PythonGEE_Rural_LULC_ExportDai.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1zg4b_Zd-oYnhC7A4vZKw4mOwsyji6Rdc",
      "authorship_tag": "ABX9TyNXV9PDmWzBzPD3Annn5U0u",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/lookmeebbear/OpenRS_LDDTNI/blob/main/PythonGEE_Rural_LULC_ExportDai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Automatic Land Cover Classification by Google Earth Engine**\n",
        "# **Rural Area -- prachuap khiri khan**\n",
        "\n",
        "Thepchai Srinoi\n",
        "\n",
        "Department of Survey Engineering\n",
        "\n",
        "Faculty of Engineering Chulalongkorn University \n",
        "\n",
        "-------------------------------------------------------------"
      ],
      "metadata": {
        "id": "LtmPsnPv-Tfw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "(1) Install geemap for convert from pandas to gee"
      ],
      "metadata": {
        "id": "44RPKEUfFpHo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://glodal-inc.com/downloads/demo_rubber.zip"
      ],
      "metadata": {
        "id": "BmaQi9dmgvv_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install geemap"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fCA5sQAEvQ-w",
        "outputId": "11592ff9-6cf9-4fd4-afa2-1939fde3c197"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (0.5.1)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (2.21)\n",
            "Building wheels for collected packages: pyperclip\n",
            "  Building wheel for pyperclip (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyperclip: filename=pyperclip-1.8.2-py3-none-any.whl size=11124 sha256=77df1408c76e66b2a83053a9df48a4adef5d66d00f0a6b20e04bfb4290f923c7\n",
            "  Stored in directory: /root/.cache/pip/wheels/04/24/fe/140a94a7f1036003ede94579e6b4227fe96c840c6f4dcbe307\n",
            "Successfully built pyperclip\n",
            "Installing collected packages: pyperclip, colour, xyzservices, traittypes, scooby, ratelim, python-box, jedi, geocoder, eerepr, ipytree, ipyleaflet, ipyfilechooser, ipyevents, bqplot, geemap\n",
            "Successfully installed bqplot-0.12.39 colour-0.1.5 eerepr-0.0.4 geemap-0.20.6 geocoder-1.38.1 ipyevents-2.0.1 ipyfilechooser-0.6.0 ipyleaflet-0.17.2 ipytree-0.2.2 jedi-0.18.2 pyperclip-1.8.2 python-box-7.0.1 ratelim-0.1.6 scooby-0.7.2 traittypes-0.2.1 xyzservices-2023.2.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import geemap\n",
        "import matplotlib as mpl\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from mlxtend.plotting import plot_confusion_matrix"
      ],
      "metadata": {
        "id": "8Ei02LHkvOYJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "(2) Retrieve the satellite image from google earth engine"
      ],
      "metadata": {
        "id": "UMRlGFYDFyG4"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zj9lSmUf-QgR",
        "outputId": "d6074cf0-2a4a-4ef9-c04b-5ce82d8e1be3"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "To authorize access needed by Earth Engine, open the following URL in a web browser and follow the instructions. If the web browser does not start automatically, please manually browse the URL below.\n",
            "\n",
            "    https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=yrONaqwWLGB9OAVqaXvqrYJSxm-4FkOxeVQtRSLKRwQ&tc=jFWHht9Dhdetw627BiLex08d8JNJxxxM941kDOKPmlY&cc=qRvny-FPepfZWa2NGhO4qUoid3JnGNwd5I7ItxfG48o\n",
            "\n",
            "The authorization workflow will generate a code, which you should paste in the box below.\n",
            "Enter verification code: 4/1AbUR2VObBNc0wTnE6MZHjo0gJNSLvODuW8TNw8f0Ylhsc4Q2Qj6aSuB9rvY\n",
            "\n",
            "Successfully saved authorization token.\n"
          ]
        }
      ],
      "source": [
        "import ee\n",
        "# Authenticate to the Earth Engine servers\n",
        "ee.Authenticate()\n",
        "# Initialize the API\n",
        "ee.Initialize()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import folium\n",
        "# Install Function for Cloud Mask \n",
        "def applyScaleFactors(image) :\n",
        "  opticalBands = image.select('SR_B.').multiply(0.0000275).add(-0.2)\n",
        "  thermalBands = image.select('ST_B.*').multiply(0.00341802).add(149.0)\n",
        "  return image.addBands(opticalBands, None, True).addBands(thermalBands, None, True)\n",
        "\n",
        "def maskS2clouds(image) :\n",
        "  qa = image.select('QA60')\n",
        "\n",
        "  # Bits 10 and 11 are clouds and cirrus, respectively.\n",
        "  cloudBitMask = 1 << 10\n",
        "  cirrusBitMask = 1 << 11\n",
        "\n",
        "  # Both flags should be set to zero, indicating clear conditions.\n",
        "  mask = (qa.bitwiseAnd(cloudBitMask).eq(0)) and (qa.bitwiseAnd(cirrusBitMask).eq(0))\n",
        "\n",
        "  return image.updateMask(mask).divide(10000)\n",
        "\n",
        "# Map Visualization : Google Earth Engine\n",
        "def add_ee_layer(self, ee_image_object, vis_params, name):\n",
        "  map_id_dict = ee.Image(ee_image_object).getMapId(vis_params)\n",
        "  folium.raster_layers.TileLayer(\n",
        "      tiles=map_id_dict['tile_fetcher'].url_format,\n",
        "      attr='Map Data &copy; <a href=\"https://earthengine.google.com/\">Google Earth Engine</a>',\n",
        "      name=name,\n",
        "      overlay=True,\n",
        "      control=True\n",
        "  ).add_to(self)"
      ],
      "metadata": {
        "id": "x7HOmLiN-yms"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Retrieve satellite image\n",
        "lat_min, lat_max, lon_min, lon_max = (12.1256, 12.8229, 99.2070, 99.9018)\n",
        "AOI = ee.Geometry.Polygon(\n",
        "        [[[lon_min, lat_max],\n",
        "           [lon_min, lat_min],\n",
        "           [lon_max, lat_min],\n",
        "           [lon_max, lat_max]]])\n",
        "\n",
        "\n",
        "myimage = ee.ImageCollection('LANDSAT/LC08/C02/T1_L2')\\\n",
        "            .filterDate('2018-1-1', '2018-3-1')\\\n",
        "            .filterBounds(AOI)\\\n",
        "            .filterMetadata('CLOUD_COVER','less_than',5)\\\n",
        "            .map(applyScaleFactors)\\\n",
        "            .mosaic()\n",
        "            \n",
        "#True Composite Visualization\n",
        "folium.Map.add_ee_layer = add_ee_layer\n",
        "c = (AOI.centroid().getInfo())['coordinates']\n",
        "map_matched = folium.Map(location=[c[1], c[0]], zoom_start=13)\n",
        "map_matched.add_ee_layer(myimage,{'min':0, 'max':0.4, 'bands':['SR_B4', 'SR_B3', 'SR_B2']},'myimage_truecolor')\n",
        "map_matched.add_ee_layer(myimage,{'min':0, 'max':0.4, 'bands':['SR_B5', 'SR_B6', 'SR_B4']},'myimage_falsecolor')\n",
        "display(map_matched.add_child(folium.LayerControl()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "GNZIy8bq_C2N",
        "outputId": "02456c34-cbb4-4e37-e690-49bb9e353dc5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f1f4f543490>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_119b5da60e2395a32fe740b7ae8c0cfc {\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_119b5da60e2395a32fe740b7ae8c0cfc&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_119b5da60e2395a32fe740b7ae8c0cfc = L.map(\n",
              "                &quot;map_119b5da60e2395a32fe740b7ae8c0cfc&quot;,\n",
              "                {\n",
              "                    center: [12.474315658346754, 99.55440000000051],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 13,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_0b25f34c14d4a5317a810c88fa7040d7 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var tile_layer_5906b9c354d36315c2f33e3ecbebafd8 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/63edc11326644a8f0174590f86841d10-a5b731a25d1014f2760d034206d89171/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var tile_layer_d35c88cde96a487076f152b7e1193f02 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/2eb783c36d08aaf6a98a4d53d2d6b755-372e8cbe79fd347c25c5f2c64f229b03/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_0b25f34c14d4a5317a810c88fa7040d7,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;myimage_truecolor&quot; : tile_layer_5906b9c354d36315c2f33e3ecbebafd8,\n",
              "                    &quot;myimage_falsecolor&quot; : tile_layer_d35c88cde96a487076f152b7e1193f02,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22.base_layers,\n",
              "                layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "(3) Download the sample dataset (train, test dataset)\n",
        "\n",
        "0 - water\n",
        "\n",
        "1 - rubber\n",
        "\n",
        "2 - fruit\n",
        "\n",
        "3 - forest\n",
        " \n",
        "4 - man made land "
      ],
      "metadata": {
        "id": "HDp0h6uaF4JC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv('https://raw.githubusercontent.com/lookmeebbear/OpenRS_LDDTNI/main/ldd_samplepoint.csv')\n",
        "df = df.loc[(df.X > 0) & (df.Y > 0)]\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "16e2DodchitF",
        "outputId": "454734e7-2f28-43be-eadb-983201fdf04e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "            X          Y  id  class\n",
              "0   99.505763  12.528545 NaN      0\n",
              "1   99.524514  12.528218 NaN      0\n",
              "2   99.532427  12.528936 NaN      0\n",
              "3   99.559481  12.548349 NaN      0\n",
              "4   99.527552  12.550599 NaN      0\n",
              "..        ...        ...  ..    ...\n",
              "95  99.587187  12.487781 NaN      4\n",
              "96  99.543298  12.530148 NaN      4\n",
              "97  99.547958  12.529852 NaN      4\n",
              "98  99.552143  12.548424 NaN      4\n",
              "99  99.648686  12.410702 NaN      4\n",
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              "      <div>\n",
              "<style scoped>\n",
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              "      <td>12.530148</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4</td>\n",
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              "<p>99 rows × 4 columns</p>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b8c361f3-176e-42a5-b5d0-9a2a88a28488')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b8c361f3-176e-42a5-b5d0-9a2a88a28488 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b8c361f3-176e-42a5-b5d0-9a2a88a28488');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Map Visualization : Sampling Point \n",
        "classid = list( set(df['class'].to_list()) )\n",
        "colorid = ['blue','orange','purple','green','red']\n",
        "k = -1\n",
        "for myid in classid :\n",
        "  k += 1\n",
        "  df_select = df.loc[ df['class'] == classid[myid] ].copy()\n",
        "  latitudes = list(df_select.Y)\n",
        "  longitudes = list(df_select.X)\n",
        "  for lat, lng in zip(latitudes, longitudes):\n",
        "    folium.CircleMarker(location = [lat, lng], radius=3, color= colorid[k]).add_to(map_matched)\n",
        "\n",
        "display(map_matched.add_child(folium.LayerControl()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "QwLneZK8cXW9",
        "outputId": "02bd0db9-fc73-41ee-ff30-603de9075d0b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f1f4f543490>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
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              "            &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",
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              "                #map_119b5da60e2395a32fe740b7ae8c0cfc {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
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              "                    left: 0.0%;\n",
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              "                .leaflet-container { font-size: 1rem; }\n",
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              "        \n",
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              "        \n",
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              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_119b5da60e2395a32fe740b7ae8c0cfc = L.map(\n",
              "                &quot;map_119b5da60e2395a32fe740b7ae8c0cfc&quot;,\n",
              "                {\n",
              "                    center: [12.474315658346754, 99.55440000000051],\n",
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              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_0b25f34c14d4a5317a810c88fa7040d7 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var tile_layer_5906b9c354d36315c2f33e3ecbebafd8 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/63edc11326644a8f0174590f86841d10-a5b731a25d1014f2760d034206d89171/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var tile_layer_d35c88cde96a487076f152b7e1193f02 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/2eb783c36d08aaf6a98a4d53d2d6b755-372e8cbe79fd347c25c5f2c64f229b03/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_0b25f34c14d4a5317a810c88fa7040d7,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;myimage_truecolor&quot; : tile_layer_5906b9c354d36315c2f33e3ecbebafd8,\n",
              "                    &quot;myimage_falsecolor&quot; : tile_layer_d35c88cde96a487076f152b7e1193f02,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22.base_layers,\n",
              "                layer_control_d9e7f75d58a3ac60d7eef0caf6bbcb22.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_3c41ebc7084352c2fb01b7ebb12276c9 = L.circleMarker(\n",
              "                [12.5285448393665, 99.5057625673818],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_1597b42b0215ff7e1554f6d5438cac15 = L.circleMarker(\n",
              "                [12.5282184601832, 99.5245139783873],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e1c76e15a31b456f7f80d39b4ea1ea21 = L.circleMarker(\n",
              "                [12.528935712085, 99.5324267670452],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_435d75573e298b664274003ac4249b1c = L.circleMarker(\n",
              "                [12.5483489709606, 99.5594808739263],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_76d89940df77107ef19b4230b6d375f2 = L.circleMarker(\n",
              "                [12.5505993353469, 99.52755236282],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5d57b68fee27338623de2637bae3e7ff = L.circleMarker(\n",
              "                [12.5527061059732, 99.5328258920811],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_84be0792a01f0a9071819788b5217d7a = L.circleMarker(\n",
              "                [12.508979337289, 99.5444530517637],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_83ecb0807995038201b4a039c06d2705 = L.circleMarker(\n",
              "                [12.4659963490753, 99.5977590240854],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_60d8f696f35808b613907e83ec594666 = L.circleMarker(\n",
              "                [12.3909813690385, 99.6297609374924],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_9db8e34aedf3da305f03d8487d78d678 = L.circleMarker(\n",
              "                [12.3955934186003, 99.5942812303265],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_acc61439d6ccf4e2a9fffe23af2aa6e7 = L.circleMarker(\n",
              "                [12.4548753456223, 99.649095368385],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_15793ab1817e22ee37cd1e81220f7c65 = L.circleMarker(\n",
              "                [12.4561874952239, 99.6628517372145],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4ae3fcb23e55c10e1c86315c479a2d5a = L.circleMarker(\n",
              "                [12.5083372365059, 99.6498139806034],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_0740ed79ed9a9503995d48cd41cf7c7b = L.circleMarker(\n",
              "                [12.3933035856845, 99.6417916211975],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_bb7ee2ad0105080b66f90d6694a494cc = L.circleMarker(\n",
              "                [12.4161666631891, 99.6280232841572],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_11cb11abf3270c8a09594117d95077b8 = L.circleMarker(\n",
              "                [12.4281860125299, 99.5874418560763],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4972e87e597e3200b3d711f0b19c9400 = L.circleMarker(\n",
              "                [12.4508686937337, 99.581458934879],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b14b2bf8e1c57bfe6ae690d04304eca8 = L.circleMarker(\n",
              "                [12.462389729035, 99.5820709930674],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_84144345f47e76940088bc8095766dec = L.circleMarker(\n",
              "                [12.4939133081411, 99.5810907657793],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c5de15ca4f43d31eed42b7c188d3d292 = L.circleMarker(\n",
              "                [12.5219502945573, 99.5476597072924],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_34e7a3222759f3cf76c97e3f70180ea6 = L.circleMarker(\n",
              "                [12.4077400531775, 99.5931719700739],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_7ba0009403378da85bfab88b8174b7a2 = L.circleMarker(\n",
              "                [12.4267026954359, 99.5900909807928],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_8db03820106a3cce6041189bd9d17f2e = L.circleMarker(\n",
              "                [12.4469726977917, 99.5843952112382],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_da78479aa12ba92d6351dc3b093de49b = L.circleMarker(\n",
              "                [12.4542220513908, 99.5791115044212],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b0f40f6d941ca736543d634f3363d135 = L.circleMarker(\n",
              "                [12.4772155364295, 99.5798341293607],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c068ba3dfefc27d1c35756133f85a00d = L.circleMarker(\n",
              "                [12.5027231675619, 99.5766300717674],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c0bb67f950e26926022f506df8d8abe9 = L.circleMarker(\n",
              "                [12.5027231675619, 99.5766300717674],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_cb0d6cef20cb465c6936d8fbaeb765e4 = L.circleMarker(\n",
              "                [12.5380609959045, 99.5365750551603],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_cf1a09869f1e4a46abda2cd86b32df80 = L.circleMarker(\n",
              "                [12.5413255620557, 99.5278887117781],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_2d170be0efeee17f464e2da1a3398b47 = L.circleMarker(\n",
              "                [12.5492316223432, 99.5207047272059],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_06de8ba480dbdf807a20a4c96be263ef = L.circleMarker(\n",
              "                [12.4338849533138, 99.6276407854377],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_d12a24eca71912d857ab37e75a4eaf71 = L.circleMarker(\n",
              "                [12.4605194865104, 99.6431291859943],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4b2f406488fd02100c9a63a9e405b637 = L.circleMarker(\n",
              "                [12.3965253393134, 99.650866246236],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_84224601978cda155c0c87191903a639 = L.circleMarker(\n",
              "                [12.4070002418127, 99.6329263398404],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_8b3359c5aa2fdf4f956174665c75420f = L.circleMarker(\n",
              "                [12.4179648851079, 99.6180636774942],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_93f8de5e99cd980b5a5535e3b862e120 = L.circleMarker(\n",
              "                [12.4732675320951, 99.64358385215],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b176359911b4c0036d1c047c58c741fc = L.circleMarker(\n",
              "                [12.5158578480922, 99.6353232729814],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5c87c321eed39ed8544acaa67c12b3fc = L.circleMarker(\n",
              "                [12.5376519779117, 99.6356366492681],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_0dabbde97818666fc9dac35924f031e8 = L.circleMarker(\n",
              "                [12.4531025960803, 99.5288145692043],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_8acabf0efdd913aa187e118aff54f8ba = L.circleMarker(\n",
              "                [12.5133667550506, 99.5187216732041],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;orange&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;orange&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_80f62f304361870af5c71c4bf017c9d0 = L.circleMarker(\n",
              "                [12.3871318743846, 99.6429512548541],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_2ab4ab12926e647327bea4316928975a = L.circleMarker(\n",
              "                [12.3988329250761, 99.6398672119886],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_43144233d6b184260b109c0334b0ba03 = L.circleMarker(\n",
              "                [12.4195908772822, 99.651960943942],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_3ecb29932d1e74e0512cbe6af3ef6cb1 = L.circleMarker(\n",
              "                [12.4303728056673, 99.6315723107126],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_83ed62403e38d6d0d9a2ee3a3c56d832 = L.circleMarker(\n",
              "                [12.4442884303183, 99.6393483938833],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_13d58ca39422625172790cf44ecce8bd = L.circleMarker(\n",
              "                [12.4693530657145, 99.6399802746858],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_45cccaa988c4233ee52cab8094a250cb = L.circleMarker(\n",
              "                [12.4878271249095, 99.6439938193403],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_49df88cc8167b56264e1f16bdd5a22b2 = L.circleMarker(\n",
              "                [12.5031466000128, 99.6471132532699],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_11a9e9514cf83901843ab93093801281 = L.circleMarker(\n",
              "                [12.5515222941816, 99.6380297641033],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_30263631173dd518b640d0a1a6dea320 = L.circleMarker(\n",
              "                [12.4762877606949, 99.5941754402108],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_fabd311a485dd90b1c1b0a482e9aa674 = L.circleMarker(\n",
              "                [12.4894001098248, 99.5937183691106],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_e020ee6c6f0bccf80a3cf8bb62ee5b70 = L.circleMarker(\n",
              "                [12.3974372693338, 99.5973895050767],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b096aeb0b475bb4d27464e222a6307d5 = L.circleMarker(\n",
              "                [12.4280315924342, 99.5591117777409],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_96427f76fdcfeadd3bf1c95ed182e6e2 = L.circleMarker(\n",
              "                [12.4434952312976, 99.5732724646798],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_11693ff8d1db0313dd0466a9687cea73 = L.circleMarker(\n",
              "                [12.4476327111545, 99.5656609216771],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_74ea8294c0b113e84d151b9db1e05e7d = L.circleMarker(\n",
              "                [12.445060967991, 99.5485850049553],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_922e36011e8b9933523435e3ab8ed984 = L.circleMarker(\n",
              "                [12.4855434674846, 99.5738587170871],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_02c3b853c2c990916335193918175877 = L.circleMarker(\n",
              "                [12.5484783389293, 99.5334237435861],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_455c9b1d0d815c962acf958ee59f7f5d = L.circleMarker(\n",
              "                [12.5514227965324, 99.5236707980992],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_a17618854e692a74ddbe34d8142e7cca = L.circleMarker(\n",
              "                [12.4581577071575, 99.6669643661081],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;purple&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;purple&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_9746ef0860f8c6037f5564a1a0fd47b7 = L.circleMarker(\n",
              "                [12.4913651702124, 99.5049911296405],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_71756a352085f49d154a9c5c369e39f8 = L.circleMarker(\n",
              "                [12.4905191207722, 99.5335136961786],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_664e95900a582872a6e0c2003659bb3d = L.circleMarker(\n",
              "                [12.4710415831471, 99.5527951462529],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_0035bc58328cd5248a8a308796c8cf97 = L.circleMarker(\n",
              "                [12.4653558712749, 99.5132211582976],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_4472e69a1ef601d63dadaae149b0be2a = L.circleMarker(\n",
              "                [12.4195614304515, 99.5394629346017],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_eefb7be9b436de8771d0def82eee8729 = L.circleMarker(\n",
              "                [12.4094583983103, 99.5188605106125],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5f7a82ccf62de0857f8cddacfad47221 = L.circleMarker(\n",
              "                [12.3896024337725, 99.5001956491563],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_afc54a11a4179dce67d566d4034e9258 = L.circleMarker(\n",
              "                [12.5436319093091, 99.5067033347184],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b8dd8048ee6aa401fb71b2d33687fa0e = L.circleMarker(\n",
              "                [12.5486794216918, 99.5813181418538],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_98232e1dff4f3c429dbb781d4490a846 = L.circleMarker(\n",
              "                [12.5288791136447, 99.5917417288592],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_5adf1b47d2ded0edc9348937b3fea544 = L.circleMarker(\n",
              "                [12.5062518085491, 99.6027323404019],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_57c296e515cea9ab4ef55e49342c42d9 = L.circleMarker(\n",
              "                [12.4972234191645, 99.6096125178967],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_24851dfc2182d72cfa64bd689eec2c94 = L.circleMarker(\n",
              "                [12.5217298422763, 99.6427944457832],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_745a86d96816f489ab2850674263fa8b = L.circleMarker(\n",
              "                [12.5471941293276, 99.6119796939033],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_b88012b3ce4939765ea34e7612b849db = L.circleMarker(\n",
              "                [12.4082027131599, 99.6644040732694],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_50b0f58c0900ffe18c41cd657df2901d = L.circleMarker(\n",
              "                [12.4267132666862, 99.620773281785],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_8b5ca4d29993262bd776e9ac4bcd5712 = L.circleMarker(\n",
              "                [12.4484769705641, 99.6198236260308],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_00c3dc89fc10c87d389ad43e447f733c = L.circleMarker(\n",
              "                [12.462363601151, 99.630650472382],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_a5e708f5b8cefeb45374403cf826c180 = L.circleMarker(\n",
              "                [12.3930497250149, 99.5393330253677],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_26bdc2f5e94db2dc1f1a5139d9068d4e = L.circleMarker(\n",
              "                [12.3900449675121, 99.609777076968],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;green&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;green&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_648110e8872a9227b5898632bf517e1b = L.circleMarker(\n",
              "                [12.4229344398266, 99.5866481658841],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_39c21ca4d2a68c8fabaf69e36f362ba0 = L.circleMarker(\n",
              "                [12.3838919736734, 99.5951189981377],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_c14a66a38f8ef5b330501a6f7f2e8555 = L.circleMarker(\n",
              "                [12.4376414393258, 99.5772562812787],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
              "            var circle_marker_cad6938b8731b0b181ebfc31a5f9cd6e = L.circleMarker(\n",
              "                [12.4525646848379, 99.5803304197963],\n",
              "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;red&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;red&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;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
              "            ).addTo(map_119b5da60e2395a32fe740b7ae8c0cfc);\n",
              "        \n",
              "    \n",
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            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "(4) Let's do supervised classification ..."
      ],
      "metadata": {
        "id": "2AOxmALpGWDv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.drop(['id'],axis=1)\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "TnMMKjxTtYqq",
        "outputId": "7aa1a8ef-034b-4441-8952-f4aa385ec90c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            X          Y  class\n",
              "0   99.505763  12.528545      0\n",
              "1   99.524514  12.528218      0\n",
              "2   99.532427  12.528936      0\n",
              "3   99.559481  12.548349      0\n",
              "4   99.527552  12.550599      0\n",
              "..        ...        ...    ...\n",
              "95  99.587187  12.487781      4\n",
              "96  99.543298  12.530148      4\n",
              "97  99.547958  12.529852      4\n",
              "98  99.552143  12.548424      4\n",
              "99  99.648686  12.410702      4\n",
              "\n",
              "[99 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b01ccfd6-769c-4b65-b09a-37345994a246\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "      <th>X</th>\n",
              "      <th>Y</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>99.505763</td>\n",
              "      <td>12.528545</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>99.524514</td>\n",
              "      <td>12.528218</td>\n",
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              "      <th>2</th>\n",
              "      <td>99.532427</td>\n",
              "      <td>12.528936</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>99.559481</td>\n",
              "      <td>12.548349</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>99.527552</td>\n",
              "      <td>12.550599</td>\n",
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              "    <tr>\n",
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              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>99.587187</td>\n",
              "      <td>12.487781</td>\n",
              "      <td>4</td>\n",
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              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>99.543298</td>\n",
              "      <td>12.530148</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>99.547958</td>\n",
              "      <td>12.529852</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>99.552143</td>\n",
              "      <td>12.548424</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>99.648686</td>\n",
              "      <td>12.410702</td>\n",
              "      <td>4</td>\n",
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              "<p>99 rows × 3 columns</p>\n",
              "</div>\n",
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b01ccfd6-769c-4b65-b09a-37345994a246 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "          const element = document.querySelector('#df-b01ccfd6-769c-4b65-b09a-37345994a246');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X = df[df.columns[:2]]\n",
        "Y = df[df.columns[2]]\n",
        "\n",
        "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, stratify=Y, test_size=0.70, random_state = 25)\n",
        "\n",
        "df_train = X_train.join(Y_train)\n",
        "df_test = X_test.join(Y_test)"
      ],
      "metadata": {
        "id": "EdofueECx15b"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install geojson"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oOoDTthrZYS0",
        "outputId": "8c8a9239-ec33-4d58-9ea3-7ed0b258fde5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting geojson\n",
            "  Downloading geojson-3.0.1-py3-none-any.whl (15 kB)\n",
            "Installing collected packages: geojson\n",
            "Successfully installed geojson-3.0.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Convert from pandas to featurecollection\n",
        "train_points = geemap.pandas_to_ee(df_train, latitude='Y', longitude='X')\n",
        "test_points = geemap.pandas_to_ee(df_test, latitude='Y', longitude='X')"
      ],
      "metadata": {
        "id": "uyGxDQiSSuNf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "###### CLASSIFICATION #####\n",
        "\n",
        "#Choose bands\n",
        "bands = ['SR_B3','SR_B4','SR_B5','SR_B6','SR_B7']\n",
        "\n",
        "# Overlay the points on the imagery to get training.\n",
        "training = myimage.sampleRegions(\n",
        "  collection=train_points,\n",
        "  properties=['class'],\n",
        "  scale=30)\n",
        "\n",
        "# Train a RF,SVM classifier with default parameters.\n",
        "trained_RF = ee.Classifier.smileRandomForest(5).train(training, 'class', bands)\n",
        "\n",
        "# Classify the image with the same bands used for training.\n",
        "classified_RF = (myimage.select(bands)).classify(trained_RF)\n",
        "\n",
        "# Accuracy Ascessment\n",
        "testing = myimage.sampleRegions(collection=test_points, properties=['class'], scale=30) #get raster value first !!!!\n",
        "testResults_RF = (testing.classify(trained_RF)) #find answer from train actor\n",
        "testAccuracy_RF = (testResults_RF).errorMatrix('class', 'classification') \n",
        "\n",
        "print('Random Forest')\n",
        "print('Validation error matrix: ', testAccuracy_RF.getInfo())\n",
        "print('Validation error matrix')\n",
        "for line in testAccuracy_RF.getInfo() : print(line)\n",
        "print('Validation overall accuracy: ', testAccuracy_RF.accuracy().getInfo())\n"
      ],
      "metadata": {
        "id": "2CqUM33Btgrb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2d339950-39c3-4b0d-eb57-8d765495774e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Random Forest\n",
            "Validation error matrix:  [[9, 3, 2, 0, 0], [0, 9, 1, 3, 1], [1, 0, 12, 1, 0], [0, 1, 1, 12, 0], [0, 0, 0, 0, 14]]\n",
            "Validation error matrix\n",
            "[9, 3, 2, 0, 0]\n",
            "[0, 9, 1, 3, 1]\n",
            "[1, 0, 12, 1, 0]\n",
            "[0, 1, 1, 12, 0]\n",
            "[0, 0, 0, 0, 14]\n",
            "Validation overall accuracy:  0.8\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Creates a confusion matrix. Axis 0 (the rows) of the matrix correspond to the actual values, and Axis 1 (the columns) to the predicted values."
      ],
      "metadata": {
        "id": "73UVLjk3t5S5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Visualization\n",
        "folium.Map.add_ee_layer = add_ee_layer\n",
        "c = (AOI.centroid().getInfo())['coordinates']\n",
        "map_matched = folium.Map(location=[c[1], c[0]], zoom_start=12)\n",
        "map_matched.add_ee_layer(myimage,{'min':0, 'max':0.3, 'bands':['SR_B4', 'SR_B3', 'SR_B2']},'myimage_truecolor')\n",
        "map_matched.add_ee_layer(classified_RF,{'min':0, 'max':4, 'palette':colorid},'myimage_classy_RF')\n",
        "display(map_matched.add_child(folium.LayerControl()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "Hu28BHeFwmHn",
        "outputId": "0875e7e2-ee0b-4027-d24b-7abc1626a194"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f1f4db57520>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_65a5e4a79a496d76a8b9627133640af5 {\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_65a5e4a79a496d76a8b9627133640af5&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_65a5e4a79a496d76a8b9627133640af5 = L.map(\n",
              "                &quot;map_65a5e4a79a496d76a8b9627133640af5&quot;,\n",
              "                {\n",
              "                    center: [12.474315658346754, 99.55440000000051],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 12,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_8f9cb91b142777ce0d8f67ceab6637a9 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_65a5e4a79a496d76a8b9627133640af5);\n",
              "        \n",
              "    \n",
              "            var tile_layer_b84d31c045cf488270e58fc33d178415 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/8f25fabd6723c7bd6cb0a2797a5f4082-8b35302521a9089734fc681132506950/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_65a5e4a79a496d76a8b9627133640af5);\n",
              "        \n",
              "    \n",
              "            var tile_layer_51d12e2c78e8b5b1f0df1cd8350b786f = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/f174ae766939a01b9547d971bda9cce8-b8860e3d22bc87ff971e09badd9ee23f/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_65a5e4a79a496d76a8b9627133640af5);\n",
              "        \n",
              "    \n",
              "            var layer_control_ee26c00f0794933bb3596dcb3a5d5b62 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_8f9cb91b142777ce0d8f67ceab6637a9,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;myimage_truecolor&quot; : tile_layer_b84d31c045cf488270e58fc33d178415,\n",
              "                    &quot;myimage_classy_RF&quot; : tile_layer_51d12e2c78e8b5b1f0df1cd8350b786f,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_ee26c00f0794933bb3596dcb3a5d5b62.base_layers,\n",
              "                layer_control_ee26c00f0794933bb3596dcb3a5d5b62.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_65a5e4a79a496d76a8b9627133640af5);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "###### CLASSIFICATION #####\n",
        "\n",
        "#Choose bands\n",
        "bands = ['SR_B5','SR_B6','SR_B4','SR_B3']\n",
        "\n",
        "# Overlay the points on the imagery to get training.\n",
        "training = myimage.sampleRegions(\n",
        "  collection=train_points,\n",
        "  properties=['class'],\n",
        "  scale=10)\n",
        "\n",
        "# Train a SVM classifier\n",
        "trained_SVM = ee.Classifier.libsvm(\"Voting\",\"C_SVC\",\"SIGMOID\")\\\n",
        "                          .train(training, 'class', bands)\n",
        "\n",
        "# Classify the image \n",
        "classified_SVM = (myimage.select(bands)).classify(trained_SVM)\n",
        "\n",
        "# Accuracy Ascessment\n",
        "testing = myimage.sampleRegions(collection=test_points, properties=['class'], scale=10) #get raster value first !!!!\n",
        "testResults_SVM = (testing.classify(trained_SVM)) #find answer from train actor\n",
        "testAccuracy_SVM = (testResults_SVM).errorMatrix('class', 'classification') \n",
        "\n",
        "print('Support Vector Machine')\n",
        "print('Validation error matrix: ', testAccuracy_SVM.getInfo())\n",
        "print('Validation error matrix')\n",
        "for line in testAccuracy_SVM.getInfo() : print(line)\n",
        "print('Validation overall accuracy: ', testAccuracy_SVM.accuracy().getInfo())\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dm3d8yUKwQId",
        "outputId": "0bd77073-a672-4851-9e4f-6a58180fc56f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Support Vector Machine\n",
            "Validation error matrix:  [[12, 1, 0, 1, 0], [0, 14, 0, 0, 0], [0, 2, 12, 0, 0], [3, 6, 0, 5, 0], [0, 14, 0, 0, 0]]\n",
            "Validation error matrix\n",
            "[12, 1, 0, 1, 0]\n",
            "[0, 14, 0, 0, 0]\n",
            "[0, 2, 12, 0, 0]\n",
            "[3, 6, 0, 5, 0]\n",
            "[0, 14, 0, 0, 0]\n",
            "Validation overall accuracy:  0.6142857142857143\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Visualization\n",
        "folium.Map.add_ee_layer = add_ee_layer\n",
        "c = (AOI.centroid().getInfo())['coordinates']\n",
        "map_matched = folium.Map(location=[c[1], c[0]], zoom_start=12)\n",
        "map_matched.add_ee_layer(myimage,{'min':0, 'max':0.3, 'bands':['SR_B4', 'SR_B3', 'SR_B2']},'myimage_truecolor')\n",
        "map_matched.add_ee_layer(classified_RF,{'min':0, 'max':4, 'palette':colorid},'myimage_classy_RF')\n",
        "map_matched.add_ee_layer(classified_SVM,{'min':0, 'max':4, 'palette':colorid},'myimage_classy_SVM')\n",
        "display(map_matched.add_child(folium.LayerControl()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "sT60YPinxGL2",
        "outputId": "59ffd66e-237a-4ab5-9d77-b4555509b285"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f1f4db26620>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_9f5df55044fe769f9983104544aff024 {\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_9f5df55044fe769f9983104544aff024&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_9f5df55044fe769f9983104544aff024 = L.map(\n",
              "                &quot;map_9f5df55044fe769f9983104544aff024&quot;,\n",
              "                {\n",
              "                    center: [12.474315658346754, 99.55440000000051],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 12,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_bbea340638dbb4fd67c525fee44d3f37 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_9f5df55044fe769f9983104544aff024);\n",
              "        \n",
              "    \n",
              "            var tile_layer_d8975d7cb068328170dbea9d018514d8 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/8f25fabd6723c7bd6cb0a2797a5f4082-6760757b9cdb2ce999dea446c4e69658/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_9f5df55044fe769f9983104544aff024);\n",
              "        \n",
              "    \n",
              "            var tile_layer_1126d9c52789e378a555b4f99b1eba3d = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/f174ae766939a01b9547d971bda9cce8-7526d6b3d308b3a2ca66a49ce105a828/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_9f5df55044fe769f9983104544aff024);\n",
              "        \n",
              "    \n",
              "            var tile_layer_f574bb21cb739ad96ae64a310e018a9a = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/211787db57c93bbf89dabc4c42151281-67f905380c0fcfb67962783787a24a30/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_9f5df55044fe769f9983104544aff024);\n",
              "        \n",
              "    \n",
              "            var layer_control_10a13c683c7cd456b20cf2393946200f = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_bbea340638dbb4fd67c525fee44d3f37,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;myimage_truecolor&quot; : tile_layer_d8975d7cb068328170dbea9d018514d8,\n",
              "                    &quot;myimage_classy_RF&quot; : tile_layer_1126d9c52789e378a555b4f99b1eba3d,\n",
              "                    &quot;myimage_classy_SVM&quot; : tile_layer_f574bb21cb739ad96ae64a310e018a9a,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_10a13c683c7cd456b20cf2393946200f.base_layers,\n",
              "                layer_control_10a13c683c7cd456b20cf2393946200f.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_9f5df55044fe769f9983104544aff024);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "###### CLASSIFICATION #####\n",
        "\n",
        "#Choose bands\n",
        "bands = ['SR_B3','SR_B4','SR_B5','SR_B6','SR_B7']\n",
        "\n",
        "# Overlay the points on the imagery to get training.\n",
        "training = myimage.sampleRegions(\n",
        "  collection=train_points,\n",
        "  properties=['class'],\n",
        "  scale=10)\n",
        "\n",
        "# Train a SVM classifier\n",
        "trained_C = ee.Classifier.smileCart().train(training, 'class', bands)\n",
        "\n",
        "# Classify the image \n",
        "classified_C = (myimage.select(bands)).classify(trained_C)\n",
        "\n",
        "# Accuracy Ascessment\n",
        "testing = myimage.sampleRegions(collection=test_points, properties=['class'], scale=10) #get raster value first !!!!\n",
        "testResults_C = (testing.classify(trained_C)) #find answer from train actor\n",
        "testAccuracy_C = (testResults_C).errorMatrix('class', 'classification') \n",
        "\n",
        "print('CART')\n",
        "print('Validation error matrix: ', testAccuracy_C.getInfo())\n",
        "print('Validation error matrix')\n",
        "for line in testAccuracy_C.getInfo() : print(line)\n",
        "print('Validation overall accuracy: ', testAccuracy_C.accuracy().getInfo())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iIiqdcELzeYm",
        "outputId": "79aafd1a-3139-4367-e127-d8eff76166f9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CART\n",
            "Validation error matrix:  [[12, 0, 1, 0, 1], [0, 10, 0, 3, 1], [0, 0, 13, 1, 0], [2, 2, 0, 10, 0], [0, 0, 2, 0, 12]]\n",
            "Validation error matrix\n",
            "[12, 0, 1, 0, 1]\n",
            "[0, 10, 0, 3, 1]\n",
            "[0, 0, 13, 1, 0]\n",
            "[2, 2, 0, 10, 0]\n",
            "[0, 0, 2, 0, 12]\n",
            "Validation overall accuracy:  0.8142857142857143\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Visualization\n",
        "folium.Map.add_ee_layer = add_ee_layer\n",
        "c = (AOI.centroid().getInfo())['coordinates']\n",
        "map_matched = folium.Map(location=[c[1], c[0]], zoom_start=12)\n",
        "map_matched.add_ee_layer(myimage,{'min':0, 'max':0.3, 'bands':['SR_B4', 'SR_B3', 'SR_B2']},'myimage_truecolor')\n",
        "map_matched.add_ee_layer(classified_RF,{'min':0, 'max':4, 'palette':colorid},'myimage_classy_RF')\n",
        "map_matched.add_ee_layer(classified_C,{'min':0, 'max':4, 'palette':colorid},'myimage_classy_CART')\n",
        "display(map_matched.add_child(folium.LayerControl()))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 805
        },
        "id": "kXpEMxdA0MVL",
        "outputId": "8d31a89f-cea3-45a4-e2cc-ff4445ff76ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7f1f4db67ac0>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_84b5af02623aaca5ce2beb3cd645446c {\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_84b5af02623aaca5ce2beb3cd645446c&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_84b5af02623aaca5ce2beb3cd645446c = L.map(\n",
              "                &quot;map_84b5af02623aaca5ce2beb3cd645446c&quot;,\n",
              "                {\n",
              "                    center: [12.474315658346754, 99.55440000000051],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 12,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_e898304748758160bfebfe9223a8f64a = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_84b5af02623aaca5ce2beb3cd645446c);\n",
              "        \n",
              "    \n",
              "            var tile_layer_43162639c79a2ac37eea4fa7b19b6b1b = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/8f25fabd6723c7bd6cb0a2797a5f4082-3746aa3b99b67a3a5e92174cbe854eb9/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_84b5af02623aaca5ce2beb3cd645446c);\n",
              "        \n",
              "    \n",
              "            var tile_layer_955201125bede42713aebeff0afef6dd = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/f174ae766939a01b9547d971bda9cce8-a13bd25dc3a3eacdcab6389ba1aa465f/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_84b5af02623aaca5ce2beb3cd645446c);\n",
              "        \n",
              "    \n",
              "            var tile_layer_9f9b4195bf24d784f8a31af7e0eaa320 = L.tileLayer(\n",
              "                &quot;https://earthengine.googleapis.com/v1alpha/projects/earthengine-legacy/maps/0f8af474d9b6f5dcedef0b0330cf4bd1-88ba9bfd149718e29ceceea5ffe35904/tiles/{z}/{x}/{y}&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map Data \\u0026copy; \\u003ca href=\\&quot;https://earthengine.google.com/\\&quot;\\u003eGoogle Earth Engine\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_84b5af02623aaca5ce2beb3cd645446c);\n",
              "        \n",
              "    \n",
              "            var layer_control_e5c8441d7b4906df1d2688c42672a2e8 = {\n",
              "                base_layers : {\n",
              "                    &quot;openstreetmap&quot; : tile_layer_e898304748758160bfebfe9223a8f64a,\n",
              "                },\n",
              "                overlays :  {\n",
              "                    &quot;myimage_truecolor&quot; : tile_layer_43162639c79a2ac37eea4fa7b19b6b1b,\n",
              "                    &quot;myimage_classy_RF&quot; : tile_layer_955201125bede42713aebeff0afef6dd,\n",
              "                    &quot;myimage_classy_CART&quot; : tile_layer_9f9b4195bf24d784f8a31af7e0eaa320,\n",
              "                },\n",
              "            };\n",
              "            L.control.layers(\n",
              "                layer_control_e5c8441d7b4906df1d2688c42672a2e8.base_layers,\n",
              "                layer_control_e5c8441d7b4906df1d2688c42672a2e8.overlays,\n",
              "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
              "            ).addTo(map_84b5af02623aaca5ce2beb3cd645446c);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "task = ee.batch.Export.image.toDrive(**{\n",
        "    'image': classified_RF,\n",
        "    'description': 'result_classy',\n",
        "    'folder':'prachuabkirikhan',\n",
        "    'scale': 50,\n",
        "    'region': AOI.getInfo()['coordinates']\n",
        "})\n",
        "task.start()\n",
        "\n",
        "import time \n",
        "while task.active():\n",
        "  print('Polling for task (id: {}).'.format(task.id))\n",
        "  time.sleep(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U_jNFoDDd54E",
        "outputId": "37794fdf-79d3-4fba-c1e1-456525344c41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n",
            "Polling for task (id: SOTQNLHDVCOT6RWZXWYIQH6I).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **THE END**\n",
        "\n",
        "31 Mar 2022 .... Thepchai Srinoi\n",
        "\n",
        "Update for LDD Training 6 May 2023 ... Thepchai Srinoi"
      ],
      "metadata": {
        "id": "z24uqt49FcWA"
      }
    }
  ]
}