module_3_lab_jupyter_launch_site_location.jupyterl.ipynb

{"metadata": {"language_info": {"codemirror_mode": {"name": "python", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8"}, "kernelspec": {"name": "python", "display_name": "Pyolite", "language": "python"}}, "nbformat_minor": 4, "nbformat": 4, "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": {}, "execution_count": 1, "outputs": []}, {"cell_type": "code", "source": "import folium\nimport pandas as pd", "metadata": {}, "execution_count": 2, "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": {}, "execution_count": 3, "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": {}, "execution_count": null, "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": {}, "execution_count": 4, "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": {}, "execution_count": 5, "outputs": [{"execution_count": 5, "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": {}, "execution_count": 6, "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": {}, "execution_count": 7, "outputs": [{"execution_count": 7, "output_type": "execute_result", "data": {"text/plain": "<folium.folium.Map at 0x11a7070>", "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_499952703d159f6333d83d0584051cac {\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_499952703d159f6333d83d0584051cac&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_499952703d159f6333d83d0584051cac = L.map(\n                &quot;map_499952703d159f6333d83d0584051cac&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_8124a0dbb6fa735e86932e718fae395f = 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_499952703d159f6333d83d0584051cac);\n        \n    \n            var circle_3d91694569d87a9414239ab6493fc715 = 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_499952703d159f6333d83d0584051cac);\n        \n    \n        var popup_69d5f1c6d3b0ba97c8969c2108e408dd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_1b5feb756c285019937913d61a6e5a8f = $(`&lt;div id=&quot;html_1b5feb756c285019937913d61a6e5a8f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_69d5f1c6d3b0ba97c8969c2108e408dd.setContent(html_1b5feb756c285019937913d61a6e5a8f);\n            \n        \n\n        circle_3d91694569d87a9414239ab6493fc715.bindPopup(popup_69d5f1c6d3b0ba97c8969c2108e408dd)\n        ;\n\n        \n    \n    \n            var marker_463e75f4cb4873e1abc5519732a99ec9 = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_499952703d159f6333d83d0584051cac);\n        \n    \n            var div_icon_67cd25ef92a33b12075ba3a224a92cd4 = 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_463e75f4cb4873e1abc5519732a99ec9.setIcon(div_icon_67cd25ef92a33b12075ba3a224a92cd4);\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\nfor _, launch_site in launch_sites_df.iterrows():\n    coord = [launch_site['Lat'], launch_site['Long']]\n    ls_name = launch_site['Launch Site']\n    # print(ls_name, coord)\n    # Create a blue circle at site's coordinate with a popup label showing its name\n    circle = folium.Circle(coord, radius=1000, color='#0054d3', fill=True).add_child(folium.Popup(ls_name))\n    # Create a blue circle at site's coordinate with a icon showing its name\n    marker = folium.map.Marker(\n        coord,\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:#0054d3;\"><b>%s</b></div>' % ls_name,\n            )\n        )\n    site_map.add_child(circle)\n    site_map.add_child(marker)\nsite_map", "metadata": {}, "execution_count": 10, "outputs": [{"execution_count": 10, "output_type": "execute_result", "data": {"text/plain": "<folium.folium.Map at 0x41e04c0>", "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_8666dae727f2c0529165903fa996a687 {\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_8666dae727f2c0529165903fa996a687&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_8666dae727f2c0529165903fa996a687 = L.map(\n                &quot;map_8666dae727f2c0529165903fa996a687&quot;,\n                {\n                    center: [29.559684888503615, -95.0830971930759],\n                    crs: L.CRS.EPSG3857,\n                    zoom: 5,\n                    zoomControl: true,\n                    preferCanvas: false,\n                }\n            );\n\n            \n\n        \n    \n            var tile_layer_848b90e5d38e1c171dc59e03a59654b3 = 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, 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marker_dc9afc59c2852f4680bd5fad234b896d.setIcon(div_icon_8260feda656a50f7f3a50def905b9095);\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": "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": {}, "execution_count": null, "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": 11, "outputs": [{"execution_count": 11, "output_type": "execute_result", "data": {"text/plain": "     Launch Site        Lat       Long  class\n46    KSC LC-39A  28.573255 -80.646895      1\n47    KSC LC-39A  28.573255 -80.646895      1\n48    KSC LC-39A  28.573255 -80.646895      1\n49  CCAFS SLC-40  28.563197 -80.576820      1\n50  CCAFS SLC-40  28.563197 -80.576820      1\n51  CCAFS SLC-40  28.563197 -80.576820      0\n52  CCAFS SLC-40  28.563197 -80.576820      0\n53  CCAFS SLC-40  28.563197 -80.576820      0\n54  CCAFS SLC-40  28.563197 -80.576820      1\n55  CCAFS SLC-40  28.563197 -80.576820      0", "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n      <th>class</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>46</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"}, "metadata": {}}]}, {"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": {}, "execution_count": 12, "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\ndef assign_marker_colour(launch_result):\n    if launch_result==1:\n        return 'green'\n    else:\n        return 'red'\nspacex_df['marker_color'] = spacex_df['class'].apply(assign_marker_colour)\nspacex_df.tail(10)", "metadata": {}, "execution_count": 14, "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": {}}]}, {"cell_type": "markdown", "source": "*TODO:* For each launch result in `spacex_df` data frame, add a `folium.Marker` to `marker_cluster`\n", "metadata": {}}, {"cell_type": "code", "source": "# Add marker_cluster to current site_map\nsite_map.add_child(marker_cluster)\n\n# for each row in spacex_df data frame\n# create a Marker object with its coordinate\n# and customize the Marker's icon property to indicate if this launch was successed or failed, \n# e.g., icon=folium.Icon(color='white', icon_color=row['marker_color']\nfor index, record in spacex_df.iterrows():\n    # TODO: Create and add a Marker cluster to the site map\n    # marker = folium.Marker(...)\n    \n    folium.Marker(\n        location=[record['Lat'], record['Long']],\n        icon=folium.Icon(color='white', icon_color=record['marker_color'],\n        popup=record['class'])\n    ).add_to(marker_cluster)\n\nsite_map", "metadata": {}, "execution_count": 15, "outputs": [{"execution_count": 15, "output_type": "execute_result", "data": {"text/plain": "<folium.folium.Map at 0x41e04c0>", "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 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&quot;markerColor&quot;: &quot;white&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e86958a8da9654f517792853338a2240.setIcon(icon_ea9a699f906d6e31ed4280a68719a54c);\n        \n    \n            var marker_096ce2c595154274fd0d4bd16bb58233 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_aa7040fb316cd4b585685a2b6808c17c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_096ce2c595154274fd0d4bd16bb58233.setIcon(icon_aa7040fb316cd4b585685a2b6808c17c);\n        \n    \n            var marker_fa344bae6dcd43112b447ae41cab4547 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_23f69e2774be68a9ef2685061e02a36d = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa344bae6dcd43112b447ae41cab4547.setIcon(icon_23f69e2774be68a9ef2685061e02a36d);\n        \n    \n            var marker_07f915446dd320cea4315455aab1511c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_a77e1dacd23cbe30bd941e87dc6f1912 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_07f915446dd320cea4315455aab1511c.setIcon(icon_a77e1dacd23cbe30bd941e87dc6f1912);\n        \n    \n            var marker_20bf0c69af7ee3ac052248c201fd2100 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6ae67f8298fd1dfe3e443631b300bc9f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_20bf0c69af7ee3ac052248c201fd2100.setIcon(icon_6ae67f8298fd1dfe3e443631b300bc9f);\n        \n    \n            var marker_437f4c69e815f90406bb83476ead0379 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b563c99d287b0bff91b6c9926d156e83 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_437f4c69e815f90406bb83476ead0379.setIcon(icon_b563c99d287b0bff91b6c9926d156e83);\n        \n    \n            var marker_5d2715b2b0a8e53bd02473e7d7a3a199 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_66058907d89043d8d0c034473f8616a6 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d2715b2b0a8e53bd02473e7d7a3a199.setIcon(icon_66058907d89043d8d0c034473f8616a6);\n        \n    \n            var marker_b9d07cebb688b0fb6f201f49bfad0b38 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_260fea209fbc252bafd8a0ff58eecf31 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b9d07cebb688b0fb6f201f49bfad0b38.setIcon(icon_260fea209fbc252bafd8a0ff58eecf31);\n        \n    \n            var marker_f6c8be41925c2c1923233fb498730983 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_78e3e56f9436302450e3e34a3854a28e = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6c8be41925c2c1923233fb498730983.setIcon(icon_78e3e56f9436302450e3e34a3854a28e);\n        \n    \n            var marker_04dc60e80281258da255b30efdbc26d6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_da61d20448ff066b10b8d12a95e3f756 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_04dc60e80281258da255b30efdbc26d6.setIcon(icon_da61d20448ff066b10b8d12a95e3f756);\n        \n    \n            var marker_e316762cdb31e4dd8a8a165a470b135e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_bfa248c945e25bbc67195425d7c54093 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e316762cdb31e4dd8a8a165a470b135e.setIcon(icon_bfa248c945e25bbc67195425d7c54093);\n        \n    \n            var marker_0acd8dc3a3512c49624b77a68dbb7b80 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6e4b0058d143aa244c1a8ae0a472deac = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0acd8dc3a3512c49624b77a68dbb7b80.setIcon(icon_6e4b0058d143aa244c1a8ae0a472deac);\n        \n    \n            var marker_c8ca8587ab76abdb5914dfdb8f2473d8 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_f787d83e470dff1f4d9c4a1ece45056a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c8ca8587ab76abdb5914dfdb8f2473d8.setIcon(icon_f787d83e470dff1f4d9c4a1ece45056a);\n        \n    \n            var marker_4623444ba621db67a0f645b198a9d016 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_202263e9bec5bc8c4cbfd47cd26ed11e = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4623444ba621db67a0f645b198a9d016.setIcon(icon_202263e9bec5bc8c4cbfd47cd26ed11e);\n        \n    \n            var marker_72824835ee517876872420febbee7685 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_8a60ecfbdc9a561b9068e1c8018d3afc = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_72824835ee517876872420febbee7685.setIcon(icon_8a60ecfbdc9a561b9068e1c8018d3afc);\n        \n    \n            var marker_0dde6b6caa198741a33841ff627ccf80 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_e139faf0b0826a2d2a80c6f8c3251b0a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0dde6b6caa198741a33841ff627ccf80.setIcon(icon_e139faf0b0826a2d2a80c6f8c3251b0a);\n        \n    \n            var marker_26af19a0ac1f96f3340be6967447f781 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_d9e7e2a4e616e18dba8a5155e00d7b46 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_26af19a0ac1f96f3340be6967447f781.setIcon(icon_d9e7e2a4e616e18dba8a5155e00d7b46);\n        \n    \n            var marker_c61b08684fe8860c1e5dc836d7726707 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b50cb454cf6d969c92c4bd853ac4296b = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c61b08684fe8860c1e5dc836d7726707.setIcon(icon_b50cb454cf6d969c92c4bd853ac4296b);\n        \n    \n            var marker_a8a8cf8a7824efa65692bb6436869d47 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_12153de8b36494bfd34fa058776cfcf5 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a8a8cf8a7824efa65692bb6436869d47.setIcon(icon_12153de8b36494bfd34fa058776cfcf5);\n        \n    \n            var marker_a772e65f5ef341757ce12060f0ceb13c = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_14c03a98ae299a03ed437e49151c4047 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a772e65f5ef341757ce12060f0ceb13c.setIcon(icon_14c03a98ae299a03ed437e49151c4047);\n        \n    \n            var marker_1cae2018a68ae246e88d60017c7ec516 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_7db9731f71191922b579556312ef7c6d = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1cae2018a68ae246e88d60017c7ec516.setIcon(icon_7db9731f71191922b579556312ef7c6d);\n        \n    \n            var marker_b8e0ca3ad4326172edf103386176770d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_84ee7dcc2993c1a742cf601f459c83b5 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b8e0ca3ad4326172edf103386176770d.setIcon(icon_84ee7dcc2993c1a742cf601f459c83b5);\n        \n    \n            var marker_f6b31e6c120d0d9969e3211b23f5a8d7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6b31e6c120d0d9969e3211b23f5a8d7.setIcon(icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505);\n        \n    \n            var marker_90ce99418600b8d0c14a351298d131a8 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_3803b85f71da35772dfbf4e21ff659b9 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_90ce99418600b8d0c14a351298d131a8.setIcon(icon_3803b85f71da35772dfbf4e21ff659b9);\n        \n    \n            var marker_a5ac717059bc61d293202022578eebc4 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_484b64811fe00e490d7e8dd29107023f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a5ac717059bc61d293202022578eebc4.setIcon(icon_484b64811fe00e490d7e8dd29107023f);\n        \n    \n            var marker_b5a142036f506e75013398b1a4fee0df = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_244d1c35e59dc8c15221df847e2f9306 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b5a142036f506e75013398b1a4fee0df.setIcon(icon_244d1c35e59dc8c15221df847e2f9306);\n        \n    \n            var marker_87f333544696c5b67fcf0e23949f790c = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_69c8ed8ee696d458695bd25ee1547f3b = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_87f333544696c5b67fcf0e23949f790c.setIcon(icon_69c8ed8ee696d458695bd25ee1547f3b);\n        \n    \n            var marker_5f4a1415158264d4723b4da4cd7140d4 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            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"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": {}, "execution_count": 16, "outputs": [{"execution_count": 16, "output_type": "execute_result", "data": {"text/plain": "<folium.folium.Map at 0x41e04c0>", "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 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&quot;markerColor&quot;: &quot;white&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e86958a8da9654f517792853338a2240.setIcon(icon_ea9a699f906d6e31ed4280a68719a54c);\n        \n    \n            var marker_096ce2c595154274fd0d4bd16bb58233 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_aa7040fb316cd4b585685a2b6808c17c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_096ce2c595154274fd0d4bd16bb58233.setIcon(icon_aa7040fb316cd4b585685a2b6808c17c);\n        \n    \n            var marker_fa344bae6dcd43112b447ae41cab4547 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_23f69e2774be68a9ef2685061e02a36d = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa344bae6dcd43112b447ae41cab4547.setIcon(icon_23f69e2774be68a9ef2685061e02a36d);\n        \n    \n            var marker_07f915446dd320cea4315455aab1511c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_a77e1dacd23cbe30bd941e87dc6f1912 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_07f915446dd320cea4315455aab1511c.setIcon(icon_a77e1dacd23cbe30bd941e87dc6f1912);\n        \n    \n            var marker_20bf0c69af7ee3ac052248c201fd2100 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6ae67f8298fd1dfe3e443631b300bc9f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_20bf0c69af7ee3ac052248c201fd2100.setIcon(icon_6ae67f8298fd1dfe3e443631b300bc9f);\n        \n    \n            var marker_437f4c69e815f90406bb83476ead0379 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b563c99d287b0bff91b6c9926d156e83 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_437f4c69e815f90406bb83476ead0379.setIcon(icon_b563c99d287b0bff91b6c9926d156e83);\n        \n    \n            var marker_5d2715b2b0a8e53bd02473e7d7a3a199 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_66058907d89043d8d0c034473f8616a6 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d2715b2b0a8e53bd02473e7d7a3a199.setIcon(icon_66058907d89043d8d0c034473f8616a6);\n        \n    \n            var marker_b9d07cebb688b0fb6f201f49bfad0b38 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_260fea209fbc252bafd8a0ff58eecf31 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b9d07cebb688b0fb6f201f49bfad0b38.setIcon(icon_260fea209fbc252bafd8a0ff58eecf31);\n        \n    \n            var marker_f6c8be41925c2c1923233fb498730983 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_78e3e56f9436302450e3e34a3854a28e = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6c8be41925c2c1923233fb498730983.setIcon(icon_78e3e56f9436302450e3e34a3854a28e);\n        \n    \n            var marker_04dc60e80281258da255b30efdbc26d6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_da61d20448ff066b10b8d12a95e3f756 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_04dc60e80281258da255b30efdbc26d6.setIcon(icon_da61d20448ff066b10b8d12a95e3f756);\n        \n    \n            var marker_e316762cdb31e4dd8a8a165a470b135e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_bfa248c945e25bbc67195425d7c54093 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e316762cdb31e4dd8a8a165a470b135e.setIcon(icon_bfa248c945e25bbc67195425d7c54093);\n        \n    \n            var marker_0acd8dc3a3512c49624b77a68dbb7b80 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6e4b0058d143aa244c1a8ae0a472deac = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0acd8dc3a3512c49624b77a68dbb7b80.setIcon(icon_6e4b0058d143aa244c1a8ae0a472deac);\n        \n    \n            var marker_c8ca8587ab76abdb5914dfdb8f2473d8 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_f787d83e470dff1f4d9c4a1ece45056a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c8ca8587ab76abdb5914dfdb8f2473d8.setIcon(icon_f787d83e470dff1f4d9c4a1ece45056a);\n        \n    \n            var marker_4623444ba621db67a0f645b198a9d016 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_202263e9bec5bc8c4cbfd47cd26ed11e = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4623444ba621db67a0f645b198a9d016.setIcon(icon_202263e9bec5bc8c4cbfd47cd26ed11e);\n        \n    \n            var marker_72824835ee517876872420febbee7685 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_8a60ecfbdc9a561b9068e1c8018d3afc = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_72824835ee517876872420febbee7685.setIcon(icon_8a60ecfbdc9a561b9068e1c8018d3afc);\n        \n    \n            var marker_0dde6b6caa198741a33841ff627ccf80 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_e139faf0b0826a2d2a80c6f8c3251b0a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0dde6b6caa198741a33841ff627ccf80.setIcon(icon_e139faf0b0826a2d2a80c6f8c3251b0a);\n        \n    \n            var marker_26af19a0ac1f96f3340be6967447f781 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_d9e7e2a4e616e18dba8a5155e00d7b46 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_26af19a0ac1f96f3340be6967447f781.setIcon(icon_d9e7e2a4e616e18dba8a5155e00d7b46);\n        \n    \n            var marker_c61b08684fe8860c1e5dc836d7726707 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b50cb454cf6d969c92c4bd853ac4296b = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c61b08684fe8860c1e5dc836d7726707.setIcon(icon_b50cb454cf6d969c92c4bd853ac4296b);\n        \n    \n            var marker_a8a8cf8a7824efa65692bb6436869d47 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_12153de8b36494bfd34fa058776cfcf5 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a8a8cf8a7824efa65692bb6436869d47.setIcon(icon_12153de8b36494bfd34fa058776cfcf5);\n        \n    \n            var marker_a772e65f5ef341757ce12060f0ceb13c = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_14c03a98ae299a03ed437e49151c4047 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a772e65f5ef341757ce12060f0ceb13c.setIcon(icon_14c03a98ae299a03ed437e49151c4047);\n        \n    \n            var marker_1cae2018a68ae246e88d60017c7ec516 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_7db9731f71191922b579556312ef7c6d = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1cae2018a68ae246e88d60017c7ec516.setIcon(icon_7db9731f71191922b579556312ef7c6d);\n        \n    \n            var marker_b8e0ca3ad4326172edf103386176770d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_84ee7dcc2993c1a742cf601f459c83b5 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b8e0ca3ad4326172edf103386176770d.setIcon(icon_84ee7dcc2993c1a742cf601f459c83b5);\n        \n    \n            var marker_f6b31e6c120d0d9969e3211b23f5a8d7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6b31e6c120d0d9969e3211b23f5a8d7.setIcon(icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505);\n        \n    \n            var marker_90ce99418600b8d0c14a351298d131a8 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_3803b85f71da35772dfbf4e21ff659b9 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_90ce99418600b8d0c14a351298d131a8.setIcon(icon_3803b85f71da35772dfbf4e21ff659b9);\n        \n    \n            var marker_a5ac717059bc61d293202022578eebc4 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_484b64811fe00e490d7e8dd29107023f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a5ac717059bc61d293202022578eebc4.setIcon(icon_484b64811fe00e490d7e8dd29107023f);\n        \n    \n            var marker_b5a142036f506e75013398b1a4fee0df = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_244d1c35e59dc8c15221df847e2f9306 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            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"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": {}, "execution_count": 17, "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": "# 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)\nlaunch_site_lat, launch_site_lon =28.563197,-80.576820\ncoastline_lat, coastline_lon =28.56367,-80.57163\n\ndistance_coastline = calculate_distance(launch_site_lat, launch_site_lon, coastline_lat, coastline_lon)\ndistance_coastline", "metadata": {}, "execution_count": 19, "outputs": [{"execution_count": 19, "output_type": "execute_result", "data": {"text/plain": "0.5097431144955059"}, "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#    )\ndistance_marker = folium.Marker(\n   location=[coastline_lat, coastline_lon],\n   icon=DivIcon(\n       icon_size=(20,20),\n       icon_anchor=(0,0),\n       html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % \"{:10.2f} KM\".format(distance_coastline),\n       )\n   )", "metadata": {}, "execution_count": 20, "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)\nlines=folium.PolyLine(locations=[[launch_site_lat, launch_site_lon], [coastline_lat, coastline_lon]], weight=1)\nsite_map.add_child(lines)", 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&quot;markerColor&quot;: &quot;white&quot;, &quot;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa9a2049c7b37fd4c7295c06edeec3b1.setIcon(icon_20f9fb1edcf90ff26e1c784ac8e0d118);\n        \n    \n            var marker_e86958a8da9654f517792853338a2240 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_ea9a699f906d6e31ed4280a68719a54c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e86958a8da9654f517792853338a2240.setIcon(icon_ea9a699f906d6e31ed4280a68719a54c);\n        \n    \n            var marker_096ce2c595154274fd0d4bd16bb58233 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_aa7040fb316cd4b585685a2b6808c17c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_096ce2c595154274fd0d4bd16bb58233.setIcon(icon_aa7040fb316cd4b585685a2b6808c17c);\n        \n    \n            var marker_fa344bae6dcd43112b447ae41cab4547 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_23f69e2774be68a9ef2685061e02a36d = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa344bae6dcd43112b447ae41cab4547.setIcon(icon_23f69e2774be68a9ef2685061e02a36d);\n        \n    \n            var marker_07f915446dd320cea4315455aab1511c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_a77e1dacd23cbe30bd941e87dc6f1912 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_07f915446dd320cea4315455aab1511c.setIcon(icon_a77e1dacd23cbe30bd941e87dc6f1912);\n        \n    \n            var marker_20bf0c69af7ee3ac052248c201fd2100 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6ae67f8298fd1dfe3e443631b300bc9f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_20bf0c69af7ee3ac052248c201fd2100.setIcon(icon_6ae67f8298fd1dfe3e443631b300bc9f);\n        \n    \n            var marker_437f4c69e815f90406bb83476ead0379 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b563c99d287b0bff91b6c9926d156e83 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_437f4c69e815f90406bb83476ead0379.setIcon(icon_b563c99d287b0bff91b6c9926d156e83);\n        \n    \n            var marker_5d2715b2b0a8e53bd02473e7d7a3a199 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_66058907d89043d8d0c034473f8616a6 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d2715b2b0a8e53bd02473e7d7a3a199.setIcon(icon_66058907d89043d8d0c034473f8616a6);\n        \n    \n            var marker_b9d07cebb688b0fb6f201f49bfad0b38 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_260fea209fbc252bafd8a0ff58eecf31 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b9d07cebb688b0fb6f201f49bfad0b38.setIcon(icon_260fea209fbc252bafd8a0ff58eecf31);\n        \n    \n            var marker_f6c8be41925c2c1923233fb498730983 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_78e3e56f9436302450e3e34a3854a28e = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6c8be41925c2c1923233fb498730983.setIcon(icon_78e3e56f9436302450e3e34a3854a28e);\n        \n    \n            var marker_04dc60e80281258da255b30efdbc26d6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_da61d20448ff066b10b8d12a95e3f756 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_04dc60e80281258da255b30efdbc26d6.setIcon(icon_da61d20448ff066b10b8d12a95e3f756);\n        \n    \n            var marker_e316762cdb31e4dd8a8a165a470b135e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_bfa248c945e25bbc67195425d7c54093 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e316762cdb31e4dd8a8a165a470b135e.setIcon(icon_bfa248c945e25bbc67195425d7c54093);\n        \n    \n            var marker_0acd8dc3a3512c49624b77a68dbb7b80 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6e4b0058d143aa244c1a8ae0a472deac = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0acd8dc3a3512c49624b77a68dbb7b80.setIcon(icon_6e4b0058d143aa244c1a8ae0a472deac);\n        \n    \n            var marker_c8ca8587ab76abdb5914dfdb8f2473d8 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_f787d83e470dff1f4d9c4a1ece45056a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c8ca8587ab76abdb5914dfdb8f2473d8.setIcon(icon_f787d83e470dff1f4d9c4a1ece45056a);\n        \n    \n            var marker_4623444ba621db67a0f645b198a9d016 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_202263e9bec5bc8c4cbfd47cd26ed11e = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4623444ba621db67a0f645b198a9d016.setIcon(icon_202263e9bec5bc8c4cbfd47cd26ed11e);\n        \n    \n            var marker_72824835ee517876872420febbee7685 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_8a60ecfbdc9a561b9068e1c8018d3afc = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_72824835ee517876872420febbee7685.setIcon(icon_8a60ecfbdc9a561b9068e1c8018d3afc);\n        \n    \n            var marker_0dde6b6caa198741a33841ff627ccf80 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_e139faf0b0826a2d2a80c6f8c3251b0a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0dde6b6caa198741a33841ff627ccf80.setIcon(icon_e139faf0b0826a2d2a80c6f8c3251b0a);\n        \n    \n            var marker_26af19a0ac1f96f3340be6967447f781 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_d9e7e2a4e616e18dba8a5155e00d7b46 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_26af19a0ac1f96f3340be6967447f781.setIcon(icon_d9e7e2a4e616e18dba8a5155e00d7b46);\n        \n    \n            var marker_c61b08684fe8860c1e5dc836d7726707 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b50cb454cf6d969c92c4bd853ac4296b = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c61b08684fe8860c1e5dc836d7726707.setIcon(icon_b50cb454cf6d969c92c4bd853ac4296b);\n        \n    \n            var marker_a8a8cf8a7824efa65692bb6436869d47 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_12153de8b36494bfd34fa058776cfcf5 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a8a8cf8a7824efa65692bb6436869d47.setIcon(icon_12153de8b36494bfd34fa058776cfcf5);\n        \n    \n            var marker_a772e65f5ef341757ce12060f0ceb13c = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_14c03a98ae299a03ed437e49151c4047 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a772e65f5ef341757ce12060f0ceb13c.setIcon(icon_14c03a98ae299a03ed437e49151c4047);\n        \n    \n            var marker_1cae2018a68ae246e88d60017c7ec516 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_7db9731f71191922b579556312ef7c6d = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1cae2018a68ae246e88d60017c7ec516.setIcon(icon_7db9731f71191922b579556312ef7c6d);\n        \n    \n            var marker_b8e0ca3ad4326172edf103386176770d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_84ee7dcc2993c1a742cf601f459c83b5 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b8e0ca3ad4326172edf103386176770d.setIcon(icon_84ee7dcc2993c1a742cf601f459c83b5);\n        \n    \n            var marker_f6b31e6c120d0d9969e3211b23f5a8d7 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6b31e6c120d0d9969e3211b23f5a8d7.setIcon(icon_6c6ca0a7fbe43ed5d3b3d1b77cbea505);\n        \n    \n            var marker_90ce99418600b8d0c14a351298d131a8 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_3803b85f71da35772dfbf4e21ff659b9 = L.AwesomeMarkers.icon(\n                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marker_a5ac717059bc61d293202022578eebc4.setIcon(icon_484b64811fe00e490d7e8dd29107023f);\n        \n    \n            var marker_b5a142036f506e75013398b1a4fee0df = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_244d1c35e59dc8c15221df847e2f9306 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b5a142036f506e75013398b1a4fee0df.setIcon(icon_244d1c35e59dc8c15221df847e2f9306);\n        \n    \n            var marker_87f333544696c5b67fcf0e23949f790c = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            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!important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"}, "metadata": {}}]}, {"cell_type": "markdown", "source": "Your updated map with distance line should look like the following screenshot:\n", "metadata": {}}, {"cell_type": "markdown", "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_distance.png\">\n</center>\n", "metadata": {}}, {"cell_type": "markdown", "source": "*TODO:* Similarly, you can draw a line betwee a launch site to its closest city, railway, highway, etc. You need to use `MousePosition` to find the their coordinates on the map first\n", "metadata": {}}, {"cell_type": "markdown", "source": "A railway map symbol may look like this:\n", "metadata": {}}, {"cell_type": "markdown", "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/railway.png\">\n</center>\n", "metadata": {}}, {"cell_type": "markdown", "source": "A highway map symbol may look like this:\n", "metadata": {}}, {"cell_type": "markdown", "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/highway.png\">\n</center>\n", "metadata": {}}, {"cell_type": "markdown", "source": "A city map symbol may look like this:\n", "metadata": {}}, {"cell_type": "markdown", "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/city.png\">\n</center>\n", "metadata": {}}, {"cell_type": "code", "source": "# Create a marker with distance to a closest city, railway, highway, etc.\n# Draw a line between the marker to the launch site\n", "metadata": {}, 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L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b8bbbda0455602ed7c754694731b8c46 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_51be3aae03b1a6aaecb9fa1e5777f624.setIcon(icon_b8bbbda0455602ed7c754694731b8c46);\n        \n    \n            var marker_fa9a2049c7b37fd4c7295c06edeec3b1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_20f9fb1edcf90ff26e1c784ac8e0d118 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa9a2049c7b37fd4c7295c06edeec3b1.setIcon(icon_20f9fb1edcf90ff26e1c784ac8e0d118);\n        \n    \n            var marker_e86958a8da9654f517792853338a2240 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_ea9a699f906d6e31ed4280a68719a54c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e86958a8da9654f517792853338a2240.setIcon(icon_ea9a699f906d6e31ed4280a68719a54c);\n        \n    \n            var marker_096ce2c595154274fd0d4bd16bb58233 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_aa7040fb316cd4b585685a2b6808c17c = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_096ce2c595154274fd0d4bd16bb58233.setIcon(icon_aa7040fb316cd4b585685a2b6808c17c);\n        \n    \n            var marker_fa344bae6dcd43112b447ae41cab4547 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_23f69e2774be68a9ef2685061e02a36d = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_fa344bae6dcd43112b447ae41cab4547.setIcon(icon_23f69e2774be68a9ef2685061e02a36d);\n        \n    \n            var marker_07f915446dd320cea4315455aab1511c = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_a77e1dacd23cbe30bd941e87dc6f1912 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_07f915446dd320cea4315455aab1511c.setIcon(icon_a77e1dacd23cbe30bd941e87dc6f1912);\n        \n    \n            var marker_20bf0c69af7ee3ac052248c201fd2100 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6ae67f8298fd1dfe3e443631b300bc9f = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_20bf0c69af7ee3ac052248c201fd2100.setIcon(icon_6ae67f8298fd1dfe3e443631b300bc9f);\n        \n    \n            var marker_437f4c69e815f90406bb83476ead0379 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b563c99d287b0bff91b6c9926d156e83 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_437f4c69e815f90406bb83476ead0379.setIcon(icon_b563c99d287b0bff91b6c9926d156e83);\n        \n    \n            var marker_5d2715b2b0a8e53bd02473e7d7a3a199 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_66058907d89043d8d0c034473f8616a6 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d2715b2b0a8e53bd02473e7d7a3a199.setIcon(icon_66058907d89043d8d0c034473f8616a6);\n        \n    \n            var marker_b9d07cebb688b0fb6f201f49bfad0b38 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_260fea209fbc252bafd8a0ff58eecf31 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b9d07cebb688b0fb6f201f49bfad0b38.setIcon(icon_260fea209fbc252bafd8a0ff58eecf31);\n        \n    \n            var marker_f6c8be41925c2c1923233fb498730983 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_78e3e56f9436302450e3e34a3854a28e = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_f6c8be41925c2c1923233fb498730983.setIcon(icon_78e3e56f9436302450e3e34a3854a28e);\n        \n    \n            var marker_04dc60e80281258da255b30efdbc26d6 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_da61d20448ff066b10b8d12a95e3f756 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_04dc60e80281258da255b30efdbc26d6.setIcon(icon_da61d20448ff066b10b8d12a95e3f756);\n        \n    \n            var marker_e316762cdb31e4dd8a8a165a470b135e = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_bfa248c945e25bbc67195425d7c54093 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e316762cdb31e4dd8a8a165a470b135e.setIcon(icon_bfa248c945e25bbc67195425d7c54093);\n        \n    \n            var marker_0acd8dc3a3512c49624b77a68dbb7b80 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_6e4b0058d143aa244c1a8ae0a472deac = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0acd8dc3a3512c49624b77a68dbb7b80.setIcon(icon_6e4b0058d143aa244c1a8ae0a472deac);\n        \n    \n            var marker_c8ca8587ab76abdb5914dfdb8f2473d8 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_f787d83e470dff1f4d9c4a1ece45056a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c8ca8587ab76abdb5914dfdb8f2473d8.setIcon(icon_f787d83e470dff1f4d9c4a1ece45056a);\n        \n    \n            var marker_4623444ba621db67a0f645b198a9d016 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_202263e9bec5bc8c4cbfd47cd26ed11e = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_4623444ba621db67a0f645b198a9d016.setIcon(icon_202263e9bec5bc8c4cbfd47cd26ed11e);\n        \n    \n            var marker_72824835ee517876872420febbee7685 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_8a60ecfbdc9a561b9068e1c8018d3afc = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_72824835ee517876872420febbee7685.setIcon(icon_8a60ecfbdc9a561b9068e1c8018d3afc);\n        \n    \n            var marker_0dde6b6caa198741a33841ff627ccf80 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_e139faf0b0826a2d2a80c6f8c3251b0a = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0dde6b6caa198741a33841ff627ccf80.setIcon(icon_e139faf0b0826a2d2a80c6f8c3251b0a);\n        \n    \n            var marker_26af19a0ac1f96f3340be6967447f781 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_d9e7e2a4e616e18dba8a5155e00d7b46 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_26af19a0ac1f96f3340be6967447f781.setIcon(icon_d9e7e2a4e616e18dba8a5155e00d7b46);\n        \n    \n            var marker_c61b08684fe8860c1e5dc836d7726707 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_b50cb454cf6d969c92c4bd853ac4296b = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c61b08684fe8860c1e5dc836d7726707.setIcon(icon_b50cb454cf6d969c92c4bd853ac4296b);\n        \n    \n            var marker_a8a8cf8a7824efa65692bb6436869d47 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_12153de8b36494bfd34fa058776cfcf5 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a8a8cf8a7824efa65692bb6436869d47.setIcon(icon_12153de8b36494bfd34fa058776cfcf5);\n        \n    \n            var marker_a772e65f5ef341757ce12060f0ceb13c = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_14c03a98ae299a03ed437e49151c4047 = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a772e65f5ef341757ce12060f0ceb13c.setIcon(icon_14c03a98ae299a03ed437e49151c4047);\n        \n    \n            var marker_1cae2018a68ae246e88d60017c7ec516 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_7db9731f71191922b579556312ef7c6d = 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;popup&quot;: 1, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_1cae2018a68ae246e88d60017c7ec516.setIcon(icon_7db9731f71191922b579556312ef7c6d);\n        \n    \n            var marker_b8e0ca3ad4326172edf103386176770d = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_dee03f9bc22cc12d970bcadfb7dd83b3);\n        \n    \n            var icon_84ee7dcc2993c1a742cf601f459c83b5 = 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;popup&quot;: 0, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            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mozallowfullscreen></iframe></div></div>"}, "metadata": {}}]}, {"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": {}}]}