spacex-lab5-folium-map.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": "<p style=\"text-align:center\">\n    <a href=\"https://skills.network/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork26802033-2022-01-01\" target=\"_blank\">\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n    </a>\n</p>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# **Launch Sites Locations Analysis with Folium**\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Estimated time needed: **40** minutes\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The launch success rate may depend on many factors such as payload mass, orbit type, and so on. It may also depend on the location and proximities of a launch site, i.e., the initial position of rocket trajectories. Finding an optimal location for building a launch site certainly involves many factors and hopefully we could discover some of the factors by analyzing the existing launch site locations.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "In the previous exploratory data analysis labs, you have visualized the SpaceX launch dataset using `matplotlib` and `seaborn` and discovered some preliminary correlations between the launch site and success rates. In this lab, you will be performing more interactive visual analytics using `Folium`.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Objectives\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "This lab contains the following tasks:\n\n*   **TASK 1:** Mark all launch sites on a map\n*   **TASK 2:** Mark the success/failed launches for each site on the map\n*   **TASK 3:** Calculate the distances between a launch site to its proximities\n\nAfter completed the above tasks, you should be able to find some geographical patterns about launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first import required Python packages for this lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "import piplite\nawait piplite.install(['folium'])\nawait piplite.install(['pandas'])",
      "metadata": {
        "trusted": true
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": "import folium\nimport pandas as pd",
      "metadata": {
        "trusted": true
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "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": {
        "trusted": true
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 23,
      "outputs": [
        {
          "execution_count": 23,
          "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": {}
        }
      ]
    },
    {
      "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
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 25,
      "outputs": [
        {
          "execution_count": 25,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x2b43b00>",
            "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_f0bc6ad82ae135fdd28dba0cc4530d33 {\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_f0bc6ad82ae135fdd28dba0cc4530d33&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_f0bc6ad82ae135fdd28dba0cc4530d33 = L.map(\n                &quot;map_f0bc6ad82ae135fdd28dba0cc4530d33&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_178e03e361be618ac0eac2c8f45dd33e = 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_f0bc6ad82ae135fdd28dba0cc4530d33);\n        \n    \n            var circle_139f85086811bd5730e209add2ce9712 = 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_f0bc6ad82ae135fdd28dba0cc4530d33);\n        \n    \n        var popup_4b25b5c941f0976df1bc1008f8e5ed1f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_82e6721c5cf3c6a4325b136cebae25c8 = $(`&lt;div id=&quot;html_82e6721c5cf3c6a4325b136cebae25c8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_4b25b5c941f0976df1bc1008f8e5ed1f.setContent(html_82e6721c5cf3c6a4325b136cebae25c8);\n            \n        \n\n        circle_139f85086811bd5730e209add2ce9712.bindPopup(popup_4b25b5c941f0976df1bc1008f8e5ed1f)\n        ;\n\n        \n    \n    \n            var marker_378ad2626373020ec22b2a3d2d6df31d = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_f0bc6ad82ae135fdd28dba0cc4530d33);\n        \n    \n            var div_icon_984f87504e63455dd14ab4705da41a17 = 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_378ad2626373020ec22b2a3d2d6df31d.setIcon(div_icon_984f87504e63455dd14ab4705da41a17);\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": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": "and you should find a small yellow circle near the city of Houston and you can zoom-in to see a larger circle.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, let's add a circle for each launch site in data frame `launch_sites`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:*  Create and add `folium.Circle` and `folium.Marker` for each launch site on the site map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Circle:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.Circle(coordinate, radius=1000, color='#000000', fill=True).add_child(folium.Popup(...))`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Marker:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.map.Marker(coordinate, icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0), html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'label', ))`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Initial the map\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=5)\n# For each launch site, add a Circle object based on its coordinate (Lat, Long) values. In addition, add Launch site name as a popup label\n",
      "metadata": {
        "trusted": true
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": "The generated map with marked launch sites should look similar to the following:\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "start_cordinate = [31,-100]\n\n# Create a map centered at the first launch site's coordinates\n#site_map = folium.Map(location=[launch_sites['Lat'].iloc[0], launch_sites['Long'].iloc[0]], zoom_start=5)\n\nsite_map = folium.Map(location=start_cordinate, zoom_start=5)\n\n# Iterate over each launch site in the dataframe\nfor index, row in launch_sites_df.iterrows():\n    # Get the coordinates and name of the launch site\n    coordinate = [row['Lat'], row['Long']]\n    name = row['Launch Site']\n    \n    # Create a circle with a popup for the launch site\n    circle = folium.Circle(coordinate, radius=50, color='#d35400', fill=True).add_child(folium.Popup(name))\n    site_map.add_child(circle)\n    \n    # Create a marker with a label for the launch site\n    marker = folium.Marker(\n        location=coordinate,\n        icon=DivIcon(\n            icon_size=(20, 20),\n            icon_anchor=(0, 0),\n            html='<div style=\"font-size: 12px; color:#d35400;\"><b>%s</b></div>' % name,\n        )\n    )\n    site_map.add_child(marker)\n    \n    # Add a marker at the equator\n    equator_coordinates = [[0, -180], [0, 180]]\n    equator_line = folium.PolyLine(\n    locations=equator_coordinates,\n    color='red',\n    weight=1,\n    dash_array='5, 5',  # Set the dash pattern (5 pixels on, 5 pixels off)\n    tooltip='Equator'\n    )\n    site_map.add_child(equator_line)\n    # Add the text along the equator line\n    middle_point = [(equator_coordinates[0][0] + equator_coordinates[1][0]) / 2, -100]\n    text_equator = folium.Marker(\n        location=middle_point,\n        icon=folium.DivIcon(\n        icon_size=(50, 10),\n        icon_anchor=(25, 5),\n        html='<div style=\"font-size: 12px; color:red;\"><b>Equator</b></div>')\n    )\n    site_map.add_child(text_equator)\n\n# Display the map\nsite_map\n",
      "metadata": {
        "trusted": true
      },
      "execution_count": 28,
      "outputs": [
        {
          "execution_count": 28,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x22bd930>",
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    {
      "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": {
        "trusted": true
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "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": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:* Create a new column in `launch_sites` dataframe called `marker_color` to store the marker colors based on the `class` value\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "\n# Apply a function to check the value of `class` column\n# If class=1, marker_color value will be green\n# If class=0, marker_color value will be red",
      "metadata": {
        "trusted": true
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "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": "\n# Add marker_cluster to current site_map\n# Create a map centered at the first launch site's coordinates\nsite_map_2 = folium.Map(location=[spacex_df['Lat'].iloc[0], spacex_df['Long'].iloc[0]], zoom_start=10)\n\n# Create a marker cluster\nmarker_cluster = MarkerCluster().add_to(site_map_2)\n\n# Function to determine marker color based on the class value\ndef get_marker_color(class_value):\n    return 'green' if class_value == 1 else 'red'\n\n# Iterate over each row in the dataframe\nfor index, record in spacex_df.iterrows():\n    # Get the coordinates, class value, and launch site name\n    coordinate = [record['Lat'], record['Long']]\n    class_value = record['class']\n    launch_site = record['Launch Site']\n    \n    # Determine the marker color based on the class value\n    marker_color = get_marker_color(class_value)\n    \n    # Create a Marker object with customized icon and label\n    marker = folium.Marker(\n        location=coordinate,\n        icon=folium.Icon(color='white', icon_color=marker_color),\n        tooltip=launch_site\n\n    )\n    \n    # Add the marker to the marker cluster\n    marker_cluster.add_child(marker)\n    \n    marker_site = folium.Marker(\n        location=coordinate,\n        icon=DivIcon(\n            icon_size=(20, 20),\n            icon_anchor=(0, 0),\n            html='<div style=\"font-size: 12px; color:#d35400;\"><b>%s</b></div>' % launch_site,\n        )\n    )\n    site_map_2.add_child(marker_site)\n    \n    # Create a circle with a popup for the launch site\n    circle = folium.Circle(coordinate, radius=50, color='#d35400', fill=False).add_child(folium.Popup(name))\n    site_map_2.add_child(circle)\n\n# Display the map\nsite_map_2\n",
      "metadata": {
        "tags": [],
        "trusted": true
      },
      "execution_count": 30,
      "outputs": [
        {
          "execution_count": 30,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x430a750>",
            "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; 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).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_c3f0514512eb4975532ed7586bdf0d3f = 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_68ff04e1893a4b6792ef012c06758f1a.setIcon(icon_c3f0514512eb4975532ed7586bdf0d3f);\n        \n    \n            marker_68ff04e1893a4b6792ef012c06758f1a.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_a75c569bdac51b3daa8ab6de8aae766a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_eb3fe67f55becea358719e5164bea792 = 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_a75c569bdac51b3daa8ab6de8aae766a.setIcon(icon_eb3fe67f55becea358719e5164bea792);\n        \n    \n            marker_a75c569bdac51b3daa8ab6de8aae766a.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_cdd61e17f3ff37a530d032be96af622d = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_c95c1accc21a90788385bd6264f40ac9 = 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_cdd61e17f3ff37a530d032be96af622d.setIcon(icon_c95c1accc21a90788385bd6264f40ac9);\n        \n    \n            marker_cdd61e17f3ff37a530d032be96af622d.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_1417e366c19acedbddfa317f0ea3965d = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_ee653662e3c682d2f7207474a4a1e30f = 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_1417e366c19acedbddfa317f0ea3965d.setIcon(icon_ee653662e3c682d2f7207474a4a1e30f);\n        \n    \n            marker_1417e366c19acedbddfa317f0ea3965d.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_e1aba4ea17a91d7df5e10d918401d36c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_b8d101a3d1f01cf10e1d0659387bae5f = 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_e1aba4ea17a91d7df5e10d918401d36c.setIcon(icon_b8d101a3d1f01cf10e1d0659387bae5f);\n        \n    \n            marker_e1aba4ea17a91d7df5e10d918401d36c.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_4b49e99ae1d6a8e2500d380bfdb15a57 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_dc6208f1264bfb9a0a58ccbbfa94f9d8 = 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_4b49e99ae1d6a8e2500d380bfdb15a57.setIcon(icon_dc6208f1264bfb9a0a58ccbbfa94f9d8);\n        \n    \n            marker_4b49e99ae1d6a8e2500d380bfdb15a57.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_dcc9666993e9379fad4dd26cc5018e99 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_9ec0a54ea4210cbe94e4b1becc70ad7f = 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_dcc9666993e9379fad4dd26cc5018e99.setIcon(icon_9ec0a54ea4210cbe94e4b1becc70ad7f);\n        \n    \n            marker_dcc9666993e9379fad4dd26cc5018e99.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_b78322a9489215c194ac5146298968e9 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_98abbe99f0c8df27361b0da17f39a68b = 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_b78322a9489215c194ac5146298968e9.setIcon(icon_98abbe99f0c8df27361b0da17f39a68b);\n        \n    \n            marker_b78322a9489215c194ac5146298968e9.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_34bfa7733c27dd94371752a9a668c19d = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_feceac48d05649c7b2d182d55b720235 = 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_34bfa7733c27dd94371752a9a668c19d.setIcon(icon_feceac48d05649c7b2d182d55b720235);\n        \n    \n            marker_34bfa7733c27dd94371752a9a668c19d.bindTooltip(\n         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marker_e8464fcdc6b4af76c418ee561d2b7a1b = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_64c517695fab937dea8020f48be33b83 = 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_e8464fcdc6b4af76c418ee561d2b7a1b.setIcon(icon_64c517695fab937dea8020f48be33b83);\n        \n    \n            marker_e8464fcdc6b4af76c418ee561d2b7a1b.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_f8829ffbe7595ba907e61d88e4ab9cf7 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_0276d3760f944909e5878ddfdf7141c2 = 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_f8829ffbe7595ba907e61d88e4ab9cf7.setIcon(icon_0276d3760f944909e5878ddfdf7141c2);\n        \n    \n            marker_f8829ffbe7595ba907e61d88e4ab9cf7.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_d43c3f7b7cb8323bf9b33e285e98b0b9 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_efd02fb9b913dfa092f189fa09944c49 = 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_d43c3f7b7cb8323bf9b33e285e98b0b9.setIcon(icon_efd02fb9b913dfa092f189fa09944c49);\n        \n    \n            marker_d43c3f7b7cb8323bf9b33e285e98b0b9.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_89185a6ca251a7b723e596f194d7acfe = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_4a4eb6ab6fed0c5d43fd8f67f99f2845 = 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_89185a6ca251a7b723e596f194d7acfe.setIcon(icon_4a4eb6ab6fed0c5d43fd8f67f99f2845);\n        \n    \n            marker_89185a6ca251a7b723e596f194d7acfe.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_5ad19add6077c1ff906abaa3aff05b21 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_5d2e654dbefc39322c49d6e1c5db4278 = 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_5ad19add6077c1ff906abaa3aff05b21.setIcon(icon_5d2e654dbefc39322c49d6e1c5db4278);\n        \n    \n            marker_5ad19add6077c1ff906abaa3aff05b21.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_6dc4de053158f180bb984fb6267655d4 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_a6b8b2c1b60419ee0c3a78945a113387 = 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_6dc4de053158f180bb984fb6267655d4.setIcon(icon_a6b8b2c1b60419ee0c3a78945a113387);\n        \n    \n            marker_6dc4de053158f180bb984fb6267655d4.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_8e9ddc47c2286b3016d9aaab92957e0b = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_00a917789791ca84344606dae941d66c = 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_8e9ddc47c2286b3016d9aaab92957e0b.setIcon(icon_00a917789791ca84344606dae941d66c);\n        \n    \n            marker_8e9ddc47c2286b3016d9aaab92957e0b.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_404f8832f6834600dfbaaec00e24c63f = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_54cd9d7e43c25aa3440521a8ec5198b5 = 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_404f8832f6834600dfbaaec00e24c63f.setIcon(icon_54cd9d7e43c25aa3440521a8ec5198b5);\n        \n    \n            marker_404f8832f6834600dfbaaec00e24c63f.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_ed989c4dcce72b2113f0849cd2a84743 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_5ba9551295abde062a4845528a8fc256 = 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_ed989c4dcce72b2113f0849cd2a84743.setIcon(icon_5ba9551295abde062a4845528a8fc256);\n        \n    \n            marker_ed989c4dcce72b2113f0849cd2a84743.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_c071e318c85a6e79fa9af7b06bf50cf1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_93b275c86b4a85f5a860231625bfb6a2 = 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_c071e318c85a6e79fa9af7b06bf50cf1.setIcon(icon_93b275c86b4a85f5a860231625bfb6a2);\n        \n    \n            marker_c071e318c85a6e79fa9af7b06bf50cf1.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_a0fea5810fa4d7080b501afc91cb0786 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_1436ca600410260ea86553c555c57831 = 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_a0fea5810fa4d7080b501afc91cb0786.setIcon(icon_1436ca600410260ea86553c555c57831);\n        \n    \n            marker_a0fea5810fa4d7080b501afc91cb0786.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_21c1f948e82de4fbd81405ebf8c0bc48 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_778ca83fdbcd2c13723070640113041b = 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_21c1f948e82de4fbd81405ebf8c0bc48.setIcon(icon_778ca83fdbcd2c13723070640113041b);\n        \n    \n            marker_21c1f948e82de4fbd81405ebf8c0bc48.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_6c3a4eb32b225a86616b341073fb9cab = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_e62375a4d0dedd3894c6f8c0992e7226 = 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_6c3a4eb32b225a86616b341073fb9cab.setIcon(icon_e62375a4d0dedd3894c6f8c0992e7226);\n        \n    \n            marker_6c3a4eb32b225a86616b341073fb9cab.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_153f1231b823b5b2924b41be65706694 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_75af07835f366704754d2bf6bb73af8f = 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_153f1231b823b5b2924b41be65706694.setIcon(icon_75af07835f366704754d2bf6bb73af8f);\n        \n    \n            marker_153f1231b823b5b2924b41be65706694.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_8156617b8d5eae9a77c7067ceba1b488 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_a8628d8d043fbe8014ccfcc0b3a2b536 = 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_8156617b8d5eae9a77c7067ceba1b488.setIcon(icon_a8628d8d043fbe8014ccfcc0b3a2b536);\n        \n    \n            marker_8156617b8d5eae9a77c7067ceba1b488.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS LC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_360f3016ddfce3135cc60be03b46e98a = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_6ded5d767e3731921c28e91a71c89cce = 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_360f3016ddfce3135cc60be03b46e98a.setIcon(icon_6ded5d767e3731921c28e91a71c89cce);\n        \n    \n            marker_360f3016ddfce3135cc60be03b46e98a.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_24a02216a38be8c9d949c37950b43e13 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_fb17d23bb8e9bc5ab2f922f37304626c = 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_24a02216a38be8c9d949c37950b43e13.setIcon(icon_fb17d23bb8e9bc5ab2f922f37304626c);\n        \n    \n            marker_24a02216a38be8c9d949c37950b43e13.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_04803955be572926b346d8039cd5c891 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_bcbe945d934ed340433db8722d95d583 = 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_04803955be572926b346d8039cd5c891.setIcon(icon_bcbe945d934ed340433db8722d95d583);\n        \n    \n            marker_04803955be572926b346d8039cd5c891.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_d516ff15d7f659c45d103225cfca3060 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_11203c2f35232a5b5ff55ed6c271707e = 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_d516ff15d7f659c45d103225cfca3060.setIcon(icon_11203c2f35232a5b5ff55ed6c271707e);\n        \n    \n            marker_d516ff15d7f659c45d103225cfca3060.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_81ab7e7fa031286e7ac3f82133bbcf65 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_4f5bed519d5441090c9efb8ed47417ec = 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_81ab7e7fa031286e7ac3f82133bbcf65.setIcon(icon_4f5bed519d5441090c9efb8ed47417ec);\n        \n    \n            marker_81ab7e7fa031286e7ac3f82133bbcf65.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_55bccfefec2a577d40352a9e1a90ff65 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_c8b9563af2b441521d3f3f73667c04c8 = 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_55bccfefec2a577d40352a9e1a90ff65.setIcon(icon_c8b9563af2b441521d3f3f73667c04c8);\n        \n    \n            marker_55bccfefec2a577d40352a9e1a90ff65.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_fbbdc5627aeb7b223106412d7e8d2f3a = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_fa97a2fc4e99b443c0b395361545baf0 = 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_fbbdc5627aeb7b223106412d7e8d2f3a.setIcon(icon_fa97a2fc4e99b443c0b395361545baf0);\n        \n    \n            marker_fbbdc5627aeb7b223106412d7e8d2f3a.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_f4a2b467b6885b5002be00a81da486a5 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_78f982b0e33e0581517910453ed1a27f = 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_f4a2b467b6885b5002be00a81da486a5.setIcon(icon_78f982b0e33e0581517910453ed1a27f);\n        \n    \n            marker_f4a2b467b6885b5002be00a81da486a5.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_b84e0ee57f64af0e5c26115e452b242a = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_d28b25d1524f8d96109d90c17c387a33 = 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_b84e0ee57f64af0e5c26115e452b242a.setIcon(icon_d28b25d1524f8d96109d90c17c387a33);\n        \n    \n            marker_b84e0ee57f64af0e5c26115e452b242a.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_3097f1af4a94fdd3f5a1fe7984ff1c40 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_ceacc4d0d8fff61cd3b587b0a2f76219 = 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_3097f1af4a94fdd3f5a1fe7984ff1c40.setIcon(icon_ceacc4d0d8fff61cd3b587b0a2f76219);\n        \n    \n            marker_3097f1af4a94fdd3f5a1fe7984ff1c40.bindTooltip(\n                `&lt;div&gt;\n                     VAFB SLC-4E\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_51459a9dbedcfe36b104d952bf2d6ef0 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_b1093ad7a27d25d2b83d0286991f0b77 = 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_51459a9dbedcfe36b104d952bf2d6ef0.setIcon(icon_b1093ad7a27d25d2b83d0286991f0b77);\n        \n    \n            marker_51459a9dbedcfe36b104d952bf2d6ef0.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_deaa358bb853c2e2782b25fa0eea36fe = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_c412b6a46a91800335af252e130d90da = 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_deaa358bb853c2e2782b25fa0eea36fe.setIcon(icon_c412b6a46a91800335af252e130d90da);\n        \n    \n            marker_deaa358bb853c2e2782b25fa0eea36fe.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_e498eef9771c7d8c9862764455fa035d = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_791a1b7a848333ef9454b5a6f976adfd = 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_e498eef9771c7d8c9862764455fa035d.setIcon(icon_791a1b7a848333ef9454b5a6f976adfd);\n        \n    \n            marker_e498eef9771c7d8c9862764455fa035d.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_0b1d32754139eea8b195f118501f205f = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_84a34338187d93fe6c446776b53a98a2 = 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_0b1d32754139eea8b195f118501f205f.setIcon(icon_84a34338187d93fe6c446776b53a98a2);\n        \n    \n            marker_0b1d32754139eea8b195f118501f205f.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_5c5d00d95affafe7596144e02c1da4aa = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_e07524b0f9f6bc8fbca1e840d5e79d15 = 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_5c5d00d95affafe7596144e02c1da4aa.setIcon(icon_e07524b0f9f6bc8fbca1e840d5e79d15);\n        \n    \n            marker_5c5d00d95affafe7596144e02c1da4aa.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_65a0d4b9649ef226207db5c1b117e1e4 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_bd10f7da0811cdfee174db90efc72f12 = 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_65a0d4b9649ef226207db5c1b117e1e4.setIcon(icon_bd10f7da0811cdfee174db90efc72f12);\n        \n    \n            marker_65a0d4b9649ef226207db5c1b117e1e4.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_51a1689e3d6b2f0f17d9599d3ad34709 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_9ee7b2219f2ab6402541e6689969f7ce = 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_51a1689e3d6b2f0f17d9599d3ad34709.setIcon(icon_9ee7b2219f2ab6402541e6689969f7ce);\n        \n    \n            marker_51a1689e3d6b2f0f17d9599d3ad34709.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_f94473a06b541e5faf61a9bacb4cc2e5 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_d9a4ef401892edd458eb9474a049e34f = 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_f94473a06b541e5faf61a9bacb4cc2e5.setIcon(icon_d9a4ef401892edd458eb9474a049e34f);\n        \n    \n            marker_f94473a06b541e5faf61a9bacb4cc2e5.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_4409f43559ab02f4a9abdd53ec864bed = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_464d966d30a16939c3e47707734c0dcf = 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_4409f43559ab02f4a9abdd53ec864bed.setIcon(icon_464d966d30a16939c3e47707734c0dcf);\n        \n    \n            marker_4409f43559ab02f4a9abdd53ec864bed.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_1832ccaa6d2a730966316b9dab8d9d88 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_6780ccc4712f9cefd748ae25e5ebb705 = 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_1832ccaa6d2a730966316b9dab8d9d88.setIcon(icon_6780ccc4712f9cefd748ae25e5ebb705);\n        \n    \n            marker_1832ccaa6d2a730966316b9dab8d9d88.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_3571974162c9a1e6a7f16f5b72b6a473 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_945b87bee8360f16bd8a45519e93e08c = 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_3571974162c9a1e6a7f16f5b72b6a473.setIcon(icon_945b87bee8360f16bd8a45519e93e08c);\n        \n    \n            marker_3571974162c9a1e6a7f16f5b72b6a473.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_22eb0c6f7f13be229bac8a3c29fe1150 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_e4656141ed11095fcfc4865e94fef585 = 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_22eb0c6f7f13be229bac8a3c29fe1150.setIcon(icon_e4656141ed11095fcfc4865e94fef585);\n        \n    \n            marker_22eb0c6f7f13be229bac8a3c29fe1150.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_9ed6f63075409c897ecc928b8dd1c063 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_79ce696ab4b17933abe9ba79a3b752da = 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_9ed6f63075409c897ecc928b8dd1c063.setIcon(icon_79ce696ab4b17933abe9ba79a3b752da);\n        \n    \n            marker_9ed6f63075409c897ecc928b8dd1c063.bindTooltip(\n                `&lt;div&gt;\n                     KSC LC-39A\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_a3d65a207dd9a1413e4f818c0799262a = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_072133ae0bb6ad142c78be2912edfa12 = 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_a3d65a207dd9a1413e4f818c0799262a.setIcon(icon_072133ae0bb6ad142c78be2912edfa12);\n        \n    \n            marker_a3d65a207dd9a1413e4f818c0799262a.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS SLC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_8ae90a98d0658f694918d77dc3710fa2 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_0fe350e5f52357a7369c436b54f13362 = 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_8ae90a98d0658f694918d77dc3710fa2.setIcon(icon_0fe350e5f52357a7369c436b54f13362);\n        \n    \n            marker_8ae90a98d0658f694918d77dc3710fa2.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS SLC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_e8d9a66e685fc21eb9fa9da2a2d49e56 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_1b65cc21ada7ac406a9b70b7e6bcbf34 = 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_e8d9a66e685fc21eb9fa9da2a2d49e56.setIcon(icon_1b65cc21ada7ac406a9b70b7e6bcbf34);\n        \n    \n            marker_e8d9a66e685fc21eb9fa9da2a2d49e56.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS SLC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_c0abb4cfe31383b3afa882407e69b363 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_c8ba596b81db37b17cc701470f8d040a = 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_c0abb4cfe31383b3afa882407e69b363.setIcon(icon_c8ba596b81db37b17cc701470f8d040a);\n        \n    \n            marker_c0abb4cfe31383b3afa882407e69b363.bindTooltip(\n                `&lt;div&gt;\n                     CCAFS SLC-40\n                 &lt;/div&gt;`,\n                {&quot;sticky&quot;: true}\n            );\n        \n    \n            var marker_7cb421196e26949e2aaf5892b06fb9e3 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_19ebf0a630a291b41a370401fc71d847);\n        \n    \n            var icon_dd23e578b20f086ecf0ad7be8fd0c5a7 = 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            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          },
          "metadata": {}
        }
      ]
    },
    {
      "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": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "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
      },
      "execution_count": 31,
      "outputs": [
        {
          "execution_count": 31,
          "output_type": "execute_result",
          "data": {
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          },
          "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": "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
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "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": "# 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\n# find coordinate of the closet coastline\n# e.g.,: site CCAFS SLC-40(28.562302,-80.577356), costalline point (28.562302, -80.576820)\n# Define the coordinates of the two points\nimport folium\nfrom folium.features import DivIcon\nfrom math import radians, sin, cos, sqrt, atan2\n\n# Function to calculate distance between two points using haversine formula\ndef calculate_distance(lat1, lon1, lat2, lon2):\n    R = 6371.0  # approximate radius of Earth in km\n\n    lat1_rad = radians(lat1)\n    lon1_rad = radians(lon1)\n    lat2_rad = radians(lat2)\n    lon2_rad = radians(lon2)\n\n    dlon = lon2_rad - lon1_rad\n    dlat = lat2_rad - lat1_rad\n\n    a = sin(dlat / 2)**2 + cos(lat1_rad) * cos(lat2_rad) * sin(dlon / 2)**2\n    c = 2 * atan2(sqrt(a), sqrt(1 - a))\n\n    distance = R * c\n    return distance\n\n# Define the coordinates of the launch site and coastline points\nsite_coordinates = [28.562302, -80.577356]\ncoastline_points = [\n    [28.56232, -80.56766],\n    [28.57155, -80.58506],\n    [28.56213, -80.57065],\n    [28.39918, -80.60634]\n]\n\nsite_map = folium.Map(location=site_coordinates, zoom_start=13)\n\n# Add a circle representing the launch site\ncircle = folium.Circle(site_coordinates, radius=50, color='#d35400', fill=True)\nsite_map.add_child(circle)\n\n# Add a marker for the launch site\nsite_marker = folium.Marker(\n    location=site_coordinates,\n    icon=folium.DivIcon(\n        icon_size=(150,36),\n        icon_anchor=(75,18),\n        html='<div style=\"font-size: 12px; color:#d35400;\"><b>CCAFS LC-40</b></div>'\n    )\n)\nsite_map.add_child(site_marker)\n\n# Connect the launch site to coastline points with lines and display distance\nfor point in coastline_points:\n    line_coordinates = [site_coordinates, point]\n    folium.PolyLine(locations=line_coordinates, color='red', weight=2.5, dash_array='5, 5').add_to(site_map)\n    distance = calculate_distance(site_coordinates[0], site_coordinates[1], point[0], point[1])\n    distance_marker = folium.Marker(\n        location=point,\n        icon=DivIcon(\n            icon_size=(20, 20),\n            icon_anchor=(0, 0),\n            html='<div style=\"font-size: 12px; color:#d35400;\"><b>{:.2f} KM</b></div>'.format(distance)\n        )\n    )\n    site_map.add_child(distance_marker)\n\n# Display the map\nsite_map",
      "metadata": {
        "trusted": true
      },
      "execution_count": 33,
      "outputs": [
        {
          "execution_count": 33,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x4777188>",
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          },
          "metadata": {}
        }
      ]
    },
    {
      "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": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "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": {
        "trusted": true
      },
      "execution_count": 18,
      "outputs": [
        {
          "ename": "<class 'NameError'>",
          "evalue": "name 'lines' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[18], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Create a `folium.PolyLine` object using the coastline coordinates and launch site coordinate\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# lines=folium.PolyLine(locations=coordinates, weight=1)\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m site_map\u001b[38;5;241m.\u001b[39madd_child(\u001b[43mlines\u001b[49m)\n",
            "\u001b[0;31mNameError\u001b[0m: name 'lines' is not defined"
          ],
          "output_type": "error"
        }
      ]
    },
    {
      "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": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": "",
      "metadata": {},
      "execution_count": null,
      "outputs": []
    },
    {
      "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": {}
    }
  ]
}