tslearn_clustering.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/kinonotofu/29d6a392d149d22ebb8391cb9861f77f/tslearn_clustering.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Y-WxgYd_Tfl"
      },
      "source": [
        "[このコードの解説記事](https://zenn.dev/articles/a7cb8038bb2433)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yn5-mAa-hKAT"
      },
      "source": [
        "# k-means++\n",
        "通常のクラスタリングの例"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "tzeP-EeKkHqt",
        "outputId": "a9373588-d42d-4d43-8fe3-2ab7a5ecf15e"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.cluster import KMeans\n",
        "\n",
        "# データ生成\n",
        "np.random.seed(seed=42)\n",
        "x = np.random.rand(30)\n",
        "y = np.random.rand(30)\n",
        "\n",
        "# 5つのグループにクラスタリング\n",
        "n = 5\n",
        "cust_array = np.array([x.tolist(), y.tolist()]).T\n",
        "pred = KMeans(n_clusters=n).fit_predict(cust_array)\n",
        "for i in range(n):\n",
        "    plt.scatter(x[pred==i], y[pred==i])\n",
        "\n",
        "# from google.colab import files\n",
        "# png_filepath = './img.png'\n",
        "# plt.savefig(png_filepath)\n",
        "# files.download(png_filepath)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L2luZiS0cpI6"
      },
      "source": [
        "# tslearnのインストール"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WBjb4rwpczKE",
        "outputId": "868c0bf3-0b4b-453a-f93b-17b2db821673"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tslearn in /usr/local/lib/python3.7/dist-packages (0.5.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from tslearn) (1.19.5)\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from tslearn) (0.51.2)\n",
            "Requirement already satisfied: Cython in /usr/local/lib/python3.7/dist-packages (from tslearn) (0.29.24)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from tslearn) (1.0.1)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from tslearn) (1.4.1)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from tslearn) (1.1.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->tslearn) (57.4.0)\n",
            "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba->tslearn) (0.34.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->tslearn) (3.0.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install tslearn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-zjTILDjowJJ"
      },
      "source": [
        "# 気象データの用意"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HZKgdGtOom2X",
        "outputId": "50480750-a8e6-4015-f6a6-58aad8bd830f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2021-12-12 15:34:26--  https://energyplus-weather.s3.amazonaws.com/asia_wmo_region_2/JPN/JPN_Osaka.477710_IWEC/JPN_Osaka.477710_IWEC.epw\n",
            "Resolving energyplus-weather.s3.amazonaws.com (energyplus-weather.s3.amazonaws.com)... 52.217.64.140\n",
            "Connecting to energyplus-weather.s3.amazonaws.com (energyplus-weather.s3.amazonaws.com)|52.217.64.140|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1562797 (1.5M) [application/octet-stream]\n",
            "Saving to: ‘JPN_Osaka.477710_IWEC.epw.4’\n",
            "\n",
            "JPN_Osaka.477710_IW 100%[===================>]   1.49M  1.36MB/s    in 1.1s    \n",
            "\n",
            "2021-12-12 15:34:28 (1.36 MB/s) - ‘JPN_Osaka.477710_IWEC.epw.4’ saved [1562797/1562797]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://energyplus-weather.s3.amazonaws.com/asia_wmo_region_2/JPN/JPN_Osaka.477710_IWEC/JPN_Osaka.477710_IWEC.epw"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "UpVhXEn4paRG",
        "outputId": "63cce435-3e0f-43b5-c23f-f67afd7de2d7"
      },
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year(-)</th>\n",
              "      <th>Month(-)</th>\n",
              "      <th>Day(-)</th>\n",
              "      <th>Hour(-)</th>\n",
              "      <th>Minute(-)</th>\n",
              "      <th>Data Source and Uncertainty Flags(-)</th>\n",
              "      <th>Dry Bulb Temperature(degC)</th>\n",
              "      <th>Dew Point Temperature(degC)</th>\n",
              "      <th>Relative Humidity(%)</th>\n",
              "      <th>Atmospheric Station Pressure(Pa)</th>\n",
              "      <th>Extraterrestrial Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Extraterrestrial Direct Normal Radiation(Wh/m2)</th>\n",
              "      <th>Horizontal Infrared Radiation from Sky(Wh/m2)</th>\n",
              "      <th>Global Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Direct Normal Radiation(Wh/m2)</th>\n",
              "      <th>Diffuse Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Global Horizontal Illuminance(lx)</th>\n",
              "      <th>Direct Normal Illuminance(lx)</th>\n",
              "      <th>Diffuse Horizontal Illiminance(lx)</th>\n",
              "      <th>Zenith Luminance(cd/m2)</th>\n",
              "      <th>Wind Direction(deg)</th>\n",
              "      <th>Wind Speed(m/s)</th>\n",
              "      <th>Total Sky Cover(0-10)</th>\n",
              "      <th>Opaque Sky Cover(-)</th>\n",
              "      <th>Visibility(km)</th>\n",
              "      <th>Ceiling Height(m)</th>\n",
              "      <th>Present Weather Observation(-)</th>\n",
              "      <th>Present Weather Code(-)</th>\n",
              "      <th>Precipitable Water</th>\n",
              "      <th>Aerosol Optical Depth(-)</th>\n",
              "      <th>Snow Depth</th>\n",
              "      <th>Days Since Last Snowfall day(day)</th>\n",
              "      <th>Albedo(-)</th>\n",
              "      <th>liquid precipitation depth(mm)</th>\n",
              "      <th>liquid Precipitation quantity(h)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1994</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>60</td>\n",
              "      <td>C9C9C9*0*0?9?9?9?9?9?9?9*0B8B8*0B8*0*0E8*0*0</td>\n",
              "      <td>3.5</td>\n",
              "      <td>-3.2</td>\n",
              "      <td>60</td>\n",
              "      <td>101145</td>\n",
              "      <td>0</td>\n",
              "      <td>1415</td>\n",
              "      <td>274</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>180</td>\n",
              "      <td>2.8</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>11.3</td>\n",
              "      <td>77777</td>\n",
              "      <td>9</td>\n",
              "      <td>999999999</td>\n",
              "      <td>0</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0</td>\n",
              "      <td>88</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1994</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>60</td>\n",
              "      <td>C9C9C9*0*0?9?9?9?9?9?9?9*0B8B8*0B8*0*0E8*0*0</td>\n",
              "      <td>3.9</td>\n",
              "      <td>-3.0</td>\n",
              "      <td>59</td>\n",
              "      <td>101145</td>\n",
              "      <td>0</td>\n",
              "      <td>1415</td>\n",
              "      <td>276</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>180</td>\n",
              "      <td>3.4</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>11.3</td>\n",
              "      <td>77777</td>\n",
              "      <td>9</td>\n",
              "      <td>999999999</td>\n",
              "      <td>0</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0</td>\n",
              "      <td>88</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1994</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>60</td>\n",
              "      <td>C9C9C9*0*0?9?9?9?9?9?9?9A7A7E8*0A7A7*0E8*0*0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>-2.8</td>\n",
              "      <td>59</td>\n",
              "      <td>101145</td>\n",
              "      <td>0</td>\n",
              "      <td>1415</td>\n",
              "      <td>276</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>320</td>\n",
              "      <td>4.1</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>11.3</td>\n",
              "      <td>1350</td>\n",
              "      <td>9</td>\n",
              "      <td>999999999</td>\n",
              "      <td>0</td>\n",
              "      <td>0.118</td>\n",
              "      <td>0</td>\n",
              "      <td>88</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Year(-)  Month(-)  Day(-)  Hour(-)  Minute(-)  \\\n",
              "0     1994         1       1        1         60   \n",
              "1     1994         1       1        2         60   \n",
              "2     1994         1       1        3         60   \n",
              "\n",
              "           Data Source and Uncertainty Flags(-)  Dry Bulb Temperature(degC)  \\\n",
              "0  C9C9C9*0*0?9?9?9?9?9?9?9*0B8B8*0B8*0*0E8*0*0                         3.5   \n",
              "1  C9C9C9*0*0?9?9?9?9?9?9?9*0B8B8*0B8*0*0E8*0*0                         3.9   \n",
              "2  C9C9C9*0*0?9?9?9?9?9?9?9A7A7E8*0A7A7*0E8*0*0                         4.0   \n",
              "\n",
              "   Dew Point Temperature(degC)  Relative Humidity(%)  \\\n",
              "0                         -3.2                    60   \n",
              "1                         -3.0                    59   \n",
              "2                         -2.8                    59   \n",
              "\n",
              "   Atmospheric Station Pressure(Pa)  \\\n",
              "0                            101145   \n",
              "1                            101145   \n",
              "2                            101145   \n",
              "\n",
              "   Extraterrestrial Horizontal Radiation(Wh/m2)  \\\n",
              "0                                             0   \n",
              "1                                             0   \n",
              "2                                             0   \n",
              "\n",
              "   Extraterrestrial Direct Normal Radiation(Wh/m2)  \\\n",
              "0                                             1415   \n",
              "1                                             1415   \n",
              "2                                             1415   \n",
              "\n",
              "   Horizontal Infrared Radiation from Sky(Wh/m2)  \\\n",
              "0                                            274   \n",
              "1                                            276   \n",
              "2                                            276   \n",
              "\n",
              "   Global Horizontal Radiation(Wh/m2)  Direct Normal Radiation(Wh/m2)  \\\n",
              "0                                   0                               0   \n",
              "1                                   0                               0   \n",
              "2                                   0                               0   \n",
              "\n",
              "   Diffuse Horizontal Radiation(Wh/m2)  Global Horizontal Illuminance(lx)  \\\n",
              "0                                    0                                  0   \n",
              "1                                    0                                  0   \n",
              "2                                    0                                  0   \n",
              "\n",
              "   Direct Normal Illuminance(lx)  Diffuse Horizontal Illiminance(lx)  \\\n",
              "0                              0                                   0   \n",
              "1                              0                                   0   \n",
              "2                              0                                   0   \n",
              "\n",
              "   Zenith Luminance(cd/m2)  Wind Direction(deg)  Wind Speed(m/s)  \\\n",
              "0                        0                  180              2.8   \n",
              "1                        0                  180              3.4   \n",
              "2                        0                  320              4.1   \n",
              "\n",
              "   Total Sky Cover(0-10)  Opaque Sky Cover(-)  Visibility(km)  \\\n",
              "0                      9                    5            11.3   \n",
              "1                      9                    5            11.3   \n",
              "2                      9                    5            11.3   \n",
              "\n",
              "   Ceiling Height(m)  Present Weather Observation(-)  Present Weather Code(-)  \\\n",
              "0              77777                               9                999999999   \n",
              "1              77777                               9                999999999   \n",
              "2               1350                               9                999999999   \n",
              "\n",
              "   Precipitable Water  Aerosol Optical Depth(-)  Snow Depth  \\\n",
              "0                   0                     0.118           0   \n",
              "1                   0                     0.118           0   \n",
              "2                   0                     0.118           0   \n",
              "\n",
              "   Days Since Last Snowfall day(day)  Albedo(-)  \\\n",
              "0                                 88        0.0   \n",
              "1                                 88        0.0   \n",
              "2                                 88        0.0   \n",
              "\n",
              "   liquid precipitation depth(mm)  liquid Precipitation quantity(h)  \n",
              "0                             0.0                               0.0  \n",
              "1                             0.0                               0.0  \n",
              "2                             0.0                               0.0  "
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 8760 entries, 0 to 8759\n",
            "Data columns (total 35 columns):\n",
            " #   Column                                           Non-Null Count  Dtype  \n",
            "---  ------                                           --------------  -----  \n",
            " 0   Year(-)                                          8760 non-null   int64  \n",
            " 1   Month(-)                                         8760 non-null   int64  \n",
            " 2   Day(-)                                           8760 non-null   int64  \n",
            " 3   Hour(-)                                          8760 non-null   int64  \n",
            " 4   Minute(-)                                        8760 non-null   int64  \n",
            " 5   Data Source and Uncertainty Flags(-)             8760 non-null   object \n",
            " 6   Dry Bulb Temperature(degC)                       8760 non-null   float64\n",
            " 7   Dew Point Temperature(degC)                      8760 non-null   float64\n",
            " 8   Relative Humidity(%)                             8760 non-null   int64  \n",
            " 9   Atmospheric Station Pressure(Pa)                 8760 non-null   int64  \n",
            " 10  Extraterrestrial Horizontal Radiation(Wh/m2)     8760 non-null   int64  \n",
            " 11  Extraterrestrial Direct Normal Radiation(Wh/m2)  8760 non-null   int64  \n",
            " 12  Horizontal Infrared Radiation from Sky(Wh/m2)    8760 non-null   int64  \n",
            " 13  Global Horizontal Radiation(Wh/m2)               8760 non-null   int64  \n",
            " 14  Direct Normal Radiation(Wh/m2)                   8760 non-null   int64  \n",
            " 15  Diffuse Horizontal Radiation(Wh/m2)              8760 non-null   int64  \n",
            " 16  Global Horizontal Illuminance(lx)                8760 non-null   int64  \n",
            " 17  Direct Normal Illuminance(lx)                    8760 non-null   int64  \n",
            " 18  Diffuse Horizontal Illiminance(lx)               8760 non-null   int64  \n",
            " 19  Zenith Luminance(cd/m2)                          8760 non-null   int64  \n",
            " 20  Wind Direction(deg)                              8760 non-null   int64  \n",
            " 21  Wind Speed(m/s)                                  8760 non-null   float64\n",
            " 22  Total Sky Cover(0-10)                            8760 non-null   int64  \n",
            " 23  Opaque Sky Cover(-)                              8760 non-null   int64  \n",
            " 24  Visibility(km)                                   8760 non-null   float64\n",
            " 25  Ceiling Height(m)                                8760 non-null   int64  \n",
            " 26  Present Weather Observation(-)                   8760 non-null   int64  \n",
            " 27  Present Weather Code(-)                          8760 non-null   int64  \n",
            " 28  Precipitable Water                               8760 non-null   int64  \n",
            " 29  Aerosol Optical Depth(-)                         8760 non-null   float64\n",
            " 30  Snow Depth                                       8760 non-null   int64  \n",
            " 31  Days Since Last Snowfall day(day)                8760 non-null   int64  \n",
            " 32  Albedo(-)                                        8760 non-null   float64\n",
            " 33  liquid precipitation depth(mm)                   8760 non-null   float64\n",
            " 34  liquid Precipitation quantity(h)                 8760 non-null   float64\n",
            "dtypes: float64(8), int64(26), object(1)\n",
            "memory usage: 2.3+ MB\n",
            "None\n"
          ]
        },
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year(-)</th>\n",
              "      <th>Month(-)</th>\n",
              "      <th>Day(-)</th>\n",
              "      <th>Hour(-)</th>\n",
              "      <th>Minute(-)</th>\n",
              "      <th>Dry Bulb Temperature(degC)</th>\n",
              "      <th>Dew Point Temperature(degC)</th>\n",
              "      <th>Relative Humidity(%)</th>\n",
              "      <th>Atmospheric Station Pressure(Pa)</th>\n",
              "      <th>Extraterrestrial Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Extraterrestrial Direct Normal Radiation(Wh/m2)</th>\n",
              "      <th>Horizontal Infrared Radiation from Sky(Wh/m2)</th>\n",
              "      <th>Global Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Direct Normal Radiation(Wh/m2)</th>\n",
              "      <th>Diffuse Horizontal Radiation(Wh/m2)</th>\n",
              "      <th>Global Horizontal Illuminance(lx)</th>\n",
              "      <th>Direct Normal Illuminance(lx)</th>\n",
              "      <th>Diffuse Horizontal Illiminance(lx)</th>\n",
              "      <th>Zenith Luminance(cd/m2)</th>\n",
              "      <th>Wind Direction(deg)</th>\n",
              "      <th>Wind Speed(m/s)</th>\n",
              "      <th>Total Sky Cover(0-10)</th>\n",
              "      <th>Opaque Sky Cover(-)</th>\n",
              "      <th>Visibility(km)</th>\n",
              "      <th>Ceiling Height(m)</th>\n",
              "      <th>Present Weather Observation(-)</th>\n",
              "      <th>Present Weather Code(-)</th>\n",
              "      <th>Precipitable Water</th>\n",
              "      <th>Aerosol Optical Depth(-)</th>\n",
              "      <th>Snow Depth</th>\n",
              "      <th>Days Since Last Snowfall day(day)</th>\n",
              "      <th>Albedo(-)</th>\n",
              "      <th>liquid precipitation depth(mm)</th>\n",
              "      <th>liquid Precipitation quantity(h)</th>\n",
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              "      <th>count</th>\n",
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              "      <td>8760.000000</td>\n",
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              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8.760000e+03</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.000000</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>8760.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>1990.660274</td>\n",
              "      <td>6.526027</td>\n",
              "      <td>15.720548</td>\n",
              "      <td>12.500000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>15.860936</td>\n",
              "      <td>9.306929</td>\n",
              "      <td>66.541553</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>350.036644</td>\n",
              "      <td>1367.183562</td>\n",
              "      <td>343.585388</td>\n",
              "      <td>162.123744</td>\n",
              "      <td>127.577169</td>\n",
              "      <td>81.069749</td>\n",
              "      <td>17842.831050</td>\n",
              "      <td>12192.100457</td>\n",
              "      <td>9956.986301</td>\n",
              "      <td>3012.430365</td>\n",
              "      <td>227.795662</td>\n",
              "      <td>2.968208</td>\n",
              "      <td>6.252169</td>\n",
              "      <td>5.0</td>\n",
              "      <td>10.415639</td>\n",
              "      <td>11800.783562</td>\n",
              "      <td>7.502055</td>\n",
              "      <td>9.904206e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.171890</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>3.696145</td>\n",
              "      <td>3.448048</td>\n",
              "      <td>8.796749</td>\n",
              "      <td>6.922582</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.019406</td>\n",
              "      <td>9.425612</td>\n",
              "      <td>16.148659</td>\n",
              "      <td>0.0</td>\n",
              "      <td>432.155230</td>\n",
              "      <td>33.126839</td>\n",
              "      <td>52.586679</td>\n",
              "      <td>244.546368</td>\n",
              "      <td>247.858879</td>\n",
              "      <td>113.231362</td>\n",
              "      <td>26714.491804</td>\n",
              "      <td>24597.411941</td>\n",
              "      <td>13603.391770</td>\n",
              "      <td>5100.827225</td>\n",
              "      <td>114.903840</td>\n",
              "      <td>1.741017</td>\n",
              "      <td>3.365710</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.787121</td>\n",
              "      <td>9586.236865</td>\n",
              "      <td>3.352454</td>\n",
              "      <td>4.566417e+07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.042832</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1984.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>-3.000000</td>\n",
              "      <td>-13.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1321.000000</td>\n",
              "      <td>245.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>60.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.400000e+08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.106000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>1987.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>6.750000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>55.000000</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1334.000000</td>\n",
              "      <td>295.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>1.500000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9.900000</td>\n",
              "      <td>2100.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.125000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1990.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>16.000000</td>\n",
              "      <td>12.500000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>16.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>68.000000</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>41.000000</td>\n",
              "      <td>1367.000000</td>\n",
              "      <td>343.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>600.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>600.000000</td>\n",
              "      <td>195.000000</td>\n",
              "      <td>270.000000</td>\n",
              "      <td>2.600000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>11.200000</td>\n",
              "      <td>9000.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.181000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1994.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>23.000000</td>\n",
              "      <td>18.250000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>23.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>79.000000</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>720.000000</td>\n",
              "      <td>1400.000000</td>\n",
              "      <td>389.000000</td>\n",
              "      <td>274.250000</td>\n",
              "      <td>85.250000</td>\n",
              "      <td>136.000000</td>\n",
              "      <td>30600.000000</td>\n",
              "      <td>7300.000000</td>\n",
              "      <td>17800.000000</td>\n",
              "      <td>3990.000000</td>\n",
              "      <td>320.000000</td>\n",
              "      <td>4.100000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>11.300000</td>\n",
              "      <td>22000.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.207000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1996.000000</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>31.000000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>60.0</td>\n",
              "      <td>36.000000</td>\n",
              "      <td>27.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>101145.0</td>\n",
              "      <td>1287.000000</td>\n",
              "      <td>1415.000000</td>\n",
              "      <td>466.000000</td>\n",
              "      <td>1006.000000</td>\n",
              "      <td>934.000000</td>\n",
              "      <td>584.000000</td>\n",
              "      <td>110800.000000</td>\n",
              "      <td>95600.000000</td>\n",
              "      <td>67000.000000</td>\n",
              "      <td>40810.000000</td>\n",
              "      <td>360.000000</td>\n",
              "      <td>15.400000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.500000</td>\n",
              "      <td>77777.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000e+09</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.255000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           Year(-)     Month(-)       Day(-)      Hour(-)  Minute(-)  \\\n",
              "count  8760.000000  8760.000000  8760.000000  8760.000000     8760.0   \n",
              "mean   1990.660274     6.526027    15.720548    12.500000       60.0   \n",
              "std       3.696145     3.448048     8.796749     6.922582        0.0   \n",
              "min    1984.000000     1.000000     1.000000     1.000000       60.0   \n",
              "25%    1987.000000     4.000000     8.000000     6.750000       60.0   \n",
              "50%    1990.000000     7.000000    16.000000    12.500000       60.0   \n",
              "75%    1994.000000    10.000000    23.000000    18.250000       60.0   \n",
              "max    1996.000000    12.000000    31.000000    24.000000       60.0   \n",
              "\n",
              "       Dry Bulb Temperature(degC)  Dew Point Temperature(degC)  \\\n",
              "count                 8760.000000                  8760.000000   \n",
              "mean                    15.860936                     9.306929   \n",
              "std                      9.019406                     9.425612   \n",
              "min                     -3.000000                   -13.000000   \n",
              "25%                      8.000000                     1.000000   \n",
              "50%                     16.000000                     9.000000   \n",
              "75%                     23.000000                    18.000000   \n",
              "max                     36.000000                    27.000000   \n",
              "\n",
              "       Relative Humidity(%)  Atmospheric Station Pressure(Pa)  \\\n",
              "count           8760.000000                            8760.0   \n",
              "mean              66.541553                          101145.0   \n",
              "std               16.148659                               0.0   \n",
              "min               14.000000                          101145.0   \n",
              "25%               55.000000                          101145.0   \n",
              "50%               68.000000                          101145.0   \n",
              "75%               79.000000                          101145.0   \n",
              "max              100.000000                          101145.0   \n",
              "\n",
              "       Extraterrestrial Horizontal Radiation(Wh/m2)  \\\n",
              "count                                   8760.000000   \n",
              "mean                                     350.036644   \n",
              "std                                      432.155230   \n",
              "min                                        0.000000   \n",
              "25%                                        0.000000   \n",
              "50%                                       41.000000   \n",
              "75%                                      720.000000   \n",
              "max                                     1287.000000   \n",
              "\n",
              "       Extraterrestrial Direct Normal Radiation(Wh/m2)  \\\n",
              "count                                      8760.000000   \n",
              "mean                                       1367.183562   \n",
              "std                                          33.126839   \n",
              "min                                        1321.000000   \n",
              "25%                                        1334.000000   \n",
              "50%                                        1367.000000   \n",
              "75%                                        1400.000000   \n",
              "max                                        1415.000000   \n",
              "\n",
              "       Horizontal Infrared Radiation from Sky(Wh/m2)  \\\n",
              "count                                    8760.000000   \n",
              "mean                                      343.585388   \n",
              "std                                        52.586679   \n",
              "min                                       245.000000   \n",
              "25%                                       295.000000   \n",
              "50%                                       343.000000   \n",
              "75%                                       389.000000   \n",
              "max                                       466.000000   \n",
              "\n",
              "       Global Horizontal Radiation(Wh/m2)  Direct Normal Radiation(Wh/m2)  \\\n",
              "count                         8760.000000                     8760.000000   \n",
              "mean                           162.123744                      127.577169   \n",
              "std                            244.546368                      247.858879   \n",
              "min                              0.000000                        0.000000   \n",
              "25%                              0.000000                        0.000000   \n",
              "50%                              5.000000                        0.000000   \n",
              "75%                            274.250000                       85.250000   \n",
              "max                           1006.000000                      934.000000   \n",
              "\n",
              "       Diffuse Horizontal Radiation(Wh/m2)  Global Horizontal Illuminance(lx)  \\\n",
              "count                          8760.000000                        8760.000000   \n",
              "mean                             81.069749                       17842.831050   \n",
              "std                             113.231362                       26714.491804   \n",
              "min                               0.000000                           0.000000   \n",
              "25%                               0.000000                           0.000000   \n",
              "50%                               5.000000                         600.000000   \n",
              "75%                             136.000000                       30600.000000   \n",
              "max                             584.000000                      110800.000000   \n",
              "\n",
              "       Direct Normal Illuminance(lx)  Diffuse Horizontal Illiminance(lx)  \\\n",
              "count                    8760.000000                         8760.000000   \n",
              "mean                    12192.100457                         9956.986301   \n",
              "std                     24597.411941                        13603.391770   \n",
              "min                         0.000000                            0.000000   \n",
              "25%                         0.000000                            0.000000   \n",
              "50%                         0.000000                          600.000000   \n",
              "75%                      7300.000000                        17800.000000   \n",
              "max                     95600.000000                        67000.000000   \n",
              "\n",
              "       Zenith Luminance(cd/m2)  Wind Direction(deg)  Wind Speed(m/s)  \\\n",
              "count              8760.000000          8760.000000      8760.000000   \n",
              "mean               3012.430365           227.795662         2.968208   \n",
              "std                5100.827225           114.903840         1.741017   \n",
              "min                   0.000000             0.000000         0.000000   \n",
              "25%                   0.000000           100.000000         1.500000   \n",
              "50%                 195.000000           270.000000         2.600000   \n",
              "75%                3990.000000           320.000000         4.100000   \n",
              "max               40810.000000           360.000000        15.400000   \n",
              "\n",
              "       Total Sky Cover(0-10)  Opaque Sky Cover(-)  Visibility(km)  \\\n",
              "count            8760.000000               8760.0     8760.000000   \n",
              "mean                6.252169                  5.0       10.415639   \n",
              "std                 3.365710                  0.0        1.787121   \n",
              "min                 0.000000                  5.0        0.800000   \n",
              "25%                 3.000000                  5.0        9.900000   \n",
              "50%                 8.000000                  5.0       11.200000   \n",
              "75%                 9.000000                  5.0       11.300000   \n",
              "max                10.000000                  5.0       12.500000   \n",
              "\n",
              "       Ceiling Height(m)  Present Weather Observation(-)  \\\n",
              "count        8760.000000                     8760.000000   \n",
              "mean        11800.783562                        7.502055   \n",
              "std          9586.236865                        3.352454   \n",
              "min            60.000000                        0.000000   \n",
              "25%          2100.000000                        9.000000   \n",
              "50%          9000.000000                        9.000000   \n",
              "75%         22000.000000                        9.000000   \n",
              "max         77777.000000                        9.000000   \n",
              "\n",
              "       Present Weather Code(-)  Precipitable Water  Aerosol Optical Depth(-)  \\\n",
              "count             8.760000e+03              8760.0               8760.000000   \n",
              "mean              9.904206e+08                 0.0                  0.171890   \n",
              "std               4.566417e+07                 0.0                  0.042832   \n",
              "min               1.400000e+08                 0.0                  0.106000   \n",
              "25%               1.000000e+09                 0.0                  0.125000   \n",
              "50%               1.000000e+09                 0.0                  0.181000   \n",
              "75%               1.000000e+09                 0.0                  0.207000   \n",
              "max               1.000000e+09                 0.0                  0.255000   \n",
              "\n",
              "       Snow Depth  Days Since Last Snowfall day(day)  Albedo(-)  \\\n",
              "count      8760.0                             8760.0     8760.0   \n",
              "mean          0.0                               88.0        0.0   \n",
              "std           0.0                                0.0        0.0   \n",
              "min           0.0                               88.0        0.0   \n",
              "25%           0.0                               88.0        0.0   \n",
              "50%           0.0                               88.0        0.0   \n",
              "75%           0.0                               88.0        0.0   \n",
              "max           0.0                               88.0        0.0   \n",
              "\n",
              "       liquid precipitation depth(mm)  liquid Precipitation quantity(h)  \n",
              "count                          8760.0                            8760.0  \n",
              "mean                              0.0                               0.0  \n",
              "std                               0.0                               0.0  \n",
              "min                               0.0                               0.0  \n",
              "25%                               0.0                               0.0  \n",
              "50%                               0.0                               0.0  \n",
              "75%                               0.0                               0.0  \n",
              "max                               0.0                               0.0  "
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "pd.set_option('display.max_columns', 35)\n",
        "\n",
        "epwfile = \"./JPN_Osaka.477710_IWEC.epw\"\n",
        "labels = [\"Year(-)\",\"Month(-)\",\"Day(-)\",\"Hour(-)\",\"Minute(-)\",\"Data Source and Uncertainty Flags(-)\",\n",
        "          \"Dry Bulb Temperature(degC)\",\"Dew Point Temperature(degC)\",\"Relative Humidity(%)\",\n",
        "          \"Atmospheric Station Pressure(Pa)\",\"Extraterrestrial Horizontal Radiation(Wh/m2)\",\n",
        "          \"Extraterrestrial Direct Normal Radiation(Wh/m2)\",\"Horizontal Infrared Radiation from Sky(Wh/m2)\",\n",
        "          \"Global Horizontal Radiation(Wh/m2)\",\"Direct Normal Radiation(Wh/m2)\",\n",
        "          \"Diffuse Horizontal Radiation(Wh/m2)\",\"Global Horizontal Illuminance(lx)\",\n",
        "          \"Direct Normal Illuminance(lx)\",\"Diffuse Horizontal Illiminance(lx)\",\"Zenith Luminance(cd/m2)\",\n",
        "          \"Wind Direction(deg)\",\"Wind Speed(m/s)\",\"Total Sky Cover(0-10)\",\"Opaque Sky Cover(-)\",\n",
        "          \"Visibility(km)\",\"Ceiling Height(m)\",\"Present Weather Observation(-)\",\"Present Weather Code(-)\",\n",
        "          \"Precipitable Water\",\"Aerosol Optical Depth(-)\",\"Snow Depth\",\n",
        "          \"Days Since Last Snowfall day(day)\",\"Albedo(-)\",\"liquid precipitation depth(mm)\",\n",
        "          \"liquid Precipitation quantity(h)\"]\n",
        "df_epw = pd.read_csv(epwfile, header=7, names=labels)\n",
        "\n",
        "# データチェック\n",
        "display(df_epw.head(3))\n",
        "print(df_epw.info())\n",
        "df_epw.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6hUWYA3DfhWr",
        "outputId": "f0e5065a-4864-42b2-fac4-3c0bab0ceba3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 12 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 乾球温度データを週別に表示\n",
        "import datetime\n",
        "\n",
        "fig, axes = plt.subplots(12, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(12):\n",
        "    data = df_epw[df_epw['Month(-)']==i+1]['Dry Bulb Temperature(degC)'].values\n",
        "    begin = 0\n",
        "    end = 24*7 - 1\n",
        "    ax = axes[i]\n",
        "    while begin < data.size - 1:\n",
        "        ax.plot(data[begin:end])\n",
        "        ax.set_ylim(-5, 40)\n",
        "        ax.text(-5, 30, datetime.datetime(2021, i+1, 1).strftime('%b'))\n",
        "        begin = end + 1\n",
        "        end = min(end+24*7, data.size-1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TURjAKgFdnli",
        "outputId": "ee9bc55b-66f9-437d-d3c4-f574441edf4c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dry Bulb Temperature(degC):(31, 24, 1)\n"
          ]
        }
      ],
      "source": [
        "# 乾球温度を取り出してtslernの形式に変換\n",
        "import calendar\n",
        "\n",
        "month = 12\n",
        "daynum = calendar.monthrange(2021, month)[1]\n",
        "db = np.reshape(df_epw[df_epw['Month(-)']==month]['Dry Bulb Temperature(degC)'].values, (daynum, 24, 1))\n",
        "print(f\"Dry Bulb Temperature(degC):{db.shape}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FmKvNxtrZ6UD"
      },
      "source": [
        "# クラスタリングの前処理"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5CsxKHSJToEl",
        "outputId": "f98fa75c-4732-4953-b405-0670ab24c758"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "19.0 -3.0\n",
            "2.4140393963016744 -2.083022575693182\n"
          ]
        }
      ],
      "source": [
        "from tslearn.preprocessing import TimeSeriesScalerMeanVariance\n",
        "\n",
        "# クラスタリングするデータ\n",
        "data = db   \n",
        "print(np.max(data),np.min(data))\n",
        "\n",
        "# 前処理として標準化を行う\n",
        "nm_data = TimeSeriesScalerMeanVariance().fit_transform(data)\n",
        "print(np.max(nm_data),np.min(nm_data))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "kaNqEK9PV2kv"
      },
      "outputs": [],
      "source": [
        "# クラスタ数\n",
        "n = 3\n",
        "\n",
        "# 元データのプロットレンジ\n",
        "ymax = 20\n",
        "ymin = -5\n",
        "\n",
        "# 標準化データのプロットレンジ\n",
        "nm_ymax = 2.5\n",
        "nm_ymin = -2.5"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QeggUPNQcrLy"
      },
      "source": [
        "# TimeSeriesKMeans\n",
        "\n",
        "https://tslearn.readthedocs.io/en/stable/gen_modules/clustering/tslearn.clustering.TimeSeriesKMeans.html#tslearn.clustering.TimeSeriesKMeans"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_q1ns3E9Rl-E"
      },
      "source": [
        "## euclidean"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Ay4YI_SBcrsO",
        "outputId": "028f0a40-16d4-4fe5-a1ad-c46431b33571"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "from tslearn.clustering import TimeSeriesKMeans\n",
        "\n",
        "km_euclidean = TimeSeriesKMeans(n_clusters=n, random_state=42, metric=\"euclidean\")\n",
        "labels_euclidean = km_euclidean.fit_predict(nm_data)\n",
        "\n",
        "# 標準化したデータのプロット\n",
        "fig, axes = plt.subplots(n, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(n):\n",
        "    ax = axes[i]\n",
        "    # データのプロット\n",
        "    for xx in nm_data[labels_euclidean == i]:\n",
        "        ax.plot(xx.ravel(), \"k-\", alpha=.2)\n",
        "    # 重心のプロット\n",
        "    ax.plot(km_euclidean.cluster_centers_[i].ravel(), \"r-\")\n",
        "    # 軸の設定とテキストの表示\n",
        "    ax.set_xlim(0, 24)\n",
        "    ax.set_ylim(nm_ymin, nm_ymax)\n",
        "    datanum = np.count_nonzero(labels_euclidean == i)\n",
        "    ax.text(0.5, (nm_ymax*0.9+nm_ymin*0.1), f'Cluster {(i + 1)} : n = {datanum}')\n",
        "    if i == 0:\n",
        "        ax.set_title(\"Euclidean k-means (z-score normalization)\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "b6BqLSJ5RANZ",
        "outputId": "ba3151c8-0186-49d0-a5a2-370645fdc1db"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 元データのプロット\n",
        "fig, axes = plt.subplots(n, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(n):\n",
        "    ax = axes[i]\n",
        "    # データのプロット\n",
        "    for xx in data[labels_euclidean == i]:\n",
        "        ax.plot(xx.ravel(), \"k-\", alpha=.2)\n",
        "    # 軸の設定とテキストの表示\n",
        "    ax.set_xlim(0, 24)\n",
        "    ax.set_ylim(ymin, ymax)\n",
        "    datanum = np.count_nonzero(labels_euclidean == i)\n",
        "    ax.text(0.5, (ymax*0.9+ymin*0.1), f'Cluster {(i + 1)} : n = {datanum}')\n",
        "    if i == 0:\n",
        "        ax.set_title(\"Euclidean k-means\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tKly8s5eRnDy"
      },
      "source": [
        "## DTW"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "sunke5QFgj8E",
        "outputId": "62781709-370d-43cd-94a9-6eb471bceb1f"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "km_dtw = TimeSeriesKMeans(n_clusters=n, random_state=42, metric=\"dtw\")\n",
        "labels_dtw = km_dtw.fit_predict(nm_data)\n",
        "\n",
        "fig, axes = plt.subplots(n, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(n):\n",
        "    ax = axes[i]\n",
        "    # データのプロット\n",
        "    for xx in nm_data[labels_dtw == i]:\n",
        "        ax.plot(xx.ravel(), \"k-\", alpha=.2)\n",
        "    # 重心のプロット\n",
        "    ax.plot(km_dtw.cluster_centers_[i].ravel(), \"r-\")\n",
        "    # 軸の設定とテキストの表示\n",
        "    ax.set_xlim(0, 24)\n",
        "    ax.set_ylim(nm_ymin, nm_ymax)\n",
        "    datanum = np.count_nonzero(labels_dtw == i)\n",
        "    ax.text(0.5, (nm_ymax*0.9+nm_ymin*0.1), f'Cluster {(i + 1)} : n = {datanum}')\n",
        "    if i == 0:\n",
        "        ax.set_title(\"DTW k-means (z-score normalization) (z-score normalization)\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "zRRbsDQBWrHi",
        "outputId": "0b939076-04fc-4b9e-cea8-327ebf7f9bb8"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 元データのプロット\n",
        "fig, axes = plt.subplots(n, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(n):\n",
        "    ax = axes[i]\n",
        "    # データのプロット\n",
        "    for xx in data[labels_dtw == i]:\n",
        "        ax.plot(xx.ravel(), \"k-\", alpha=.2)\n",
        "    # 軸の設定とテキストの表示\n",
        "    ax.set_xlim(0, 24)\n",
        "    ax.set_ylim(ymin, ymax)\n",
        "    datanum = np.count_nonzero(labels_dtw == i)\n",
        "    ax.text(0.5, (ymax*0.9+ymin*0.1), f'Cluster {(i + 1)} : n = {datanum}')\n",
        "    if i == 0:\n",
        "        ax.set_title(\"DTW k-means\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i2EFmdUcRoRw"
      },
      "source": [
        "## soft-DTW"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "hxkxllNugkdo",
        "outputId": "140f6c4b-385e-4ec1-dd4c-2e1851b7e465"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 576x1296 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "km_softdtw = TimeSeriesKMeans(n_clusters=n, random_state=42, metric=\"softdtw\",\n",
        "                              metric_params={\"gamma\": .8})\n",
        "labels_softdtw = km_softdtw.fit_predict(nm_data)\n",
        "\n",
        "fig, axes = plt.subplots(n, figsize=(8.0, 18.0))\n",
        "plt.subplots_adjust(hspace=0.5)\n",
        "for i in range(n):\n",
        "    ax = axes[i]\n",
        "    # データのプロット\n",
        "    for xx in nm_data[labels_softdtw == i]:\n",
        "        ax.plot(xx.ravel(), \"k-\", alpha=.2)\n",
        "    # 重心のプロット\n",
        "    ax.plot(km_softdtw.cluster_centers_[i].ravel(), \"r-\")\n",
        "    # 軸の設定とテキストの表示\n",
        "    ax.set_xlim(0, 24)\n",
        "    ax.set_ylim(nm_ymin, nm_ymax)\n",
        "    datanum = np.count_nonzero(labels_softdtw == i)\n",
        "    ax.text(0.5, (nm_ymax*0.9+nm_ymin*0.1), f'Cluster {(i + 1)} : n = {datanum}')\n",
        "    if i == 0:\n",
        "        ax.set_title(\"soft-DTW k-means (z-score normalization) (z-score normalization)\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "gWdknS8cWuPR",
        "outputId": "fcda270d-88e5-40c2-a077-e3ffb5bc1ead"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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