lab_jupyter_launch_site_location.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": "<p style=\"text-align:center\">\n    <a href=\"https://skills.network/?utm_medium=Exinfluencer&utm_source=Exinfluencer&utm_content=000026UJ&utm_term=10006555&utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDS0321ENSkillsNetwork26802033-2022-01-01\" target=\"_blank\">\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n    </a>\n</p>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "# **Launch Sites Locations Analysis with Folium**\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Estimated time needed: **40** minutes\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The launch success rate may depend on many factors such as payload mass, orbit type, and so on. It may also depend on the location and proximities of a launch site, i.e., the initial position of rocket trajectories. Finding an optimal location for building a launch site certainly involves many factors and hopefully we could discover some of the factors by analyzing the existing launch site locations.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "In the previous exploratory data analysis labs, you have visualized the SpaceX launch dataset using `matplotlib` and `seaborn` and discovered some preliminary correlations between the launch site and success rates. In this lab, you will be performing more interactive visual analytics using `Folium`.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## Objectives\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "This lab contains the following tasks:\n\n*   **TASK 1:** Mark all launch sites on a map\n*   **TASK 2:** Mark the success/failed launches for each site on the map\n*   **TASK 3:** Calculate the distances between a launch site to its proximities\n\nAfter completed the above tasks, you should be able to find some geographical patterns about launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first import required Python packages for this lab:\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "import piplite\nawait piplite.install(['folium'])\nawait piplite.install(['pandas'])",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 15
    },
    {
      "cell_type": "code",
      "source": "import folium\nimport pandas as pd",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 16
    },
    {
      "cell_type": "code",
      "source": "# Import folium MarkerCluster plugin\nfrom folium.plugins import MarkerCluster\n# Import folium MousePosition plugin\nfrom folium.plugins import MousePosition\n# Import folium DivIcon plugin\nfrom folium.features import DivIcon",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 19
    },
    {
      "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": "markdown",
      "source": "## Task 1: Mark all launch sites on a map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "First, let's try to add each site's location on a map using site's latitude and longitude coordinates\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "The following dataset with the name `spacex_launch_geo.csv` is an augmented dataset with latitude and longitude added for each site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Download and read the `spacex_launch_geo.csv`\nfrom js import fetch\nimport io\n\nURL = 'https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/datasets/spacex_launch_geo.csv'\nresp = await fetch(URL)\nspacex_csv_file = io.BytesIO((await resp.arrayBuffer()).to_py())\nspacex_df=pd.read_csv(spacex_csv_file)",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 30
    },
    {
      "cell_type": "code",
      "source": "spacex_df.head()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 31,
          "output_type": "execute_result",
          "data": {
            "text/plain": "   Flight Number        Date Time (UTC) Booster Version  Launch Site  \\\n0              1  2010-06-04   18:45:00  F9 v1.0  B0003  CCAFS LC-40   \n1              2  2010-12-08   15:43:00  F9 v1.0  B0004  CCAFS LC-40   \n2              3  2012-05-22    7:44:00  F9 v1.0  B0005  CCAFS LC-40   \n3              4  2012-10-08    0:35:00  F9 v1.0  B0006  CCAFS LC-40   \n4              5  2013-03-01   15:10:00  F9 v1.0  B0007  CCAFS LC-40   \n\n                                             Payload  Payload Mass (kg)  \\\n0               Dragon Spacecraft Qualification Unit                0.0   \n1  Dragon demo flight C1, two CubeSats,  barrel o...                0.0   \n2                             Dragon demo flight C2+              525.0   \n3                                       SpaceX CRS-1              500.0   \n4                                       SpaceX CRS-2              677.0   \n\n       Orbit         Customer        Landing Outcome  class        Lat  \\\n0        LEO           SpaceX  Failure   (parachute)      0  28.562302   \n1  LEO (ISS)  NASA (COTS) NRO  Failure   (parachute)      0  28.562302   \n2  LEO (ISS)      NASA (COTS)             No attempt      0  28.562302   \n3  LEO (ISS)       NASA (CRS)             No attempt      0  28.562302   \n4  LEO (ISS)       NASA (CRS)             No attempt      0  28.562302   \n\n        Long  \n0 -80.577356  \n1 -80.577356  \n2 -80.577356  \n3 -80.577356  \n4 -80.577356  ",
            "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>Flight Number</th>\n      <th>Date</th>\n      <th>Time (UTC)</th>\n      <th>Booster Version</th>\n      <th>Launch Site</th>\n      <th>Payload</th>\n      <th>Payload Mass (kg)</th>\n      <th>Orbit</th>\n      <th>Customer</th>\n      <th>Landing Outcome</th>\n      <th>class</th>\n      <th>Lat</th>\n      <th>Long</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>2010-06-04</td>\n      <td>18:45:00</td>\n      <td>F9 v1.0  B0003</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon Spacecraft Qualification Unit</td>\n      <td>0.0</td>\n      <td>LEO</td>\n      <td>SpaceX</td>\n      <td>Failure   (parachute)</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>2010-12-08</td>\n      <td>15:43:00</td>\n      <td>F9 v1.0  B0004</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon demo flight C1, two CubeSats,  barrel o...</td>\n      <td>0.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (COTS) NRO</td>\n      <td>Failure   (parachute)</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>2012-05-22</td>\n      <td>7:44:00</td>\n      <td>F9 v1.0  B0005</td>\n      <td>CCAFS LC-40</td>\n      <td>Dragon demo flight C2+</td>\n      <td>525.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (COTS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>2012-10-08</td>\n      <td>0:35:00</td>\n      <td>F9 v1.0  B0006</td>\n      <td>CCAFS LC-40</td>\n      <td>SpaceX CRS-1</td>\n      <td>500.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (CRS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>2013-03-01</td>\n      <td>15:10:00</td>\n      <td>F9 v1.0  B0007</td>\n      <td>CCAFS LC-40</td>\n      <td>SpaceX CRS-2</td>\n      <td>677.0</td>\n      <td>LEO (ISS)</td>\n      <td>NASA (CRS)</td>\n      <td>No attempt</td>\n      <td>0</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 31
    },
    {
      "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()\n# as_index=False' : 'Launch Site' is not the index \n# .first() : it selects the first row of each group \nlaunch_sites_df = launch_sites_df[['Launch Site', 'Lat', 'Long']]\nlaunch_sites_df",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 32,
          "output_type": "execute_result",
          "data": {
            "text/plain": "    Launch Site        Lat        Long\n0   CCAFS LC-40  28.562302  -80.577356\n1  CCAFS SLC-40  28.563197  -80.576820\n2    KSC LC-39A  28.573255  -80.646895\n3   VAFB SLC-4E  34.632834 -120.610745",
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Launch Site</th>\n      <th>Lat</th>\n      <th>Long</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>CCAFS LC-40</td>\n      <td>28.562302</td>\n      <td>-80.577356</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.576820</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>KSC LC-39A</td>\n      <td>28.573255</td>\n      <td>-80.646895</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>VAFB SLC-4E</td>\n      <td>34.632834</td>\n      <td>-120.610745</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 32
    },
    {
      "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)\n#site_map = folium.Map(location=nasa_coordinate, zoom_start=5)\n#site_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 33
    },
    {
      "cell_type": "markdown",
      "source": "We could use `folium.Circle` to add a highlighted circle area with a text label on a specific coordinate. For example,\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Create a blue circle at NASA Johnson Space Center's coordinate with a popup label showing its name\ncircle = folium.Circle(nasa_coordinate, radius=1000, color='#d35400', fill=True).add_child(folium.Popup('NASA Johnson Space Center'))\n# Create a blue circle at NASA Johnson Space Center's coordinate with a icon showing its name\nmarker = folium.map.Marker(\n    nasa_coordinate,\n    # Create an icon as a text label\n    icon=DivIcon(\n        icon_size=(20,20),\n        icon_anchor=(0,0),\n        html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'NASA JSC',\n        )\n    )\nsite_map.add_child(circle)\nsite_map.add_child(marker)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 35,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x7510b50>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n    \n            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n            &lt;style&gt;\n                #map_d2ca203850f65b8af7ee38f7324944b0 {\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_d2ca203850f65b8af7ee38f7324944b0&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_d2ca203850f65b8af7ee38f7324944b0 = L.map(\n                &quot;map_d2ca203850f65b8af7ee38f7324944b0&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_24abdc20883da2c82cc73a9302b7627f = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_24abdc20883da2c82cc73a9302b7627f.addTo(map_d2ca203850f65b8af7ee38f7324944b0);\n        \n    \n            var circle_9fb6cbe9ade54244b921c5c081a7f2d9 = 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_d2ca203850f65b8af7ee38f7324944b0);\n        \n    \n        var popup_f0cc3ad53611949cfe6b015a44a57d3a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_4142efab8c9dccbf973c90145e042622 = $(`&lt;div id=&quot;html_4142efab8c9dccbf973c90145e042622&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;NASA Johnson Space Center&lt;/div&gt;`)[0];\n                popup_f0cc3ad53611949cfe6b015a44a57d3a.setContent(html_4142efab8c9dccbf973c90145e042622);\n            \n        \n\n        circle_9fb6cbe9ade54244b921c5c081a7f2d9.bindPopup(popup_f0cc3ad53611949cfe6b015a44a57d3a)\n        ;\n\n        \n    \n    \n            var marker_7b6390ad532b0e3db0f44ecca5a11e7e = L.marker(\n                [29.559684888503615, -95.0830971930759],\n                {}\n            ).addTo(map_d2ca203850f65b8af7ee38f7324944b0);\n        \n    \n            var div_icon_44991f2d69b7aff218f6a9958cb51add = 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_7b6390ad532b0e3db0f44ecca5a11e7e.setIcon(div_icon_44991f2d69b7aff218f6a9958cb51add);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 35
    },
    {
      "cell_type": "markdown",
      "source": "and you should find a small yellow circle near the city of Houston and you can zoom-in to see a larger circle.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Now, let's add a circle for each launch site in data frame `launch_sites`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "*TODO:*  Create and add `folium.Circle` and `folium.Marker` for each launch site on the site map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Circle:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.Circle(coordinate, radius=1000, color='#000000', fill=True).add_child(folium.Popup(...))`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "An example of folium.Marker:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "`folium.map.Marker(coordinate, icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0), html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % 'label', ))`\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Initial the map\nsite_map = folium.Map(location=nasa_coordinate, zoom_start=5)\n# For each launch site, add a Circle object based on its coordinate (Lat, Long) values. In addition, add Launch site name as a popup label\n\ncircles = folium.map.FeatureGroup()\nfor lat, lng, label in zip(\n    launch_sites_df['Lat'], launch_sites_df['Long'], launch_sites_df['Launch Site']):\n    circles.add_child(\n        folium.Circle(\n            [lat, lng], radius=50, color='#d35400', fill=True\n        ).add_child(folium.Popup(label))\n    )\n\nmarkers = folium.map.FeatureGroup()\nfor lat, lng, label in zip(\n    launch_sites_df['Lat'], launch_sites_df['Long'], launch_sites_df['Launch Site']):\n    markers.add_child(\n        folium.map.Marker(\n            [lat, lng], \n            icon=DivIcon(icon_size=(20,20),icon_anchor=(0,0), \n                         html='<div style=\"font-size: 12; color:#d35400;\"><b>%s</b></div>' % label, ))\n    )\n    \nsite_map.add_child(circles)\nsite_map.add_child(markers)        ",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 37,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n    &lt;link rel=&quot;stylesheet&quot; 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}\n            &lt;/style&gt;\n        \n&lt;/head&gt;\n&lt;body&gt;\n    \n    \n            &lt;div class=&quot;folium-map&quot; id=&quot;map_5950703d48ddfa5c83f99b86b6db4509&quot; &gt;&lt;/div&gt;\n        \n&lt;/body&gt;\n&lt;script&gt;\n    \n    \n            var map_5950703d48ddfa5c83f99b86b6db4509 = L.map(\n                &quot;map_5950703d48ddfa5c83f99b86b6db4509&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_ab1867c809637eba7ea04d106453306b = L.tileLayer(\n                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n            );\n        \n    \n            tile_layer_ab1867c809637eba7ea04d106453306b.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var feature_group_126935118bd0b8eb8a3a6819f0f57851 = L.featureGroup(\n                {}\n            );\n        \n    \n            var circle_08dad43736e3a7ca9d18494c4c032585 = L.circle(\n                [28.56230197, -80.57735648],\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;: 50, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(feature_group_126935118bd0b8eb8a3a6819f0f57851);\n        \n    \n        var popup_e8297e0ab69aa61c4cafc81491ba79fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_962254385d487e3ef456dbf3306026da = $(`&lt;div id=&quot;html_962254385d487e3ef456dbf3306026da&quot; 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style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;CCAFS SLC-40&lt;/div&gt;`)[0];\n                popup_92036beb5f464f1ef2c42ea9ebf18718.setContent(html_57d8bc76cbd8dd12ed6604a14230ce4c);\n            \n        \n\n        circle_35532b2a65b54cfb66e71d419bdf4608.bindPopup(popup_92036beb5f464f1ef2c42ea9ebf18718)\n        ;\n\n        \n    \n    \n            var circle_65e168bf6a421e0b4aeaff9bb2d2214e = L.circle(\n                [28.57325457, -80.64689529],\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;: 50, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(feature_group_126935118bd0b8eb8a3a6819f0f57851);\n        \n    \n        var popup_2dde7c5d522e7ecb01bcb29ef852047e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_bc98af57b4f82a92d6bfe4df70b3c1ed = $(`&lt;div id=&quot;html_bc98af57b4f82a92d6bfe4df70b3c1ed&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;KSC LC-39A&lt;/div&gt;`)[0];\n                popup_2dde7c5d522e7ecb01bcb29ef852047e.setContent(html_bc98af57b4f82a92d6bfe4df70b3c1ed);\n            \n        \n\n        circle_65e168bf6a421e0b4aeaff9bb2d2214e.bindPopup(popup_2dde7c5d522e7ecb01bcb29ef852047e)\n        ;\n\n        \n    \n    \n            var circle_5e5bdca1a0c1cc888c470bb668c06d4f = L.circle(\n                [34.63283416, -120.6107455],\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;: 50, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(feature_group_126935118bd0b8eb8a3a6819f0f57851);\n        \n    \n        var popup_3cb33f8df8120687b49446d5484bd4db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_00be629a6b7cb1252a10e188b5532dbb = $(`&lt;div id=&quot;html_00be629a6b7cb1252a10e188b5532dbb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;VAFB SLC-4E&lt;/div&gt;`)[0];\n                popup_3cb33f8df8120687b49446d5484bd4db.setContent(html_00be629a6b7cb1252a10e188b5532dbb);\n            \n        \n\n        circle_5e5bdca1a0c1cc888c470bb668c06d4f.bindPopup(popup_3cb33f8df8120687b49446d5484bd4db)\n        ;\n\n        \n    \n    \n            feature_group_126935118bd0b8eb8a3a6819f0f57851.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var feature_group_632de5bd8df965797bffdee2aca24aeb = L.featureGroup(\n                {}\n            );\n        \n    \n            var marker_8c34923fc855c08900c5095698a136dc = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(feature_group_632de5bd8df965797bffdee2aca24aeb);\n        \n    \n            var div_icon_97e950f58c4114fa25b0350af68c5311 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; 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color:#d35400;\\&quot;\\u003e\\u003cb\\u003eKSC LC-39A\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_d3b2e7632707f1d80a927116033d1b8d.setIcon(div_icon_3ab2d0e954d415eea2c90f3ea8ac0d81);\n        \n    \n            var marker_94e73e6094816d51c084254ce083955b = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(feature_group_632de5bd8df965797bffdee2aca24aeb);\n        \n    \n            var div_icon_6dd1e2f066d1b698af6fe9d66d4a3ef0 = L.divIcon({&quot;className&quot;: &quot;empty&quot;, &quot;html&quot;: &quot;\\u003cdiv style=\\&quot;font-size: 12; color:#d35400;\\&quot;\\u003e\\u003cb\\u003eVAFB SLC-4E\\u003c/b\\u003e\\u003c/div\\u003e&quot;, &quot;iconAnchor&quot;: [0, 0], &quot;iconSize&quot;: [20, 20]});\n            marker_94e73e6094816d51c084254ce083955b.setIcon(div_icon_6dd1e2f066d1b698af6fe9d66d4a3ef0);\n        \n    \n            feature_group_632de5bd8df965797bffdee2aca24aeb.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 37
    },
    {
      "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": "markdown",
      "source": "## Task 2: Mark the success/failed launches for each site on the map\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's try to enhance the map by adding the launch outcomes for each site, and see which sites have high success rates.\nRecall that data frame spacex_df has detailed launch records, and the `class` column indicates if this launch was successful or not\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "spacex_df.tail(10)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 38,
          "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": {}
        }
      ],
      "execution_count": 38
    },
    {
      "cell_type": "markdown",
      "source": "Next, let's create markers for all launch records.\nIf a launch was successful `(class=1)`, then we use a green marker and if a launch was failed, we use a red marker `(class=0)`\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Note that a launch only happens in one of the four launch sites, which means many launch records will have the exact same coordinate. Marker clusters can be a good way to simplify a map containing many markers having the same coordinate.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first create a `MarkerCluster` object\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "marker_cluster = MarkerCluster()\n",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 39
    },
    {
      "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": "# Apply a function to check the value of `class` column\n# If class=1, marker_color value will be green\n# If class=0, marker_color value will be red\n\ndef assign_marker_color(cls):\n    if cls == 1:\n        return 'green'\n    elif cls == 0:\n        return 'red'\n\n# Apply the function to create a new column\nspacex_df['marker_color'] = spacex_df['class'].apply(assign_marker_color)\n\nspacex_df.tail()",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 40,
          "output_type": "execute_result",
          "data": {
            "text/plain": "     Launch Site        Lat      Long  class marker_color\n51  CCAFS SLC-40  28.563197 -80.57682      0          red\n52  CCAFS SLC-40  28.563197 -80.57682      0          red\n53  CCAFS SLC-40  28.563197 -80.57682      0          red\n54  CCAFS SLC-40  28.563197 -80.57682      1        green\n55  CCAFS SLC-40  28.563197 -80.57682      0          red",
            "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>51</th>\n      <td>CCAFS SLC-40</td>\n      <td>28.563197</td>\n      <td>-80.57682</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>-80.57682</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>-80.57682</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>-80.57682</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>-80.57682</td>\n      <td>0</td>\n      <td>red</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 40
    },
    {
      "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    marker = folium.Marker(location=[record['Lat'], record['Long']], \n                  icon=folium.Icon(color='white', icon_color=record['marker_color']))\n    marker_cluster.add_child(marker)\n\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 41,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
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marker_e66cbab54716833f595a4873a32ba0d0.setIcon(icon_dc792ca7e3a52f65cec6922498f7fbe9);\n        \n    \n            var marker_11f8223c4fefec05db0926baebda2356 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e0a5863ce23a122e41b3717146ae23c0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_11f8223c4fefec05db0926baebda2356.setIcon(icon_e0a5863ce23a122e41b3717146ae23c0);\n        \n    \n            var marker_590bbedc554e820fb4572b475c15f070 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n  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&quot;glyphicon&quot;}\n            );\n            marker_6f6a64638181f61f3515f6d2e14aef25.setIcon(icon_6a3ad17879cd09db744e0b2a7aa508c4);\n        \n    \n            var marker_5e46dcfafece24c8112af1817e8de0ca = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cf5c662e4817f05de2b922212142b2a0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e46dcfafece24c8112af1817e8de0ca.setIcon(icon_cf5c662e4817f05de2b922212142b2a0);\n        \n    \n            var marker_2f4443d6936991b5114320bf081dd9f0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            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&quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc.setIcon(icon_cb8b0bc6b485d8707eb620ea1ab5bba8);\n        \n    \n            var marker_5d08ee109e5dccb4bba210bec4507025 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_462f754756d95612d22c903fc6607182 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d08ee109e5dccb4bba210bec4507025.setIcon(icon_462f754756d95612d22c903fc6607182);\n        \n    \n            var marker_a77848918364b7ba12e72957118f708a = L.marker(\n                [28.56230197, -80.57735648],\n                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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_75ec60dd685e9f41247f3c93871339fb.setIcon(icon_15acf7fda7b18ac8ff8ef44ae3b55ad9);\n        \n    \n            var marker_7efceffadc831f21cdcffa244e68b289 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_4308d34c0123f917e98e11bab2aba9de = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7efceffadc831f21cdcffa244e68b289.setIcon(icon_4308d34c0123f917e98e11bab2aba9de);\n        \n    \n            var marker_def49e22308ad31fb982e4ab6d780ca1 = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_77ccafd317dc9d7e272c35cecc68cdf1.setIcon(icon_8799c13181e3f466f974f741fcfeed23);\n        \n    \n            var marker_bcad3a7bdae3dc377211b46d6b654046 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_7131b28994d71785d8089cba5da2acf6 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_bcad3a7bdae3dc377211b46d6b654046.setIcon(icon_7131b28994d71785d8089cba5da2acf6);\n        \n    \n            var marker_d0dbe20b88b3db179cf74acb332af735 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_ea6b0a270402e8138b828d33acefdcc2 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d0dbe20b88b3db179cf74acb332af735.setIcon(icon_ea6b0a270402e8138b828d33acefdcc2);\n        \n    \n            var marker_6e7ebda7c4b5540bf8d758e16fd02ae5 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_88c23e7a069207242c6f062f40579f4e = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6e7ebda7c4b5540bf8d758e16fd02ae5.setIcon(icon_88c23e7a069207242c6f062f40579f4e);\n        \n    \n            var marker_feee1a694597647d2101f1f901126405 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e5c510f22efb924be0264b7a192e8e6a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_feee1a694597647d2101f1f901126405.setIcon(icon_e5c510f22efb924be0264b7a192e8e6a);\n        \n    \n            var marker_c87fe2df9af488aed14773732d725d39 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b4c6030377522bb040de4bedd2e58f45 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c87fe2df9af488aed14773732d725d39.setIcon(icon_b4c6030377522bb040de4bedd2e58f45);\n        \n    \n            var marker_8add158075c90008e19d496ce20b5b33 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_0b80370bb942e46e395a5fbaeb10f651 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_8add158075c90008e19d496ce20b5b33.setIcon(icon_0b80370bb942e46e395a5fbaeb10f651);\n        \n    \n            var marker_d009da2c2a793a8cb26aaa07ff57108e = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_12a8e20d510d5055fb50ff369711bcb4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d009da2c2a793a8cb26aaa07ff57108e.setIcon(icon_12a8e20d510d5055fb50ff369711bcb4);\n        \n    \n            var marker_e4a387b54f10cc8383c4f486a4d4f2b0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_9d89f9ab69bd2728ac37499b8a1b3360 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e4a387b54f10cc8383c4f486a4d4f2b0.setIcon(icon_9d89f9ab69bd2728ac37499b8a1b3360);\n        \n    \n            var marker_c33814c2454cb8c5f6574ee235f2abfb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_fbe3c806f54735697684020b781eb2c4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c33814c2454cb8c5f6574ee235f2abfb.setIcon(icon_fbe3c806f54735697684020b781eb2c4);\n        \n    \n            var marker_c4ceafd74408c05e4078ae75cb43f704 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e431560feccafc3e0972d798534775ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c4ceafd74408c05e4078ae75cb43f704.setIcon(icon_e431560feccafc3e0972d798534775ed);\n        \n    \n            var marker_46c8e697a2c9fb6b0e6ebe0510669ca9 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_1da9bb4ef2c3ec98f81353813f1cbcbc = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_46c8e697a2c9fb6b0e6ebe0510669ca9.setIcon(icon_1da9bb4ef2c3ec98f81353813f1cbcbc);\n        \n    \n            var marker_9c698ea03751eb8d07f38a6d466085e0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62f24d95c58615a0d5c70d322725dd1b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9c698ea03751eb8d07f38a6d466085e0.setIcon(icon_62f24d95c58615a0d5c70d322725dd1b);\n        \n    \n            var marker_ea1e89b31aae309fbe6a78b0ddd88ddc = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_78173b4be7e4df8ce90e28272677c968 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ea1e89b31aae309fbe6a78b0ddd88ddc.setIcon(icon_78173b4be7e4df8ce90e28272677c968);\n        \n    \n            var marker_2651d7dd5e404d5ee382d376bc53002a = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_7a659f759be8abee562b91cba867c0c3 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2651d7dd5e404d5ee382d376bc53002a.setIcon(icon_7a659f759be8abee562b91cba867c0c3);\n        \n    \n            var marker_b5c02673e5d4b3058e614efaee26285a = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b1099e6e68bb6793ebb95396ebc32553 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_b5c02673e5d4b3058e614efaee26285a.setIcon(icon_b1099e6e68bb6793ebb95396ebc32553);\n        \n    \n            var marker_c128f5cc67a94803edd096a4f2a5ac9d = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b42c13de7c946d580741954110777e07 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c128f5cc67a94803edd096a4f2a5ac9d.setIcon(icon_b42c13de7c946d580741954110777e07);\n        \n    \n            var marker_ccd9920d30d9c777c59234816d457c57 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_aa66407202104d141c4bc1b51d4f2395 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ccd9920d30d9c777c59234816d457c57.setIcon(icon_aa66407202104d141c4bc1b51d4f2395);\n        \n    \n            var marker_6d7a8bd3c26ea2796871e08a7f900c56 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_a0aafa778a6ea0fe9748e604edca653f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6d7a8bd3c26ea2796871e08a7f900c56.setIcon(icon_a0aafa778a6ea0fe9748e604edca653f);\n        \n    \n            var marker_a8417709966264a49b20e1e70a350ca6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_dc37384ee909c0d37b68b56d7e133e44 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a8417709966264a49b20e1e70a350ca6.setIcon(icon_dc37384ee909c0d37b68b56d7e133e44);\n        \n    \n            var marker_c9550f668929fe7f12a787311c7d342b = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_79304a1761a78e2e605900d02eb0e382 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c9550f668929fe7f12a787311c7d342b.setIcon(icon_79304a1761a78e2e605900d02eb0e382);\n        \n    \n            var marker_d4610a74c6ec7ba77b2a0db40ad05659 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_56d62d6cea4a2f628c654ecd07bee35a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d4610a74c6ec7ba77b2a0db40ad05659.setIcon(icon_56d62d6cea4a2f628c654ecd07bee35a);\n        \n    \n            var marker_48427e0ff88f57ab2b81a733adcaaa07 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_27cb258d17b003f1877fcffd749082fe = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_48427e0ff88f57ab2b81a733adcaaa07.setIcon(icon_27cb258d17b003f1877fcffd749082fe);\n        \n    \n            var marker_158d202635c549d6d7c56469e219c1d6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e056a29e7dc8401c11bb5365da44d9b0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_158d202635c549d6d7c56469e219c1d6.setIcon(icon_e056a29e7dc8401c11bb5365da44d9b0);\n        \n    \n            var marker_43e898798f2f1d4df7f28d7d3ba3ffb5 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_0c26db5be8c33b3396e74122ee05fa86 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_43e898798f2f1d4df7f28d7d3ba3ffb5.setIcon(icon_0c26db5be8c33b3396e74122ee05fa86);\n        \n    \n            var marker_0c373bc5c4c8bbf5651f36370b7c7883 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_869f280a06eb7eaa1275a9a9546519f1 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_0c373bc5c4c8bbf5651f36370b7c7883.setIcon(icon_869f280a06eb7eaa1275a9a9546519f1);\n        \n    \n            var marker_3709adda1ff2a0a92255e3dae3e06b9e = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_d07eefb8f052f9ade7432ac16be6b4b9 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3709adda1ff2a0a92255e3dae3e06b9e.setIcon(icon_d07eefb8f052f9ade7432ac16be6b4b9);\n        \n    \n            var marker_ff4d82a6288b6c286854ffa2f5bb02ed = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_434c7074f9e39e172a18286617aac32b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ff4d82a6288b6c286854ffa2f5bb02ed.setIcon(icon_434c7074f9e39e172a18286617aac32b);\n        \n    \n            var marker_3e05d65b26d924143a84f7a23c73c6af = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_08e475bdbddb6050ac980dc13c2c5341 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3e05d65b26d924143a84f7a23c73c6af.setIcon(icon_08e475bdbddb6050ac980dc13c2c5341);\n        \n    \n            var marker_9845191af4d807f6223d938875d8a254 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_5a35f1d11e3bc9ef7abdd877f5d5b468 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9845191af4d807f6223d938875d8a254.setIcon(icon_5a35f1d11e3bc9ef7abdd877f5d5b468);\n        \n    \n            var marker_cf4a2983287eeed160ee0009ad3d0c37 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_ca05c216d1b1f3869f1cdb5c5fbef8b7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_cf4a2983287eeed160ee0009ad3d0c37.setIcon(icon_ca05c216d1b1f3869f1cdb5c5fbef8b7);\n        \n    \n            var marker_3290800dd5f9ba2e5883be969075dc5c = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_bf9feba2f6d961eadb99a4e9ea252a61 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3290800dd5f9ba2e5883be969075dc5c.setIcon(icon_bf9feba2f6d961eadb99a4e9ea252a61);\n        \n    \n            var marker_7b071f4341fac6e54414cc71111cbb75 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_4174e532a8b0595f7e7d293d7e3021ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7b071f4341fac6e54414cc71111cbb75.setIcon(icon_4174e532a8b0595f7e7d293d7e3021ae);\n        \n    \n            var marker_7df6099d09b611fbf60d8c16023a1b2a = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_3ddedd598a124c97a16465733d01c4db = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_7df6099d09b611fbf60d8c16023a1b2a.setIcon(icon_3ddedd598a124c97a16465733d01c4db);\n        \n    \n            marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 41
    },
    {
      "cell_type": "markdown",
      "source": "Your updated map may look like the following screenshots:\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "<center>\n    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_3/images/launch_site_marker_cluster_zoomed.png\">\n</center>\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "From the color-labeled markers in marker clusters, you should be able to easily identify which launch sites have relatively high success rates.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "## TASK 3: Calculate the distances between a launch site to its proximities\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Next, we need to explore and analyze the proximities of launch sites.\n",
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": "Let's first add a `MousePosition` on the map to get coordinate for a mouse over a point on the map. As such, while you are exploring the map, you can easily find the coordinates of any points of interests (such as railway)\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "# Add Mouse Position to get the coordinate (Lat, Long) for a mouse over on the map\nformatter = \"function(num) {return L.Util.formatNum(num, 5);};\"\nmouse_position = MousePosition(\n    position='topright',\n    separator=' Long: ',\n    empty_string='NaN',\n    lng_first=False,\n    num_digits=20,\n    prefix='Lat:',\n    lat_formatter=formatter,\n    lng_formatter=formatter,\n)\n\nsite_map.add_child(mouse_position)\nsite_map",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 42,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_79d2e0ba8722904c071d055818c9cd1b.setIcon(icon_d92df99581dd1744071d8df82982fb2a);\n        \n    \n            var marker_56121f9f92420c039819c2c63ca928c1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b8f69489f87baffe6132b4cec8611388 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_56121f9f92420c039819c2c63ca928c1.setIcon(icon_b8f69489f87baffe6132b4cec8611388);\n        \n    \n            var marker_e38d808ab9fd5ba7f615749544603242 = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f6a64638181f61f3515f6d2e14aef25.setIcon(icon_6a3ad17879cd09db744e0b2a7aa508c4);\n        \n    \n            var marker_5e46dcfafece24c8112af1817e8de0ca = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cf5c662e4817f05de2b922212142b2a0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e46dcfafece24c8112af1817e8de0ca.setIcon(icon_cf5c662e4817f05de2b922212142b2a0);\n        \n    \n            var marker_2f4443d6936991b5114320bf081dd9f0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62df90e4b1219024f38c851dd648142d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f4443d6936991b5114320bf081dd9f0.setIcon(icon_62df90e4b1219024f38c851dd648142d);\n        \n    \n            var marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cb8b0bc6b485d8707eb620ea1ab5bba8 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc.setIcon(icon_cb8b0bc6b485d8707eb620ea1ab5bba8);\n        \n    \n            var marker_5d08ee109e5dccb4bba210bec4507025 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_462f754756d95612d22c903fc6607182 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d08ee109e5dccb4bba210bec4507025.setIcon(icon_462f754756d95612d22c903fc6607182);\n        \n    \n            var marker_a77848918364b7ba12e72957118f708a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_7ff0bc070e5242cf6e3a14948a8cd7ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a77848918364b7ba12e72957118f708a.setIcon(icon_7ff0bc070e5242cf6e3a14948a8cd7ae);\n        \n    \n            var marker_75ec60dd685e9f41247f3c93871339fb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_15acf7fda7b18ac8ff8ef44ae3b55ad9 = L.AwesomeMarkers.icon(\n                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marker_7efceffadc831f21cdcffa244e68b289.setIcon(icon_4308d34c0123f917e98e11bab2aba9de);\n        \n    \n            var marker_def49e22308ad31fb982e4ab6d780ca1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_8eb7c0723458d70d8677a255b8cc1b8f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_def49e22308ad31fb982e4ab6d780ca1.setIcon(icon_8eb7c0723458d70d8677a255b8cc1b8f);\n        \n    \n            var marker_77ccafd317dc9d7e272c35cecc68cdf1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_feee1a694597647d2101f1f901126405.setIcon(icon_e5c510f22efb924be0264b7a192e8e6a);\n        \n    \n            var marker_c87fe2df9af488aed14773732d725d39 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b4c6030377522bb040de4bedd2e58f45 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c87fe2df9af488aed14773732d725d39.setIcon(icon_b4c6030377522bb040de4bedd2e58f45);\n        \n    \n            var marker_8add158075c90008e19d496ce20b5b33 = L.marker(\n                [34.63283416, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d009da2c2a793a8cb26aaa07ff57108e.setIcon(icon_12a8e20d510d5055fb50ff369711bcb4);\n        \n    \n            var marker_e4a387b54f10cc8383c4f486a4d4f2b0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_9d89f9ab69bd2728ac37499b8a1b3360 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e4a387b54f10cc8383c4f486a4d4f2b0.setIcon(icon_9d89f9ab69bd2728ac37499b8a1b3360);\n        \n    \n            var marker_c33814c2454cb8c5f6574ee235f2abfb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_fbe3c806f54735697684020b781eb2c4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c33814c2454cb8c5f6574ee235f2abfb.setIcon(icon_fbe3c806f54735697684020b781eb2c4);\n        \n    \n            var marker_c4ceafd74408c05e4078ae75cb43f704 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e431560feccafc3e0972d798534775ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, 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mouse_position_5f57a8f132741555975ded64cd74429a.options[&quot;latFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            mouse_position_5f57a8f132741555975ded64cd74429a.options[&quot;lngFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            map_5950703d48ddfa5c83f99b86b6db4509.addControl(mouse_position_5f57a8f132741555975ded64cd74429a);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 42
    },
    {
      "cell_type": "markdown",
      "source": "Now zoom in to a launch site and explore its proximity to see if you can easily find any railway, highway, coastline, etc. Move your mouse to these points and mark down their coordinates (shown on the top-left) in order to the distance to the launch site.\n",
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": "from math import sin, cos, sqrt, atan2, radians\n\ndef calculate_distance(lat1, lon1, lat2, lon2):\n    # approximate radius of earth in km\n    R = 6373.0\n\n    lat1 = radians(lat1)\n    lon1 = radians(lon1)\n    lat2 = radians(lat2)\n    lon2 = radians(lon2)\n\n    dlon = lon2 - lon1\n    dlat = lat2 - lat1\n\n    a = sin(dlat / 2)**2 + cos(lat1) * cos(lat2) * sin(dlon / 2)**2\n    c = 2 * atan2(sqrt(a), sqrt(1 - a))\n\n    distance = R * c\n    return distance",
      "metadata": {
        "trusted": true
      },
      "outputs": [],
      "execution_count": 43
    },
    {
      "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 closest coastline\n# Coordinates : CCAFS SLC-40 [28.563197, -80.57682], Closest coastline [28.5634, -80.568]\ndistance = calculate_distance(28.563197, -80.57682, 28.5634, -80.568)\ndistance",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 44,
          "output_type": "execute_result",
          "data": {
            "text/plain": "0.8619391237765793"
          },
          "metadata": {}
        }
      ],
      "execution_count": 44
    },
    {
      "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\ncoordinate = [28.5634, -80.568]\ndistance_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    )\nsite_map.add_child(distance_marker)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 45,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_79d2e0ba8722904c071d055818c9cd1b.setIcon(icon_d92df99581dd1744071d8df82982fb2a);\n        \n    \n            var marker_56121f9f92420c039819c2c63ca928c1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b8f69489f87baffe6132b4cec8611388 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_56121f9f92420c039819c2c63ca928c1.setIcon(icon_b8f69489f87baffe6132b4cec8611388);\n        \n    \n            var marker_e38d808ab9fd5ba7f615749544603242 = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f6a64638181f61f3515f6d2e14aef25.setIcon(icon_6a3ad17879cd09db744e0b2a7aa508c4);\n        \n    \n            var marker_5e46dcfafece24c8112af1817e8de0ca = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cf5c662e4817f05de2b922212142b2a0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e46dcfafece24c8112af1817e8de0ca.setIcon(icon_cf5c662e4817f05de2b922212142b2a0);\n        \n    \n            var marker_2f4443d6936991b5114320bf081dd9f0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62df90e4b1219024f38c851dd648142d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f4443d6936991b5114320bf081dd9f0.setIcon(icon_62df90e4b1219024f38c851dd648142d);\n        \n    \n            var marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cb8b0bc6b485d8707eb620ea1ab5bba8 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc.setIcon(icon_cb8b0bc6b485d8707eb620ea1ab5bba8);\n        \n    \n            var marker_5d08ee109e5dccb4bba210bec4507025 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_462f754756d95612d22c903fc6607182 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d08ee109e5dccb4bba210bec4507025.setIcon(icon_462f754756d95612d22c903fc6607182);\n        \n    \n            var marker_a77848918364b7ba12e72957118f708a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_7ff0bc070e5242cf6e3a14948a8cd7ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a77848918364b7ba12e72957118f708a.setIcon(icon_7ff0bc070e5242cf6e3a14948a8cd7ae);\n        \n    \n            var marker_75ec60dd685e9f41247f3c93871339fb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_15acf7fda7b18ac8ff8ef44ae3b55ad9 = L.AwesomeMarkers.icon(\n                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marker_7efceffadc831f21cdcffa244e68b289.setIcon(icon_4308d34c0123f917e98e11bab2aba9de);\n        \n    \n            var marker_def49e22308ad31fb982e4ab6d780ca1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_8eb7c0723458d70d8677a255b8cc1b8f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_def49e22308ad31fb982e4ab6d780ca1.setIcon(icon_8eb7c0723458d70d8677a255b8cc1b8f);\n        \n    \n            var marker_77ccafd317dc9d7e272c35cecc68cdf1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_feee1a694597647d2101f1f901126405.setIcon(icon_e5c510f22efb924be0264b7a192e8e6a);\n        \n    \n            var marker_c87fe2df9af488aed14773732d725d39 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b4c6030377522bb040de4bedd2e58f45 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c87fe2df9af488aed14773732d725d39.setIcon(icon_b4c6030377522bb040de4bedd2e58f45);\n        \n    \n            var marker_8add158075c90008e19d496ce20b5b33 = L.marker(\n                [34.63283416, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d009da2c2a793a8cb26aaa07ff57108e.setIcon(icon_12a8e20d510d5055fb50ff369711bcb4);\n        \n    \n            var marker_e4a387b54f10cc8383c4f486a4d4f2b0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_9d89f9ab69bd2728ac37499b8a1b3360 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e4a387b54f10cc8383c4f486a4d4f2b0.setIcon(icon_9d89f9ab69bd2728ac37499b8a1b3360);\n        \n    \n            var marker_c33814c2454cb8c5f6574ee235f2abfb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_fbe3c806f54735697684020b781eb2c4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c33814c2454cb8c5f6574ee235f2abfb.setIcon(icon_fbe3c806f54735697684020b781eb2c4);\n        \n    \n            var marker_c4ceafd74408c05e4078ae75cb43f704 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e431560feccafc3e0972d798534775ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, 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          },
          "metadata": {}
        }
      ],
      "execution_count": 45
    },
    {
      "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\ncoordinates = [[28.563197,-80.57682\t], [28.5634, -80.568]]\nline=folium.PolyLine(locations=coordinates, weight=1)\nsite_map.add_child(line)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 46,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_79d2e0ba8722904c071d055818c9cd1b.setIcon(icon_d92df99581dd1744071d8df82982fb2a);\n        \n    \n            var marker_56121f9f92420c039819c2c63ca928c1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b8f69489f87baffe6132b4cec8611388 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_56121f9f92420c039819c2c63ca928c1.setIcon(icon_b8f69489f87baffe6132b4cec8611388);\n        \n    \n            var marker_e38d808ab9fd5ba7f615749544603242 = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f6a64638181f61f3515f6d2e14aef25.setIcon(icon_6a3ad17879cd09db744e0b2a7aa508c4);\n        \n    \n            var marker_5e46dcfafece24c8112af1817e8de0ca = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cf5c662e4817f05de2b922212142b2a0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e46dcfafece24c8112af1817e8de0ca.setIcon(icon_cf5c662e4817f05de2b922212142b2a0);\n        \n    \n            var marker_2f4443d6936991b5114320bf081dd9f0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62df90e4b1219024f38c851dd648142d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f4443d6936991b5114320bf081dd9f0.setIcon(icon_62df90e4b1219024f38c851dd648142d);\n        \n    \n            var marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cb8b0bc6b485d8707eb620ea1ab5bba8 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc.setIcon(icon_cb8b0bc6b485d8707eb620ea1ab5bba8);\n        \n    \n            var marker_5d08ee109e5dccb4bba210bec4507025 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_462f754756d95612d22c903fc6607182 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d08ee109e5dccb4bba210bec4507025.setIcon(icon_462f754756d95612d22c903fc6607182);\n        \n    \n            var marker_a77848918364b7ba12e72957118f708a = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_7ff0bc070e5242cf6e3a14948a8cd7ae = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_a77848918364b7ba12e72957118f708a.setIcon(icon_7ff0bc070e5242cf6e3a14948a8cd7ae);\n        \n    \n            var marker_75ec60dd685e9f41247f3c93871339fb = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_15acf7fda7b18ac8ff8ef44ae3b55ad9 = L.AwesomeMarkers.icon(\n                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marker_7efceffadc831f21cdcffa244e68b289.setIcon(icon_4308d34c0123f917e98e11bab2aba9de);\n        \n    \n            var marker_def49e22308ad31fb982e4ab6d780ca1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_8eb7c0723458d70d8677a255b8cc1b8f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_def49e22308ad31fb982e4ab6d780ca1.setIcon(icon_8eb7c0723458d70d8677a255b8cc1b8f);\n        \n    \n            var marker_77ccafd317dc9d7e272c35cecc68cdf1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_feee1a694597647d2101f1f901126405.setIcon(icon_e5c510f22efb924be0264b7a192e8e6a);\n        \n    \n            var marker_c87fe2df9af488aed14773732d725d39 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b4c6030377522bb040de4bedd2e58f45 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c87fe2df9af488aed14773732d725d39.setIcon(icon_b4c6030377522bb040de4bedd2e58f45);\n        \n    \n            var marker_8add158075c90008e19d496ce20b5b33 = L.marker(\n                [34.63283416, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d009da2c2a793a8cb26aaa07ff57108e.setIcon(icon_12a8e20d510d5055fb50ff369711bcb4);\n        \n    \n            var marker_e4a387b54f10cc8383c4f486a4d4f2b0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_9d89f9ab69bd2728ac37499b8a1b3360 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e4a387b54f10cc8383c4f486a4d4f2b0.setIcon(icon_9d89f9ab69bd2728ac37499b8a1b3360);\n        \n    \n            var marker_c33814c2454cb8c5f6574ee235f2abfb = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_fbe3c806f54735697684020b781eb2c4 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c33814c2454cb8c5f6574ee235f2abfb.setIcon(icon_fbe3c806f54735697684020b781eb2c4);\n        \n    \n            var marker_c4ceafd74408c05e4078ae75cb43f704 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e431560feccafc3e0972d798534775ed = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c4ceafd74408c05e4078ae75cb43f704.setIcon(icon_e431560feccafc3e0972d798534775ed);\n        \n    \n            var marker_46c8e697a2c9fb6b0e6ebe0510669ca9 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_1da9bb4ef2c3ec98f81353813f1cbcbc = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_46c8e697a2c9fb6b0e6ebe0510669ca9.setIcon(icon_1da9bb4ef2c3ec98f81353813f1cbcbc);\n        \n    \n            var marker_9c698ea03751eb8d07f38a6d466085e0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62f24d95c58615a0d5c70d322725dd1b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9c698ea03751eb8d07f38a6d466085e0.setIcon(icon_62f24d95c58615a0d5c70d322725dd1b);\n        \n    \n            var marker_ea1e89b31aae309fbe6a78b0ddd88ddc = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_78173b4be7e4df8ce90e28272677c968 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: 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\n            marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            tile_layer_ab1867c809637eba7ea04d106453306b.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            feature_group_126935118bd0b8eb8a3a6819f0f57851.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            feature_group_632de5bd8df965797bffdee2aca24aeb.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var mouse_position_5f57a8f132741555975ded64cd74429a = new L.Control.MousePosition(\n                {&quot;emptyString&quot;: &quot;NaN&quot;, &quot;lngFirst&quot;: false, &quot;numDigits&quot;: 20, &quot;position&quot;: &quot;topright&quot;, &quot;prefix&quot;: &quot;Lat:&quot;, &quot;separator&quot;: &quot; Long: &quot;}\n            );\n            mouse_position_5f57a8f132741555975ded64cd74429a.options[&quot;latFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            mouse_position_5f57a8f132741555975ded64cd74429a.options[&quot;lngFormatter&quot;] =\n                function(num) {return L.Util.formatNum(num, 5);};;\n            map_5950703d48ddfa5c83f99b86b6db4509.addControl(mouse_position_5f57a8f132741555975ded64cd74429a);\n        \n    \n            tile_layer_ab1867c809637eba7ea04d106453306b.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            feature_group_126935118bd0b8eb8a3a6819f0f57851.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            feature_group_632de5bd8df965797bffdee2aca24aeb.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var marker_eefa12ec81edb8455e7218b56d04c1dd = L.marker(\n     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marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var poly_line_feab656d893c77b749283749cf8ad528 = L.polyline(\n                [[28.563197, -80.57682], [28.5634, -80.568]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 46
    },
    {
      "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.\nsite 'CCAFS SLC-40' : 28.563, -80.577\ncity : 28.612, -80.809\nrailway : 28.571, -80.585 \nhighway : 28,586, -80.657\n\n[28.563, -80.577, 28.612, -80.809]\n[28.563, -80.577, 28.571, -80.585]\n[28.563, -80.577, 28,586, -80.657]\n    \n# Draw a line between the marker to the launch site\n",
      "metadata": {},
      "outputs": [],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": "data = [\n    ['city', 28.563, -80.577, 28.612, -80.809],\n    ['railway', 28.563, -80.577, 28.571, -80.585],\n    ['highway', 28.563, -80.577, 28.586, -80.657],\n    ['airport', 28.563, -80.577, 28.614, -80.693]\n]\n\n# Column names\ncolumns = ['Landmark_Type', 'LaunchSite_Lat', 'LaunchSite_Lon', 'Landmark_Lat', 'Landmark_Lon']\n\n# Create DataFrame\ndistance_df = pd.DataFrame(data, columns=columns)\n#distance_df.set_index('Landmark_Type', inplace=True)\ndistance_df",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 64,
          "output_type": "execute_result",
          "data": {
            "text/plain": "  Landmark_Type  LaunchSite_Lat  LaunchSite_Lon  Landmark_Lat  Landmark_Lon\n0          city          28.563         -80.577        28.612       -80.809\n1       railway          28.563         -80.577        28.571       -80.585\n2       highway          28.563         -80.577        28.586       -80.657\n3       airport          28.563         -80.577        28.614       -80.693",
            "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>Landmark_Type</th>\n      <th>LaunchSite_Lat</th>\n      <th>LaunchSite_Lon</th>\n      <th>Landmark_Lat</th>\n      <th>Landmark_Lon</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>city</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.612</td>\n      <td>-80.809</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>railway</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.571</td>\n      <td>-80.585</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>highway</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.586</td>\n      <td>-80.657</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>airport</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.614</td>\n      <td>-80.693</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 64
    },
    {
      "cell_type": "code",
      "source": "distance = []\nfor index, record in distance_df.iterrows():\n    cal = calculate_distance(record['LaunchSite_Lat'], \n                             record['LaunchSite_Lon'],\n                             record['Landmark_Lat'],  \n                             record['Landmark_Lon']   \n                            )\n    distance.append(cal)\n\n# Add the new column to the DataFrame\ndistance_df['Distance'] = distance\ndistance_df",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 70,
          "output_type": "execute_result",
          "data": {
            "text/plain": "  Landmark_Type  LaunchSite_Lat  LaunchSite_Lon  Landmark_Lat  Landmark_Lon  \\\n0          city          28.563         -80.577        28.612       -80.809   \n1       railway          28.563         -80.577        28.571       -80.585   \n2       highway          28.563         -80.577        28.586       -80.657   \n3       airport          28.563         -80.577        28.614       -80.693   \n\n    Distance  \n0  23.305584  \n1   1.184301  \n2   8.222631  \n3  12.670382  ",
            "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>Landmark_Type</th>\n      <th>LaunchSite_Lat</th>\n      <th>LaunchSite_Lon</th>\n      <th>Landmark_Lat</th>\n      <th>Landmark_Lon</th>\n      <th>Distance</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>city</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.612</td>\n      <td>-80.809</td>\n      <td>23.305584</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>railway</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.571</td>\n      <td>-80.585</td>\n      <td>1.184301</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>highway</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.586</td>\n      <td>-80.657</td>\n      <td>8.222631</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>airport</td>\n      <td>28.563</td>\n      <td>-80.577</td>\n      <td>28.614</td>\n      <td>-80.693</td>\n      <td>12.670382</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 70
    },
    {
      "cell_type": "code",
      "source": "D_markers = folium.FeatureGroup()\nfor index, record in distance_df.iterrows():\n    html_content = '<div style=\"font-size: 12px; color:#d35400;\"><b>{:.2f} KM</b></div>'.format(record['Distance']) \n    distance_markers = folium.Marker(\n        location=[record['Landmark_Lat'], record['Landmark_Lon']],\n        icon=DivIcon(\n            icon_size=(20,20),\n            icon_anchor=(0,0),\n            html=html_content)\n    )\n    D_markers.add_child(distance_markers)\n\nD_lines = folium.FeatureGroup()\nfor index, record in distance_df.iterrows():\n    lines=folium.PolyLine(\n        locations=[[record['LaunchSite_Lat'], record['LaunchSite_Lon']], \n               [record['Landmark_Lat'], record['Landmark_Lon']]], weight=1)\n    D_lines.add_child(lines)\n\nsite_map.add_child(D_markers)\nsite_map.add_child(D_lines)",
      "metadata": {
        "trusted": true
      },
      "outputs": [
        {
          "execution_count": 69,
          "output_type": "execute_result",
          "data": {
            "text/plain": "<folium.folium.Map at 0x747bb40>",
            "text/html": "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n&lt;html&gt;\n&lt;head&gt;\n    \n    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n    \n        &lt;script&gt;\n            L_NO_TOUCH = false;\n            L_DISABLE_3D = false;\n        &lt;/script&gt;\n    \n    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n    &lt;script 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circle_08dad43736e3a7ca9d18494c4c032585 = L.circle(\n                [28.56230197, -80.57735648],\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;: 50, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(feature_group_126935118bd0b8eb8a3a6819f0f57851);\n        \n    \n        var popup_e8297e0ab69aa61c4cafc81491ba79fe = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n\n        \n            \n                var html_962254385d487e3ef456dbf3306026da = $(`&lt;div id=&quot;html_962254385d487e3ef456dbf3306026da&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;CCAFS LC-40&lt;/div&gt;`)[0];\n 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&quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e66cbab54716833f595a4873a32ba0d0.setIcon(icon_dc792ca7e3a52f65cec6922498f7fbe9);\n        \n    \n            var marker_11f8223c4fefec05db0926baebda2356 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_e0a5863ce23a122e41b3717146ae23c0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_11f8223c4fefec05db0926baebda2356.setIcon(icon_e0a5863ce23a122e41b3717146ae23c0);\n        \n    \n            var marker_590bbedc554e820fb4572b475c15f070 = L.marker(\n                [28.56230197, -80.57735648],\n                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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_79d2e0ba8722904c071d055818c9cd1b.setIcon(icon_d92df99581dd1744071d8df82982fb2a);\n        \n    \n            var marker_56121f9f92420c039819c2c63ca928c1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b8f69489f87baffe6132b4cec8611388 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_56121f9f92420c039819c2c63ca928c1.setIcon(icon_b8f69489f87baffe6132b4cec8611388);\n        \n    \n            var marker_e38d808ab9fd5ba7f615749544603242 = L.marker(\n                [28.56230197, 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&quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6f6a64638181f61f3515f6d2e14aef25.setIcon(icon_6a3ad17879cd09db744e0b2a7aa508c4);\n        \n    \n            var marker_5e46dcfafece24c8112af1817e8de0ca = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cf5c662e4817f05de2b922212142b2a0 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5e46dcfafece24c8112af1817e8de0ca.setIcon(icon_cf5c662e4817f05de2b922212142b2a0);\n        \n    \n            var marker_2f4443d6936991b5114320bf081dd9f0 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62df90e4b1219024f38c851dd648142d = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_2f4443d6936991b5114320bf081dd9f0.setIcon(icon_62df90e4b1219024f38c851dd648142d);\n        \n    \n            var marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_cb8b0bc6b485d8707eb620ea1ab5bba8 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_44822f4f8be3bbd7a84b6ed8ddf6ddfc.setIcon(icon_cb8b0bc6b485d8707eb620ea1ab5bba8);\n        \n    \n            var marker_5d08ee109e5dccb4bba210bec4507025 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_462f754756d95612d22c903fc6607182 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_5d08ee109e5dccb4bba210bec4507025.setIcon(icon_462f754756d95612d22c903fc6607182);\n        \n    \n            var 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marker_7efceffadc831f21cdcffa244e68b289.setIcon(icon_4308d34c0123f917e98e11bab2aba9de);\n        \n    \n            var marker_def49e22308ad31fb982e4ab6d780ca1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_8eb7c0723458d70d8677a255b8cc1b8f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_def49e22308ad31fb982e4ab6d780ca1.setIcon(icon_8eb7c0723458d70d8677a255b8cc1b8f);\n        \n    \n            var marker_77ccafd317dc9d7e272c35cecc68cdf1 = L.marker(\n                [28.56230197, -80.57735648],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_feee1a694597647d2101f1f901126405.setIcon(icon_e5c510f22efb924be0264b7a192e8e6a);\n        \n    \n            var marker_c87fe2df9af488aed14773732d725d39 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_b4c6030377522bb040de4bedd2e58f45 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c87fe2df9af488aed14773732d725d39.setIcon(icon_b4c6030377522bb040de4bedd2e58f45);\n        \n    \n            var marker_8add158075c90008e19d496ce20b5b33 = L.marker(\n                [34.63283416, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d009da2c2a793a8cb26aaa07ff57108e.setIcon(icon_12a8e20d510d5055fb50ff369711bcb4);\n        \n    \n            var marker_e4a387b54f10cc8383c4f486a4d4f2b0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_9d89f9ab69bd2728ac37499b8a1b3360 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_e4a387b54f10cc8383c4f486a4d4f2b0.setIcon(icon_9d89f9ab69bd2728ac37499b8a1b3360);\n        \n    \n            var marker_c33814c2454cb8c5f6574ee235f2abfb = 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&quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_c4ceafd74408c05e4078ae75cb43f704.setIcon(icon_e431560feccafc3e0972d798534775ed);\n        \n    \n            var marker_46c8e697a2c9fb6b0e6ebe0510669ca9 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_1da9bb4ef2c3ec98f81353813f1cbcbc = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_46c8e697a2c9fb6b0e6ebe0510669ca9.setIcon(icon_1da9bb4ef2c3ec98f81353813f1cbcbc);\n        \n    \n            var marker_9c698ea03751eb8d07f38a6d466085e0 = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_62f24d95c58615a0d5c70d322725dd1b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9c698ea03751eb8d07f38a6d466085e0.setIcon(icon_62f24d95c58615a0d5c70d322725dd1b);\n        \n    \n            var marker_ea1e89b31aae309fbe6a78b0ddd88ddc = L.marker(\n                [34.63283416, -120.6107455],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_78173b4be7e4df8ce90e28272677c968 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: 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marker_ccd9920d30d9c777c59234816d457c57.setIcon(icon_aa66407202104d141c4bc1b51d4f2395);\n        \n    \n            var marker_6d7a8bd3c26ea2796871e08a7f900c56 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_a0aafa778a6ea0fe9748e604edca653f = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_6d7a8bd3c26ea2796871e08a7f900c56.setIcon(icon_a0aafa778a6ea0fe9748e604edca653f);\n        \n    \n            var marker_a8417709966264a49b20e1e70a350ca6 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n  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  );\n            marker_c9550f668929fe7f12a787311c7d342b.setIcon(icon_79304a1761a78e2e605900d02eb0e382);\n        \n    \n            var marker_d4610a74c6ec7ba77b2a0db40ad05659 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_56d62d6cea4a2f628c654ecd07bee35a = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_d4610a74c6ec7ba77b2a0db40ad05659.setIcon(icon_56d62d6cea4a2f628c654ecd07bee35a);\n        \n    \n            var marker_48427e0ff88f57ab2b81a733adcaaa07 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            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&quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_158d202635c549d6d7c56469e219c1d6.setIcon(icon_e056a29e7dc8401c11bb5365da44d9b0);\n        \n    \n            var marker_43e898798f2f1d4df7f28d7d3ba3ffb5 = L.marker(\n                [28.57325457, -80.64689529],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_0c26db5be8c33b3396e74122ee05fa86 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_43e898798f2f1d4df7f28d7d3ba3ffb5.setIcon(icon_0c26db5be8c33b3396e74122ee05fa86);\n        \n    \n            var marker_0c373bc5c4c8bbf5651f36370b7c7883 = L.marker(\n                [28.57325457, 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&quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_3709adda1ff2a0a92255e3dae3e06b9e.setIcon(icon_d07eefb8f052f9ade7432ac16be6b4b9);\n        \n    \n            var marker_ff4d82a6288b6c286854ffa2f5bb02ed = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_434c7074f9e39e172a18286617aac32b = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;green&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_ff4d82a6288b6c286854ffa2f5bb02ed.setIcon(icon_434c7074f9e39e172a18286617aac32b);\n        \n    \n            var marker_3e05d65b26d924143a84f7a23c73c6af = 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&quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_9845191af4d807f6223d938875d8a254.setIcon(icon_5a35f1d11e3bc9ef7abdd877f5d5b468);\n        \n    \n            var marker_cf4a2983287eeed160ee0009ad3d0c37 = L.marker(\n                [28.56319718, -80.57682003],\n                {}\n            ).addTo(marker_cluster_bd347ea50fc46fe2994efeff5c8c7177);\n        \n    \n            var icon_ca05c216d1b1f3869f1cdb5c5fbef8b7 = L.AwesomeMarkers.icon(\n                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;red&quot;, &quot;markerColor&quot;: &quot;white&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n            );\n            marker_cf4a2983287eeed160ee0009ad3d0c37.setIcon(icon_ca05c216d1b1f3869f1cdb5c5fbef8b7);\n        \n    \n            var 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marker_cluster_bd347ea50fc46fe2994efeff5c8c7177.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            var poly_line_feab656d893c77b749283749cf8ad528 = L.polyline(\n                [[28.563197, -80.57682], [28.5634, -80.568]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            tile_layer_ab1867c809637eba7ea04d106453306b.addTo(map_5950703d48ddfa5c83f99b86b6db4509);\n        \n    \n            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&quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(feature_group_f1322025bdd59193702f76fbc181e6b1);\n        \n    \n            var poly_line_f2fe87d64b25c5980a396920e4ed85ab = L.polyline(\n                [[28.563, -80.577], [28.571, -80.585]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(feature_group_f1322025bdd59193702f76fbc181e6b1);\n        \n    \n            var poly_line_2d7b6843640f97ec969ce5fd4fd6154c = L.polyline(\n                [[28.563, -80.577], [28.586, -80.657]],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;noClip&quot;: false, &quot;opacity&quot;: 1.0, &quot;smoothFactor&quot;: 1.0, &quot;stroke&quot;: true, &quot;weight&quot;: 1}\n            ).addTo(feature_group_f1322025bdd59193702f76fbc181e6b1);\n        \n    \n           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          },
          "metadata": {}
        }
      ],
      "execution_count": 69
    },
    {
      "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": {}
    }
  ]
}