03_Correlation-Analysis.ipynb

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          "base_uri": "https://localhost:8080/"
        },
        "id": "VQTQYsXVa4U6",
        "outputId": "781a89b4-3151-4bcb-cd08-dfd585bd18a7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "gqssbqSDqq7-"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from itertools import chain, combinations\n",
        "from visualization import Hourly_plot, Daymean_plot, Monthly_plot, Correlation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aKfIMVohrBFL"
      },
      "source": [
        "# Load"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
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        "outputId": "1af84994-099c-4722-d364-8a873d9f55ca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(58118, 14)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Temperature  Wind velocity  Wind direction  Humidity  \\\n",
              "0             12.8            0.9           200.0      83.0   \n",
              "1             12.2            0.9           230.0      87.0   \n",
              "2             11.4            0.2             0.0      82.0   \n",
              "3             10.9            0.1             0.0      83.0   \n",
              "4             15.6            2.6           110.0      77.0   \n",
              "...            ...            ...             ...       ...   \n",
              "58113          1.9            5.1           290.0      56.0   \n",
              "58114          1.9            4.2           320.0      63.0   \n",
              "58115          1.9            4.2           290.0      59.0   \n",
              "58116          1.6            5.1           320.0      65.0   \n",
              "58117          1.9            3.0           270.0      56.0   \n",
              "\n",
              "       Sea-level pressure  Sunshine  Solar radiation  Cloudy  Visibility  \\\n",
              "0                  1019.1       NaN              NaN     NaN         NaN   \n",
              "1                  1019.0       NaN              NaN     NaN         NaN   \n",
              "2                  1019.6       NaN              NaN     NaN         NaN   \n",
              "3                  1019.4       NaN              NaN     NaN         NaN   \n",
              "4                  1019.2       NaN              NaN     NaN         NaN   \n",
              "...                   ...       ...              ...     ...         ...   \n",
              "58113              1026.5       NaN              NaN     9.0      2000.0   \n",
              "58114              1026.9       NaN              NaN     9.0      2000.0   \n",
              "58115              1026.9       NaN              NaN     9.0      2000.0   \n",
              "58116              1027.2       NaN              NaN     9.0      2000.0   \n",
              "58117              1026.9       NaN              NaN    10.0      2000.0   \n",
              "\n",
              "       Time        Date Power-plant  Photovoltaics  Month  \n",
              "0        22  2014-05-09      전남 진도군            0.0      5  \n",
              "1        23  2014-05-09      전남 진도군            0.0      5  \n",
              "2         0  2014-05-10      전남 진도군            0.0      5  \n",
              "3         1  2014-05-10      전남 진도군            0.0      5  \n",
              "4         2  2014-05-10      전남 진도군            0.0      5  \n",
              "...     ...         ...         ...            ...    ...  \n",
              "58113    19  2020-12-31      전남 진도군            0.0     12  \n",
              "58114    20  2020-12-31      전남 진도군            0.0     12  \n",
              "58115    21  2020-12-31      전남 진도군            0.0     12  \n",
              "58116    22  2020-12-31      전남 진도군            0.0     12  \n",
              "58117    23  2020-12-31      전남 진도군            0.0     12  \n",
              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Temperature</th>\n",
              "      <th>Wind velocity</th>\n",
              "      <th>Wind direction</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Sea-level pressure</th>\n",
              "      <th>Sunshine</th>\n",
              "      <th>Solar radiation</th>\n",
              "      <th>Cloudy</th>\n",
              "      <th>Visibility</th>\n",
              "      <th>Time</th>\n",
              "      <th>Date</th>\n",
              "      <th>Power-plant</th>\n",
              "      <th>Photovoltaics</th>\n",
              "      <th>Month</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>12.8</td>\n",
              "      <td>0.9</td>\n",
              "      <td>200.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>1019.1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22</td>\n",
              "      <td>2014-05-09</td>\n",
              "      <td>전남 진도군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>12.2</td>\n",
              "      <td>0.9</td>\n",
              "      <td>230.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>1019.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23</td>\n",
              "      <td>2014-05-09</td>\n",
              "      <td>전남 진도군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>11.4</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>1019.6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>2014-05-10</td>\n",
              "      <td>전남 진도군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>10.9</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>1019.4</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>2014-05-10</td>\n",
              "      <td>전남 진도군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>15.6</td>\n",
              "      <td>2.6</td>\n",
              "      <td>110.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>1019.2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>2014-05-10</td>\n",
              "      <td>전남 진도군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
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              "      <td>1.9</td>\n",
              "      <td>5.1</td>\n",
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              "      <td>56.0</td>\n",
              "      <td>1026.5</td>\n",
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              "      <td>2020-12-31</td>\n",
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              "          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",
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          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "Jd_df = pd.read_csv('/content/gdrive/MyDrive/SolarPower/Jindo_df.csv') \n",
        "print(Jd_df.shape)\n",
        "Jd_df"
      ]
    },
    {
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      "execution_count": 4,
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        "colab": {
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          "text": [
            "(70127, 15)\n"
          ]
        },
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Temperature  Precipitation  Wind velocity  Wind direction  Humidity  \\\n",
              "0              7.2            NaN            5.7           320.0      66.0   \n",
              "1              6.5            NaN            5.3           340.0      72.0   \n",
              "2              5.9            NaN            3.7           340.0      77.0   \n",
              "3              5.1            NaN            3.6           360.0      74.0   \n",
              "4              4.7            NaN            3.7           360.0      75.0   \n",
              "...            ...            ...            ...             ...       ...   \n",
              "70122         -0.1            NaN            6.1           360.0      65.0   \n",
              "70123         -0.3            NaN            4.6           360.0      65.0   \n",
              "70124         -0.8            NaN            6.5            20.0      61.0   \n",
              "70125         -1.5            NaN            4.9            20.0      67.0   \n",
              "70126         -2.4            NaN            3.3            50.0      65.0   \n",
              "\n",
              "       Sea-level pressure  Sunshine  Solar radiation  Cloudy  Visibility  \\\n",
              "0                  1015.5       NaN              NaN     0.0      1100.0   \n",
              "1                  1015.7       NaN              NaN     NaN         NaN   \n",
              "2                  1015.9       NaN              NaN     NaN         NaN   \n",
              "3                  1016.0       NaN              NaN     0.0      1100.0   \n",
              "4                  1015.9       NaN              NaN     0.0      1100.0   \n",
              "...                   ...       ...              ...     ...         ...   \n",
              "70122              1031.6       NaN              NaN     7.0      2000.0   \n",
              "70123              1032.0       NaN              NaN     6.0      2000.0   \n",
              "70124              1032.0       NaN              NaN     3.0      2000.0   \n",
              "70125              1032.5       NaN              NaN     5.0      2000.0   \n",
              "70126              1032.8       NaN              NaN     6.0      2000.0   \n",
              "\n",
              "       Time        Date Power-plant Photovoltaics  Month  \n",
              "0         0  2014-01-01      전남 영암군           0.0      1  \n",
              "1         1  2014-01-01      전남 영암군           0.0      1  \n",
              "2         2  2014-01-01      전남 영암군           0.0      1  \n",
              "3         3  2014-01-01      전남 영암군           0.0      1  \n",
              "4         4  2014-01-01      전남 영암군             0      1  \n",
              "...     ...         ...         ...           ...    ...  \n",
              "70122    19  2021-12-31      전남 영암군           0.0     12  \n",
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              "70125    22  2021-12-31      전남 영암군           0.0     12  \n",
              "70126    23  2021-12-31      전남 영암군           0.0     12  \n",
              "\n",
              "[70127 rows x 15 columns]"
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              "    .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>Temperature</th>\n",
              "      <th>Precipitation</th>\n",
              "      <th>Wind velocity</th>\n",
              "      <th>Wind direction</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Sea-level pressure</th>\n",
              "      <th>Sunshine</th>\n",
              "      <th>Solar radiation</th>\n",
              "      <th>Cloudy</th>\n",
              "      <th>Visibility</th>\n",
              "      <th>Time</th>\n",
              "      <th>Date</th>\n",
              "      <th>Power-plant</th>\n",
              "      <th>Photovoltaics</th>\n",
              "      <th>Month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7.2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.7</td>\n",
              "      <td>320.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>1015.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1100.0</td>\n",
              "      <td>0</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.3</td>\n",
              "      <td>340.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>1015.7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.7</td>\n",
              "      <td>340.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>1015.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5.1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.6</td>\n",
              "      <td>360.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>1016.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1100.0</td>\n",
              "      <td>3</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4.7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.7</td>\n",
              "      <td>360.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>1015.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1100.0</td>\n",
              "      <td>4</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70122</th>\n",
              "      <td>-0.1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.1</td>\n",
              "      <td>360.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>1031.6</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>19</td>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70123</th>\n",
              "      <td>-0.3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.6</td>\n",
              "      <td>360.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>1032.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>20</td>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70124</th>\n",
              "      <td>-0.8</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.5</td>\n",
              "      <td>20.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>1032.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>21</td>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70125</th>\n",
              "      <td>-1.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.9</td>\n",
              "      <td>20.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>1032.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>22</td>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70126</th>\n",
              "      <td>-2.4</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.3</td>\n",
              "      <td>50.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>1032.8</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>23</td>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>70127 rows × 15 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f179f7b7-2c80-4941-8ea1-99311e24805b')\"\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",
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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",
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              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      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",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f179f7b7-2c80-4941-8ea1-99311e24805b 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-f179f7b7-2c80-4941-8ea1-99311e24805b');\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": 4
        }
      ],
      "source": [
        "Mp_df = pd.read_csv('/content/gdrive/MyDrive/SolarPower/Mokpo_df.csv', low_memory=False) \n",
        "print(Mp_df.shape)\n",
        "Mp_df"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 데이터 오류\n",
        "Mp_df[Mp_df['Photovoltaics'] == ',0.00']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "gK0tuUJXSeIf",
        "outputId": "3e713d0f-0112-4909-d69b-915e4a47806c"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Temperature  Precipitation  Wind velocity  Wind direction  Humidity  \\\n",
              "54579          5.6            NaN            1.1           320.0      91.0   \n",
              "\n",
              "       Sea-level pressure  Sunshine  Solar radiation  Cloudy  Visibility  \\\n",
              "54579              1019.4       NaN              NaN     0.0       695.0   \n",
              "\n",
              "       Time        Date Power-plant Photovoltaics  Month  \n",
              "54579     4  2020-03-24      전남 영암군         ,0.00      3  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2f9457f1-4ede-4e85-98fe-bb03733151c3\">\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>Temperature</th>\n",
              "      <th>Precipitation</th>\n",
              "      <th>Wind velocity</th>\n",
              "      <th>Wind direction</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Sea-level pressure</th>\n",
              "      <th>Sunshine</th>\n",
              "      <th>Solar radiation</th>\n",
              "      <th>Cloudy</th>\n",
              "      <th>Visibility</th>\n",
              "      <th>Time</th>\n",
              "      <th>Date</th>\n",
              "      <th>Power-plant</th>\n",
              "      <th>Photovoltaics</th>\n",
              "      <th>Month</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>54579</th>\n",
              "      <td>5.6</td>\n",
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              "      <td>4</td>\n",
              "      <td>2020-03-24</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>,0.00</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2f9457f1-4ede-4e85-98fe-bb03733151c3')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
              "      </button>\n",
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              "      display:flex;\n",
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              "      gap: 12px;\n",
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              "\n",
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              "      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-2f9457f1-4ede-4e85-98fe-bb03733151c3 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-2f9457f1-4ede-4e85-98fe-bb03733151c3');\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": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Mp_df = Mp_df.replace(',0.00','0.00')\n",
        "Mp_df = Mp_df.astype({'Photovoltaics':float})"
      ],
      "metadata": {
        "id": "JS86JnYEQ6Ut"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Mp_df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "exAQDBvWXRhp",
        "outputId": "b3fdf9f3-7daf-45c9-8dd9-2b3cef82d8dc"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 70127 entries, 0 to 70126\n",
            "Data columns (total 15 columns):\n",
            " #   Column              Non-Null Count  Dtype  \n",
            "---  ------              --------------  -----  \n",
            " 0   Temperature         70116 non-null  float64\n",
            " 1   Precipitation       5082 non-null   float64\n",
            " 2   Wind velocity       70119 non-null  float64\n",
            " 3   Wind direction      69507 non-null  float64\n",
            " 4   Humidity            69654 non-null  float64\n",
            " 5   Sea-level pressure  70126 non-null  float64\n",
            " 6   Sunshine            38147 non-null  float64\n",
            " 7   Solar radiation     38365 non-null  float64\n",
            " 8   Cloudy              61122 non-null  float64\n",
            " 9   Visibility          67777 non-null  float64\n",
            " 10  Time                70127 non-null  int64  \n",
            " 11  Date                70127 non-null  object \n",
            " 12  Power-plant         70127 non-null  object \n",
            " 13  Photovoltaics       70115 non-null  float64\n",
            " 14  Month               70127 non-null  int64  \n",
            "dtypes: float64(11), int64(2), object(2)\n",
            "memory usage: 8.0+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ndgIg8C47tI-"
      },
      "source": [
        "# Day plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "1_C7rYhrfM6I"
      },
      "outputs": [],
      "source": [
        "Jd_cols = [i for i in Jd_df.columns if i not in ['Date', 'Area', 'Power-plant', 'Time', 'Month']]\n",
        "Mp_cols = [i for i in Mp_df.columns if i not in ['Date', 'Area', 'Power-plant', 'Time', 'Month']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QnNBL-49fPeB",
        "outputId": "8b9c7711-71ec-42ad-d70d-abc0b2918854"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x2160 with 11 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(25, 30))\n",
        "plt.suptitle('Jindo', y=0.92, fontsize=25) \n",
        "for idx, i in enumerate(Mp_cols):\n",
        "  ax = plt.subplot(4, 3, idx+1)\n",
        "  Daymean_plot(Mp_df, i, ax, f'{i}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "eh4bPhDu7vOG",
        "outputId": "520bac05-b54c-4058-abae-9a26f606064e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x2160 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(25, 30))\n",
        "plt.suptitle('Jindo', y=0.92, fontsize=25) \n",
        "for idx, i in enumerate(Jd_cols):\n",
        "  ax = plt.subplot(4, 3, idx+1)\n",
        "  Daymean_plot(Jd_df, i, ax, f'{i}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GeL2OghbsMKv"
      },
      "source": [
        "# Correlation analysis"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h3BBA6Nbor-U"
      },
      "source": [
        "## Regional Correlation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 691
        },
        "id": "9kDgBv0FfUX3",
        "outputId": "54a0320a-7f53-4a4a-d814-d510f88d1e0e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2016x576 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "fig, (ax1, ax2) =  plt.subplots(figsize=(28,8), nrows=1, ncols=2)\n",
        "\n",
        "ax1.set_title('MokPo', fontsize=25)\n",
        "corr_Mp = Correlation(Mp_df, Mp_cols, ax1)\n",
        "ax2.set_title('Jindo', fontsize=25)\n",
        "corr_Jd = Correlation(Jd_df, Jd_cols, ax2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nlOUAzUnEd6P"
      },
      "source": [
        "## highly correlated variable"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def CorrBar(corr_df, cols, area):\n",
        "  Sublist = chain.from_iterable(combinations(cols,n) for n in range(2,3))\n",
        "  data = pd.DataFrame(columns=[\"cols\",'corr'])\n",
        "  for c in Sublist:\n",
        "    corr_num = corr_df.loc[c]\n",
        "    add_df = pd.DataFrame([[c, corr_num]] , columns=[\"cols\",'corr'])\n",
        "    data = pd.concat([data, add_df])\n",
        "  data.sort_values('corr', ascending=False, inplace=True)\n",
        "  data.reset_index(inplace=True, drop=True)\n",
        "\n",
        "  pos_df = data[data['corr'] >= 0.3] \n",
        "  neg_df = data[data['corr'] < -0.3]\n",
        "\n",
        "  # plot\n",
        "  fig, [ax1, ax2] = plt.subplots(figsize=(15,8), nrows=2, ncols=1)\n",
        "  bar1 = ax1.bar(range(0, len(pos_df)), pos_df['corr'], color=sns.color_palette('Reds_r', len(pos_df)))\n",
        "  bar2 = ax2.bar(range(0, len(neg_df)), -neg_df['corr'], color=sns.color_palette('Blues', len(neg_df)))\n",
        "\n",
        "  plt.suptitle(f'negative and positive correlation in {area}', fontsize=15, y=0.95)\n",
        "  ax1.set_xticks(range(0, len(pos_df)))\n",
        "  ax1.set_ylim(0, 1.1)\n",
        "  ax2.set_xticks(range(0, len(neg_df)))\n",
        "  ax2.set_ylim(0, 1.1)\n",
        "  ax1.set_xticklabels([i for i in pos_df['cols'].str[0]], fontsize=13)\n",
        "  ax2.set_xticklabels([i for i in neg_df['cols'].str[0]], fontsize=13)\n",
        "\n",
        "  #labeld\n",
        "  po_label = [i for i in pos_df['cols'].str[1]]\n",
        "  ne_label = [i for i in neg_df['cols'].str[1]]\n",
        "  for bar in [bar1,bar2]:\n",
        "    if bar == bar1:\n",
        "      label = po_label\n",
        "      ax = ax1\n",
        "    else:\n",
        "      label = ne_label\n",
        "      ax = ax2\n",
        "    idx=0  \n",
        "    for b in bar:\n",
        "      x = b.get_x()\n",
        "      y = b.get_height()\n",
        "      ax.text(x , y, label[idx], va = 'bottom', fontsize=14)\n",
        "      idx+=1\n",
        "  plt.show()\n",
        "  return data"
      ],
      "metadata": {
        "id": "-XbQA1TXG_kw"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 526
        },
        "id": "VeAoiK3PACFt",
        "outputId": "9f15fc8d-cf7a-48fe-d30b-b4aea72e2acb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "Mp_data = CorrBar(corr_Mp, Mp_cols, 'Mp')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 526
        },
        "id": "G-ruy2IFAAl5",
        "outputId": "e7b58fed-6874-4520-fce9-e801e6d250e1"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "Jd_data = CorrBar(corr_Jd, Jd_cols, 'Jd')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "b7DQNVs8AJDN",
        "outputId": "61e5bd4d-bb14-4ffb-f9ef-1475dec8f5b3"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                              MokPo      corr  \\\n",
              "0  (Solar radiation, Photovoltaics)  0.905388   \n",
              "1       (Sunshine, Solar radiation)  0.761352   \n",
              "2         (Sunshine, Photovoltaics)  0.742563   \n",
              "3   (Wind velocity, Wind direction)  0.402027   \n",
              "4                (Humidity, Cloudy)  0.315480   \n",
              "\n",
              "                             Jindo      corr  \n",
              "0        (Sunshine, Photovoltaics)  0.736036  \n",
              "1  (Wind velocity, Wind direction)  0.380613  \n",
              "2      (Wind velocity, Visibility)  0.319314  \n",
              "3   (Wind velocity, Photovoltaics)  0.304520  \n",
              "4           (Sunshine, Visibility)  0.292865  "
            ],
            "text/html": [
              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MokPo</th>\n",
              "      <th>corr</th>\n",
              "      <th>Jindo</th>\n",
              "      <th>corr</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Solar radiation, Photovoltaics)</td>\n",
              "      <td>0.905388</td>\n",
              "      <td>(Sunshine, Photovoltaics)</td>\n",
              "      <td>0.736036</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sunshine, Solar radiation)</td>\n",
              "      <td>0.761352</td>\n",
              "      <td>(Wind velocity, Wind direction)</td>\n",
              "      <td>0.380613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>(Sunshine, Photovoltaics)</td>\n",
              "      <td>0.742563</td>\n",
              "      <td>(Wind velocity, Visibility)</td>\n",
              "      <td>0.319314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>(Wind velocity, Wind direction)</td>\n",
              "      <td>0.402027</td>\n",
              "      <td>(Wind velocity, Photovoltaics)</td>\n",
              "      <td>0.304520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>(Humidity, Cloudy)</td>\n",
              "      <td>0.315480</td>\n",
              "      <td>(Sunshine, Visibility)</td>\n",
              "      <td>0.292865</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-8ce25474-1754-4306-814e-ef1b6168c9a7 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-8ce25474-1754-4306-814e-ef1b6168c9a7');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "corr_data = pd.concat([Mp_data, Jd_data], axis=1)\n",
        "corr_data.columns = ['MokPo', 'corr', 'Jindo', 'corr']\n",
        "corr_data.head(5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "l54i-82tapcW",
        "outputId": "24ece2ab-b5e6-42d7-9b16-70c6a284a0a8"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                MokPo      corr Jindo  corr\n",
              "45          (Wind velocity, Humidity) -0.283080   NaN   NaN\n",
              "46            (Cloudy, Photovoltaics) -0.302351   NaN   NaN\n",
              "47     (Humidity, Sea-level pressure) -0.329793   NaN   NaN\n",
              "48          (Solar radiation, Cloudy) -0.425620   NaN   NaN\n",
              "49          (Humidity, Photovoltaics) -0.545036   NaN   NaN\n",
              "50        (Humidity, Solar radiation) -0.551881   NaN   NaN\n",
              "51             (Humidity, Visibility) -0.560542   NaN   NaN\n",
              "52               (Humidity, Sunshine) -0.567416   NaN   NaN\n",
              "53                 (Sunshine, Cloudy) -0.695374   NaN   NaN\n",
              "54  (Temperature, Sea-level pressure) -0.783215   NaN   NaN"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e03e573e-a37e-44fa-bf5d-363c7c727bd0\">\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",
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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>MokPo</th>\n",
              "      <th>corr</th>\n",
              "      <th>Jindo</th>\n",
              "      <th>corr</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>(Wind velocity, Humidity)</td>\n",
              "      <td>-0.283080</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>(Cloudy, Photovoltaics)</td>\n",
              "      <td>-0.302351</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>(Humidity, Sea-level pressure)</td>\n",
              "      <td>-0.329793</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>(Solar radiation, Cloudy)</td>\n",
              "      <td>-0.425620</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>(Humidity, Photovoltaics)</td>\n",
              "      <td>-0.545036</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>(Humidity, Solar radiation)</td>\n",
              "      <td>-0.551881</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>(Humidity, Visibility)</td>\n",
              "      <td>-0.560542</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>(Humidity, Sunshine)</td>\n",
              "      <td>-0.567416</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>(Sunshine, Cloudy)</td>\n",
              "      <td>-0.695374</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>(Temperature, Sea-level pressure)</td>\n",
              "      <td>-0.783215</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e03e573e-a37e-44fa-bf5d-363c7c727bd0')\"\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",
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              "      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-e03e573e-a37e-44fa-bf5d-363c7c727bd0 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-e03e573e-a37e-44fa-bf5d-363c7c727bd0');\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": 16
        }
      ],
      "source": [
        "corr_data.tail(10)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rN5UHWTEDWlK"
      },
      "source": [
        "## Remove variables"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WaDoigPbe64S",
        "outputId": "5e286853-6f51-4111-bbbe-95edc55fbd63"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(58118, 14)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Temperature             121\n",
              "Wind velocity           133\n",
              "Wind direction          339\n",
              "Humidity                 88\n",
              "Sea-level pressure      150\n",
              "Sunshine              26535\n",
              "Solar radiation       58118\n",
              "Cloudy                37217\n",
              "Visibility             6881\n",
              "Time                      0\n",
              "Date                      0\n",
              "Power-plant               0\n",
              "Photovoltaics             4\n",
              "Month                     0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "print(Jd_df.shape)\n",
        "Jd_df.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n4PETXhhe66z",
        "outputId": "2742a458-76ef-42b3-a05b-9451570f36ba"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(70127, 15)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Temperature              11\n",
              "Precipitation         65045\n",
              "Wind velocity             8\n",
              "Wind direction          620\n",
              "Humidity                473\n",
              "Sea-level pressure        1\n",
              "Sunshine              31980\n",
              "Solar radiation       31762\n",
              "Cloudy                 9005\n",
              "Visibility             2350\n",
              "Time                      0\n",
              "Date                      0\n",
              "Power-plant               0\n",
              "Photovoltaics            12\n",
              "Month                     0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ],
      "source": [
        "print(Mp_df.shape)\n",
        "Mp_df.isnull().sum()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "yUbWxmglfG-X"
      },
      "outputs": [],
      "source": [
        "Mp_df.drop(columns=['Precipitation'], inplace=True)\n",
        "Jd_df.drop(columns=['Solar radiation'], inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "esOAzH9sDbPQ",
        "outputId": "9d87d74a-3a99-4aaa-e25d-566d9ed1322e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Temperature  Wind velocity  Wind direction  Humidity  Sea-level pressure  \\\n",
              "0          7.2            5.7           320.0      66.0              1015.5   \n",
              "1          6.5            5.3           340.0      72.0              1015.7   \n",
              "2          5.9            3.7           340.0      77.0              1015.9   \n",
              "\n",
              "   Sunshine  Cloudy  Visibility  Time        Date Power-plant  Photovoltaics  \\\n",
              "0       NaN     0.0      1100.0     0  2014-01-01      전남 영암군            0.0   \n",
              "1       NaN     NaN         NaN     1  2014-01-01      전남 영암군            0.0   \n",
              "2       NaN     NaN         NaN     2  2014-01-01      전남 영암군            0.0   \n",
              "\n",
              "   Month  \n",
              "0      1  \n",
              "1      1  \n",
              "2      1  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5164c1dd-b896-487b-8c50-21452ee86c3e\">\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>Temperature</th>\n",
              "      <th>Wind velocity</th>\n",
              "      <th>Wind direction</th>\n",
              "      <th>Humidity</th>\n",
              "      <th>Sea-level pressure</th>\n",
              "      <th>Sunshine</th>\n",
              "      <th>Cloudy</th>\n",
              "      <th>Visibility</th>\n",
              "      <th>Time</th>\n",
              "      <th>Date</th>\n",
              "      <th>Power-plant</th>\n",
              "      <th>Photovoltaics</th>\n",
              "      <th>Month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7.2</td>\n",
              "      <td>5.7</td>\n",
              "      <td>320.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>1015.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1100.0</td>\n",
              "      <td>0</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6.5</td>\n",
              "      <td>5.3</td>\n",
              "      <td>340.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>1015.7</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>5.9</td>\n",
              "      <td>3.7</td>\n",
              "      <td>340.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>1015.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2</td>\n",
              "      <td>2014-01-01</td>\n",
              "      <td>전남 영암군</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5164c1dd-b896-487b-8c50-21452ee86c3e')\"\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-5164c1dd-b896-487b-8c50-21452ee86c3e 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-5164c1dd-b896-487b-8c50-21452ee86c3e');\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": 20
        }
      ],
      "source": [
        "Mp_df.drop(columns =['Solar radiation'], inplace=True) #상관관계가 높은 일조-일사 변수 중 진도 지역에 일조에 맞춰 일사만 제거 \n",
        "Mp_df.head(3)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "LiKSgk19eg4U"
      },
      "outputs": [],
      "source": [
        "Mp_cols.remove('Solar radiation')\n",
        "Mp_cols.remove('Precipitation')\n",
        "Jd_cols.remove('Solar radiation')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kRWEFCY5stf-"
      },
      "source": [
        "# Seasonal correlation"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def SeasonSplit(area_df): \n",
        "  hot_season = pd.DataFrame()\n",
        "  cold_season = pd.DataFrame()\n",
        "  # high-temperature month\n",
        "  for i in range(5,11):\n",
        "    idx = area_df[area_df['Month'] == i].index\n",
        "    data = area_df.loc[idx]\n",
        "    hot_season = pd.concat([hot_season,data])\n",
        "  # low-temperature month\n",
        "  for i in [1,2,3,4,11,12]: \n",
        "    idx = area_df[area_df['Month'] == i].index\n",
        "    data = area_df.loc[idx]\n",
        "    cold_season = pd.concat([cold_season,data])\n",
        "  hot_season.reset_index(drop=True, inplace=True)\n",
        "  cold_season.reset_index(drop=True, inplace=True)\n",
        "  return hot_season, cold_season"
      ],
      "metadata": {
        "id": "s-emu82FMu24"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 691
        },
        "id": "WY-FrtrNbs_j",
        "outputId": "f9ac3d20-8cbc-4228-e0da-3ce62f430b74"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2016x576 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "hot_season, cold_season = SeasonSplit(Jd_df)\n",
        "fig, (ax1, ax2) = plt.subplots(figsize=(28,8), nrows=1, ncols=2)\n",
        "\n",
        "ax1.set_title('Jindo hot_season', fontsize=25)\n",
        "h = Correlation(hot_season, Jd_cols, ax1)\n",
        "\n",
        "ax2.set_title('Jindo cold_season', fontsize=25)\n",
        "C = Correlation(cold_season, Jd_cols, ax2)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 691
        },
        "id": "SNSVg9lusgBm",
        "outputId": "68622ad2-41f6-44b2-98e6-502eecebbb00"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2016x576 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "hot_season, cold_season = SeasonSplit(Mp_df)\n",
        "fig, (ax1, ax2) = plt.subplots(figsize=(28,8), nrows=1, ncols=2)\n",
        "\n",
        "ax1.set_title('Mokpo hot_season', fontsize=25)\n",
        "h = Correlation(hot_season, Mp_cols, ax1)\n",
        "\n",
        "ax2.set_title('Mokpo cold_season', fontsize=25)\n",
        "C = Correlation(cold_season, Mp_cols, ax2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RZT0CKEFPU-7"
      },
      "source": [
        "# Save "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "COSfAR73PHo2"
      },
      "outputs": [],
      "source": [
        "Mp_df.to_csv('/content/gdrive/MyDrive/SolarPower/Mp_df.csv', index=None) \n",
        "Jd_df.to_csv('/content/gdrive/MyDrive/SolarPower/Jd_df.csv', index=None) "
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}