Progress/Week_3/Phân_tích_hành_vi_click_với_KMeans.ipynb

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  "metadata": {
    "colab": {
      "name": "Phân tích hành vi click với KMeans.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U7yYFLOl6RZN"
      },
      "source": [
        "<h1 align='center'>Đỗ Trọng Khánh - 19521676<h1>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3yN5-BRc6gId"
      },
      "source": [
        "<h1 align='center'>Phân tích hành vi click với KMeans<h1>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y8HFolqxTiLF"
      },
      "source": [
        "##Bước 1: Cài đặt các thư viện cần thiết"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5sQwll9QKr5m"
      },
      "source": [
        "!pip install matplotlib==3.1.3\n",
        "!pip install osmnet\n",
        "!pip install folium"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CnJDVdcRKwv5"
      },
      "source": [
        "!pip install rtree\n",
        "!pip install pygeos\n",
        "!pip install geojson\n",
        "!pip install geopandas"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ioNIDta8Lyly",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "50bff9d4-5e76-4f3e-aa20-2e33463ea89f"
      },
      "source": [
        "import geopandas as gpd\n",
        "import numpy as np\n",
        "import rtree\n",
        "import matplotlib.pyplot as plt\n",
        "import folium\n",
        "import osmnet\n",
        "import geojson\n",
        "import pygeos\n",
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/geopandas/_compat.py:110: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1 ) is incompatible with the GEOS version PyGEOS was compiled with (3.9.1-CAPI-1.14.2). Conversions between both will be slow.\n",
            "  shapely_geos_version, geos_capi_version_string\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2o-ONEQFTpow"
      },
      "source": [
        "##Bước 2: Clone data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4pWis2z2K-E-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f7f03006-0678-49fa-cf80-00a1b5335a5d"
      },
      "source": [
        "!git clone https://github.com/CityScope/CSL_HCMC"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'CSL_HCMC'...\n",
            "remote: Enumerating objects: 1930, done.\u001b[K\n",
            "remote: Counting objects: 100% (590/590), done.\u001b[K\n",
            "remote: Compressing objects: 100% (314/314), done.\u001b[K\n",
            "remote: Total 1930 (delta 309), reused 500 (delta 270), pack-reused 1340\u001b[K\n",
            "Receiving objects: 100% (1930/1930), 178.53 MiB | 21.36 MiB/s, done.\n",
            "Resolving deltas: 100% (986/986), done.\n",
            "Checking out files: 100% (542/542), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5KXe3IOxZyUF"
      },
      "source": [
        "##Bước 3: Load ranh giới quận huyện và dân số quận huyện"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AQr7s6stLJyj"
      },
      "source": [
        "data = gpd.read_file('CSL_HCMC/Data/GIS/Population/population_HCMC/population_shapefile/Population_District_Level.shp')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "id": "O0UlVFqmLTFW",
        "outputId": "1e8168e4-a0c2-403d-9433-6113187ca544"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dist_Name</th>\n",
              "      <th>Dist_ID</th>\n",
              "      <th>Level</th>\n",
              "      <th>Pop_2009</th>\n",
              "      <th>Pop_2010</th>\n",
              "      <th>Pop_2011</th>\n",
              "      <th>Pop_2012</th>\n",
              "      <th>Pop_2013</th>\n",
              "      <th>Pop_2014</th>\n",
              "      <th>Pop_2015</th>\n",
              "      <th>Pop_2016</th>\n",
              "      <th>Pop_2017</th>\n",
              "      <th>Pop_2019</th>\n",
              "      <th>Den_2009</th>\n",
              "      <th>Den_2010</th>\n",
              "      <th>Den_2011</th>\n",
              "      <th>Den_2012</th>\n",
              "      <th>Den_2013</th>\n",
              "      <th>Den_2014</th>\n",
              "      <th>Den_2015</th>\n",
              "      <th>Den_2016</th>\n",
              "      <th>Den_2017</th>\n",
              "      <th>Den_2019</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>Shape_Area</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>District 1</td>\n",
              "      <td>760</td>\n",
              "      <td>District</td>\n",
              "      <td>180225.0</td>\n",
              "      <td>187435.0</td>\n",
              "      <td>187419.0</td>\n",
              "      <td>190943.0</td>\n",
              "      <td>197421.0</td>\n",
              "      <td>200297.0</td>\n",
              "      <td>193632.0</td>\n",
              "      <td>208475.0</td>\n",
              "      <td>211220.0</td>\n",
              "      <td>142625.0</td>\n",
              "      <td>23360.40</td>\n",
              "      <td>24294.90</td>\n",
              "      <td>24292.90</td>\n",
              "      <td>24749.60</td>\n",
              "      <td>25589.30</td>\n",
              "      <td>25962.10</td>\n",
              "      <td>25098.20</td>\n",
              "      <td>27022.1</td>\n",
              "      <td>27377.90</td>\n",
              "      <td>18486.8</td>\n",
              "      <td>15274.835115</td>\n",
              "      <td>7.714899e+06</td>\n",
              "      <td>POLYGON ((684948.318 1193882.223, 684971.256 1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>District 3</td>\n",
              "      <td>770</td>\n",
              "      <td>District</td>\n",
              "      <td>190553.0</td>\n",
              "      <td>188945.0</td>\n",
              "      <td>190631.0</td>\n",
              "      <td>191580.0</td>\n",
              "      <td>193206.0</td>\n",
              "      <td>193694.0</td>\n",
              "      <td>196333.0</td>\n",
              "      <td>198104.0</td>\n",
              "      <td>199095.0</td>\n",
              "      <td>190375.0</td>\n",
              "      <td>38688.60</td>\n",
              "      <td>38362.10</td>\n",
              "      <td>38704.40</td>\n",
              "      <td>38897.10</td>\n",
              "      <td>39227.20</td>\n",
              "      <td>39326.30</td>\n",
              "      <td>39862.10</td>\n",
              "      <td>40221.7</td>\n",
              "      <td>40422.90</td>\n",
              "      <td>38652.5</td>\n",
              "      <td>12182.058264</td>\n",
              "      <td>4.925215e+06</td>\n",
              "      <td>POLYGON ((684382.122 1193521.050, 684410.753 1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>District 4</td>\n",
              "      <td>773</td>\n",
              "      <td>District</td>\n",
              "      <td>180980.0</td>\n",
              "      <td>183261.0</td>\n",
              "      <td>184711.0</td>\n",
              "      <td>185649.0</td>\n",
              "      <td>185808.0</td>\n",
              "      <td>187157.0</td>\n",
              "      <td>186727.0</td>\n",
              "      <td>186995.0</td>\n",
              "      <td>183894.0</td>\n",
              "      <td>175329.0</td>\n",
              "      <td>43311.10</td>\n",
              "      <td>43857.00</td>\n",
              "      <td>44204.00</td>\n",
              "      <td>44428.40</td>\n",
              "      <td>44466.50</td>\n",
              "      <td>44789.30</td>\n",
              "      <td>44686.40</td>\n",
              "      <td>44750.6</td>\n",
              "      <td>44008.40</td>\n",
              "      <td>41958.7</td>\n",
              "      <td>9483.716891</td>\n",
              "      <td>4.178668e+06</td>\n",
              "      <td>POLYGON ((687625.438 1189132.516, 687615.280 1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>District 6</td>\n",
              "      <td>775</td>\n",
              "      <td>District</td>\n",
              "      <td>249329.0</td>\n",
              "      <td>253474.0</td>\n",
              "      <td>254212.0</td>\n",
              "      <td>257865.0</td>\n",
              "      <td>266121.0</td>\n",
              "      <td>257183.0</td>\n",
              "      <td>258945.0</td>\n",
              "      <td>260742.0</td>\n",
              "      <td>262757.0</td>\n",
              "      <td>233561.0</td>\n",
              "      <td>34910.50</td>\n",
              "      <td>35490.80</td>\n",
              "      <td>35594.20</td>\n",
              "      <td>36105.70</td>\n",
              "      <td>37261.60</td>\n",
              "      <td>36010.20</td>\n",
              "      <td>36256.90</td>\n",
              "      <td>36508.5</td>\n",
              "      <td>36790.60</td>\n",
              "      <td>32702.7</td>\n",
              "      <td>13077.365262</td>\n",
              "      <td>7.140945e+06</td>\n",
              "      <td>POLYGON ((679534.413 1187518.498, 679077.904 1...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>District 7</td>\n",
              "      <td>778</td>\n",
              "      <td>District</td>\n",
              "      <td>244276.0</td>\n",
              "      <td>274828.0</td>\n",
              "      <td>268483.0</td>\n",
              "      <td>266633.0</td>\n",
              "      <td>280743.0</td>\n",
              "      <td>296757.0</td>\n",
              "      <td>310178.0</td>\n",
              "      <td>317488.0</td>\n",
              "      <td>327223.0</td>\n",
              "      <td>360155.0</td>\n",
              "      <td>6929.39</td>\n",
              "      <td>7796.06</td>\n",
              "      <td>7616.07</td>\n",
              "      <td>7563.59</td>\n",
              "      <td>7963.85</td>\n",
              "      <td>8418.12</td>\n",
              "      <td>8798.84</td>\n",
              "      <td>9006.2</td>\n",
              "      <td>9282.35</td>\n",
              "      <td>10216.5</td>\n",
              "      <td>33260.915360</td>\n",
              "      <td>3.525220e+07</td>\n",
              "      <td>POLYGON ((691506.715 1190058.151, 691359.893 1...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    Dist_Name  ...                                           geometry\n",
              "0  District 1  ...  POLYGON ((684948.318 1193882.223, 684971.256 1...\n",
              "1  District 3  ...  POLYGON ((684382.122 1193521.050, 684410.753 1...\n",
              "2  District 4  ...  POLYGON ((687625.438 1189132.516, 687615.280 1...\n",
              "3  District 6  ...  POLYGON ((679534.413 1187518.498, 679077.904 1...\n",
              "4  District 7  ...  POLYGON ((691506.715 1190058.151, 691359.893 1...\n",
              "\n",
              "[5 rows x 26 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kHS1Lk6YZ3RR"
      },
      "source": [
        "##Bước 4: Load dữ liệu click của người dùng"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r2bOWbLiMNnM"
      },
      "source": [
        "data_click = gpd.read_file('/content/14-09.json')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "2_y16X3UPqnF",
        "outputId": "73a6aea6-d557-4a1b-aca2-0ecc683b6bb3"
      },
      "source": [
        "data_click.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th>FID</th>\n",
              "      <th>dbh</th>\n",
              "      <th>geometry</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.62994 10.72644)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.72987 10.79673)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.65731 10.84212)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.60434 10.74079)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.71608 10.78999)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   FID  dbh                    geometry\n",
              "0    0    1  POINT (106.62994 10.72644)\n",
              "1    1    1  POINT (106.72987 10.79673)\n",
              "2    2    1  POINT (106.65731 10.84212)\n",
              "3    3    1  POINT (106.60434 10.74079)\n",
              "4    4    1  POINT (106.71608 10.78999)"
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          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gZf9AbVcaLJ-"
      },
      "source": [
        "##Bước 5: Lọc ra 10 quận huyện có tốc độ tăng dân số nhanh nhất (Pop2019/Pop2017)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ytEVM4wiRyUm"
      },
      "source": [
        "data['Pop2019/Pop2017'] = data['Pop_2019']/data['Pop_2017']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OnNLT6d4R44A"
      },
      "source": [
        "data_10 = data.nlargest(10, 'Pop2019/Pop2017')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "RRDt-omJR6z7",
        "outputId": "3b8fe415-e241-4b7d-f249-fe9cce6a9f21"
      },
      "source": [
        "data_10"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dist_Name</th>\n",
              "      <th>Dist_ID</th>\n",
              "      <th>Level</th>\n",
              "      <th>Pop_2009</th>\n",
              "      <th>Pop_2010</th>\n",
              "      <th>Pop_2011</th>\n",
              "      <th>Pop_2012</th>\n",
              "      <th>Pop_2013</th>\n",
              "      <th>Pop_2014</th>\n",
              "      <th>Pop_2015</th>\n",
              "      <th>Pop_2016</th>\n",
              "      <th>Pop_2017</th>\n",
              "      <th>Pop_2019</th>\n",
              "      <th>Den_2009</th>\n",
              "      <th>Den_2010</th>\n",
              "      <th>Den_2011</th>\n",
              "      <th>Den_2012</th>\n",
              "      <th>Den_2013</th>\n",
              "      <th>Den_2014</th>\n",
              "      <th>Den_2015</th>\n",
              "      <th>Den_2016</th>\n",
              "      <th>Den_2017</th>\n",
              "      <th>Den_2019</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>Shape_Area</th>\n",
              "      <th>geometry</th>\n",
              "      <th>Pop2019/Pop2017</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>District 9</td>\n",
              "      <td>763</td>\n",
              "      <td>District</td>\n",
              "      <td>256257.0</td>\n",
              "      <td>263486.0</td>\n",
              "      <td>271537.0</td>\n",
              "      <td>276432.0</td>\n",
              "      <td>284473.0</td>\n",
              "      <td>284990.0</td>\n",
              "      <td>290620.0</td>\n",
              "      <td>296198.0</td>\n",
              "      <td>310739.0</td>\n",
              "      <td>397006.0</td>\n",
              "      <td>2242.76</td>\n",
              "      <td>2306.020</td>\n",
              "      <td>2376.490</td>\n",
              "      <td>2419.330</td>\n",
              "      <td>2489.700</td>\n",
              "      <td>2494.230</td>\n",
              "      <td>2543.500</td>\n",
              "      <td>2592.320</td>\n",
              "      <td>2719.580</td>\n",
              "      <td>3474.59</td>\n",
              "      <td>53139.220230</td>\n",
              "      <td>1.142649e+08</td>\n",
              "      <td>POLYGON ((701125.957 1205414.891, 701162.391 1...</td>\n",
              "      <td>1.277619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Hoc Mon</td>\n",
              "      <td>784</td>\n",
              "      <td>District</td>\n",
              "      <td>349065.0</td>\n",
              "      <td>358640.0</td>\n",
              "      <td>366502.0</td>\n",
              "      <td>396763.0</td>\n",
              "      <td>408683.0</td>\n",
              "      <td>414795.0</td>\n",
              "      <td>422471.0</td>\n",
              "      <td>434275.0</td>\n",
              "      <td>446056.0</td>\n",
              "      <td>542243.0</td>\n",
              "      <td>3197.13</td>\n",
              "      <td>3284.830</td>\n",
              "      <td>3356.840</td>\n",
              "      <td>3634.000</td>\n",
              "      <td>3743.180</td>\n",
              "      <td>3799.160</td>\n",
              "      <td>3869.460</td>\n",
              "      <td>3977.580</td>\n",
              "      <td>4085.480</td>\n",
              "      <td>4966.47</td>\n",
              "      <td>65955.793966</td>\n",
              "      <td>1.091744e+08</td>\n",
              "      <td>POLYGON ((673061.206 1208548.077, 673094.550 1...</td>\n",
              "      <td>1.215639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Nha Be</td>\n",
              "      <td>786</td>\n",
              "      <td>District</td>\n",
              "      <td>101074.0</td>\n",
              "      <td>103793.0</td>\n",
              "      <td>110958.0</td>\n",
              "      <td>119416.0</td>\n",
              "      <td>126062.0</td>\n",
              "      <td>132034.0</td>\n",
              "      <td>139225.0</td>\n",
              "      <td>156001.0</td>\n",
              "      <td>177990.0</td>\n",
              "      <td>206837.0</td>\n",
              "      <td>1005.81</td>\n",
              "      <td>1032.870</td>\n",
              "      <td>1104.170</td>\n",
              "      <td>1188.340</td>\n",
              "      <td>1254.480</td>\n",
              "      <td>1313.900</td>\n",
              "      <td>1385.460</td>\n",
              "      <td>1552.410</td>\n",
              "      <td>1771.220</td>\n",
              "      <td>2058.29</td>\n",
              "      <td>67540.905029</td>\n",
              "      <td>1.004901e+08</td>\n",
              "      <td>POLYGON ((688444.826 1185726.125, 688568.759 1...</td>\n",
              "      <td>1.162071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>District 12</td>\n",
              "      <td>761</td>\n",
              "      <td>District</td>\n",
              "      <td>405360.0</td>\n",
              "      <td>427083.0</td>\n",
              "      <td>455881.0</td>\n",
              "      <td>475824.0</td>\n",
              "      <td>489511.0</td>\n",
              "      <td>499569.0</td>\n",
              "      <td>510326.0</td>\n",
              "      <td>526064.0</td>\n",
              "      <td>549064.0</td>\n",
              "      <td>620146.0</td>\n",
              "      <td>7680.92</td>\n",
              "      <td>8092.530</td>\n",
              "      <td>8638.210</td>\n",
              "      <td>9016.090</td>\n",
              "      <td>9275.440</td>\n",
              "      <td>9466.020</td>\n",
              "      <td>9669.850</td>\n",
              "      <td>9968.060</td>\n",
              "      <td>10403.900</td>\n",
              "      <td>11750.80</td>\n",
              "      <td>47703.394094</td>\n",
              "      <td>5.277342e+07</td>\n",
              "      <td>POLYGON ((685183.891 1205265.848, 685198.395 1...</td>\n",
              "      <td>1.129460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>District 2</td>\n",
              "      <td>769</td>\n",
              "      <td>District</td>\n",
              "      <td>147490.0</td>\n",
              "      <td>140621.0</td>\n",
              "      <td>137749.0</td>\n",
              "      <td>134131.0</td>\n",
              "      <td>140436.0</td>\n",
              "      <td>140288.0</td>\n",
              "      <td>147168.0</td>\n",
              "      <td>153832.0</td>\n",
              "      <td>161957.0</td>\n",
              "      <td>180275.0</td>\n",
              "      <td>2953.46</td>\n",
              "      <td>2815.910</td>\n",
              "      <td>2758.400</td>\n",
              "      <td>2685.950</td>\n",
              "      <td>2812.210</td>\n",
              "      <td>2809.250</td>\n",
              "      <td>2947.020</td>\n",
              "      <td>3080.460</td>\n",
              "      <td>3243.160</td>\n",
              "      <td>3609.98</td>\n",
              "      <td>39592.970451</td>\n",
              "      <td>4.993869e+07</td>\n",
              "      <td>POLYGON ((690496.729 1195354.084, 690716.888 1...</td>\n",
              "      <td>1.113104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Cu Chi</td>\n",
              "      <td>783</td>\n",
              "      <td>District</td>\n",
              "      <td>343155.0</td>\n",
              "      <td>355822.0</td>\n",
              "      <td>365779.0</td>\n",
              "      <td>381796.0</td>\n",
              "      <td>383981.0</td>\n",
              "      <td>390722.0</td>\n",
              "      <td>403038.0</td>\n",
              "      <td>410984.0</td>\n",
              "      <td>418655.0</td>\n",
              "      <td>462047.0</td>\n",
              "      <td>789.36</td>\n",
              "      <td>818.498</td>\n",
              "      <td>841.402</td>\n",
              "      <td>878.246</td>\n",
              "      <td>883.272</td>\n",
              "      <td>898.778</td>\n",
              "      <td>927.109</td>\n",
              "      <td>945.387</td>\n",
              "      <td>963.033</td>\n",
              "      <td>1062.85</td>\n",
              "      <td>119954.769999</td>\n",
              "      <td>4.346845e+08</td>\n",
              "      <td>POLYGON ((656983.014 1228510.664, 656969.299 1...</td>\n",
              "      <td>1.103646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>District 7</td>\n",
              "      <td>778</td>\n",
              "      <td>District</td>\n",
              "      <td>244276.0</td>\n",
              "      <td>274828.0</td>\n",
              "      <td>268483.0</td>\n",
              "      <td>266633.0</td>\n",
              "      <td>280743.0</td>\n",
              "      <td>296757.0</td>\n",
              "      <td>310178.0</td>\n",
              "      <td>317488.0</td>\n",
              "      <td>327223.0</td>\n",
              "      <td>360155.0</td>\n",
              "      <td>6929.39</td>\n",
              "      <td>7796.060</td>\n",
              "      <td>7616.070</td>\n",
              "      <td>7563.590</td>\n",
              "      <td>7963.850</td>\n",
              "      <td>8418.120</td>\n",
              "      <td>8798.840</td>\n",
              "      <td>9006.200</td>\n",
              "      <td>9282.350</td>\n",
              "      <td>10216.50</td>\n",
              "      <td>33260.915360</td>\n",
              "      <td>3.525220e+07</td>\n",
              "      <td>POLYGON ((691506.715 1190058.151, 691359.893 1...</td>\n",
              "      <td>1.100641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Thu Duc</td>\n",
              "      <td>762</td>\n",
              "      <td>District</td>\n",
              "      <td>442177.0</td>\n",
              "      <td>455899.0</td>\n",
              "      <td>478900.0</td>\n",
              "      <td>500850.0</td>\n",
              "      <td>507650.0</td>\n",
              "      <td>517772.0</td>\n",
              "      <td>528413.0</td>\n",
              "      <td>537050.0</td>\n",
              "      <td>542612.0</td>\n",
              "      <td>592686.0</td>\n",
              "      <td>9259.21</td>\n",
              "      <td>9546.550</td>\n",
              "      <td>10028.200</td>\n",
              "      <td>10487.800</td>\n",
              "      <td>10630.200</td>\n",
              "      <td>10842.200</td>\n",
              "      <td>11065.000</td>\n",
              "      <td>11245.900</td>\n",
              "      <td>11362.300</td>\n",
              "      <td>12410.90</td>\n",
              "      <td>52828.501430</td>\n",
              "      <td>4.775581e+07</td>\n",
              "      <td>POLYGON ((688796.063 1204383.598, 688818.721 1...</td>\n",
              "      <td>1.092283</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Binh Chanh</td>\n",
              "      <td>785</td>\n",
              "      <td>District</td>\n",
              "      <td>420109.0</td>\n",
              "      <td>447291.0</td>\n",
              "      <td>469517.0</td>\n",
              "      <td>491900.0</td>\n",
              "      <td>514242.0</td>\n",
              "      <td>551545.0</td>\n",
              "      <td>591451.0</td>\n",
              "      <td>623022.0</td>\n",
              "      <td>652900.0</td>\n",
              "      <td>705508.0</td>\n",
              "      <td>1660.96</td>\n",
              "      <td>1768.420</td>\n",
              "      <td>1856.300</td>\n",
              "      <td>1944.790</td>\n",
              "      <td>2033.120</td>\n",
              "      <td>2180.610</td>\n",
              "      <td>2338.380</td>\n",
              "      <td>2463.200</td>\n",
              "      <td>2581.330</td>\n",
              "      <td>2789.32</td>\n",
              "      <td>129933.645113</td>\n",
              "      <td>2.529152e+08</td>\n",
              "      <td>POLYGON ((679646.388 1186348.769, 679698.864 1...</td>\n",
              "      <td>1.080576</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.80</td>\n",
              "      <td>11467.700</td>\n",
              "      <td>11880.800</td>\n",
              "      <td>12310.500</td>\n",
              "      <td>12621.800</td>\n",
              "      <td>12950.500</td>\n",
              "      <td>13223.300</td>\n",
              "      <td>13567.600</td>\n",
              "      <td>14049.500</td>\n",
              "      <td>15105.30</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>POLYGON ((674953.073 1197210.125, 674961.146 1...</td>\n",
              "      <td>1.075143</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Dist_Name  ... Pop2019/Pop2017\n",
              "16   District 9  ...        1.277619\n",
              "23      Hoc Mon  ...        1.215639\n",
              "18       Nha Be  ...        1.162071\n",
              "22  District 12  ...        1.129460\n",
              "17   District 2  ...        1.113104\n",
              "13       Cu Chi  ...        1.103646\n",
              "4    District 7  ...        1.100641\n",
              "15      Thu Duc  ...        1.092283\n",
              "14   Binh Chanh  ...        1.080576\n",
              "12     Binh Tan  ...        1.075143\n",
              "\n",
              "[10 rows x 27 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xK_WoTj3aR8N"
      },
      "source": [
        "#Bước 6: Dùng spatial join (from geopandas.tools import sjoin) để lọc ra các điểm click của người dùng trong 10 quận/huyện hot nhất"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ggbpM-FcTc_x"
      },
      "source": [
        "from geopandas.tools import sjoin"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZuYX64mBT3wY",
        "outputId": "84ca1f30-69c4-47ce-fe73-b2122c55a124"
      },
      "source": [
        "data_click.crs"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Geographic 2D CRS: EPSG:4326>\n",
              "Name: WGS 84\n",
              "Axis Info [ellipsoidal]:\n",
              "- Lat[north]: Geodetic latitude (degree)\n",
              "- Lon[east]: Geodetic longitude (degree)\n",
              "Area of Use:\n",
              "- name: World.\n",
              "- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
              "Datum: World Geodetic System 1984 ensemble\n",
              "- Ellipsoid: WGS 84\n",
              "- Prime Meridian: Greenwich"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RrvwIg65UOdF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "outputId": "1a783afe-8aeb-4fc2-9018-59226f14f9d8"
      },
      "source": [
        "data_10 = data_10.to_crs(4326)\n",
        "data_10.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dist_Name</th>\n",
              "      <th>Dist_ID</th>\n",
              "      <th>Level</th>\n",
              "      <th>Pop_2009</th>\n",
              "      <th>Pop_2010</th>\n",
              "      <th>Pop_2011</th>\n",
              "      <th>Pop_2012</th>\n",
              "      <th>Pop_2013</th>\n",
              "      <th>Pop_2014</th>\n",
              "      <th>Pop_2015</th>\n",
              "      <th>Pop_2016</th>\n",
              "      <th>Pop_2017</th>\n",
              "      <th>Pop_2019</th>\n",
              "      <th>Den_2009</th>\n",
              "      <th>Den_2010</th>\n",
              "      <th>Den_2011</th>\n",
              "      <th>Den_2012</th>\n",
              "      <th>Den_2013</th>\n",
              "      <th>Den_2014</th>\n",
              "      <th>Den_2015</th>\n",
              "      <th>Den_2016</th>\n",
              "      <th>Den_2017</th>\n",
              "      <th>Den_2019</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>Shape_Area</th>\n",
              "      <th>geometry</th>\n",
              "      <th>Pop2019/Pop2017</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>District 9</td>\n",
              "      <td>763</td>\n",
              "      <td>District</td>\n",
              "      <td>256257.0</td>\n",
              "      <td>263486.0</td>\n",
              "      <td>271537.0</td>\n",
              "      <td>276432.0</td>\n",
              "      <td>284473.0</td>\n",
              "      <td>284990.0</td>\n",
              "      <td>290620.0</td>\n",
              "      <td>296198.0</td>\n",
              "      <td>310739.0</td>\n",
              "      <td>397006.0</td>\n",
              "      <td>2242.76</td>\n",
              "      <td>2306.02</td>\n",
              "      <td>2376.49</td>\n",
              "      <td>2419.33</td>\n",
              "      <td>2489.70</td>\n",
              "      <td>2494.23</td>\n",
              "      <td>2543.50</td>\n",
              "      <td>2592.32</td>\n",
              "      <td>2719.58</td>\n",
              "      <td>3474.59</td>\n",
              "      <td>53139.220230</td>\n",
              "      <td>1.142649e+08</td>\n",
              "      <td>POLYGON ((106.84015 10.89893, 106.84048 10.897...</td>\n",
              "      <td>1.277619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Hoc Mon</td>\n",
              "      <td>784</td>\n",
              "      <td>District</td>\n",
              "      <td>349065.0</td>\n",
              "      <td>358640.0</td>\n",
              "      <td>366502.0</td>\n",
              "      <td>396763.0</td>\n",
              "      <td>408683.0</td>\n",
              "      <td>414795.0</td>\n",
              "      <td>422471.0</td>\n",
              "      <td>434275.0</td>\n",
              "      <td>446056.0</td>\n",
              "      <td>542243.0</td>\n",
              "      <td>3197.13</td>\n",
              "      <td>3284.83</td>\n",
              "      <td>3356.84</td>\n",
              "      <td>3634.00</td>\n",
              "      <td>3743.18</td>\n",
              "      <td>3799.16</td>\n",
              "      <td>3869.46</td>\n",
              "      <td>3977.58</td>\n",
              "      <td>4085.48</td>\n",
              "      <td>4966.47</td>\n",
              "      <td>65955.793966</td>\n",
              "      <td>1.091744e+08</td>\n",
              "      <td>POLYGON ((106.58361 10.92869, 106.58391 10.928...</td>\n",
              "      <td>1.215639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Nha Be</td>\n",
              "      <td>786</td>\n",
              "      <td>District</td>\n",
              "      <td>101074.0</td>\n",
              "      <td>103793.0</td>\n",
              "      <td>110958.0</td>\n",
              "      <td>119416.0</td>\n",
              "      <td>126062.0</td>\n",
              "      <td>132034.0</td>\n",
              "      <td>139225.0</td>\n",
              "      <td>156001.0</td>\n",
              "      <td>177990.0</td>\n",
              "      <td>206837.0</td>\n",
              "      <td>1005.81</td>\n",
              "      <td>1032.87</td>\n",
              "      <td>1104.17</td>\n",
              "      <td>1188.34</td>\n",
              "      <td>1254.48</td>\n",
              "      <td>1313.90</td>\n",
              "      <td>1385.46</td>\n",
              "      <td>1552.41</td>\n",
              "      <td>1771.22</td>\n",
              "      <td>2058.29</td>\n",
              "      <td>67540.905029</td>\n",
              "      <td>1.004901e+08</td>\n",
              "      <td>POLYGON ((106.72315 10.72162, 106.72428 10.721...</td>\n",
              "      <td>1.162071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>District 12</td>\n",
              "      <td>761</td>\n",
              "      <td>District</td>\n",
              "      <td>405360.0</td>\n",
              "      <td>427083.0</td>\n",
              "      <td>455881.0</td>\n",
              "      <td>475824.0</td>\n",
              "      <td>489511.0</td>\n",
              "      <td>499569.0</td>\n",
              "      <td>510326.0</td>\n",
              "      <td>526064.0</td>\n",
              "      <td>549064.0</td>\n",
              "      <td>620146.0</td>\n",
              "      <td>7680.92</td>\n",
              "      <td>8092.53</td>\n",
              "      <td>8638.21</td>\n",
              "      <td>9016.09</td>\n",
              "      <td>9275.44</td>\n",
              "      <td>9466.02</td>\n",
              "      <td>9669.85</td>\n",
              "      <td>9968.06</td>\n",
              "      <td>10403.90</td>\n",
              "      <td>11750.80</td>\n",
              "      <td>47703.394094</td>\n",
              "      <td>5.277342e+07</td>\n",
              "      <td>POLYGON ((106.69433 10.89842, 106.69446 10.897...</td>\n",
              "      <td>1.129460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>District 2</td>\n",
              "      <td>769</td>\n",
              "      <td>District</td>\n",
              "      <td>147490.0</td>\n",
              "      <td>140621.0</td>\n",
              "      <td>137749.0</td>\n",
              "      <td>134131.0</td>\n",
              "      <td>140436.0</td>\n",
              "      <td>140288.0</td>\n",
              "      <td>147168.0</td>\n",
              "      <td>153832.0</td>\n",
              "      <td>161957.0</td>\n",
              "      <td>180275.0</td>\n",
              "      <td>2953.46</td>\n",
              "      <td>2815.91</td>\n",
              "      <td>2758.40</td>\n",
              "      <td>2685.95</td>\n",
              "      <td>2812.21</td>\n",
              "      <td>2809.25</td>\n",
              "      <td>2947.02</td>\n",
              "      <td>3080.46</td>\n",
              "      <td>3243.16</td>\n",
              "      <td>3609.98</td>\n",
              "      <td>39592.970451</td>\n",
              "      <td>4.993869e+07</td>\n",
              "      <td>POLYGON ((106.74241 10.80855, 106.74442 10.808...</td>\n",
              "      <td>1.113104</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Dist_Name  ... Pop2019/Pop2017\n",
              "16   District 9  ...        1.277619\n",
              "23      Hoc Mon  ...        1.215639\n",
              "18       Nha Be  ...        1.162071\n",
              "22  District 12  ...        1.129460\n",
              "17   District 2  ...        1.113104\n",
              "\n",
              "[5 rows x 27 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o9ubUB1aW6gV",
        "outputId": "c998511d-4214-461a-eec2-9ebf79323013"
      },
      "source": [
        "print(data_click.crs)\n",
        "print(data_10.crs)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "epsg:4326\n",
            "epsg:4326\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 791
        },
        "id": "TGqOXobrVaZc",
        "outputId": "f3c099d2-3621-47e4-f8dc-74fa1a9a77e4"
      },
      "source": [
        "click_top10 = sjoin(data_click, data_10, how='left', op='within');\n",
        "click_top10 = click_top10.dropna()\n",
        "click_top10"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>FID</th>\n",
              "      <th>dbh</th>\n",
              "      <th>geometry</th>\n",
              "      <th>index_right</th>\n",
              "      <th>Dist_Name</th>\n",
              "      <th>Dist_ID</th>\n",
              "      <th>Level</th>\n",
              "      <th>Pop_2009</th>\n",
              "      <th>Pop_2010</th>\n",
              "      <th>Pop_2011</th>\n",
              "      <th>Pop_2012</th>\n",
              "      <th>Pop_2013</th>\n",
              "      <th>Pop_2014</th>\n",
              "      <th>Pop_2015</th>\n",
              "      <th>Pop_2016</th>\n",
              "      <th>Pop_2017</th>\n",
              "      <th>Pop_2019</th>\n",
              "      <th>Den_2009</th>\n",
              "      <th>Den_2010</th>\n",
              "      <th>Den_2011</th>\n",
              "      <th>Den_2012</th>\n",
              "      <th>Den_2013</th>\n",
              "      <th>Den_2014</th>\n",
              "      <th>Den_2015</th>\n",
              "      <th>Den_2016</th>\n",
              "      <th>Den_2017</th>\n",
              "      <th>Den_2019</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>Shape_Area</th>\n",
              "      <th>Pop2019/Pop2017</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.72987 10.79673)</td>\n",
              "      <td>17.0</td>\n",
              "      <td>District 2</td>\n",
              "      <td>769</td>\n",
              "      <td>District</td>\n",
              "      <td>147490.0</td>\n",
              "      <td>140621.0</td>\n",
              "      <td>137749.0</td>\n",
              "      <td>134131.0</td>\n",
              "      <td>140436.0</td>\n",
              "      <td>140288.0</td>\n",
              "      <td>147168.0</td>\n",
              "      <td>153832.0</td>\n",
              "      <td>161957.0</td>\n",
              "      <td>180275.0</td>\n",
              "      <td>2953.46</td>\n",
              "      <td>2815.910</td>\n",
              "      <td>2758.400</td>\n",
              "      <td>2685.950</td>\n",
              "      <td>2812.210</td>\n",
              "      <td>2809.250</td>\n",
              "      <td>2947.020</td>\n",
              "      <td>3080.460</td>\n",
              "      <td>3243.160</td>\n",
              "      <td>3609.98</td>\n",
              "      <td>39592.970451</td>\n",
              "      <td>4.993869e+07</td>\n",
              "      <td>1.113104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.60434 10.74079)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.80</td>\n",
              "      <td>11467.700</td>\n",
              "      <td>11880.800</td>\n",
              "      <td>12310.500</td>\n",
              "      <td>12621.800</td>\n",
              "      <td>12950.500</td>\n",
              "      <td>13223.300</td>\n",
              "      <td>13567.600</td>\n",
              "      <td>14049.500</td>\n",
              "      <td>15105.30</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.73718 10.85988)</td>\n",
              "      <td>15.0</td>\n",
              "      <td>Thu Duc</td>\n",
              "      <td>762</td>\n",
              "      <td>District</td>\n",
              "      <td>442177.0</td>\n",
              "      <td>455899.0</td>\n",
              "      <td>478900.0</td>\n",
              "      <td>500850.0</td>\n",
              "      <td>507650.0</td>\n",
              "      <td>517772.0</td>\n",
              "      <td>528413.0</td>\n",
              "      <td>537050.0</td>\n",
              "      <td>542612.0</td>\n",
              "      <td>592686.0</td>\n",
              "      <td>9259.21</td>\n",
              "      <td>9546.550</td>\n",
              "      <td>10028.200</td>\n",
              "      <td>10487.800</td>\n",
              "      <td>10630.200</td>\n",
              "      <td>10842.200</td>\n",
              "      <td>11065.000</td>\n",
              "      <td>11245.900</td>\n",
              "      <td>11362.300</td>\n",
              "      <td>12410.90</td>\n",
              "      <td>52828.501430</td>\n",
              "      <td>4.775581e+07</td>\n",
              "      <td>1.092283</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.59268 11.00418)</td>\n",
              "      <td>13.0</td>\n",
              "      <td>Cu Chi</td>\n",
              "      <td>783</td>\n",
              "      <td>District</td>\n",
              "      <td>343155.0</td>\n",
              "      <td>355822.0</td>\n",
              "      <td>365779.0</td>\n",
              "      <td>381796.0</td>\n",
              "      <td>383981.0</td>\n",
              "      <td>390722.0</td>\n",
              "      <td>403038.0</td>\n",
              "      <td>410984.0</td>\n",
              "      <td>418655.0</td>\n",
              "      <td>462047.0</td>\n",
              "      <td>789.36</td>\n",
              "      <td>818.498</td>\n",
              "      <td>841.402</td>\n",
              "      <td>878.246</td>\n",
              "      <td>883.272</td>\n",
              "      <td>898.778</td>\n",
              "      <td>927.109</td>\n",
              "      <td>945.387</td>\n",
              "      <td>963.033</td>\n",
              "      <td>1062.85</td>\n",
              "      <td>119954.769999</td>\n",
              "      <td>4.346845e+08</td>\n",
              "      <td>1.103646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.62136 10.89666)</td>\n",
              "      <td>23.0</td>\n",
              "      <td>Hoc Mon</td>\n",
              "      <td>784</td>\n",
              "      <td>District</td>\n",
              "      <td>349065.0</td>\n",
              "      <td>358640.0</td>\n",
              "      <td>366502.0</td>\n",
              "      <td>396763.0</td>\n",
              "      <td>408683.0</td>\n",
              "      <td>414795.0</td>\n",
              "      <td>422471.0</td>\n",
              "      <td>434275.0</td>\n",
              "      <td>446056.0</td>\n",
              "      <td>542243.0</td>\n",
              "      <td>3197.13</td>\n",
              "      <td>3284.830</td>\n",
              "      <td>3356.840</td>\n",
              "      <td>3634.000</td>\n",
              "      <td>3743.180</td>\n",
              "      <td>3799.160</td>\n",
              "      <td>3869.460</td>\n",
              "      <td>3977.580</td>\n",
              "      <td>4085.480</td>\n",
              "      <td>4966.47</td>\n",
              "      <td>65955.793966</td>\n",
              "      <td>1.091744e+08</td>\n",
              "      <td>1.215639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27763</th>\n",
              "      <td>27763</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.84013 10.85284)</td>\n",
              "      <td>16.0</td>\n",
              "      <td>District 9</td>\n",
              "      <td>763</td>\n",
              "      <td>District</td>\n",
              "      <td>256257.0</td>\n",
              "      <td>263486.0</td>\n",
              "      <td>271537.0</td>\n",
              "      <td>276432.0</td>\n",
              "      <td>284473.0</td>\n",
              "      <td>284990.0</td>\n",
              "      <td>290620.0</td>\n",
              "      <td>296198.0</td>\n",
              "      <td>310739.0</td>\n",
              "      <td>397006.0</td>\n",
              "      <td>2242.76</td>\n",
              "      <td>2306.020</td>\n",
              "      <td>2376.490</td>\n",
              "      <td>2419.330</td>\n",
              "      <td>2489.700</td>\n",
              "      <td>2494.230</td>\n",
              "      <td>2543.500</td>\n",
              "      <td>2592.320</td>\n",
              "      <td>2719.580</td>\n",
              "      <td>3474.59</td>\n",
              "      <td>53139.220230</td>\n",
              "      <td>1.142649e+08</td>\n",
              "      <td>1.277619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27765</th>\n",
              "      <td>27765</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.64660 10.72339)</td>\n",
              "      <td>14.0</td>\n",
              "      <td>Binh Chanh</td>\n",
              "      <td>785</td>\n",
              "      <td>District</td>\n",
              "      <td>420109.0</td>\n",
              "      <td>447291.0</td>\n",
              "      <td>469517.0</td>\n",
              "      <td>491900.0</td>\n",
              "      <td>514242.0</td>\n",
              "      <td>551545.0</td>\n",
              "      <td>591451.0</td>\n",
              "      <td>623022.0</td>\n",
              "      <td>652900.0</td>\n",
              "      <td>705508.0</td>\n",
              "      <td>1660.96</td>\n",
              "      <td>1768.420</td>\n",
              "      <td>1856.300</td>\n",
              "      <td>1944.790</td>\n",
              "      <td>2033.120</td>\n",
              "      <td>2180.610</td>\n",
              "      <td>2338.380</td>\n",
              "      <td>2463.200</td>\n",
              "      <td>2581.330</td>\n",
              "      <td>2789.32</td>\n",
              "      <td>129933.645113</td>\n",
              "      <td>2.529152e+08</td>\n",
              "      <td>1.080576</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27766</th>\n",
              "      <td>27766</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.72589 10.78259)</td>\n",
              "      <td>17.0</td>\n",
              "      <td>District 2</td>\n",
              "      <td>769</td>\n",
              "      <td>District</td>\n",
              "      <td>147490.0</td>\n",
              "      <td>140621.0</td>\n",
              "      <td>137749.0</td>\n",
              "      <td>134131.0</td>\n",
              "      <td>140436.0</td>\n",
              "      <td>140288.0</td>\n",
              "      <td>147168.0</td>\n",
              "      <td>153832.0</td>\n",
              "      <td>161957.0</td>\n",
              "      <td>180275.0</td>\n",
              "      <td>2953.46</td>\n",
              "      <td>2815.910</td>\n",
              "      <td>2758.400</td>\n",
              "      <td>2685.950</td>\n",
              "      <td>2812.210</td>\n",
              "      <td>2809.250</td>\n",
              "      <td>2947.020</td>\n",
              "      <td>3080.460</td>\n",
              "      <td>3243.160</td>\n",
              "      <td>3609.98</td>\n",
              "      <td>39592.970451</td>\n",
              "      <td>4.993869e+07</td>\n",
              "      <td>1.113104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27769</th>\n",
              "      <td>27769</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.71646 10.77378)</td>\n",
              "      <td>17.0</td>\n",
              "      <td>District 2</td>\n",
              "      <td>769</td>\n",
              "      <td>District</td>\n",
              "      <td>147490.0</td>\n",
              "      <td>140621.0</td>\n",
              "      <td>137749.0</td>\n",
              "      <td>134131.0</td>\n",
              "      <td>140436.0</td>\n",
              "      <td>140288.0</td>\n",
              "      <td>147168.0</td>\n",
              "      <td>153832.0</td>\n",
              "      <td>161957.0</td>\n",
              "      <td>180275.0</td>\n",
              "      <td>2953.46</td>\n",
              "      <td>2815.910</td>\n",
              "      <td>2758.400</td>\n",
              "      <td>2685.950</td>\n",
              "      <td>2812.210</td>\n",
              "      <td>2809.250</td>\n",
              "      <td>2947.020</td>\n",
              "      <td>3080.460</td>\n",
              "      <td>3243.160</td>\n",
              "      <td>3609.98</td>\n",
              "      <td>39592.970451</td>\n",
              "      <td>4.993869e+07</td>\n",
              "      <td>1.113104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27771</th>\n",
              "      <td>27771</td>\n",
              "      <td>1</td>\n",
              "      <td>POINT (106.58536 10.79847)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.80</td>\n",
              "      <td>11467.700</td>\n",
              "      <td>11880.800</td>\n",
              "      <td>12310.500</td>\n",
              "      <td>12621.800</td>\n",
              "      <td>12950.500</td>\n",
              "      <td>13223.300</td>\n",
              "      <td>13567.600</td>\n",
              "      <td>14049.500</td>\n",
              "      <td>15105.30</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>14737 rows × 30 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         FID  dbh  ...    Shape_Area  Pop2019/Pop2017\n",
              "1          1    1  ...  4.993869e+07         1.113104\n",
              "3          3    1  ...  5.191097e+07         1.075143\n",
              "7          7    1  ...  4.775581e+07         1.092283\n",
              "9          9    1  ...  4.346845e+08         1.103646\n",
              "11        11    1  ...  1.091744e+08         1.215639\n",
              "...      ...  ...  ...           ...              ...\n",
              "27763  27763    1  ...  1.142649e+08         1.277619\n",
              "27765  27765    1  ...  2.529152e+08         1.080576\n",
              "27766  27766    1  ...  4.993869e+07         1.113104\n",
              "27769  27769    1  ...  4.993869e+07         1.113104\n",
              "27771  27771    1  ...  5.191097e+07         1.075143\n",
              "\n",
              "[14737 rows x 30 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 592
        },
        "id": "aotgUL2pXsjR",
        "outputId": "a6b5efed-1306-406a-9aec-97d9b9b0c64d"
      },
      "source": [
        "data_click.plot(figsize=(10,10));"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IzSzuAXAah6r"
      },
      "source": [
        "##Bước 7: chạy KMean cho tập các điểm thuộc lần lượt các top 10 quận huyện này."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2fPlZl5Flunw"
      },
      "source": [
        "from sklearn.cluster import KMeans"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3XJhAyhQakxJ"
      },
      "source": [
        "def kmeans(data_frame, par1, par2='geometry', n_clusters=20):\n",
        "    table = data_frame[data_frame.Dist_Name == par1]\n",
        "    kmeans = KMeans(n_clusters) \n",
        "    x = pd.Series(table[par2].apply(lambda p: p.x)) \n",
        "    y = pd.Series(table[par2].apply(lambda p: p.y)) \n",
        "    point = np.column_stack((x, y)) \n",
        "    y_means = kmeans.fit_predict(point) \n",
        "    table['cluster'] = y_means \n",
        "    return table"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z428YqGA2slm"
      },
      "source": [
        "district_1 = kmeans(click_top10, 'District 9', 'geometry', 20);\n",
        "district_2 = kmeans(click_top10, 'Hoc Mon', 'geometry', 20);\n",
        "district_3 = kmeans(click_top10, 'Nha Be', 'geometry', 20)\n",
        "district_4 = kmeans(click_top10, 'District 12', 'geometry', 20);\n",
        "district_5 = kmeans(click_top10, 'District 2', 'geometry', 20);\n",
        "district_6 = kmeans(click_top10, 'Cu Chi', 'geometry', 20);\n",
        "district_7 = kmeans(click_top10, 'District 7', 'geometry', 20);\n",
        "district_8 = kmeans(click_top10, 'Thu Duc', 'geometry', 20);\n",
        "district_9 = kmeans(click_top10, 'Binh Chanh', 'geometry', 20);\n",
        "district_10 = kmeans(click_top10, 'Binh Tan', 'geometry', 20);"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eo-3S5Ra297L"
      },
      "source": [
        "##Buớc 8: Lưu cụm điểm thuộc cluster lớn nhất của mỗi quận huyện"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JUNkMaiI27lk"
      },
      "source": [
        "index_1 = district_1['cluster'].value_counts().idxmax()\n",
        "index_2 = district_2['cluster'].value_counts().idxmax()\n",
        "index_3 = district_3['cluster'].value_counts().idxmax()\n",
        "index_4 = district_4['cluster'].value_counts().idxmax()\n",
        "index_5 = district_5['cluster'].value_counts().idxmax()\n",
        "index_6 = district_6['cluster'].value_counts().idxmax()\n",
        "index_7 = district_7['cluster'].value_counts().idxmax()\n",
        "index_8 = district_8['cluster'].value_counts().idxmax()\n",
        "index_9 = district_9['cluster'].value_counts().idxmax()\n",
        "index_10 = district_10['cluster'].value_counts().idxmax()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8lwESrUJ3FEM"
      },
      "source": [
        "cluster_data = dict()\n",
        "cluster_data['District 9'] = district_1.where(district_1['cluster'] == index_1).dropna()\n",
        "cluster_data['Hoc Mon'] = district_2.where(district_2['cluster'] == index_2).dropna()\n",
        "cluster_data['Nha Be'] = district_3.where(district_3['cluster'] == index_3).dropna()\n",
        "cluster_data['District 12'] = district_4.where(district_4['cluster'] == index_4).dropna()\n",
        "cluster_data['District 2'] = district_5.where(district_5['cluster'] == index_5).dropna()\n",
        "cluster_data['Cu Chi'] = district_6.where(district_6['cluster'] == index_6).dropna()\n",
        "cluster_data['District 7'] = district_7.where(district_7['cluster'] == index_7).dropna()\n",
        "cluster_data['Thu Duc'] = district_8.where(district_8['cluster'] == index_8).dropna()\n",
        "cluster_data['Binh Chanh'] = district_9.where(district_9['cluster'] == index_9).dropna()\n",
        "cluster_data['Binh Tan'] = district_10.where(district_10['cluster'] == index_10).dropna()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 791
        },
        "id": "aDKZ5kMw3Jui",
        "outputId": "11008f58-3341-4aa5-d5f9-d8906ac06728"
      },
      "source": [
        "cluster_data['Binh Tan']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>FID</th>\n",
              "      <th>dbh</th>\n",
              "      <th>geometry</th>\n",
              "      <th>index_right</th>\n",
              "      <th>Dist_Name</th>\n",
              "      <th>Dist_ID</th>\n",
              "      <th>Level</th>\n",
              "      <th>Pop_2009</th>\n",
              "      <th>Pop_2010</th>\n",
              "      <th>Pop_2011</th>\n",
              "      <th>Pop_2012</th>\n",
              "      <th>Pop_2013</th>\n",
              "      <th>Pop_2014</th>\n",
              "      <th>Pop_2015</th>\n",
              "      <th>Pop_2016</th>\n",
              "      <th>Pop_2017</th>\n",
              "      <th>Pop_2019</th>\n",
              "      <th>Den_2009</th>\n",
              "      <th>Den_2010</th>\n",
              "      <th>Den_2011</th>\n",
              "      <th>Den_2012</th>\n",
              "      <th>Den_2013</th>\n",
              "      <th>Den_2014</th>\n",
              "      <th>Den_2015</th>\n",
              "      <th>Den_2016</th>\n",
              "      <th>Den_2017</th>\n",
              "      <th>Den_2019</th>\n",
              "      <th>Shape_Leng</th>\n",
              "      <th>Shape_Area</th>\n",
              "      <th>Pop2019/Pop2017</th>\n",
              "      <th>cluster</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>72.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60847 10.78547)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>266</th>\n",
              "      <td>266.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60651 10.78572)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>306</th>\n",
              "      <td>306.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60625 10.78620)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>546</th>\n",
              "      <td>546.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.61535 10.79087)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>547</th>\n",
              "      <td>547.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60719 10.79008)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27103</th>\n",
              "      <td>27103.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60738 10.78524)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27373</th>\n",
              "      <td>27373.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60735 10.78517)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27425</th>\n",
              "      <td>27425.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60680 10.78535)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27454</th>\n",
              "      <td>27454.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60752 10.78584)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27500</th>\n",
              "      <td>27500.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>POINT (106.60615 10.78592)</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Binh Tan</td>\n",
              "      <td>777</td>\n",
              "      <td>District</td>\n",
              "      <td>572132.0</td>\n",
              "      <td>595335.0</td>\n",
              "      <td>616777.0</td>\n",
              "      <td>639088.0</td>\n",
              "      <td>655244.0</td>\n",
              "      <td>672309.0</td>\n",
              "      <td>686474.0</td>\n",
              "      <td>704347.0</td>\n",
              "      <td>729366.0</td>\n",
              "      <td>784173.0</td>\n",
              "      <td>11020.8</td>\n",
              "      <td>11467.7</td>\n",
              "      <td>11880.8</td>\n",
              "      <td>12310.5</td>\n",
              "      <td>12621.8</td>\n",
              "      <td>12950.5</td>\n",
              "      <td>13223.3</td>\n",
              "      <td>13567.6</td>\n",
              "      <td>14049.5</td>\n",
              "      <td>15105.3</td>\n",
              "      <td>40057.584063</td>\n",
              "      <td>5.191097e+07</td>\n",
              "      <td>1.075143</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>296 rows × 31 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           FID  dbh  ... Pop2019/Pop2017  cluster\n",
              "72        72.0  1.0  ...        1.075143      4.0\n",
              "266      266.0  1.0  ...        1.075143      4.0\n",
              "306      306.0  1.0  ...        1.075143      4.0\n",
              "546      546.0  1.0  ...        1.075143      4.0\n",
              "547      547.0  1.0  ...        1.075143      4.0\n",
              "...        ...  ...  ...             ...      ...\n",
              "27103  27103.0  1.0  ...        1.075143      4.0\n",
              "27373  27373.0  1.0  ...        1.075143      4.0\n",
              "27425  27425.0  1.0  ...        1.075143      4.0\n",
              "27454  27454.0  1.0  ...        1.075143      4.0\n",
              "27500  27500.0  1.0  ...        1.075143      4.0\n",
              "\n",
              "[296 rows x 31 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v9EpLJWK4R5H"
      },
      "source": [
        "##Bước 9: Show lên bản đồ các cụm đông nhất theo từng quận huyện theo dạng HEATMAP"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "icbm6pqm3NCM"
      },
      "source": [
        "data = []\n",
        "for clu in cluster_data.values():\n",
        "  x = pd.Series(clu['geometry'].apply(lambda p: p.x)) \n",
        "  y = pd.Series(clu['geometry'].apply(lambda p: p.y))\n",
        "  point = np.column_stack((y, x)) \n",
        "  data = data + point.tolist()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D_35W6vL3P64"
      },
      "source": [
        "from glob import glob\n",
        "from folium import plugins\n",
        "from folium.plugins import HeatMap\n",
        "\n",
        "map = folium.Map([10.8, 106.7], tiles='CartoDB positron', zoom_start=10)\n",
        "HeatMap(data).add_to(map)\n",
        "\n",
        "for _, r in data_10.iterrows():\n",
        "    sim_geo = gpd.GeoSeries(r['geometry']).simplify(tolerance=0.001)\n",
        "    geo_j = sim_geo.to_json()\n",
        "    geo_j = folium.GeoJson(data=geo_j,\n",
        "                           style_function=lambda x: {'fillColor': 'orange'})\n",
        "    folium.Popup(r['Dist_Name']).add_to(geo_j)\n",
        "    geo_j.add_to(map)\n",
        "map\n",
        "\n",
        "HeatMap(data).add_to(map);"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 808
        },
        "id": "9FxM_DcO3dgp",
        "outputId": "b91321b4-1797-4af7-8319-278b09c746aa"
      },
      "source": [
        "map"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7f48e46fb5d0>"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dltv61jp4uDe"
      },
      "source": [
        "## Bước 10: Lưu heatmap xuống file png"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fUaK8ASZ7Qoh"
      },
      "source": [
        "!apt-get update \n",
        "!apt install chromium-chromedriver"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "65r44b3G__rQ"
      },
      "source": [
        "pip install selenium"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8jZBWc9F_x9Z",
        "outputId": "ffe105ca-c50d-49ea-d72e-27de42f23836"
      },
      "source": [
        "from selenium import webdriver\n",
        "chrome_options = webdriver.ChromeOptions()\n",
        "chrome_options.add_argument('--headless')\n",
        "chrome_options.add_argument('--no-sandbox')\n",
        "chrome_options.add_argument('--disable-dev-shm-usage')\n",
        "driver = webdriver.Chrome('chromedriver',chrome_options=chrome_options)"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:6: DeprecationWarning: use options instead of chrome_options\n",
            "  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f_QEMnvm_zRD"
      },
      "source": [
        "import os\n",
        "map_path='MAP.html'\n",
        "map.save(map_path)\n",
        "map_URL='file://{path}/{mapfile}'.format(path=os.getcwd(), mapfile=map_path)\n",
        "\n",
        "driver.get(map_URL)\n",
        "\n",
        "driver.save_screenshot('map.png')\n",
        "driver.quit()"
      ],
      "execution_count": 39,
      "outputs": []
    }
  ]
}