버스_운행시간_예측.ipynb

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        "<a href=\"https://colab.research.google.com/github/sejongsmarcle/2023_Spring_Kaggle_Study/blob/main/%EB%B2%84%EC%8A%A4_%EC%9A%B4%ED%96%89%EC%8B%9C%EA%B0%84_%EC%98%88%EC%B8%A1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "metadata": {
        "id": "AfUfRzAoC9UR"
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      "source": [
        "#matplotlib 사용할 때 한국어 깨지지 않게 하기 위한 처리\n",
        "!apt -qq -y install fonts-nanum > /dev/null\n",
        "\n",
        "import matplotlib.font_manager as fm\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fontpath = '/usr/share/fonts/truetype/nanum/NanumBarunGothic.ttf'\n",
        "\n",
        "font = fm.FontProperties(fname=fontpath, size=9)\n",
        "\n",
        "fm._rebuild()\n",
        "\n",
        "%config InlineBackend.figure_format = 'retina'\n",
        "\n",
        "plt.rc('font', family='NanumBarunGothic')  \n",
        "#필요한 한국어 폰트를 다운받아서 원하는 경로에 위치시키는 것"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#필요한 라이브러리 불러오기기\n",
        "import pandas as pd\n",
        "import lightgbm as lgb\n",
        "import folium\n",
        "\n",
        "#데이터 불러오기\n",
        "train = pd.read_csv('/train.csv')\n",
        "test = pd.read_csv('/test.csv')\n",
        "submission = pd.read_csv('/submission_제출양식.csv')"
      ],
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        "id": "IcJb7SRuJXEl"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train.head() #route_id: 버스 별로 고유의 번호(reute_nm을 다른 숫자로 치환)"
      ],
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              "   id        date   route_id    vh_id route_nm  now_latitude  now_longitude  \\\n",
              "0   0  2019-10-15  405136001  7997025    360-1     33.456267     126.551750   \n",
              "1   1  2019-10-15  405136001  7997025    360-1     33.457724     126.554014   \n",
              "2   2  2019-10-15  405136001  7997025    360-1     33.458783     126.557353   \n",
              "3   3  2019-10-15  405136001  7997025    360-1     33.479705     126.543811   \n",
              "4   4  2019-10-15  405136001  7997025    360-1     33.485662     126.494923   \n",
              "\n",
              "  now_station now_arrive_time  distance     next_station  next_latitude  \\\n",
              "0     제주대학교입구             06시     266.0             제대마을      33.457724   \n",
              "1        제대마을             06시     333.0            제대아파트      33.458783   \n",
              "2       제대아파트             06시     415.0            제주대학교      33.459893   \n",
              "3   남국원(아라방면)             06시     578.0  제주여자중고등학교(아라방면)      33.484860   \n",
              "4         도호동             07시     374.0              은남동      33.485822   \n",
              "\n",
              "   next_longitude  next_arrive_time  \n",
              "0      126.554014                24  \n",
              "1      126.557353                36  \n",
              "2      126.561624                40  \n",
              "3      126.542928                42  \n",
              "4      126.490897                64  "
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              "       id  next_arrive_time\n",
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      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            id        date   route_id    vh_id route_nm  now_latitude  \\\n",
              "210452  210452  2019-10-28  405328102  7983486    281-2     33.255783   \n",
              "210453  210453  2019-10-28  405328102  7983486    281-2     33.248595   \n",
              "210454  210454  2019-10-28  405328102  7983486    281-2     33.251891   \n",
              "210455  210455  2019-10-28  405328102  7983486    281-2     33.251084   \n",
              "210456  210456  2019-10-28  405328102  7983486    281-2     33.248487   \n",
              "\n",
              "        now_longitude   now_station now_arrive_time  distance  \\\n",
              "210452     126.577450          비석거리             21시     528.0   \n",
              "210453     126.568527         동문로터리             21시     280.0   \n",
              "210454     126.560303  서귀포시 구 버스터미널             21시     114.0   \n",
              "210455     126.559551     아랑조을거리 입구             21시     223.0   \n",
              "210456     126.511195       대륜동주민센터             21시     189.0   \n",
              "\n",
              "           next_station  next_latitude  next_longitude  next_arrive_time  \n",
              "210452            삼아아파트      33.251896      126.574417                96  \n",
              "210453      매일올레시장 7번입구      33.249753      126.565959                50  \n",
              "210454        아랑조을거리 입구      33.251084      126.559551                16  \n",
              "210455            평생학습관      33.249504      126.558068                38  \n",
              "210456  서귀포버스터미널(가상정류소)      33.249091      126.509224                24  "
            ],
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              "\n",
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              "      <th>210452</th>\n",
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              "      <td>2019-10-28</td>\n",
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              "      <td>21시</td>\n",
              "      <td>280.0</td>\n",
              "      <td>매일올레시장 7번입구</td>\n",
              "      <td>33.249753</td>\n",
              "      <td>126.565959</td>\n",
              "      <td>50</td>\n",
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              "    <tr>\n",
              "      <th>210454</th>\n",
              "      <td>210454</td>\n",
              "      <td>2019-10-28</td>\n",
              "      <td>405328102</td>\n",
              "      <td>7983486</td>\n",
              "      <td>281-2</td>\n",
              "      <td>33.251891</td>\n",
              "      <td>126.560303</td>\n",
              "      <td>서귀포시 구 버스터미널</td>\n",
              "      <td>21시</td>\n",
              "      <td>114.0</td>\n",
              "      <td>아랑조을거리 입구</td>\n",
              "      <td>33.251084</td>\n",
              "      <td>126.559551</td>\n",
              "      <td>16</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210455</th>\n",
              "      <td>210455</td>\n",
              "      <td>2019-10-28</td>\n",
              "      <td>405328102</td>\n",
              "      <td>7983486</td>\n",
              "      <td>281-2</td>\n",
              "      <td>33.251084</td>\n",
              "      <td>126.559551</td>\n",
              "      <td>아랑조을거리 입구</td>\n",
              "      <td>21시</td>\n",
              "      <td>223.0</td>\n",
              "      <td>평생학습관</td>\n",
              "      <td>33.249504</td>\n",
              "      <td>126.558068</td>\n",
              "      <td>38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210456</th>\n",
              "      <td>210456</td>\n",
              "      <td>2019-10-28</td>\n",
              "      <td>405328102</td>\n",
              "      <td>7983486</td>\n",
              "      <td>281-2</td>\n",
              "      <td>33.248487</td>\n",
              "      <td>126.511195</td>\n",
              "      <td>대륜동주민센터</td>\n",
              "      <td>21시</td>\n",
              "      <td>189.0</td>\n",
              "      <td>서귀포버스터미널(가상정류소)</td>\n",
              "      <td>33.249091</td>\n",
              "      <td>126.509224</td>\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(train['date'].min())\n",
        "print(train['date'].max())\n",
        "print(test['date'].min())\n",
        "print(test['date'].max())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1bd1BIOOLaZc",
        "outputId": "8490d193-a7d6-444c-cddd-296b5a3feddf"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2019-10-15\n",
            "2019-10-28\n",
            "2019-10-29\n",
            "2019-11-05\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(train.shape)  #파일의 행과 열 개수 출력  #지금까지 학습한 데이터에 비해 크기가 엄청남\n",
        "print(test.shape)\n",
        "print(submission.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gFK4Ad4HL0M5",
        "outputId": "ead5feaa-22b4-4e7e-b112-2264ea4564f6"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(210457, 14)\n",
            "(91774, 13)\n",
            "(91774, 2)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train.info() #모든 컬럼이 완전하게 채워져 있음(이번 데이터에는 결측값 없음)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0gLm8rxQMAB9",
        "outputId": "da96c69b-18fb-4ef3-f5fb-b2e9c79d314f"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 210457 entries, 0 to 210456\n",
            "Data columns (total 14 columns):\n",
            " #   Column            Non-Null Count   Dtype  \n",
            "---  ------            --------------   -----  \n",
            " 0   id                210457 non-null  int64  \n",
            " 1   date              210457 non-null  object \n",
            " 2   route_id          210457 non-null  int64  \n",
            " 3   vh_id             210457 non-null  int64  \n",
            " 4   route_nm          210457 non-null  object \n",
            " 5   now_latitude      210457 non-null  float64\n",
            " 6   now_longitude     210457 non-null  float64\n",
            " 7   now_station       210457 non-null  object \n",
            " 8   now_arrive_time   210457 non-null  object \n",
            " 9   distance          210457 non-null  float64\n",
            " 10  next_station      210457 non-null  object \n",
            " 11  next_latitude     210457 non-null  float64\n",
            " 12  next_longitude    210457 non-null  float64\n",
            " 13  next_arrive_time  210457 non-null  int64  \n",
            "dtypes: float64(5), int64(4), object(5)\n",
            "memory usage: 22.5+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test.info() #test도 모든 컬럼들이 온전하게 채워져 있음"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SHgE8_BAMRpU",
        "outputId": "aed3b64b-ed54-4b5b-95d0-63fd3e1d29e4"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 91774 entries, 0 to 91773\n",
            "Data columns (total 13 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   id               91774 non-null  int64  \n",
            " 1   date             91774 non-null  object \n",
            " 2   route_id         91774 non-null  int64  \n",
            " 3   vh_id            91774 non-null  int64  \n",
            " 4   route_nm         91774 non-null  object \n",
            " 5   now_latitude     91774 non-null  float64\n",
            " 6   now_longitude    91774 non-null  float64\n",
            " 7   now_station      91774 non-null  object \n",
            " 8   now_arrive_time  91774 non-null  object \n",
            " 9   distance         91774 non-null  float64\n",
            " 10  next_station     91774 non-null  object \n",
            " 11  next_latitude    91774 non-null  float64\n",
            " 12  next_longitude   91774 non-null  float64\n",
            "dtypes: float64(5), int64(3), object(5)\n",
            "memory usage: 9.1+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train.describe() #평균적으로 다음 정류장까지 가는데 걸리는 시간이 85초(1분 25초)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "SCbqqFWMOCjZ",
        "outputId": "d1be11e1-0e5b-4170-e358-1382ab6caecf"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  id      route_id         vh_id   now_latitude  \\\n",
              "count  210457.000000  2.104570e+05  2.104570e+05  210457.000000   \n",
              "mean   105228.000000  4.052491e+08  7.988694e+06      33.434528   \n",
              "std     60753.847139  9.132404e+04  6.774077e+03       0.102350   \n",
              "min         0.000000  4.051360e+08  7.983000e+06      33.244382   \n",
              "25%     52614.000000  4.051365e+08  7.983093e+06      33.325283   \n",
              "50%    105228.000000  4.053201e+08  7.983431e+06      33.484667   \n",
              "75%    157842.000000  4.053201e+08  7.997041e+06      33.500197   \n",
              "max    210456.000000  4.053281e+08  7.997124e+06      33.556167   \n",
              "\n",
              "       now_longitude       distance  next_latitude  next_longitude  \\\n",
              "count  210457.000000  210457.000000  210457.000000   210457.000000   \n",
              "mean      126.603451     490.256100      33.434711      126.603687   \n",
              "std         0.123961     520.563932       0.102224        0.123838   \n",
              "min       126.473300      97.000000      33.244382      126.473300   \n",
              "25%       126.523900     291.000000      33.325283      126.524550   \n",
              "50%       126.551050     384.000000      33.484860      126.551050   \n",
              "75%       126.650322     542.000000      33.500228      126.650322   \n",
              "max       126.935188    7461.000000      33.556167      126.935188   \n",
              "\n",
              "       next_arrive_time  \n",
              "count     210457.000000  \n",
              "mean          85.380824  \n",
              "std           85.051170  \n",
              "min            6.000000  \n",
              "25%           44.000000  \n",
              "50%           66.000000  \n",
              "75%          102.000000  \n",
              "max         2996.000000  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4b452e43-debe-428d-b65e-b4d23d32721a\">\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>route_id</th>\n",
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              "      <th>next_longitude</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>210457.000000</td>\n",
              "      <td>2.104570e+05</td>\n",
              "      <td>2.104570e+05</td>\n",
              "      <td>210457.000000</td>\n",
              "      <td>210457.000000</td>\n",
              "      <td>210457.000000</td>\n",
              "      <td>210457.000000</td>\n",
              "      <td>210457.000000</td>\n",
              "      <td>210457.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>105228.000000</td>\n",
              "      <td>4.052491e+08</td>\n",
              "      <td>7.988694e+06</td>\n",
              "      <td>33.434528</td>\n",
              "      <td>126.603451</td>\n",
              "      <td>490.256100</td>\n",
              "      <td>33.434711</td>\n",
              "      <td>126.603687</td>\n",
              "      <td>85.380824</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>60753.847139</td>\n",
              "      <td>9.132404e+04</td>\n",
              "      <td>6.774077e+03</td>\n",
              "      <td>0.102350</td>\n",
              "      <td>0.123961</td>\n",
              "      <td>520.563932</td>\n",
              "      <td>0.102224</td>\n",
              "      <td>0.123838</td>\n",
              "      <td>85.051170</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>4.051360e+08</td>\n",
              "      <td>7.983000e+06</td>\n",
              "      <td>33.244382</td>\n",
              "      <td>126.473300</td>\n",
              "      <td>97.000000</td>\n",
              "      <td>33.244382</td>\n",
              "      <td>126.473300</td>\n",
              "      <td>6.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>52614.000000</td>\n",
              "      <td>4.051365e+08</td>\n",
              "      <td>7.983093e+06</td>\n",
              "      <td>33.325283</td>\n",
              "      <td>126.523900</td>\n",
              "      <td>291.000000</td>\n",
              "      <td>33.325283</td>\n",
              "      <td>126.524550</td>\n",
              "      <td>44.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>105228.000000</td>\n",
              "      <td>4.053201e+08</td>\n",
              "      <td>7.983431e+06</td>\n",
              "      <td>33.484667</td>\n",
              "      <td>126.551050</td>\n",
              "      <td>384.000000</td>\n",
              "      <td>33.484860</td>\n",
              "      <td>126.551050</td>\n",
              "      <td>66.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>157842.000000</td>\n",
              "      <td>4.053201e+08</td>\n",
              "      <td>7.997041e+06</td>\n",
              "      <td>33.500197</td>\n",
              "      <td>126.650322</td>\n",
              "      <td>542.000000</td>\n",
              "      <td>33.500228</td>\n",
              "      <td>126.650322</td>\n",
              "      <td>102.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>210456.000000</td>\n",
              "      <td>4.053281e+08</td>\n",
              "      <td>7.997124e+06</td>\n",
              "      <td>33.556167</td>\n",
              "      <td>126.935188</td>\n",
              "      <td>7461.000000</td>\n",
              "      <td>33.556167</td>\n",
              "      <td>126.935188</td>\n",
              "      <td>2996.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4b452e43-debe-428d-b65e-b4d23d32721a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-4b452e43-debe-428d-b65e-b4d23d32721a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-4b452e43-debe-428d-b65e-b4d23d32721a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "aYV1QyaJOUwe",
        "outputId": "e9ee936f-89e5-44d3-f841-61acb500bc25"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  id      route_id         vh_id  now_latitude  now_longitude  \\\n",
              "count   91774.000000  9.177400e+04  9.177400e+04  91774.000000   91774.000000   \n",
              "mean   256411.051038  4.052462e+08  7.988904e+06     33.437067     126.600925   \n",
              "std     26531.098040  9.184224e+04  6.818353e+03      0.101350       0.123887   \n",
              "min    210457.000000  4.051360e+08  7.983005e+06     33.244382     126.473300   \n",
              "25%    233441.250000  4.051365e+08  7.983093e+06     33.340329     126.521348   \n",
              "50%    256415.500000  4.053201e+08  7.983432e+06     33.485199     126.547770   \n",
              "75%    279388.750000  4.053201e+08  7.997056e+06     33.500228     126.642733   \n",
              "max    302354.000000  4.053281e+08  7.997124e+06     33.556167     126.935188   \n",
              "\n",
              "           distance  next_latitude  next_longitude  \n",
              "count  91774.000000   91774.000000    91774.000000  \n",
              "mean     479.771689      33.437304      126.601197  \n",
              "std      491.476531       0.101221        0.123745  \n",
              "min       97.000000      33.244382      126.473300  \n",
              "25%      291.000000      33.344884      126.523759  \n",
              "50%      381.000000      33.485199      126.547770  \n",
              "75%      529.000000      33.500473      126.642733  \n",
              "max     7461.000000      33.556167      126.935188  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-da897fa6-6806-4fed-8415-0a58c57722b2\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
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              "\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>id</th>\n",
              "      <th>route_id</th>\n",
              "      <th>vh_id</th>\n",
              "      <th>now_latitude</th>\n",
              "      <th>now_longitude</th>\n",
              "      <th>distance</th>\n",
              "      <th>next_latitude</th>\n",
              "      <th>next_longitude</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>91774.000000</td>\n",
              "      <td>9.177400e+04</td>\n",
              "      <td>9.177400e+04</td>\n",
              "      <td>91774.000000</td>\n",
              "      <td>91774.000000</td>\n",
              "      <td>91774.000000</td>\n",
              "      <td>91774.000000</td>\n",
              "      <td>91774.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>256411.051038</td>\n",
              "      <td>4.052462e+08</td>\n",
              "      <td>7.988904e+06</td>\n",
              "      <td>33.437067</td>\n",
              "      <td>126.600925</td>\n",
              "      <td>479.771689</td>\n",
              "      <td>33.437304</td>\n",
              "      <td>126.601197</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>26531.098040</td>\n",
              "      <td>9.184224e+04</td>\n",
              "      <td>6.818353e+03</td>\n",
              "      <td>0.101350</td>\n",
              "      <td>0.123887</td>\n",
              "      <td>491.476531</td>\n",
              "      <td>0.101221</td>\n",
              "      <td>0.123745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>210457.000000</td>\n",
              "      <td>4.051360e+08</td>\n",
              "      <td>7.983005e+06</td>\n",
              "      <td>33.244382</td>\n",
              "      <td>126.473300</td>\n",
              "      <td>97.000000</td>\n",
              "      <td>33.244382</td>\n",
              "      <td>126.473300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>233441.250000</td>\n",
              "      <td>4.051365e+08</td>\n",
              "      <td>7.983093e+06</td>\n",
              "      <td>33.340329</td>\n",
              "      <td>126.521348</td>\n",
              "      <td>291.000000</td>\n",
              "      <td>33.344884</td>\n",
              "      <td>126.523759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>256415.500000</td>\n",
              "      <td>4.053201e+08</td>\n",
              "      <td>7.983432e+06</td>\n",
              "      <td>33.485199</td>\n",
              "      <td>126.547770</td>\n",
              "      <td>381.000000</td>\n",
              "      <td>33.485199</td>\n",
              "      <td>126.547770</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>279388.750000</td>\n",
              "      <td>4.053201e+08</td>\n",
              "      <td>7.997056e+06</td>\n",
              "      <td>33.500228</td>\n",
              "      <td>126.642733</td>\n",
              "      <td>529.000000</td>\n",
              "      <td>33.500473</td>\n",
              "      <td>126.642733</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>302354.000000</td>\n",
              "      <td>4.053281e+08</td>\n",
              "      <td>7.997124e+06</td>\n",
              "      <td>33.556167</td>\n",
              "      <td>126.935188</td>\n",
              "      <td>7461.000000</td>\n",
              "      <td>33.556167</td>\n",
              "      <td>126.935188</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-da897fa6-6806-4fed-8415-0a58c57722b2')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-da897fa6-6806-4fed-8415-0a58c57722b2 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-da897fa6-6806-4fed-8415-0a58c57722b2');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "groupby() \n",
        "===\n",
        "집단별로 통계랑 확인 가능\n",
        "\n",
        "상당히 많은 그룬들이 있어서 많이 쓰일 예정"
      ],
      "metadata": {
        "id": "cPheAEUjOudh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "len(train['now_station'].unique())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "84fjbL2-OWUZ",
        "outputId": "943c07a0-eec6-484d-e688-2f7c05faf9fe"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "348"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train[['route_id', 'vh_id']].drop_duplicates() #중복 되는 것들 없애기기"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "9eLzYyn5PGZa",
        "outputId": "c53ac90e-4a65-42a6-e264-967e9af2fe87"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         route_id    vh_id\n",
              "0       405136001  7997025\n",
              "181     405136001  7997034\n",
              "381     405136001  7997035\n",
              "539     405136001  7997040\n",
              "717     405136001  7997044\n",
              "...           ...      ...\n",
              "20226   405136522  7997004\n",
              "26037   405320116  7983225\n",
              "27098   405320122  7983067\n",
              "45506   405328102  7983401\n",
              "100467  405320114  7983091\n",
              "\n",
              "[104 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-42140319-1300-415a-a621-0129316a2252\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>route_id</th>\n",
              "      <th>vh_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>405136001</td>\n",
              "      <td>7997034</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>381</th>\n",
              "      <td>405136001</td>\n",
              "      <td>7997035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>539</th>\n",
              "      <td>405136001</td>\n",
              "      <td>7997040</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>717</th>\n",
              "      <td>405136001</td>\n",
              "      <td>7997044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20226</th>\n",
              "      <td>405136522</td>\n",
              "      <td>7997004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26037</th>\n",
              "      <td>405320116</td>\n",
              "      <td>7983225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27098</th>\n",
              "      <td>405320122</td>\n",
              "      <td>7983067</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45506</th>\n",
              "      <td>405328102</td>\n",
              "      <td>7983401</td>\n",
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              "    <tr>\n",
              "      <th>100467</th>\n",
              "      <td>405320114</td>\n",
              "      <td>7983091</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>104 rows × 2 columns</p>\n",
              "</div>\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train[['route_id', 'vh_id']].drop_duplicates().groupby('route_id').count()  #각각의 노션별로 운행되고 있는 차량의 개수 확인 가능"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 739
        },
        "id": "PO2Yj6sFPe7X",
        "outputId": "eb5fa3c9-4dec-4f46-8a6c-87620094ea88"
      },
      "execution_count": 18,
      "outputs": [
        {
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              "          const element = document.querySelector('#df-26b1bc30-415c-4f78-943c-1733bad55224');\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train[['route_id', 'next_arrive_time']].groupby('route_id').mean()  #노선 별로 다음 정류장까지 가는 데에 걸리는 시간 #매우 상이하다"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 739
        },
        "id": "2B0pdUdYP5D1",
        "outputId": "47213a7e-07d3-4e4b-eb26-6f51ae2cfa4b"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "           next_arrive_time\n",
              "route_id                   \n",
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              "      <td>85.744862</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c32facbb-70ae-4078-b0c6-7d62c5103f5a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c32facbb-70ae-4078-b0c6-7d62c5103f5a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c32facbb-70ae-4078-b0c6-7d62c5103f5a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "folium.Map()\n",
        "====\n",
        "지도 시각화 패키지\n",
        "도화지 위에다가 그림을 겹겹이 쌓아 올리는 것"
      ],
      "metadata": {
        "id": "ugYqcD1NYL4c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "coord = [35.1559861, 129.1384361]  #부산 시의 좌표\n",
        "map_osm = folium.Map(location = coord) #위치를 함수를 이용하여 변수에 저장 #전세계 지도 지원함\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "EIXpOVGPX90k",
        "outputId": "39698bb2-ab82-45c7-e53d-0b185f371f56"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc8483c7e80>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_8a9e065ab7bc66bc2194799485bac80d {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_8a9e065ab7bc66bc2194799485bac80d&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_8a9e065ab7bc66bc2194799485bac80d = L.map(\n",
              "                &quot;map_8a9e065ab7bc66bc2194799485bac80d&quot;,\n",
              "                {\n",
              "                    center: [35.1559861, 129.1384361],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 10,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_5cab13d2df09c624328a0c7c612136c7 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_8a9e065ab7bc66bc2194799485bac80d);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "map_osm = folium.Map(location = coord, zoom_start=15) #기본이 10 #지도 확대시킬 수 있음\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "VXEF3KvLYslF",
        "outputId": "0ad5d32c-26be-44ea-a97e-c96e01b90d1d"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc846614490>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_823910117a706fcc6d21d9b6eb339bf9 {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_823910117a706fcc6d21d9b6eb339bf9&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_823910117a706fcc6d21d9b6eb339bf9 = L.map(\n",
              "                &quot;map_823910117a706fcc6d21d9b6eb339bf9&quot;,\n",
              "                {\n",
              "                    center: [35.1559861, 129.1384361],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 15,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_1260b47a1e0a4875c5fb47fe993c5910 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_823910117a706fcc6d21d9b6eb339bf9);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "map_osm = folium.Map(location = coord, tiles = 'Stamen Terrain') #map에 마우스 두고 ctrl+스페이스바 누르면 지도 유형 선택 가능 #terrain: 산지, 산모형\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "9YXA1lUOZYOc",
        "outputId": "48bb0465-282a-4d76-aa0f-fc68c0152be6"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc8795b20a0>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_596111615909fa6053880408aae116cb {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_596111615909fa6053880408aae116cb&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_596111615909fa6053880408aae116cb = L.map(\n",
              "                &quot;map_596111615909fa6053880408aae116cb&quot;,\n",
              "                {\n",
              "                    center: [35.1559861, 129.1384361],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 10,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_c77147c9eb1523570dd4de9b97f36a31 = L.tileLayer(\n",
              "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_596111615909fa6053880408aae116cb);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "map_osm = folium.Map(location = coord, tiles = 'Stamen Toner') #흑백 지도\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "ZsznOq_BZs4s",
        "outputId": "2afc9228-5ed3-465b-d6ba-49afbade8789"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc846b27cd0>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_71d7e94b46540fa417cf0af7fdde0f4c {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_71d7e94b46540fa417cf0af7fdde0f4c&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_71d7e94b46540fa417cf0af7fdde0f4c = L.map(\n",
              "                &quot;map_71d7e94b46540fa417cf0af7fdde0f4c&quot;,\n",
              "                {\n",
              "                    center: [35.1559861, 129.1384361],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 10,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_cf3c8e57518a689b1eb904248a6ed60c = L.tileLayer(\n",
              "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_71d7e94b46540fa417cf0af7fdde0f4c);\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "coord = [35.2335123, 129.0810047]\n",
        "\n",
        "map_osm = folium.Map(location = coord, zoom_start = 12)\n",
        "\n",
        "folium.Marker(coord, popup='부대부대', tooltip = '여긴 어디게').add_to(map_osm) #마커 위에 마커를 클릭했을 시 팝업 시킬 안내 문구는 popup #마우스 후버링 할 때는 팝업하는 문구는 tooltip #마커 생성 뒤 지도에 추가\n",
        "\n",
        "map_osm.save('index.html') #코랩에서 할 때, 한국어로 잘 보고 싶을 때\n",
        "\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "8QANsewbZzii",
        "outputId": "981203e9-aa3a-4b60-e968-85e34ba4e5f7"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc846b46ac0>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_bd17aef6bb10ca8888518a1ce4d48649 {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_bd17aef6bb10ca8888518a1ce4d48649&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_bd17aef6bb10ca8888518a1ce4d48649 = L.map(\n",
              "                &quot;map_bd17aef6bb10ca8888518a1ce4d48649&quot;,\n",
              "                {\n",
              "                    center: [35.2335123, 129.0810047],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 12,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_4f07ae5b5ba760b00f8ca9ef353720e1 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_bd17aef6bb10ca8888518a1ce4d48649);\n",
              "        \n",
              "    \n",
              "            var marker_5c3a1021f419482045d88af51c415094 = L.marker(\n",
              "                [35.2335123, 129.0810047],\n",
              "                {}\n",
              "            ).addTo(map_bd17aef6bb10ca8888518a1ce4d48649);\n",
              "        \n",
              "    \n",
              "        var popup_32b019292d0b8fbd8ed5cfff86008b03 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dacb3bd5cf1373c13dd75e45cae5ad0f = $(`&lt;div id=&quot;html_dacb3bd5cf1373c13dd75e45cae5ad0f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;부대부대&lt;/div&gt;`)[0];\n",
              "                popup_32b019292d0b8fbd8ed5cfff86008b03.setContent(html_dacb3bd5cf1373c13dd75e45cae5ad0f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5c3a1021f419482045d88af51c415094.bindPopup(popup_32b019292d0b8fbd8ed5cfff86008b03)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_5c3a1021f419482045d88af51c415094.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     여긴 어디게\n",
              "                 &lt;/div&gt;`,\n",
              "                {&quot;sticky&quot;: true}\n",
              "            );\n",
              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "map_data = train[['route_id', 'now_latitude', 'now_longitude', 'now_station']]\n",
        "map_bus_route = map_data[map_data['route_id'] == 405136521].drop_duplicates(\"now_station\")\n",
        "\n",
        "map_osm = folium.Map(location=[33.4134, 126.5190], zoom_start = 10.5)\n",
        "\n",
        "for item in map_bus_route.index:    #모든 정류장을 반복문을 통해 지도에 찍어봄\n",
        "  lat = map_bus_route.loc[item, 'now_latitude']\n",
        "  long = map_bus_route.loc[item, 'now_longitude']\n",
        "\n",
        "  folium.Marker([lat, long], popup = map_bus_route.loc[item, 'now_station'],\n",
        "                icon = folium.Icon(color = 'red', icon = 'info-sign')).add_to(map_osm)\n",
        "\n",
        "map_osm.save('index.html')\n",
        "\n",
        "map_osm"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "0DxpY-7yfcxx",
        "outputId": "7f030cca-8c69-48ef-98c2-9c75717c8267"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc843743e50>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_0c35ed99c7ddd84c25a02e53e14c0e17 {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_0c35ed99c7ddd84c25a02e53e14c0e17&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_0c35ed99c7ddd84c25a02e53e14c0e17 = L.map(\n",
              "                &quot;map_0c35ed99c7ddd84c25a02e53e14c0e17&quot;,\n",
              "                {\n",
              "                    center: [33.4134, 126.519],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 10.5,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_31270c5a1ab64220104952547cbd0de4 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var marker_f6c624e79620c47355c2814f286e438c = L.marker(\n",
              "                [33.457848, 126.553938],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_1d6e421752a44b887012496de063d8b2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f6c624e79620c47355c2814f286e438c.setIcon(icon_1d6e421752a44b887012496de063d8b2);\n",
              "        \n",
              "    \n",
              "        var popup_71aa3e5cd4a8423d4424b39c08300453 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f2faafd7e97ff5f301b03318217a9d4b = $(`&lt;div id=&quot;html_f2faafd7e97ff5f301b03318217a9d4b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제대마을&lt;/div&gt;`)[0];\n",
              "                popup_71aa3e5cd4a8423d4424b39c08300453.setContent(html_f2faafd7e97ff5f301b03318217a9d4b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f6c624e79620c47355c2814f286e438c.bindPopup(popup_71aa3e5cd4a8423d4424b39c08300453)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d67c3dbbab440496ffe26bddd500f514 = L.marker(\n",
              "                [33.456733, 126.55105],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_175a18f9b0674ac411e971bdab407879 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d67c3dbbab440496ffe26bddd500f514.setIcon(icon_175a18f9b0674ac411e971bdab407879);\n",
              "        \n",
              "    \n",
              "        var popup_ec83e73ab69a92a1c06ffced5a9e94cd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_07650696ac12bd4a44fe3c91cec8b476 = $(`&lt;div id=&quot;html_07650696ac12bd4a44fe3c91cec8b476&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주대학교 입구&lt;/div&gt;`)[0];\n",
              "                popup_ec83e73ab69a92a1c06ffced5a9e94cd.setContent(html_07650696ac12bd4a44fe3c91cec8b476);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d67c3dbbab440496ffe26bddd500f514.bindPopup(popup_ec83e73ab69a92a1c06ffced5a9e94cd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_cc8213d45d302fad52d6ed5b5b2f37a2 = L.marker(\n",
              "                [33.462152, 126.549582],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_dcbf07d00a92546c1c50063fcbc04eaf = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_cc8213d45d302fad52d6ed5b5b2f37a2.setIcon(icon_dcbf07d00a92546c1c50063fcbc04eaf);\n",
              "        \n",
              "    \n",
              "        var popup_80010ffaab643cbd6faa1c68f7636fb4 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_159e23f4f9ce468c9ab52c58efeac473 = $(`&lt;div id=&quot;html_159e23f4f9ce468c9ab52c58efeac473&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;남국사&lt;/div&gt;`)[0];\n",
              "                popup_80010ffaab643cbd6faa1c68f7636fb4.setContent(html_159e23f4f9ce468c9ab52c58efeac473);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_cc8213d45d302fad52d6ed5b5b2f37a2.bindPopup(popup_80010ffaab643cbd6faa1c68f7636fb4)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1b1c59d472e451932e13599868937284 = L.marker(\n",
              "                [33.464459999999995, 126.549248],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_11fbe43c57104300bd6f360a85eb6ae7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_1b1c59d472e451932e13599868937284.setIcon(icon_11fbe43c57104300bd6f360a85eb6ae7);\n",
              "        \n",
              "    \n",
              "        var popup_e36d801093def21a3f245250b923289b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_dab63439cbe9249c88c623a0efbe7c77 = $(`&lt;div id=&quot;html_dab63439cbe9249c88c623a0efbe7c77&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;웃 인다 마을&lt;/div&gt;`)[0];\n",
              "                popup_e36d801093def21a3f245250b923289b.setContent(html_dab63439cbe9249c88c623a0efbe7c77);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1b1c59d472e451932e13599868937284.bindPopup(popup_e36d801093def21a3f245250b923289b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6f86a0919357981f736cf555c0b61370 = L.marker(\n",
              "                [33.469161, 126.54777],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_7bebb5ce0c18508193387b5095acae6c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6f86a0919357981f736cf555c0b61370.setIcon(icon_7bebb5ce0c18508193387b5095acae6c);\n",
              "        \n",
              "    \n",
              "        var popup_fbd2c11d8ad76d735254bf7404cf208b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c11589b36e4f43895fe292f3ce2c2ac = $(`&lt;div id=&quot;html_7c11589b36e4f43895fe292f3ce2c2ac&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주대학교병원&lt;/div&gt;`)[0];\n",
              "                popup_fbd2c11d8ad76d735254bf7404cf208b.setContent(html_7c11589b36e4f43895fe292f3ce2c2ac);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6f86a0919357981f736cf555c0b61370.bindPopup(popup_fbd2c11d8ad76d735254bf7404cf208b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ebb5c5f9ccf16f7434b020b5ffdb8105 = L.marker(\n",
              "                [33.470643, 126.545821],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_255d72d65b65063a3099a34354dc16da = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ebb5c5f9ccf16f7434b020b5ffdb8105.setIcon(icon_255d72d65b65063a3099a34354dc16da);\n",
              "        \n",
              "    \n",
              "        var popup_2454f37a3ecec841bf4ac7e017786e24 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e9e4a3e038f1e37c1712a3b5db8a09bf = $(`&lt;div id=&quot;html_e9e4a3e038f1e37c1712a3b5db8a09bf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;인다마을&lt;/div&gt;`)[0];\n",
              "                popup_2454f37a3ecec841bf4ac7e017786e24.setContent(html_e9e4a3e038f1e37c1712a3b5db8a09bf);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ebb5c5f9ccf16f7434b020b5ffdb8105.bindPopup(popup_2454f37a3ecec841bf4ac7e017786e24)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_571c4a8fcc717f675848da57e17b29a2 = L.marker(\n",
              "                [33.473079, 126.545689],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_3180409d424014db44d168dd2fb8067d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_571c4a8fcc717f675848da57e17b29a2.setIcon(icon_3180409d424014db44d168dd2fb8067d);\n",
              "        \n",
              "    \n",
              "        var popup_e7eb60cff9ea0bcf5d325cb81fca8854 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6bf4909976ac6e2aca4356019833f479 = $(`&lt;div id=&quot;html_6bf4909976ac6e2aca4356019833f479&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;아라주공아파트&lt;/div&gt;`)[0];\n",
              "                popup_e7eb60cff9ea0bcf5d325cb81fca8854.setContent(html_6bf4909976ac6e2aca4356019833f479);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_571c4a8fcc717f675848da57e17b29a2.bindPopup(popup_e7eb60cff9ea0bcf5d325cb81fca8854)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7253e904ef587656dce1561193c32ea6 = L.marker(\n",
              "                [33.4759, 126.5449],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_69955f761ef36020fee8f019b704b32e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7253e904ef587656dce1561193c32ea6.setIcon(icon_69955f761ef36020fee8f019b704b32e);\n",
              "        \n",
              "    \n",
              "        var popup_f79ad9f983c9920ef0f3a19e7fa92ca8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3dbbd1a373f89107122b16c98e8f5f23 = $(`&lt;div id=&quot;html_3dbbd1a373f89107122b16c98e8f5f23&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;아라동주민센터&lt;/div&gt;`)[0];\n",
              "                popup_f79ad9f983c9920ef0f3a19e7fa92ca8.setContent(html_3dbbd1a373f89107122b16c98e8f5f23);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7253e904ef587656dce1561193c32ea6.bindPopup(popup_f79ad9f983c9920ef0f3a19e7fa92ca8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bc9093f6e279f820fa0749ca84bc1d34 = L.marker(\n",
              "                [33.47957, 126.543882],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_b72b7c1c6bbf5ea8b68e77e0598ba98d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_bc9093f6e279f820fa0749ca84bc1d34.setIcon(icon_b72b7c1c6bbf5ea8b68e77e0598ba98d);\n",
              "        \n",
              "    \n",
              "        var popup_4828a2f1a8fd11c792df9c82727b5cd8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_389cc1d31d19a6b7be92755fe41de8f8 = $(`&lt;div id=&quot;html_389cc1d31d19a6b7be92755fe41de8f8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;남국원(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_4828a2f1a8fd11c792df9c82727b5cd8.setContent(html_389cc1d31d19a6b7be92755fe41de8f8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_bc9093f6e279f820fa0749ca84bc1d34.bindPopup(popup_4828a2f1a8fd11c792df9c82727b5cd8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f62495c28cbe983cecdbd1f2e72673f8 = L.marker(\n",
              "                [33.485199, 126.542896],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_10ba2fe42e48061dca88e176a2b5d1f7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f62495c28cbe983cecdbd1f2e72673f8.setIcon(icon_10ba2fe42e48061dca88e176a2b5d1f7);\n",
              "        \n",
              "    \n",
              "        var popup_d958d74ab8cef05058cfbb6672ef65d8 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80ed2248c05b483de2b6bc38c0c26e92 = $(`&lt;div id=&quot;html_80ed2248c05b483de2b6bc38c0c26e92&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주여자중고등학교(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_d958d74ab8cef05058cfbb6672ef65d8.setContent(html_80ed2248c05b483de2b6bc38c0c26e92);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f62495c28cbe983cecdbd1f2e72673f8.bindPopup(popup_d958d74ab8cef05058cfbb6672ef65d8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8a7f6fa558cb2896142004b195204366 = L.marker(\n",
              "                [33.489018, 126.539199],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_b7d09e421c37f88996ba11d505b26b8d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8a7f6fa558cb2896142004b195204366.setIcon(icon_b7d09e421c37f88996ba11d505b26b8d);\n",
              "        \n",
              "    \n",
              "        var popup_3236b3f09a3fe1b2a4c3edcc6bcae273 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_1c3e7d72fc42006c3053a24f4de01e51 = $(`&lt;div id=&quot;html_1c3e7d72fc42006c3053a24f4de01e51&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주중앙여자고등학교(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_3236b3f09a3fe1b2a4c3edcc6bcae273.setContent(html_1c3e7d72fc42006c3053a24f4de01e51);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8a7f6fa558cb2896142004b195204366.bindPopup(popup_3236b3f09a3fe1b2a4c3edcc6bcae273)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_daa2566a23e20517cbc5daed307fccd5 = L.marker(\n",
              "                [33.493625, 126.534764],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_69fbd92e7476f5b9e3cc12d74b2e934e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_daa2566a23e20517cbc5daed307fccd5.setIcon(icon_69fbd92e7476f5b9e3cc12d74b2e934e);\n",
              "        \n",
              "    \n",
              "        var popup_949153a50e93f7a41b8b2b13f3477606 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cb35dfa40c41b83ead39d73964f19d83 = $(`&lt;div id=&quot;html_cb35dfa40c41b83ead39d73964f19d83&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주지방법원(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_949153a50e93f7a41b8b2b13f3477606.setContent(html_cb35dfa40c41b83ead39d73964f19d83);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_daa2566a23e20517cbc5daed307fccd5.bindPopup(popup_949153a50e93f7a41b8b2b13f3477606)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_512f20a4aaee85c0a1fff740559bb267 = L.marker(\n",
              "                [33.495540000000005, 126.532907],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_549bd22fe5c8486f45290528d4d9320d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_512f20a4aaee85c0a1fff740559bb267.setIcon(icon_549bd22fe5c8486f45290528d4d9320d);\n",
              "        \n",
              "    \n",
              "        var popup_86e2b5a5d59c78f92c42e3bcc8be1f65 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e4e0f1f04051fcdeb5cfa00ab051c3a8 = $(`&lt;div id=&quot;html_e4e0f1f04051fcdeb5cfa00ab051c3a8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;고산동산(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_86e2b5a5d59c78f92c42e3bcc8be1f65.setContent(html_e4e0f1f04051fcdeb5cfa00ab051c3a8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_512f20a4aaee85c0a1fff740559bb267.bindPopup(popup_86e2b5a5d59c78f92c42e3bcc8be1f65)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6651b8c8a8e84adde4ee0535318f8c69 = L.marker(\n",
              "                [33.498925, 126.530351],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_54f28e9c119673e510dcf58206697606 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6651b8c8a8e84adde4ee0535318f8c69.setIcon(icon_54f28e9c119673e510dcf58206697606);\n",
              "        \n",
              "    \n",
              "        var popup_acf2c0f927d6261df8d641918b5f642d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_170ce53b75021f8a2f0fc7e7f476c30f = $(`&lt;div id=&quot;html_170ce53b75021f8a2f0fc7e7f476c30f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주시청(광양방면)&lt;/div&gt;`)[0];\n",
              "                popup_acf2c0f927d6261df8d641918b5f642d.setContent(html_170ce53b75021f8a2f0fc7e7f476c30f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6651b8c8a8e84adde4ee0535318f8c69.bindPopup(popup_acf2c0f927d6261df8d641918b5f642d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3ea89b3de7d628abdb77de28e2605837 = L.marker(\n",
              "                [33.503421, 126.527265],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_4eba07b447ced95e573cad64ef2499cd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3ea89b3de7d628abdb77de28e2605837.setIcon(icon_4eba07b447ced95e573cad64ef2499cd);\n",
              "        \n",
              "    \n",
              "        var popup_17704d09bf30f382e79f9133edf046b0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_94c4b390f157c811d30436c98c44c2ca = $(`&lt;div id=&quot;html_94c4b390f157c811d30436c98c44c2ca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;보성시장&lt;/div&gt;`)[0];\n",
              "                popup_17704d09bf30f382e79f9133edf046b0.setContent(html_94c4b390f157c811d30436c98c44c2ca);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3ea89b3de7d628abdb77de28e2605837.bindPopup(popup_17704d09bf30f382e79f9133edf046b0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_17f4f73c12704430cbf3f6846906330a = L.marker(\n",
              "                [33.507331, 126.524706],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_31d75af177bf76aef1aa2d0a05780424 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_17f4f73c12704430cbf3f6846906330a.setIcon(icon_31d75af177bf76aef1aa2d0a05780424);\n",
              "        \n",
              "    \n",
              "        var popup_10fe8b449e2f9997018e028afa2f80f5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7e2cb983b9a0b68e6a72fa949297ad12 = $(`&lt;div id=&quot;html_7e2cb983b9a0b68e6a72fa949297ad12&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;시민회관&lt;/div&gt;`)[0];\n",
              "                popup_10fe8b449e2f9997018e028afa2f80f5.setContent(html_7e2cb983b9a0b68e6a72fa949297ad12);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_17f4f73c12704430cbf3f6846906330a.bindPopup(popup_10fe8b449e2f9997018e028afa2f80f5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2c3fb03d1dcd45f5f54d2fcc09a677df = L.marker(\n",
              "                [33.510888, 126.524217],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_a4847b6fa72e2f2a2d8b8692bc918247 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2c3fb03d1dcd45f5f54d2fcc09a677df.setIcon(icon_a4847b6fa72e2f2a2d8b8692bc918247);\n",
              "        \n",
              "    \n",
              "        var popup_d29b9c6772c13fa69d9c82506b551ce7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_acc48d983caa4ec41d9add39d7b3d269 = $(`&lt;div id=&quot;html_acc48d983caa4ec41d9add39d7b3d269&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;중앙로(현대약국)&lt;/div&gt;`)[0];\n",
              "                popup_d29b9c6772c13fa69d9c82506b551ce7.setContent(html_acc48d983caa4ec41d9add39d7b3d269);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2c3fb03d1dcd45f5f54d2fcc09a677df.bindPopup(popup_d29b9c6772c13fa69d9c82506b551ce7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_098567ffa960c7d2f7dff18d29fd0120 = L.marker(\n",
              "                [33.513216, 126.520875],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_c8b6a153cf71cf396016ee49b4824af9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_098567ffa960c7d2f7dff18d29fd0120.setIcon(icon_c8b6a153cf71cf396016ee49b4824af9);\n",
              "        \n",
              "    \n",
              "        var popup_5459380ce810ed03d057a55a7446f35f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_24d8351cbf5732736acd61f31fd9a59f = $(`&lt;div id=&quot;html_24d8351cbf5732736acd61f31fd9a59f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;관덕정&lt;/div&gt;`)[0];\n",
              "                popup_5459380ce810ed03d057a55a7446f35f.setContent(html_24d8351cbf5732736acd61f31fd9a59f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_098567ffa960c7d2f7dff18d29fd0120.bindPopup(popup_5459380ce810ed03d057a55a7446f35f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9a29296ed5b600a05f58496428dbfa50 = L.marker(\n",
              "                [33.511762, 126.517667],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_117474394671c99c215d14244cc05ad4 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_9a29296ed5b600a05f58496428dbfa50.setIcon(icon_117474394671c99c215d14244cc05ad4);\n",
              "        \n",
              "    \n",
              "        var popup_9f9e5cbb21657ab214ee92cf99ee95c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_25b5e40156e6714a5a2d301190018f98 = $(`&lt;div id=&quot;html_25b5e40156e6714a5a2d301190018f98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;서문시장&lt;/div&gt;`)[0];\n",
              "                popup_9f9e5cbb21657ab214ee92cf99ee95c6.setContent(html_25b5e40156e6714a5a2d301190018f98);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9a29296ed5b600a05f58496428dbfa50.bindPopup(popup_9f9e5cbb21657ab214ee92cf99ee95c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_998ad2e56a87280ba5c7029c40a6d7c4 = L.marker(\n",
              "                [33.50995, 126.513333],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_cfec08a8e53190cf7c0aae2c1c2ec6f2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_998ad2e56a87280ba5c7029c40a6d7c4.setIcon(icon_cfec08a8e53190cf7c0aae2c1c2ec6f2);\n",
              "        \n",
              "    \n",
              "        var popup_90a600040f8ad84137141a522dac3f3c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_60af19bef08ef667211550a50b1d7fa6 = $(`&lt;div id=&quot;html_60af19bef08ef667211550a50b1d7fa6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;용담1동주민센터&lt;/div&gt;`)[0];\n",
              "                popup_90a600040f8ad84137141a522dac3f3c.setContent(html_60af19bef08ef667211550a50b1d7fa6);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_998ad2e56a87280ba5c7029c40a6d7c4.bindPopup(popup_90a600040f8ad84137141a522dac3f3c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3052c34083d303cff46c697eae444987 = L.marker(\n",
              "                [33.508808, 126.510051],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_bf2f528e5e3ba2606c2351bc099d6ea1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3052c34083d303cff46c697eae444987.setIcon(icon_bf2f528e5e3ba2606c2351bc099d6ea1);\n",
              "        \n",
              "    \n",
              "        var popup_3ce8677bfb70f6eb292f446e013dcb2d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_16810ee118d9a5b7e01f9e7df45b1c40 = $(`&lt;div id=&quot;html_16810ee118d9a5b7e01f9e7df45b1c40&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;용문사거리&lt;/div&gt;`)[0];\n",
              "                popup_3ce8677bfb70f6eb292f446e013dcb2d.setContent(html_16810ee118d9a5b7e01f9e7df45b1c40);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3052c34083d303cff46c697eae444987.bindPopup(popup_3ce8677bfb70f6eb292f446e013dcb2d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_513d3c32081690b371fe8be314c677e0 = L.marker(\n",
              "                [33.50765, 126.509417],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_5be1853308908fd65b714f4de71731ed = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_513d3c32081690b371fe8be314c677e0.setIcon(icon_5be1853308908fd65b714f4de71731ed);\n",
              "        \n",
              "    \n",
              "        var popup_ecffaea4fcddfa8a99dc3dea807cb15b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a8ff53b6d3d8a5372ee6a926755718a1 = $(`&lt;div id=&quot;html_a8ff53b6d3d8a5372ee6a926755718a1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;용문마을&lt;/div&gt;`)[0];\n",
              "                popup_ecffaea4fcddfa8a99dc3dea807cb15b.setContent(html_a8ff53b6d3d8a5372ee6a926755718a1);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_513d3c32081690b371fe8be314c677e0.bindPopup(popup_ecffaea4fcddfa8a99dc3dea807cb15b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_7574d591c7f823ee2be97b1773247a15 = L.marker(\n",
              "                [33.50565, 126.50825],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_db3521c393eb1dca974c6ccc96898b1a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_7574d591c7f823ee2be97b1773247a15.setIcon(icon_db3521c393eb1dca974c6ccc96898b1a);\n",
              "        \n",
              "    \n",
              "        var popup_f399f3d15a81c9317f12bbfd96d8b9b7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_072573574c6a40ee84c4d86bb9ab6109 = $(`&lt;div id=&quot;html_072573574c6a40ee84c4d86bb9ab6109&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;용문마을회관&lt;/div&gt;`)[0];\n",
              "                popup_f399f3d15a81c9317f12bbfd96d8b9b7.setContent(html_072573574c6a40ee84c4d86bb9ab6109);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_7574d591c7f823ee2be97b1773247a15.bindPopup(popup_f399f3d15a81c9317f12bbfd96d8b9b7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_41104c1979bb45aa0dde75472e9c71e4 = L.marker(\n",
              "                [33.504183000000005, 126.504483],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_0fc031f6d4481cf175de1e68679d81fd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_41104c1979bb45aa0dde75472e9c71e4.setIcon(icon_0fc031f6d4481cf175de1e68679d81fd);\n",
              "        \n",
              "    \n",
              "        var popup_44ad180e4b089dab4a856277d73033c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_8d692c074a2adecabced5db3a8514852 = $(`&lt;div id=&quot;html_8d692c074a2adecabced5db3a8514852&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;화물청사입구&lt;/div&gt;`)[0];\n",
              "                popup_44ad180e4b089dab4a856277d73033c6.setContent(html_8d692c074a2adecabced5db3a8514852);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_41104c1979bb45aa0dde75472e9c71e4.bindPopup(popup_44ad180e4b089dab4a856277d73033c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ee4aeb8b7b06e734a199d3b131137362 = L.marker(\n",
              "                [33.496179, 126.496742],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_5d75dbe9d5a4df520295c5e4affea424 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ee4aeb8b7b06e734a199d3b131137362.setIcon(icon_5d75dbe9d5a4df520295c5e4affea424);\n",
              "        \n",
              "    \n",
              "        var popup_56ef75271b3f227ef50f555eb671eeb6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_742b8e7bc1a9cec7fa142aab9b82fbb8 = $(`&lt;div id=&quot;html_742b8e7bc1a9cec7fa142aab9b82fbb8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;연동입구&lt;/div&gt;`)[0];\n",
              "                popup_56ef75271b3f227ef50f555eb671eeb6.setContent(html_742b8e7bc1a9cec7fa142aab9b82fbb8);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ee4aeb8b7b06e734a199d3b131137362.bindPopup(popup_56ef75271b3f227ef50f555eb671eeb6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a4c4f6b15ad807e84a8b96c6a8466459 = L.marker(\n",
              "                [33.4911, 126.496467],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_a7c431d09adba4973eb36a2e57e1398e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a4c4f6b15ad807e84a8b96c6a8466459.setIcon(icon_a7c431d09adba4973eb36a2e57e1398e);\n",
              "        \n",
              "    \n",
              "        var popup_c9583307f1634118683c4a1a99d3556a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_249943edb54b27e1db3e1d09f9c80201 = $(`&lt;div id=&quot;html_249943edb54b27e1db3e1d09f9c80201&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주도청 신제주로터리&lt;/div&gt;`)[0];\n",
              "                popup_c9583307f1634118683c4a1a99d3556a.setContent(html_249943edb54b27e1db3e1d09f9c80201);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a4c4f6b15ad807e84a8b96c6a8466459.bindPopup(popup_c9583307f1634118683c4a1a99d3556a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_527dc79cb73fc1a9e0eced2d79dc6552 = L.marker(\n",
              "                [33.488147, 126.496363],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_374adfcd9dfbea91df47e378fdc8115c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_527dc79cb73fc1a9e0eced2d79dc6552.setIcon(icon_374adfcd9dfbea91df47e378fdc8115c);\n",
              "        \n",
              "    \n",
              "        var popup_465444664da18ce5eec9d7aa7a1315f2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_2cf8cb4c089d8fec8243f4beb76958fa = $(`&lt;div id=&quot;html_2cf8cb4c089d8fec8243f4beb76958fa&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;연동주민센터&lt;/div&gt;`)[0];\n",
              "                popup_465444664da18ce5eec9d7aa7a1315f2.setContent(html_2cf8cb4c089d8fec8243f4beb76958fa);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_527dc79cb73fc1a9e0eced2d79dc6552.bindPopup(popup_465444664da18ce5eec9d7aa7a1315f2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_39360250707652631db68e0b679b9827 = L.marker(\n",
              "                [33.48581, 126.495011],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_cf3e1386be4fda4aaf1ebed7e1a7d321 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_39360250707652631db68e0b679b9827.setIcon(icon_cf3e1386be4fda4aaf1ebed7e1a7d321);\n",
              "        \n",
              "    \n",
              "        var popup_4db2bb04d2ecfc03eda0ed5ec97dd55e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_80bd17151908465d2b89e7b169d8b553 = $(`&lt;div id=&quot;html_80bd17151908465d2b89e7b169d8b553&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;도호동&lt;/div&gt;`)[0];\n",
              "                popup_4db2bb04d2ecfc03eda0ed5ec97dd55e.setContent(html_80bd17151908465d2b89e7b169d8b553);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_39360250707652631db68e0b679b9827.bindPopup(popup_4db2bb04d2ecfc03eda0ed5ec97dd55e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b18989b67e3807e9df9edec80880d20e = L.marker(\n",
              "                [33.485877, 126.492481],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_e58bbdc484acea03b67964baa7abd538 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_b18989b67e3807e9df9edec80880d20e.setIcon(icon_e58bbdc484acea03b67964baa7abd538);\n",
              "        \n",
              "    \n",
              "        var popup_50abaedf0faf4a644afbac630cacb622 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e996fd4e3ea84e605a04fea683f9e14d = $(`&lt;div id=&quot;html_e996fd4e3ea84e605a04fea683f9e14d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;은남동&lt;/div&gt;`)[0];\n",
              "                popup_50abaedf0faf4a644afbac630cacb622.setContent(html_e996fd4e3ea84e605a04fea683f9e14d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_b18989b67e3807e9df9edec80880d20e.bindPopup(popup_50abaedf0faf4a644afbac630cacb622)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3f2ad693f60c87d210cc84edaac062f5 = L.marker(\n",
              "                [33.48845, 126.490133],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_3adf7594dce2e5e61e8eb6a7a5ef5dc7 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_3f2ad693f60c87d210cc84edaac062f5.setIcon(icon_3adf7594dce2e5e61e8eb6a7a5ef5dc7);\n",
              "        \n",
              "    \n",
              "        var popup_ca6a5fef0b9e5f5ffeca0d3580229cb2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_aa43adced6d6c23937db311413bec621 = $(`&lt;div id=&quot;html_aa43adced6d6c23937db311413bec621&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제원아파트&lt;/div&gt;`)[0];\n",
              "                popup_ca6a5fef0b9e5f5ffeca0d3580229cb2.setContent(html_aa43adced6d6c23937db311413bec621);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3f2ad693f60c87d210cc84edaac062f5.bindPopup(popup_ca6a5fef0b9e5f5ffeca0d3580229cb2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_6483c43dba356be273ea48dee5009a41 = L.marker(\n",
              "                [33.490016, 126.488528],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_a47fc393ac877942fe130de786e92cb2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_6483c43dba356be273ea48dee5009a41.setIcon(icon_a47fc393ac877942fe130de786e92cb2);\n",
              "        \n",
              "    \n",
              "        var popup_1cb8f488a12fa3a8ade0b7b4c9e574db = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f518e30dfac9fd0754b6c9dc7517521d = $(`&lt;div id=&quot;html_f518e30dfac9fd0754b6c9dc7517521d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;삼무공원사거리&lt;/div&gt;`)[0];\n",
              "                popup_1cb8f488a12fa3a8ade0b7b4c9e574db.setContent(html_f518e30dfac9fd0754b6c9dc7517521d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6483c43dba356be273ea48dee5009a41.bindPopup(popup_1cb8f488a12fa3a8ade0b7b4c9e574db)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f36307335561469f52ccd8d43cfba389 = L.marker(\n",
              "                [33.489435, 126.485085],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_9f4c0d0ab996e8004a60ff8f8d8939cb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_f36307335561469f52ccd8d43cfba389.setIcon(icon_9f4c0d0ab996e8004a60ff8f8d8939cb);\n",
              "        \n",
              "    \n",
              "        var popup_24b63b70244fe3a2c10d795d7b5a81c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_905a42c277ec9e8888bb3bd36ad6ab57 = $(`&lt;div id=&quot;html_905a42c277ec9e8888bb3bd36ad6ab57&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;한라병원&lt;/div&gt;`)[0];\n",
              "                popup_24b63b70244fe3a2c10d795d7b5a81c3.setContent(html_905a42c277ec9e8888bb3bd36ad6ab57);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f36307335561469f52ccd8d43cfba389.bindPopup(popup_24b63b70244fe3a2c10d795d7b5a81c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_2f3b9b2fd23495063b2bf76a7d2ba951 = L.marker(\n",
              "                [33.4877, 126.482196],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_97a97eeedb76eef157a16766f8bf49b5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_2f3b9b2fd23495063b2bf76a7d2ba951.setIcon(icon_97a97eeedb76eef157a16766f8bf49b5);\n",
              "        \n",
              "    \n",
              "        var popup_7381c9da60d23f59a0252910fa5ff934 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e6fb08356508aebf94153392b6326ea9 = $(`&lt;div id=&quot;html_e6fb08356508aebf94153392b6326ea9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;월랑마을 남녕고등학교&lt;/div&gt;`)[0];\n",
              "                popup_7381c9da60d23f59a0252910fa5ff934.setContent(html_e6fb08356508aebf94153392b6326ea9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2f3b9b2fd23495063b2bf76a7d2ba951.bindPopup(popup_7381c9da60d23f59a0252910fa5ff934)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_65394dbedfad77ba4cc7350f7289868f = L.marker(\n",
              "                [33.484667, 126.479933],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_a4fe4eaf8f0b07704eda217bdcc75eda = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_65394dbedfad77ba4cc7350f7289868f.setIcon(icon_a4fe4eaf8f0b07704eda217bdcc75eda);\n",
              "        \n",
              "    \n",
              "        var popup_71cfd2c59e9f8de0747ffbdb8702562f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f6d44dc25eb761b0d1e4f0e9e019673f = $(`&lt;div id=&quot;html_f6d44dc25eb761b0d1e4f0e9e019673f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;원노형&lt;/div&gt;`)[0];\n",
              "                popup_71cfd2c59e9f8de0747ffbdb8702562f.setContent(html_f6d44dc25eb761b0d1e4f0e9e019673f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_65394dbedfad77ba4cc7350f7289868f.bindPopup(popup_71cfd2c59e9f8de0747ffbdb8702562f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8bcc7eb30c3b8457c8c1516b69c45e51 = L.marker(\n",
              "                [33.480551, 126.481572],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_03eebe986ba317be15dad0a9291bafc5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_8bcc7eb30c3b8457c8c1516b69c45e51.setIcon(icon_03eebe986ba317be15dad0a9291bafc5);\n",
              "        \n",
              "    \n",
              "        var popup_48907d11635ae7d58855e98b4b960ecb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_26a223dbfad24d90761acf76ab67fdda = $(`&lt;div id=&quot;html_26a223dbfad24d90761acf76ab67fdda&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주제일고등학교&lt;/div&gt;`)[0];\n",
              "                popup_48907d11635ae7d58855e98b4b960ecb.setContent(html_26a223dbfad24d90761acf76ab67fdda);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_8bcc7eb30c3b8457c8c1516b69c45e51.bindPopup(popup_48907d11635ae7d58855e98b4b960ecb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_24440e6f09288aa34dc7223c29a0a578 = L.marker(\n",
              "                [33.477990000000005, 126.482528],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_6d2e24350d361cc9d5054dd5fd420675 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_24440e6f09288aa34dc7223c29a0a578.setIcon(icon_6d2e24350d361cc9d5054dd5fd420675);\n",
              "        \n",
              "    \n",
              "        var popup_6bddcd54025ccb78f69967c367dfd06c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_0d71392dfae4f3a5341e4ea6e671c91f = $(`&lt;div id=&quot;html_0d71392dfae4f3a5341e4ea6e671c91f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;으뜸마을&lt;/div&gt;`)[0];\n",
              "                popup_6bddcd54025ccb78f69967c367dfd06c.setContent(html_0d71392dfae4f3a5341e4ea6e671c91f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_24440e6f09288aa34dc7223c29a0a578.bindPopup(popup_6bddcd54025ccb78f69967c367dfd06c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d47e61ad209b696c3872c57e82dc1819 = L.marker(\n",
              "                [33.476389000000005, 126.482141],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_e53a9dbdbb85f27e9d866c4d3af41066 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d47e61ad209b696c3872c57e82dc1819.setIcon(icon_e53a9dbdbb85f27e9d866c4d3af41066);\n",
              "        \n",
              "    \n",
              "        var popup_5da8897633ec7fc3b691904f96430c52 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b90cd0f277a92c25b873650cc42ead4e = $(`&lt;div id=&quot;html_b90cd0f277a92c25b873650cc42ead4e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;중흥S클래스아파트&lt;/div&gt;`)[0];\n",
              "                popup_5da8897633ec7fc3b691904f96430c52.setContent(html_b90cd0f277a92c25b873650cc42ead4e);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d47e61ad209b696c3872c57e82dc1819.bindPopup(popup_5da8897633ec7fc3b691904f96430c52)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_ecc286a8992c6ab5f74ec85f7a0134e0 = L.marker(\n",
              "                [33.476401, 126.479759],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_0909b8ecc2c78511fcbc96c648d05cfb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_ecc286a8992c6ab5f74ec85f7a0134e0.setIcon(icon_0909b8ecc2c78511fcbc96c648d05cfb);\n",
              "        \n",
              "    \n",
              "        var popup_6afb4a18562ae9724a33a900658213b9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_a96bacb506797539a4af2775fa3bb38c = $(`&lt;div id=&quot;html_a96bacb506797539a4af2775fa3bb38c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;시티주유소&lt;/div&gt;`)[0];\n",
              "                popup_6afb4a18562ae9724a33a900658213b9.setContent(html_a96bacb506797539a4af2775fa3bb38c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_ecc286a8992c6ab5f74ec85f7a0134e0.bindPopup(popup_6afb4a18562ae9724a33a900658213b9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d631283ad99fe756eccf719f910d76d5 = L.marker(\n",
              "                [33.504584, 126.496256],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_c8df0e4bbe99777974786cd8be75139c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_d631283ad99fe756eccf719f910d76d5.setIcon(icon_c8df0e4bbe99777974786cd8be75139c);\n",
              "        \n",
              "    \n",
              "        var popup_b4800e6e8b1c9a7fd11ce091bb0d2c11 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ae7346e532ebe2c91ba52f1df8c10138 = $(`&lt;div id=&quot;html_ae7346e532ebe2c91ba52f1df8c10138&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;다호마을&lt;/div&gt;`)[0];\n",
              "                popup_b4800e6e8b1c9a7fd11ce091bb0d2c11.setContent(html_ae7346e532ebe2c91ba52f1df8c10138);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_d631283ad99fe756eccf719f910d76d5.bindPopup(popup_b4800e6e8b1c9a7fd11ce091bb0d2c11)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_316291649485b1a8c4e797550db89596 = L.marker(\n",
              "                [33.4589, 126.5573],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_535a444eece12c822a767ebb89641109 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_316291649485b1a8c4e797550db89596.setIcon(icon_535a444eece12c822a767ebb89641109);\n",
              "        \n",
              "    \n",
              "        var popup_ec7e8e532c139de5805e506648df0069 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6e45802ebb43f2759d23830c1c71191c = $(`&lt;div id=&quot;html_6e45802ebb43f2759d23830c1c71191c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제대아파트&lt;/div&gt;`)[0];\n",
              "                popup_ec7e8e532c139de5805e506648df0069.setContent(html_6e45802ebb43f2759d23830c1c71191c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_316291649485b1a8c4e797550db89596.bindPopup(popup_ec7e8e532c139de5805e506648df0069)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c05f513e1b671fb307ae57acf5c4ecae = L.marker(\n",
              "                [33.506099, 126.492756],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_b5da4d0f970a5bc07b30bc022d22c19b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_c05f513e1b671fb307ae57acf5c4ecae.setIcon(icon_b5da4d0f970a5bc07b30bc022d22c19b);\n",
              "        \n",
              "    \n",
              "        var popup_542d667da861d5821270f92bb1f459c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_be2016cdb9905fe0b8662bea9f56bc17 = $(`&lt;div id=&quot;html_be2016cdb9905fe0b8662bea9f56bc17&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주국제공항(신제주방면)&lt;/div&gt;`)[0];\n",
              "                popup_542d667da861d5821270f92bb1f459c6.setContent(html_be2016cdb9905fe0b8662bea9f56bc17);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c05f513e1b671fb307ae57acf5c4ecae.bindPopup(popup_542d667da861d5821270f92bb1f459c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a760f617c275b481b513161de9c0ea89 = L.marker(\n",
              "                [33.460114000000004, 126.561659],\n",
              "                {}\n",
              "            ).addTo(map_0c35ed99c7ddd84c25a02e53e14c0e17);\n",
              "        \n",
              "    \n",
              "            var icon_3105eaf70f3667068cd3e4ea4072d217 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
              "            );\n",
              "            marker_a760f617c275b481b513161de9c0ea89.setIcon(icon_3105eaf70f3667068cd3e4ea4072d217);\n",
              "        \n",
              "    \n",
              "        var popup_419b2c5bcd4ad7883c66486b623ee5fb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e9a9790cd83e99a9292a5e775b3f484d = $(`&lt;div id=&quot;html_e9a9790cd83e99a9292a5e775b3f484d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;제주대학교&lt;/div&gt;`)[0];\n",
              "                popup_419b2c5bcd4ad7883c66486b623ee5fb.setContent(html_e9a9790cd83e99a9292a5e775b3f484d);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a760f617c275b481b513161de9c0ea89.bindPopup(popup_419b2c5bcd4ad7883c66486b623ee5fb)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "전처리\n",
        "===\n",
        "이번에는 결측값이 없으므로 기존의 값들을 모델이 학습 가능한 형태로 바꿀 것(문자 수치화)"
      ],
      "metadata": {
        "id": "0T5d47HIkdux"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#now_arrive_time 문자열을 수치화 #슬라이싱 하기 #마지막을 자르기(인덱스는 -1) #dtype 확인, 숫자도 수치형으로 바꾸기\n",
        "train['now_arrive_time'] = train['now_arrive_time'].str.slice(stop = -1).astype('int')"
      ],
      "metadata": {
        "id": "EiFHFBKih7S1"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ol9o8XV5lAdC",
        "outputId": "4f6e004b-8b88-4d8c-d9db-2c58072d09f2"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 210457 entries, 0 to 210456\n",
            "Data columns (total 14 columns):\n",
            " #   Column            Non-Null Count   Dtype  \n",
            "---  ------            --------------   -----  \n",
            " 0   id                210457 non-null  int64  \n",
            " 1   date              210457 non-null  object \n",
            " 2   route_id          210457 non-null  int64  \n",
            " 3   vh_id             210457 non-null  int64  \n",
            " 4   route_nm          210457 non-null  object \n",
            " 5   now_latitude      210457 non-null  float64\n",
            " 6   now_longitude     210457 non-null  float64\n",
            " 7   now_station       210457 non-null  object \n",
            " 8   now_arrive_time   210457 non-null  int64  \n",
            " 9   distance          210457 non-null  float64\n",
            " 10  next_station      210457 non-null  object \n",
            " 11  next_latitude     210457 non-null  float64\n",
            " 12  next_longitude    210457 non-null  float64\n",
            " 13  next_arrive_time  210457 non-null  int64  \n",
            "dtypes: float64(5), int64(5), object(4)\n",
            "memory usage: 22.5+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "id": "Pbc6Y_rNl50R",
        "outputId": "936f41f7-fa5c-4bfe-fc00-1f5280f1b0b8"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   id        date   route_id    vh_id route_nm  now_latitude  now_longitude  \\\n",
              "0   0  2019-10-15  405136001  7997025    360-1     33.456267     126.551750   \n",
              "1   1  2019-10-15  405136001  7997025    360-1     33.457724     126.554014   \n",
              "2   2  2019-10-15  405136001  7997025    360-1     33.458783     126.557353   \n",
              "3   3  2019-10-15  405136001  7997025    360-1     33.479705     126.543811   \n",
              "4   4  2019-10-15  405136001  7997025    360-1     33.485662     126.494923   \n",
              "\n",
              "  now_station  now_arrive_time  distance     next_station  next_latitude  \\\n",
              "0     제주대학교입구                6     266.0             제대마을      33.457724   \n",
              "1        제대마을                6     333.0            제대아파트      33.458783   \n",
              "2       제대아파트                6     415.0            제주대학교      33.459893   \n",
              "3   남국원(아라방면)                6     578.0  제주여자중고등학교(아라방면)      33.484860   \n",
              "4         도호동                7     374.0              은남동      33.485822   \n",
              "\n",
              "   next_longitude  next_arrive_time  \n",
              "0      126.554014                24  \n",
              "1      126.557353                36  \n",
              "2      126.561624                40  \n",
              "3      126.542928                42  \n",
              "4      126.490897                64  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-24c7eaa7-9cb5-4ea4-a0e6-1cbd8cf91d29\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>date</th>\n",
              "      <th>route_id</th>\n",
              "      <th>vh_id</th>\n",
              "      <th>route_nm</th>\n",
              "      <th>now_latitude</th>\n",
              "      <th>now_longitude</th>\n",
              "      <th>now_station</th>\n",
              "      <th>now_arrive_time</th>\n",
              "      <th>distance</th>\n",
              "      <th>next_station</th>\n",
              "      <th>next_latitude</th>\n",
              "      <th>next_longitude</th>\n",
              "      <th>next_arrive_time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>2019-10-15</td>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "      <td>360-1</td>\n",
              "      <td>33.456267</td>\n",
              "      <td>126.551750</td>\n",
              "      <td>제주대학교입구</td>\n",
              "      <td>6</td>\n",
              "      <td>266.0</td>\n",
              "      <td>제대마을</td>\n",
              "      <td>33.457724</td>\n",
              "      <td>126.554014</td>\n",
              "      <td>24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2019-10-15</td>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "      <td>360-1</td>\n",
              "      <td>33.457724</td>\n",
              "      <td>126.554014</td>\n",
              "      <td>제대마을</td>\n",
              "      <td>6</td>\n",
              "      <td>333.0</td>\n",
              "      <td>제대아파트</td>\n",
              "      <td>33.458783</td>\n",
              "      <td>126.557353</td>\n",
              "      <td>36</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2019-10-15</td>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "      <td>360-1</td>\n",
              "      <td>33.458783</td>\n",
              "      <td>126.557353</td>\n",
              "      <td>제대아파트</td>\n",
              "      <td>6</td>\n",
              "      <td>415.0</td>\n",
              "      <td>제주대학교</td>\n",
              "      <td>33.459893</td>\n",
              "      <td>126.561624</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>2019-10-15</td>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "      <td>360-1</td>\n",
              "      <td>33.479705</td>\n",
              "      <td>126.543811</td>\n",
              "      <td>남국원(아라방면)</td>\n",
              "      <td>6</td>\n",
              "      <td>578.0</td>\n",
              "      <td>제주여자중고등학교(아라방면)</td>\n",
              "      <td>33.484860</td>\n",
              "      <td>126.542928</td>\n",
              "      <td>42</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>2019-10-15</td>\n",
              "      <td>405136001</td>\n",
              "      <td>7997025</td>\n",
              "      <td>360-1</td>\n",
              "      <td>33.485662</td>\n",
              "      <td>126.494923</td>\n",
              "      <td>도호동</td>\n",
              "      <td>7</td>\n",
              "      <td>374.0</td>\n",
              "      <td>은남동</td>\n",
              "      <td>33.485822</td>\n",
              "      <td>126.490897</td>\n",
              "      <td>64</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-24c7eaa7-9cb5-4ea4-a0e6-1cbd8cf91d29')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-24c7eaa7-9cb5-4ea4-a0e6-1cbd8cf91d29 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-24c7eaa7-9cb5-4ea4-a0e6-1cbd8cf91d29');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test['now_arrive_time'] = test['now_arrive_time'].str.slice(stop = -1).astype('int')"
      ],
      "metadata": {
        "id": "sxNLnhwKmK23"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VGBwlac2mUZ5",
        "outputId": "b692bda3-b0d1-4f68-83c0-0f72998b3b0f"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 91774 entries, 0 to 91773\n",
            "Data columns (total 13 columns):\n",
            " #   Column           Non-Null Count  Dtype  \n",
            "---  ------           --------------  -----  \n",
            " 0   id               91774 non-null  int64  \n",
            " 1   date             91774 non-null  object \n",
            " 2   route_id         91774 non-null  int64  \n",
            " 3   vh_id            91774 non-null  int64  \n",
            " 4   route_nm         91774 non-null  object \n",
            " 5   now_latitude     91774 non-null  float64\n",
            " 6   now_longitude    91774 non-null  float64\n",
            " 7   now_station      91774 non-null  object \n",
            " 8   now_arrive_time  91774 non-null  int64  \n",
            " 9   distance         91774 non-null  float64\n",
            " 10  next_station     91774 non-null  object \n",
            " 11  next_latitude    91774 non-null  float64\n",
            " 12  next_longitude   91774 non-null  float64\n",
            "dtypes: float64(5), int64(4), object(4)\n",
            "memory usage: 9.1+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "변수 선택 및 모델 구축\n",
        "===\n"
      ],
      "metadata": {
        "id": "5z3UH5IYqyGT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features = ['now_latitude', 'now_longitude', 'now_arrive_time', 'distance']\n",
        "target = ['next_arrive_time']\n",
        "x_train, x_test, y_train = train[features], test[features], train[target]  #xtrain과 ytrain을 토대로 모델 학습시키고 xtest로 성능 확인하기"
      ],
      "metadata": {
        "id": "mB6EhrQAmWcJ"
      },
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import RandomForestRegressor\n",
        "from sklearn.linear_model import LinearRegression"
      ],
      "metadata": {
        "id": "RZWIr9-lraMF"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_dict = {\n",
        "    'linear':LinearRegression(),\n",
        "    'rf':RandomForestRegressor(random_state=0, n_jobs=-1),\n",
        "    'lgbm':lgb.LGBMRegressor(random_state=0)\n",
        "}"
      ],
      "metadata": {
        "id": "8x8SJuGZsPqx"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model_dict"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E5_IhCBvskTx",
        "outputId": "929dcdc1-86b0-49bf-d42c-8affec5a45d5"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'linear': LinearRegression(),\n",
              " 'rf': RandomForestRegressor(n_jobs=-1, random_state=0),\n",
              " 'lgbm': LGBMRegressor(random_state=0)}"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_dict.keys()  #모델에 있는 키들 출력"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hHNwh772s_9c",
        "outputId": "1087dac8-aae7-43c8-c924-504f68d31cf6"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys(['linear', 'rf', 'lgbm'])"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_dict['linear']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "KF0ZcmbNtNG6",
        "outputId": "60ad1038-f220-4c89-ad81-e2e7611db152"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_result = {}\n",
        "for key in model_dict.keys():\n",
        "  print(\"훈련 중\")\n",
        "  model_dict[key].fit(x_train, y_train)\n",
        "  print(\"예측 중\")\n",
        "  model_result[key] = model_dict[key].predict(x_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d0fpJSMwtYJm",
        "outputId": "38181cd0-409c-4458-ffe1-795cb1d22d86"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "훈련 중\n",
            "예측 중\n",
            "훈련 중\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-54-89433e67b85d>:4: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
            "  model_dict[key].fit(x_train, y_train)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "예측 중\n",
            "훈련 중\n",
            "예측 중\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_result.keys()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g3FUYwIKtnfK",
        "outputId": "1c5dc819-52eb-4ec2-9f27-734855491603"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys(['linear', 'rf', 'lgbm'])"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model_result['lgbm']\n",
        "model_result['linear']\n",
        "model_result['rf']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XOr1S1oAuJXT",
        "outputId": "f52bf3dc-075a-48cc-c342-5b4bb3623ee9"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 35.36650507,  45.12237491, 135.88134374, ..., 126.37972036,\n",
              "        31.84467172,  88.46184286])"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#제출 위해 답안지에 옮겨 적기\n",
        "lr_sub = submission.copy()\n",
        "rf_sub = submission.copy()\n",
        "lgbm_sub = submission.copy()"
      ],
      "metadata": {
        "id": "uoLsC_r-ug03"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lr_sub['next_arrive_time'] = model_result['linear']\n",
        "rf_sub['next_arrive_time'] = model_result['rf']\n",
        "lgbm_sub['next_arrive_time'] = model_result['lgbm']"
      ],
      "metadata": {
        "id": "FiCQ6hGzuzdm"
      },
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        " lgbm_sub.head()  #값 답안지에 잘 들어감"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "FCG8DizAvHzF",
        "outputId": "33dbbcfe-6f77-4198-bdfc-65dea8891685"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       id  next_arrive_time\n",
              "0  210457         42.124006\n",
              "1  210458         60.248783\n",
              "2  210459        120.812412\n",
              "3  210460         61.146493\n",
              "4  210461        150.454103"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-df71bd36-3d98-4317-910f-9246d3c3207f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>id</th>\n",
              "      <th>next_arrive_time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>210457</td>\n",
              "      <td>42.124006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>210458</td>\n",
              "      <td>60.248783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>210459</td>\n",
              "      <td>120.812412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>210460</td>\n",
              "      <td>61.146493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>210461</td>\n",
              "      <td>150.454103</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-df71bd36-3d98-4317-910f-9246d3c3207f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-df71bd36-3d98-4317-910f-9246d3c3207f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-df71bd36-3d98-4317-910f-9246d3c3207f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "lr_sub.to_csv('lr_submit.csv', index = False)\n",
        "rf_sub.to_csv('rf_submit.csv', index = False)\n",
        "lgbm_sub.to_csv('lgbm_submit.csv', index = False)"
      ],
      "metadata": {
        "id": "QxXU1HThvTyH"
      },
      "execution_count": 66,
      "outputs": []
    }
  ]
}