c7cd2faa1a3d635674eba4);\n        \n    \n            var marker_f17bfff758abc137b024ee8e501f9c64 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_07361e0521760b12e2590441997c6db4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f17bfff758abc137b024ee8e501f9c64.setIcon(icon_07361e0521760b12e2590441997c6db4);\n        \n    \n            var marker_304fff2441fb04f148db832b3d5b4a35 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_b3ad2085c26e3450afc59988f3ed8135 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_304fff2441fb04f148db832b3d5b4a35.setIcon(icon_b3ad2085c26e3450afc59988f3ed8135);\n        \n    \n            var marker_4bd75615949850c6faab1ef6d261bde3 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ca1675b09374e4630bf50c768fdac1f6 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4bd75615949850c6faab1ef6d261bde3.setIcon(icon_ca1675b09374e4630bf50c768fdac1f6);\n        \n    \n            var marker_61a31aa37c7f8d964fd93c07d4ea4a7e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_65e8b1ad9ac1c59977c2a83962772ab2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_61a31aa37c7f8d964fd93c07d4ea4a7e.setIcon(icon_65e8b1ad9ac1c59977c2a83962772ab2);\n        \n    \n            var marker_2ae917fc9406aaaf8e3320af34c9ce42 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_184b179df6fd4c82e9f32aba28a193f9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2ae917fc9406aaaf8e3320af34c9ce42.setIcon(icon_184b179df6fd4c82e9f32aba28a193f9);\n        \n    \n            var marker_7121ab6a992cd4627a5e3d742194dd03 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_1ed9d7900c98b7bf664981fb631216f1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7121ab6a992cd4627a5e3d742194dd03.setIcon(icon_1ed9d7900c98b7bf664981fb631216f1);\n        \n    \n            var marker_db98f6df617160c0eaa33342a1092c5c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_33e226c0d7bbe8437e26e07ad3360417 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_db98f6df617160c0eaa33342a1092c5c.setIcon(icon_33e226c0d7bbe8437e26e07ad3360417);\n        \n    \n            var marker_1abf6a07b882bdcc96fc15a1a43c65ae = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_1d4e8311e0772cb6329a89d7a059a8f2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1abf6a07b882bdcc96fc15a1a43c65ae.setIcon(icon_1d4e8311e0772cb6329a89d7a059a8f2);\n        \n    \n            var marker_9ca2a2f2773ba0242f17f67708964e93 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a23d853eb41bac323c1da94f7c70f5b5 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9ca2a2f2773ba0242f17f67708964e93.setIcon(icon_a23d853eb41bac323c1da94f7c70f5b5);\n        \n    \n            var marker_2b31286a2ed0107f15c0223f711d568d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_1ecb1246440f99124e8531d163b07fa7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b31286a2ed0107f15c0223f711d568d.setIcon(icon_1ecb1246440f99124e8531d163b07fa7);\n        \n    \n            var marker_bb6b5e8fac0048f5aaf5bf341a8d43b7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_6815dabd7df2a019ac9d7b66c8c512a7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bb6b5e8fac0048f5aaf5bf341a8d43b7.setIcon(icon_6815dabd7df2a019ac9d7b66c8c512a7);\n        \n    \n            var marker_98a1ddf0979937b54b3c16ee49987000 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_464ff0da87c3f105b59c7c389340c588 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_98a1ddf0979937b54b3c16ee49987000.setIcon(icon_464ff0da87c3f105b59c7c389340c588);\n        \n    \n            var marker_de8672cf7f0888a1f6942f11f595dd67 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_0157c915d0b24651513c9ec72f5db95e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_de8672cf7f0888a1f6942f11f595dd67.setIcon(icon_0157c915d0b24651513c9ec72f5db95e);\n        \n    \n            var marker_e103fa4ec4918cebff31b80d7484123f = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_c36c057937632522cfe213aaee813c84 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e103fa4ec4918cebff31b80d7484123f.setIcon(icon_c36c057937632522cfe213aaee813c84);\n        \n    \n            var marker_2b8ab4165280e2ee22e46dc4719a5453 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ae2cbae40fc7746a59ee2b93e02f81ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b8ab4165280e2ee22e46dc4719a5453.setIcon(icon_ae2cbae40fc7746a59ee2b93e02f81ae);\n        \n    \n            var marker_346ed43506f16a0b8e43c58e515aa293 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_593b437c0f951b2ba7b9101d1878a57d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_346ed43506f16a0b8e43c58e515aa293.setIcon(icon_593b437c0f951b2ba7b9101d1878a57d);\n        \n    \n            var marker_4ab814b2dc2b9c0f260ab2c2750a988c = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_34360e9ec02805ced0f4a103dd50c431 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4ab814b2dc2b9c0f260ab2c2750a988c.setIcon(icon_34360e9ec02805ced0f4a103dd50c431);\n        \n    \n            var marker_c962bbc07ecb543f2332e28d30bd7947 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a359fc2574332b46dbf89bff5d70c729 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c962bbc07ecb543f2332e28d30bd7947.setIcon(icon_a359fc2574332b46dbf89bff5d70c729);\n        \n    \n            var marker_5f3ccd5e1f9f795199312e073f60d13e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_90ce23e4911532ba0a575cd0512f23a7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5f3ccd5e1f9f795199312e073f60d13e.setIcon(icon_90ce23e4911532ba0a575cd0512f23a7);\n        \n    \n            var marker_a0174a9002b23863f5299349942f6558 = L.marker(\n                [28.57325457, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_814ed12a42d341d4a44853a948de2810.setIcon(icon_a5bcdd55abf07e7eb21cfb2d2949f32c);\n        \n    \n            var marker_4ead81bf79badb00aab4850b9da0b25c = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_3447e6a1d415560829dbd898cab117c9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4ead81bf79badb00aab4850b9da0b25c.setIcon(icon_3447e6a1d415560829dbd898cab117c9);\n        \n    \n            var marker_c3e05851d4a917b01935a8b1c80ca8ab = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ae0940580665fb924546e03fbaf413ea = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c3e05851d4a917b01935a8b1c80ca8ab.setIcon(icon_ae0940580665fb924546e03fbaf413ea);\n        \n    \n            var marker_3162e78937e43d8e754ed7344b2b811d = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a91e47caed5332304df08f897d5591d6 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3162e78937e43d8e754ed7344b2b811d.setIcon(icon_a91e47caed5332304df08f897d5591d6);\n        \n    \n            var marker_f1cd6771155d21550c335a8687580fc3 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_6f66339b47d9ab75672e51573ca19da9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f1cd6771155d21550c335a8687580fc3.setIcon(icon_6f66339b47d9ab75672e51573ca19da9);\n        \n    \n            var marker_c69361fb72a7f85accbf394ece8099c7 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_c34acabfc1a2f918c798d6910313b0c0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c69361fb72a7f85accbf394ece8099c7.setIcon(icon_c34acabfc1a2f918c798d6910313b0c0);\n        \n    \n            var marker_ed3823e12a58825f67fc6b8859d6fcbb = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_3d5ad1ef586e43a34d2f1640efbb094e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ed3823e12a58825f67fc6b8859d6fcbb.setIcon(icon_3d5ad1ef586e43a34d2f1640efbb094e);\n        \n    \n            var marker_2588bfb9bd91fbaff0c57d271d3c3cd6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_fc884d8420f8ad2f9c207bb5479f495b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2588bfb9bd91fbaff0c57d271d3c3cd6.setIcon(icon_fc884d8420f8ad2f9c207bb5479f495b);\n        \n    \n            var marker_f39c4eb29e79855557bde05de370fdad = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_53b49f84464d442112ba7cf6b8fb14ad = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f39c4eb29e79855557bde05de370fdad.setIcon(icon_53b49f84464d442112ba7cf6b8fb14ad);\n        \n    \n            var marker_0d37bff7c1fb9a7c899f3b0e5ed6fc97 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_245046cf5038ea8e7f37c7bf02766fbb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0d37bff7c1fb9a7c899f3b0e5ed6fc97.setIcon(icon_245046cf5038ea8e7f37c7bf02766fbb);\n        \n    \n            var marker_92ecd87893194b443428f5533a7d6551 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a17f0c9862b0a65f1bd097ddf021dab7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_92ecd87893194b443428f5533a7d6551.setIcon(icon_a17f0c9862b0a65f1bd097ddf021dab7);\n        \n    \n            var marker_fe808ff2de4f3d19c269f7630e2e26ee = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_e83023ca3fe47f754f9cc3a88ad71dcb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fe808ff2de4f3d19c269f7630e2e26ee.setIcon(icon_e83023ca3fe47f754f9cc3a88ad71dcb);\n        \n    \n            var marker_f13598aa219d7f684bf5f15c065b99be = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a5b73499f53f47a6a0ac15b76f23ca2f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f13598aa219d7f684bf5f15c065b99be.setIcon(icon_a5b73499f53f47a6a0ac15b76f23ca2f);\n        \n    \n            var marker_770e5bf99e4cf36863be38e54d0f1acd = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_f1b35815cf8c2085c2aa0aee2904c744 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_770e5bf99e4cf36863be38e54d0f1acd.setIcon(icon_f1b35815cf8c2085c2aa0aee2904c744);\n        \n    \n            var marker_c7463a575af4825ce915a6c34a16575e = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_9ef4fc113525be3f4998e7eff053fb0a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c7463a575af4825ce915a6c34a16575e.setIcon(icon_9ef4fc113525be3f4998e7eff053fb0a);\n        \n    \n            var marker_86fe87fcf9e8c82a9c58b80d881cb70f = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_295611c2acaaeab8e9d9bb1cdd7ce2e7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_86fe87fcf9e8c82a9c58b80d881cb70f.setIcon(icon_295611c2acaaeab8e9d9bb1cdd7ce2e7);\n        \n    \n            var marker_218a7f5422e216d2aed7ff3dafd70912 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_c23dd911545efd5e54ad139b637f4f4b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_218a7f5422e216d2aed7ff3dafd70912.setIcon(icon_c23dd911545efd5e54ad139b637f4f4b);\n        \n    \n            marker_cluster_3bb05a9f04fda4b4c306a53c55c66516.addTo(map_2a52a1e20262dc0b2336d2984f238d04);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 16
    },
    {
      "cell_type": "markdown",
      "source": "Your updated map may look like the following screenshots:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster_zoomed.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "From the color-labeled markers in marker clusters, you should be able to easily identify which launch sites have relatively high success rates.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# TASK 3: Calculate the distances between a launch site to its proximities\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "Next, we need to explore and analyze the proximities of launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first add a `MousePosition` on the map to get coordinate for a mouse over a point on the map. As such, while you are exploring the map, you can easily find the coordinates of any points of interests (such as railway)\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Add Mouse Position to get the coordinate (Lat, Long) for a mouse over on the map\nformatter = \"function(num) {return L.Util.formatNum(num, 5);};\"\nmouse_position = MousePosition(\n    position='topright',\n    separator=' Long: ',\n    empty_string='NaN',\n    lng_first=False,\n    num_digits=20,\n    prefix='Lat:',\n    lat_formatter=formatter,\n    lng_formatter=formatter,\n)\n\nsite_map.add_child(mouse_position)\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 17,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x1301938>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script 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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_2a52a1e20262dc0b2336d2984f238d04 {\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 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&quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b52f457e6f64fd9cdf3c882c2869cf7.setIcon(icon_7e9da8d419bfebbc891393d442b381b3);\n        \n    \n            var marker_9d61cc0e948a0351aca4de46e47487a1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ea427091e11aac5b7e66a4957bcaa8ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9d61cc0e948a0351aca4de46e47487a1.setIcon(icon_ea427091e11aac5b7e66a4957bcaa8ed);\n        \n    \n            var marker_3ab37480c5902f0701ca0b6d66cb1190 = L.marker(\n                [28.56230197, -80.57735648],\n                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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_aa85ede2b094b06db700b140f302cd29.setIcon(icon_8a697b015b2561cdd14a54adc24e426e);\n        \n    \n            var marker_cfba67fcb4c11232027f8c89af799691 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_bc28893a218804876a8d66c161cecf89 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_cfba67fcb4c11232027f8c89af799691.setIcon(icon_bc28893a218804876a8d66c161cecf89);\n        \n    \n            var marker_be61f3826436c409bb284127111ec9f6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_300d11a97fd2553db4fd0443b753b81b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_be61f3826436c409bb284127111ec9f6.setIcon(icon_300d11a97fd2553db4fd0443b753b81b);\n        \n    \n            var marker_1c7c80e4255dc66d8f7263dd31ff7a76 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_77dc35fdd0c7cd2faa1a3d635674eba4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1c7c80e4255dc66d8f7263dd31ff7a76.setIcon(icon_77dc35fdd0c7cd2faa1a3d635674eba4);\n        \n    \n            var marker_f17bfff758abc137b024ee8e501f9c64 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_07361e0521760b12e2590441997c6db4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f17bfff758abc137b024ee8e501f9c64.setIcon(icon_07361e0521760b12e2590441997c6db4);\n        \n    \n            var marker_304fff2441fb04f148db832b3d5b4a35 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_b3ad2085c26e3450afc59988f3ed8135 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_304fff2441fb04f148db832b3d5b4a35.setIcon(icon_b3ad2085c26e3450afc59988f3ed8135);\n        \n    \n            var marker_4bd75615949850c6faab1ef6d261bde3 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ca1675b09374e4630bf50c768fdac1f6 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4bd75615949850c6faab1ef6d261bde3.setIcon(icon_ca1675b09374e4630bf50c768fdac1f6);\n        \n    \n            var marker_61a31aa37c7f8d964fd93c07d4ea4a7e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_65e8b1ad9ac1c59977c2a83962772ab2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_61a31aa37c7f8d964fd93c07d4ea4a7e.setIcon(icon_65e8b1ad9ac1c59977c2a83962772ab2);\n        \n    \n            var marker_2ae917fc9406aaaf8e3320af34c9ce42 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_184b179df6fd4c82e9f32aba28a193f9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2ae917fc9406aaaf8e3320af34c9ce42.setIcon(icon_184b179df6fd4c82e9f32aba28a193f9);\n        \n    \n            var marker_7121ab6a992cd4627a5e3d742194dd03 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_1ed9d7900c98b7bf664981fb631216f1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7121ab6a992cd4627a5e3d742194dd03.setIcon(icon_1ed9d7900c98b7bf664981fb631216f1);\n        \n    \n            var marker_db98f6df617160c0eaa33342a1092c5c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_33e226c0d7bbe8437e26e07ad3360417 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_db98f6df617160c0eaa33342a1092c5c.setIcon(icon_33e226c0d7bbe8437e26e07ad3360417);\n        \n    \n            var marker_1abf6a07b882bdcc96fc15a1a43c65ae = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_1d4e8311e0772cb6329a89d7a059a8f2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1abf6a07b882bdcc96fc15a1a43c65ae.setIcon(icon_1d4e8311e0772cb6329a89d7a059a8f2);\n        \n    \n            var marker_9ca2a2f2773ba0242f17f67708964e93 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a23d853eb41bac323c1da94f7c70f5b5 = L.AwesomeMarkers.icon(\n                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marker_2b31286a2ed0107f15c0223f711d568d.setIcon(icon_1ecb1246440f99124e8531d163b07fa7);\n        \n    \n            var marker_bb6b5e8fac0048f5aaf5bf341a8d43b7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_6815dabd7df2a019ac9d7b66c8c512a7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bb6b5e8fac0048f5aaf5bf341a8d43b7.setIcon(icon_6815dabd7df2a019ac9d7b66c8c512a7);\n        \n    \n            var marker_98a1ddf0979937b54b3c16ee49987000 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_464ff0da87c3f105b59c7c389340c588 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_98a1ddf0979937b54b3c16ee49987000.setIcon(icon_464ff0da87c3f105b59c7c389340c588);\n        \n    \n            var marker_de8672cf7f0888a1f6942f11f595dd67 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_0157c915d0b24651513c9ec72f5db95e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_de8672cf7f0888a1f6942f11f595dd67.setIcon(icon_0157c915d0b24651513c9ec72f5db95e);\n        \n    \n            var marker_e103fa4ec4918cebff31b80d7484123f = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_c36c057937632522cfe213aaee813c84 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e103fa4ec4918cebff31b80d7484123f.setIcon(icon_c36c057937632522cfe213aaee813c84);\n        \n    \n            var marker_2b8ab4165280e2ee22e46dc4719a5453 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_ae2cbae40fc7746a59ee2b93e02f81ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2b8ab4165280e2ee22e46dc4719a5453.setIcon(icon_ae2cbae40fc7746a59ee2b93e02f81ae);\n        \n    \n            var marker_346ed43506f16a0b8e43c58e515aa293 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_593b437c0f951b2ba7b9101d1878a57d = 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;: 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\n            var icon_a17f0c9862b0a65f1bd097ddf021dab7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_92ecd87893194b443428f5533a7d6551.setIcon(icon_a17f0c9862b0a65f1bd097ddf021dab7);\n        \n    \n            var marker_fe808ff2de4f3d19c269f7630e2e26ee = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_e83023ca3fe47f754f9cc3a88ad71dcb = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fe808ff2de4f3d19c269f7630e2e26ee.setIcon(icon_e83023ca3fe47f754f9cc3a88ad71dcb);\n        \n    \n            var marker_f13598aa219d7f684bf5f15c065b99be = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_a5b73499f53f47a6a0ac15b76f23ca2f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f13598aa219d7f684bf5f15c065b99be.setIcon(icon_a5b73499f53f47a6a0ac15b76f23ca2f);\n        \n    \n            var marker_770e5bf99e4cf36863be38e54d0f1acd = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_f1b35815cf8c2085c2aa0aee2904c744 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_770e5bf99e4cf36863be38e54d0f1acd.setIcon(icon_f1b35815cf8c2085c2aa0aee2904c744);\n        \n    \n            var marker_c7463a575af4825ce915a6c34a16575e = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_3bb05a9f04fda4b4c306a53c55c66516);\n        \n    \n            var icon_9ef4fc113525be3f4998e7eff053fb0a = 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;: 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marker_cluster_3bb05a9f04fda4b4c306a53c55c66516.addTo(map_2a52a1e20262dc0b2336d2984f238d04);\n        \n    \n            var mouse_position_226db621e41249b4a426424bab7a7ea9 = 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_226db621e41249b4a426424bab7a7ea9.options[&quot;latFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            mouse_position_226db621e41249b4a426424bab7a7ea9.options[&quot;lngFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            map_2a52a1e20262dc0b2336d2984f238d04.addControl(mouse_position_226db621e41249b4a426424bab7a7ea9);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 17
    },
    {
      "cell_type": "markdown",
      "source": "Now zoom in to a launch site and explore its proximity to see if you can easily find any railway, highway, coastline, etc. Move your mouse to these points and mark down their coordinates (shown on the top-left) in order to the distance to the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now zoom in to a launch site and explore its proximity to see if you can easily find any railway, highway, coastline, etc. Move your mouse to these points and mark down their coordinates (shown on the top-left) in order to the distance to the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "from math import sin, cos, sqrt, atan2, radians\n\ndef calculate_distance(lat1, lon1, lat2, lon2):\n    # approximate radius of earth in km\n    R = 6373.0\n\n    lat1 = radians(lat1)\n    lon1 = radians(lon1)\n    lat2 = radians(lat2)\n    lon2 = radians(lon2)\n\n    dlon = lon2 - lon1\n    dlat = lat2 - lat1\n\n    a = sin(dlat / 2)**2 + cos(lat1) * cos(lat2) * sin(dlon / 2)**2\n    c = 2 * atan2(sqrt(a), sqrt(1 - a))\n\n    distance = R * c\n    return distance",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 18
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Mark down a point on the closest coastline using MousePosition and calculate the distance between the coastline point and the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# find coordinate of the closet coastline\n# e.g.,: Lat: 28.56367  Lon: -80.57163\n#distance_coastline = calculate_distance(launch_site_lat, launch_site_lon, coastline_lat, coastline_lon) \nfor index, row in spacex_df.iterrows():\n  launch_site = row['Launch Site']\n  latitude = row['Lat']\n  longitude = row['Long']\n  class_value = row['class']\n\n  distance_coastline = calculate_distance(launch_site_lat, launch_site_lon, coastline_lat, coastline_lon) \n\n  distance_marker = folium.Marker(\n        coordinate,\n        icon=folium.DivIcon(\n            icon_size=(20, 20),\n            icon_anchor=(0, 0),\n            html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % f\"{distance:.2f} KM\"\n        )\n    )\n  site_map.add_child(distance_marker)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "ename": "<class 'NameError'>",
          "evalue": "name 'launch_site_lat' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[24], line 10\u001b[0m\n\u001b[1;32m      7\u001b[0m longitude \u001b[38;5;241m=\u001b[39m row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLong\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m      8\u001b[0m class_value \u001b[38;5;241m=\u001b[39m row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mclass\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m---> 10\u001b[0m distance_coastline \u001b[38;5;241m=\u001b[39m calculate_distance(\u001b[43mlaunch_site_lat\u001b[49m, launch_site_lon, coastline_lat, coastline_lon) \n\u001b[1;32m     12\u001b[0m distance_marker \u001b[38;5;241m=\u001b[39m folium\u001b[38;5;241m.\u001b[39mMarker(\n\u001b[1;32m     13\u001b[0m       coordinate,\n\u001b[1;32m     14\u001b[0m       icon\u001b[38;5;241m=\u001b[39mfolium\u001b[38;5;241m.\u001b[39mDivIcon(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     18\u001b[0m       )\n\u001b[1;32m     19\u001b[0m   )\n\u001b[1;32m     20\u001b[0m site_map\u001b[38;5;241m.\u001b[39madd_child(distance_marker)\n",
            "\u001b[0;31mNameError\u001b[0m: name 'launch_site_lat' is not defined"
          ],
          "output_type": "error"
        }
      ],
      "execution_count": 24
    },
    {
      "cell_type": "code",
      "source": "# Create and add a folium.Marker on your selected closest coastline point on the map\n# Display the distance between coastline point and launch site using the icon property \n# for example\n# distance_marker = folium.Marker(\n#    coordinate,\n#    icon=DivIcon(\n#        icon_size=(20,20),\n#        icon_anchor=(0,0),\n#        html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % \"{:10.2f} KM\".format(distance),\n#        )\n#    )",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Draw a `PolyLine` between a launch site to the selected coastline point\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a `folium.PolyLine` object using the coastline coordinates and launch site coordinate\n# lines=folium.PolyLine(locations=coordinates, weight=1)\nsite_map.add_child(lines)",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "Your updated map with distance line should look like the following screenshot:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_distance.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Similarly, you can draw a line betwee a launch site to its closest city, railway, highway, etc. You need to use `MousePosition` to find the their coordinates on the map first\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A railway map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/railway.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A highway map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/highway.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "A city map symbol may look like this:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/city.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a marker with distance to a closest city, railway, highway, etc.\n# Draw a line between the marker to the launch site\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "markdown",
      "source": "After you plot distance lines to the proximities, you can answer the following questions easily:\n\n*   Are launch sites in close proximity to railways?\n*   Are launch sites in close proximity to highways?\n*   Are launch sites in close proximity to coastline?\n*   Do launch sites keep certain distance away from cities?\n\nAlso please try to explain your findings.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# Next Steps:\n\nNow you have discovered many interesting insights related to the launch sites' location using folium, in a very interactive way. Next, you will need to build a dashboard using Ploty Dash on detailed launch records.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Authors\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "[Pratiksha Verma](https://www.linkedin.com/in/pratiksha-verma-6487561b1/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork865-2022-01-01)\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Change Log\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "| Date (YYYY-MM-DD) | Version | Changed By      | Change Description      |\n| ----------------- | ------- | -------------   | ----------------------- |\n| 2022-11-09        | 1.0     | Pratiksha Verma | Converted initial version to Jupyterlite|\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "### <h3 align=\"center\"> IBM Corporation 2022. All rights reserved. <h3/>\n",
      "metadata": {}
    }
  ]
}