examples/solar_energy_notebook.ipynb

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      "name": "solar_energy_notebook.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMYnHL4MH1OiiwNmEQJg1Hm",
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cydal/tsExtract/blob/master/examples/solar_energy_notebook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ngNGCR6fKQn4"
      },
      "source": [
        "Data Source API - https://www.solar.sheffield.ac.uk/\n",
        "\n",
        "### Sheffield Solar collects solar generation data from over 6000 PV installations all across the UK from both domestic and commercial sources. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FkIyMpiv4VMO"
      },
      "source": [
        "# Solar Data API"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WP0ByTRC6kvB",
        "outputId": "e66c429a-214a-42d7-d9f9-208d2bf9ca6c"
      },
      "source": [
        "## install required libraries\n",
        "\n",
        "#! pip install git+https://github.com/statsmodels/statsmodels.git\n",
        "! pip install tsextract\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import statsmodels.api as sm\n",
        "\n",
        "\n",
        "from matplotlib import pyplot\n",
        "import matplotlib.pyplot as plt\n",
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "import seaborn as sns\n",
        "\n",
        "\n",
        "! pip install --upgrade git+https://github.com/SheffieldSolar/PV_Live-API\n",
        "\n",
        "from pvlive_api import PVLive\n",
        "from datetime import datetime\n",
        "import pytz\n",
        "\n",
        "\n",
        "from tsextract.feature_extraction.extract import build_features, build_features_forecast\n",
        "from tsextract.domain.statistics import mean, median, std\n",
        "from tsextract.plots.eval import actualPred, get_lag_corr, scatter\n",
        "\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "\n",
        "\n",
        "from plotnine import *\n",
        "%matplotlib inline\n",
        "\n",
        "\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tsextract in /usr/local/lib/python3.6/dist-packages (0.0.9)\n",
            "Requirement already satisfied: statsmodels>=0.10.2 in /usr/local/lib/python3.6/dist-packages (from tsextract) (0.13.0.dev0+127.g36b7f5ddf)\n",
            "Requirement already satisfied: matplotlib>=3.2.1 in /usr/local/lib/python3.6/dist-packages (from tsextract) (3.2.2)\n",
            "Requirement already satisfied: scipy>=1.4.0 in /usr/local/lib/python3.6/dist-packages (from tsextract) (1.4.1)\n",
            "Requirement already satisfied: plotnine>=0.0.6 in /usr/local/lib/python3.6/dist-packages (from tsextract) (0.6.0)\n",
            "Requirement already satisfied: pandas>=1.0.3 in /usr/local/lib/python3.6/dist-packages (from tsextract) (1.1.4)\n",
            "Requirement already satisfied: numpy>=1.16.4 in /usr/local/lib/python3.6/dist-packages (from tsextract) (1.18.5)\n",
            "Requirement already satisfied: patsy>=0.5 in /usr/local/lib/python3.6/dist-packages (from statsmodels>=0.10.2->tsextract) (0.5.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=3.2.1->tsextract) (1.3.1)\n",
            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=3.2.1->tsextract) (2.4.7)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=3.2.1->tsextract) (2.8.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=3.2.1->tsextract) (0.10.0)\n",
            "Requirement already satisfied: descartes>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from plotnine>=0.0.6->tsextract) (1.1.0)\n",
            "Requirement already satisfied: mizani>=0.6.0 in /usr/local/lib/python3.6/dist-packages (from plotnine>=0.0.6->tsextract) (0.6.0)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=1.0.3->tsextract) (2018.9)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from patsy>=0.5->statsmodels>=0.10.2->tsextract) (1.15.0)\n",
            "Requirement already satisfied: palettable in /usr/local/lib/python3.6/dist-packages (from mizani>=0.6.0->plotnine>=0.0.6->tsextract) (3.3.0)\n",
            "Collecting git+https://github.com/SheffieldSolar/PV_Live-API\n",
            "  Cloning https://github.com/SheffieldSolar/PV_Live-API to /tmp/pip-req-build-458yflc9\n",
            "  Running command git clone -q https://github.com/SheffieldSolar/PV_Live-API /tmp/pip-req-build-458yflc9\n",
            "Requirement already satisfied, skipping upgrade: requests in /usr/local/lib/python3.6/dist-packages (from pvlive-api==0.5) (2.23.0)\n",
            "Requirement already satisfied, skipping upgrade: pytz in /usr/local/lib/python3.6/dist-packages (from pvlive-api==0.5) (2018.9)\n",
            "Requirement already satisfied, skipping upgrade: pandas in /usr/local/lib/python3.6/dist-packages (from pvlive-api==0.5) (1.1.4)\n",
            "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->pvlive-api==0.5) (2020.11.8)\n",
            "Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->pvlive-api==0.5) (1.24.3)\n",
            "Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->pvlive-api==0.5) (3.0.4)\n",
            "Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->pvlive-api==0.5) (2.10)\n",
            "Requirement already satisfied, skipping upgrade: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas->pvlive-api==0.5) (2.8.1)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from pandas->pvlive-api==0.5) (1.18.5)\n",
            "Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas->pvlive-api==0.5) (1.15.0)\n",
            "Building wheels for collected packages: pvlive-api\n",
            "  Building wheel for pvlive-api (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pvlive-api: filename=pvlive_api-0.5-py2.py3-none-any.whl size=5783 sha256=0d92f74e228b8ea01745c323c8ca6548997c344fe4558a89e0ddf4496a9a51b4\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-drt_b6sf/wheels/46/5c/ae/b7f2533e8d907b10cfcf5bf293178ed0e97251c0050576f2a7\n",
            "Successfully built pvlive-api\n",
            "Installing collected packages: pvlive-api\n",
            "  Found existing installation: pvlive-api 0.5\n",
            "    Uninstalling pvlive-api-0.5:\n",
            "      Successfully uninstalled pvlive-api-0.5\n",
            "Successfully installed pvlive-api-0.5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y3QDthCq_GW7"
      },
      "source": [
        "pvl = PVLive()\n",
        "\n",
        "years = [2014, 2015, 2016, 2017, 2018, 2019]\n",
        "years = [2017, 2018, 2019]\n",
        "\n",
        "\n",
        "data = []\n",
        "for each in years:\n",
        "  date_dt1 = pytz.utc.localize(datetime.strptime(\"{}-11-21T12:30:00Z\".format(each), '%Y-%m-%dT%H:%M:%SZ'))\n",
        "  date_dt2 = pytz.utc.localize(datetime.strptime(\"{}-11-21T11:30:00Z\".format(each+1), '%Y-%m-%dT%H:%M:%SZ'))\n",
        "  data.append(pvl.between(date_dt1, date_dt2))"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eeLn9oIDG2gG"
      },
      "source": [
        "flat_list = [halfhour for subdata in data for halfhour in subdata]\n",
        "\n",
        "df = pd.DataFrame(flat_list, columns=[\"id\", \"date\", \"energy\"])\n",
        "df[\"date\"] = pd.to_datetime(df[\"date\"], format='%Y-%m-%dT%H:%M:%SZ')\n",
        "df = df.drop(columns=\"id\").set_index(\"date\")\n",
        "df = df.asfreq(freq='30T')\n",
        "\n",
        "df = pd.DataFrame(df[\"energy\"].ffill())"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fw61uVLTXmNi"
      },
      "source": [
        "#df.to_csv(\"solar_energy.csv\")\n",
        "#df = pd.read_csv(\"solar_energy.csv\")\n",
        "#df = df.set_index(\"date\")"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "xNfgxiugQA4_",
        "outputId": "2e764a99-9275-4904-e459-0399126b373e"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>energy</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-11-21 12:30:00</th>\n",
              "      <td>301.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-21 13:00:00</th>\n",
              "      <td>297.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-21 13:30:00</th>\n",
              "      <td>223.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-21 14:00:00</th>\n",
              "      <td>171.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-21 14:30:00</th>\n",
              "      <td>115.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     energy\n",
              "date                       \n",
              "2014-11-21 12:30:00   301.0\n",
              "2014-11-21 13:00:00   297.0\n",
              "2014-11-21 13:30:00   223.0\n",
              "2014-11-21 14:00:00   171.0\n",
              "2014-11-21 14:30:00   115.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "pg4_3mmiUIN9",
        "outputId": "45adfaa7-d784-4071-e8d5-adb0edcbe0e3"
      },
      "source": [
        "import plotnine\n",
        "p = (\n",
        "    ggplot(df, aes(x='df.index', y='energy'))\n",
        "    + geom_line(color='#45B39D') # line plot\n",
        "    + labs(x='date', y='Solar Output')\n",
        "    + plotnine.theme_538()\n",
        "    + plotnine.theme(figure_size=(10, 6))\n",
        ")\n",
        "p"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (-9223363297277291730)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "FfxdD_YXa2pP",
        "outputId": "a98f4dcb-4036-45bd-bec9-d3a9ced4597f"
      },
      "source": [
        "p = (\n",
        "    ggplot(df[(df.index.year == 2015)], aes(x='df[(df.index.year == 2015)].index', y='energy'))\n",
        "    + geom_line(color='#45B39D') # line plot\n",
        "    + labs(x='date', y='Solar Output')\n",
        "    + plotnine.theme_538()\n",
        "    + plotnine.theme(figure_size=(10, 6))\n",
        ")\n",
        "p"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (-9223363285408662647)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 556
        },
        "id": "5O2cwaSmdR4Q",
        "outputId": "55610d15-d63a-4e9d-fe64-230270138d15"
      },
      "source": [
        "p = (\n",
        "    ggplot(df[((df.index.year == 2018) & (df.index.month == 1) & (df.index.day == 1))], aes(x='df[((df.index.year == 2018) & (df.index.month == 1) & (df.index.day == 1))].index.hour', y='energy'))\n",
        "    + geom_line(color='#45B39D') # line plot\n",
        "    + labs(x='Hour', y='Solar Output')\n",
        "    + plotnine.theme_538()\n",
        "    + plotnine.theme(figure_size=(10, 6))\n",
        ")\n",
        "p"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (8751445439261)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "id": "aFJ23ZeFQYNR",
        "outputId": "064ecd71-c443-4235-ec7c-c6660130fac8"
      },
      "source": [
        "df[(df.index.year == 2018)].plot()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29e2371828>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        },
        "id": "yXSuJGPh7POg",
        "outputId": "da4f0928-0b97-4c02-f967-1bd97afaae68"
      },
      "source": [
        "df[((df.index.year == 2018) & (df.index.month == 1))].plot()"
      ],
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f3244e4f8d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 92
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        },
        "id": "Amt1mPjantSi",
        "outputId": "09e96aff-81c9-487d-cba7-508178ca3f42"
      },
      "source": [
        "df[((df.index.year == 2018) & (df.index.month == 10))].plot()"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29db966278>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 65
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "id": "P_jXh4r8Q_qw",
        "outputId": "6e53d99f-c76f-438e-c31c-280af546932f"
      },
      "source": [
        "df[((df.index.year == 2018) & (df.index.month == 1) & (df.index.day == 1))].plot()"
      ],
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f324a299ef0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 111
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "BAmC6Mst7XQ8",
        "outputId": "cc97e373-f39d-4f66-c0cc-876f49ad85e7"
      },
      "source": [
        "sm.graphics.tsa.plot_acf(df[\"energy\"], lags=30)\n",
        "plt.show()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "2IeMrXRT7x5z",
        "outputId": "b0f3a72c-6477-45bd-ebc9-a246b46df4aa"
      },
      "source": [
        "sm.graphics.tsa.plot_pacf(df[\"energy\"], lags=30)\n",
        "plt.show()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ui7SwAfTPVUg"
      },
      "source": [
        ""
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "TvlCUMSwYxz_",
        "outputId": "d1f66bdf-8eb9-47d6-ff9d-2078acda3beb"
      },
      "source": [
        "freq = 2*24*30*12\n",
        "result = seasonal_decompose(df[\"energy\"], model='additive', freq=freq)\n",
        "result.plot()\n",
        "pyplot.show()"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: FutureWarning: the 'freq'' keyword is deprecated, use 'period' instead\n",
            "  after removing the cwd from sys.path.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "mQWHyusvnIgB",
        "outputId": "c7f9b374-21fe-4753-90f0-48a127b1ccc5"
      },
      "source": [
        "df[\"energy\"].diff(24).plot()"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29dc6e3e80>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "vtzfUp_mY9BS",
        "outputId": "a2111181-a510-4850-f2d5-4dc53f8616db"
      },
      "source": [
        "df[\"energy\"].diff(48).plot()"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f29da042978>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3U_PLxu94kyy"
      },
      "source": [
        "# tsExtract"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mrU1ImUooqmR"
      },
      "source": [
        "features_request = {\n",
        "    \"window\": [48],\n",
        "    \"window_statistic\": [48, mean], \n",
        "    \"difference_statistic\": [48, 15, std],\n",
        "    \"momentum_statistic\": [48, 15, mean],\n",
        "    \"force_statistic\": [48, 15, median]\n",
        "}"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I6XPFQ3no7Qb"
      },
      "source": [
        "build_df = build_features(df.energy, features_request, target_lag=48, include_tzero=True)"
      ],
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        },
        "id": "Pe_dayafqh07",
        "outputId": "800f66a9-0468-4ba9-951e-7cd88e0aa9de"
      },
      "source": [
        "build_df.head()"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>T-48</th>\n",
              "      <th>T-47</th>\n",
              "      <th>T-46</th>\n",
              "      <th>T-45</th>\n",
              "      <th>T-44</th>\n",
              "      <th>T-43</th>\n",
              "      <th>T-42</th>\n",
              "      <th>T-41</th>\n",
              "      <th>T-40</th>\n",
              "      <th>T-39</th>\n",
              "      <th>T-38</th>\n",
              "      <th>T-37</th>\n",
              "      <th>T-36</th>\n",
              "      <th>T-35</th>\n",
              "      <th>T-34</th>\n",
              "      <th>T-33</th>\n",
              "      <th>T-32</th>\n",
              "      <th>T-31</th>\n",
              "      <th>T-30</th>\n",
              "      <th>T-29</th>\n",
              "      <th>T-28</th>\n",
              "      <th>T-27</th>\n",
              "      <th>T-26</th>\n",
              "      <th>T-25</th>\n",
              "      <th>T-24</th>\n",
              "      <th>T-23</th>\n",
              "      <th>T-22</th>\n",
              "      <th>T-21</th>\n",
              "      <th>T-20</th>\n",
              "      <th>T-19</th>\n",
              "      <th>T-18</th>\n",
              "      <th>T-17</th>\n",
              "      <th>T-16</th>\n",
              "      <th>T-15</th>\n",
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              "      <th>T-13</th>\n",
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              "      <th>T-11</th>\n",
              "      <th>T-10</th>\n",
              "      <th>T-9</th>\n",
              "      <th>T-8</th>\n",
              "      <th>T-7</th>\n",
              "      <th>T-6</th>\n",
              "      <th>T-5</th>\n",
              "      <th>T-4</th>\n",
              "      <th>T-3</th>\n",
              "      <th>T-2</th>\n",
              "      <th>T-1</th>\n",
              "      <th>window_statistic_48_mean</th>\n",
              "      <th>difference_statistic_48_15_std</th>\n",
              "      <th>momentum_statistic_48_15_mean</th>\n",
              "      <th>force_statistic_48_15_median</th>\n",
              "      <th>tzero</th>\n",
              "      <th>Target_Tplus48</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
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              "      <th></th>\n",
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              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2017-11-22 19:30:00</th>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>0.00000</td>\n",
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              "      <td>91.7</td>\n",
              "      <td>326.0</td>\n",
              "      <td>643.0</td>\n",
              "      <td>1060.0</td>\n",
              "      <td>1520.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1420.0</td>\n",
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              "      <td>1540.0</td>\n",
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              "      <td>180.0000</td>\n",
              "      <td>66.2000</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>5.17000</td>\n",
              "      <td>91.70</td>\n",
              "      <td>326.0</td>\n",
              "      <td>643.0</td>\n",
              "      <td>1060.0</td>\n",
              "      <td>1520.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1540.0</td>\n",
              "      <td>787.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>180.0000</td>\n",
              "      <td>66.2000</td>\n",
              "      <td>12.6000</td>\n",
              "      <td>0.0156</td>\n",
              "      <td>0.0000</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",
              "      <td>277.389341</td>\n",
              "      <td>908.090518</td>\n",
              "      <td>-52.875402</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-22 20:30:00</th>\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",
              "      <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",
              "      <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",
              "      <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",
              "      <td>0.00000</td>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>5.17000</td>\n",
              "      <td>91.70000</td>\n",
              "      <td>326.00</td>\n",
              "      <td>643.0</td>\n",
              "      <td>1060.0</td>\n",
              "      <td>1520.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1540.0</td>\n",
              "      <td>787.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>180.0</td>\n",
              "      <td>66.2000</td>\n",
              "      <td>12.6000</td>\n",
              "      <td>0.0156</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</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",
              "      <td>277.389341</td>\n",
              "      <td>935.601974</td>\n",
              "      <td>-153.057221</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-22 21:00:00</th>\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",
              "      <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",
              "      <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",
              "      <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",
              "      <td>0.00000</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>5.17000</td>\n",
              "      <td>91.70000</td>\n",
              "      <td>326.00000</td>\n",
              "      <td>643.00</td>\n",
              "      <td>1060.0</td>\n",
              "      <td>1520.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1540.0</td>\n",
              "      <td>787.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>180.0</td>\n",
              "      <td>66.2</td>\n",
              "      <td>12.6000</td>\n",
              "      <td>0.0156</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</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",
              "      <td>277.389341</td>\n",
              "      <td>976.455260</td>\n",
              "      <td>-267.693584</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-22 21:30:00</th>\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",
              "      <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",
              "      <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",
              "      <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",
              "      <td>0.00278</td>\n",
              "      <td>5.17000</td>\n",
              "      <td>91.70000</td>\n",
              "      <td>326.00000</td>\n",
              "      <td>643.00000</td>\n",
              "      <td>1060.00</td>\n",
              "      <td>1520.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1420.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1190.0</td>\n",
              "      <td>1540.0</td>\n",
              "      <td>787.0</td>\n",
              "      <td>393.0</td>\n",
              "      <td>180.0</td>\n",
              "      <td>66.2</td>\n",
              "      <td>12.6</td>\n",
              "      <td>0.0156</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</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",
              "      <td>277.389341</td>\n",
              "      <td>986.784927</td>\n",
              "      <td>-335.996615</td>\n",
              "      <td>0.00278</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     T-48  T-47  ...  tzero  Target_Tplus48\n",
              "Date                             ...                       \n",
              "2017-11-22 19:30:00   0.0   0.0  ...    0.0             0.0\n",
              "2017-11-22 20:00:00   0.0   0.0  ...    0.0             0.0\n",
              "2017-11-22 20:30:00   0.0   0.0  ...    0.0             0.0\n",
              "2017-11-22 21:00:00   0.0   0.0  ...    0.0             0.0\n",
              "2017-11-22 21:30:00   0.0   0.0  ...    0.0             0.0\n",
              "\n",
              "[5 rows x 54 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "V_ABWeQarwnW",
        "outputId": "99df3841-3fa8-4037-854b-f0f69f5892f9"
      },
      "source": [
        "build_df.shape"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(105119, 52)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uaFNWyL2q9LT"
      },
      "source": [
        "scaler_features = StandardScaler().fit(build_df[build_df.columns.values[:-1]])\n",
        "scaled_features = scaler_features.transform(build_df[build_df.columns.values[:-1]])\n",
        "\n",
        "scaler_label = StandardScaler().fit(np.array(build_df[build_df.columns.values[-1]]).reshape(-1, 1))\n",
        "scaled_label = scaler_label.transform(np.array(build_df[build_df.columns.values[-1]]).reshape(-1, 1))"
      ],
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kfaKXv2irNCE"
      },
      "source": [
        "### Split data using train proportion of 0.7\n",
        "train_size = int(scaled_features[:, :-1].shape[0] * 0.7)\n",
        "\n",
        "X_train, y_train = scaled_features[:train_size, :-1], scaled_label[:train_size, :]\n",
        "X_test, y_test = scaled_features[train_size:, :-1], scaled_label[train_size:, :]"
      ],
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TW6MwUKnrpz7",
        "outputId": "259421ff-2307-4476-dd9b-808b9e1d4b42"
      },
      "source": [
        "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((36747, 52), (15750, 52), (36747, 1), (15750, 1))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JH1SPYEJsvD_"
      },
      "source": [
        ""
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hzWzt-a-4pG2"
      },
      "source": [
        "# Model Building"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y5XHBYZ1r1mc"
      },
      "source": [
        "model = Sequential()\n",
        "model.add(Dense(128, input_dim=X_train.shape[1], kernel_initializer='normal', activation='relu'))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(Dense(64, kernel_initializer='normal', activation='relu'))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(Dense(1, kernel_initializer='normal'))\n",
        "\n",
        "# Compile model\n",
        "model.compile(loss='mean_squared_error', optimizer='adam')"
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y8WEnHnCtV_0",
        "outputId": "fc1961f7-ad96-4bcd-eb55-2670e6095a0e"
      },
      "source": [
        "history = model.fit(x=X_train, y=y_train, batch_size=32, epochs=100, verbose=1)"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.2017\n",
            "Epoch 2/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1825\n",
            "Epoch 3/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1797\n",
            "Epoch 4/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1763\n",
            "Epoch 5/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1746\n",
            "Epoch 6/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1729\n",
            "Epoch 7/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1736\n",
            "Epoch 8/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1718\n",
            "Epoch 9/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1695\n",
            "Epoch 10/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1708\n",
            "Epoch 11/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1704\n",
            "Epoch 12/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1686\n",
            "Epoch 13/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1676\n",
            "Epoch 14/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1677\n",
            "Epoch 15/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1677\n",
            "Epoch 16/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1680\n",
            "Epoch 17/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1672\n",
            "Epoch 18/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1660\n",
            "Epoch 19/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1656\n",
            "Epoch 20/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1650\n",
            "Epoch 21/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1649\n",
            "Epoch 22/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1647\n",
            "Epoch 23/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1647\n",
            "Epoch 24/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1632\n",
            "Epoch 25/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1637\n",
            "Epoch 26/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1646\n",
            "Epoch 27/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1627\n",
            "Epoch 28/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1628\n",
            "Epoch 29/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1643\n",
            "Epoch 30/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1643\n",
            "Epoch 31/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1616\n",
            "Epoch 32/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1632\n",
            "Epoch 33/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1619\n",
            "Epoch 34/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1601\n",
            "Epoch 35/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1624\n",
            "Epoch 36/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1629\n",
            "Epoch 37/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1628\n",
            "Epoch 38/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1610\n",
            "Epoch 39/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1607\n",
            "Epoch 40/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1621\n",
            "Epoch 41/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1619\n",
            "Epoch 42/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1629\n",
            "Epoch 43/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1615\n",
            "Epoch 44/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1606\n",
            "Epoch 45/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1616\n",
            "Epoch 46/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1600\n",
            "Epoch 47/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1602\n",
            "Epoch 48/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1606\n",
            "Epoch 49/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1601\n",
            "Epoch 50/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1583\n",
            "Epoch 51/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1604\n",
            "Epoch 52/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1587\n",
            "Epoch 53/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1606\n",
            "Epoch 54/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1586\n",
            "Epoch 55/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1604\n",
            "Epoch 56/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1595\n",
            "Epoch 57/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1596\n",
            "Epoch 58/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1604\n",
            "Epoch 59/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1615\n",
            "Epoch 60/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1589\n",
            "Epoch 61/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1584\n",
            "Epoch 62/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1594\n",
            "Epoch 63/100\n",
            "1149/1149 [==============================] - 2s 2ms/step - loss: 0.1588\n",
            "Epoch 64/100\n",
            "1149/1149 [==============================] - 2s 2ms/step - loss: 0.1584\n",
            "Epoch 65/100\n",
            "1149/1149 [==============================] - 2s 2ms/step - loss: 0.1611\n",
            "Epoch 66/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1574\n",
            "Epoch 67/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1582\n",
            "Epoch 68/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1583\n",
            "Epoch 69/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1592\n",
            "Epoch 70/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1580\n",
            "Epoch 71/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1579\n",
            "Epoch 72/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1581\n",
            "Epoch 73/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1573\n",
            "Epoch 74/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1566\n",
            "Epoch 75/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1562\n",
            "Epoch 76/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1565\n",
            "Epoch 77/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1585\n",
            "Epoch 78/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1572\n",
            "Epoch 79/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1567\n",
            "Epoch 80/100\n",
            "1149/1149 [==============================] - 1s 1ms/step - loss: 0.1566\n",
            "Epoch 81/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1573\n",
            "Epoch 82/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1556\n",
            "Epoch 83/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1561\n",
            "Epoch 84/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1577\n",
            "Epoch 85/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1570\n",
            "Epoch 86/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1558\n",
            "Epoch 87/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1555\n",
            "Epoch 88/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1568\n",
            "Epoch 89/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1569\n",
            "Epoch 90/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1577\n",
            "Epoch 91/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1552\n",
            "Epoch 92/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1576\n",
            "Epoch 93/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1574\n",
            "Epoch 94/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1577\n",
            "Epoch 95/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1573\n",
            "Epoch 96/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1568\n",
            "Epoch 97/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1567\n",
            "Epoch 98/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1579\n",
            "Epoch 99/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1563\n",
            "Epoch 100/100\n",
            "1149/1149 [==============================] - 2s 1ms/step - loss: 0.1559\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FiZVxXN70pau",
        "outputId": "f3c39053-1d97-4835-b950-e748b2f29382"
      },
      "source": [
        "eval = model.evaluate(x=X_test, y=y_test, verbose=1)\n",
        "test_pred = model.predict(X_test)"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "493/493 [==============================] - 0s 805us/step - loss: 0.1598\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "gfz6BSkI32zZ",
        "outputId": "7ed4f78f-d31b-415c-a1f4-6077ba0b057c"
      },
      "source": [
        "actualPred(y_test.reshape(-1, ), test_pred.reshape(-1))"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "<ggplot: (8739574602209)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "JB4nXgQd6rHU",
        "outputId": "d5cebd4f-6e4f-4d8a-aff7-c1d314abf01e"
      },
      "source": [
        "scatter(y_test.reshape(-1, ), test_pred.reshape(-1))"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "<ggplot: (8739574679602)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 559
        },
        "id": "VNKIEuyh5FJp",
        "outputId": "8532e92d-ef65-47a4-972d-c83f41249237"
      },
      "source": [
        "get_lag_corr(y_test.reshape(-1, ), test_pred.reshape(-1), num_lags=20)"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "<ggplot: (-9223363297289213822)>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1vXVEWDqFS66"
      },
      "source": [
        "Now we try to predict with the model on the next 24 hours. At the moment, out training data has values for up until the 21/11 11.30. Meaning we need to predict for starting at 12.30 on the 11th up until 11.30 on the 22nd. \n",
        "\n",
        "For this, t_zero would be 48 time steps before, 12.30 on the 1st. \n",
        "\n",
        "Window of 15 prior to t_zero. We already have this data. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FV24nx2CKEB6"
      },
      "source": [
        "build_forecast_df = build_features_forecast(df.energy, features_request, include_tzero=True)\n",
        "scaled_features_forecast = scaler_features.transform(build_forecast_df.tail(48))\n",
        "pred = model.predict(scaled_features_forecast[:, :-1])"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fMIHuFMTj7wt"
      },
      "source": [
        "from datetime import timedelta "
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4iuz1nyGdDQS"
      },
      "source": [
        "range = pd.date_range(start=build_df.index[-1]+timedelta(minutes=30), \n",
        "              end=build_df.index[-1]+timedelta(hours=24), \n",
        "              freq=\"30T\")\n",
        "range.freq = None\n",
        "range = range.to_list()"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q6ol0CLsgYuK"
      },
      "source": [
        ""
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oSjUQkewbOxt"
      },
      "source": [
        "pred = scaler_label.inverse_transform(pred)"
      ],
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jNejz7QEifwP"
      },
      "source": [
        "### Get actual values\n",
        "new_data = pvl.between(pytz.utc.localize(range[0]), pytz.utc.localize(range[-1]))\n",
        "new_data = np.array([x[2] for x in new_data])"
      ],
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "62bGDuC4kiKW",
        "outputId": "e3fa9f24-8bd6-43ec-81d8-f965cb99bd01"
      },
      "source": [
        "plt.scatter(new_data, pred)"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f2d7056b128>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DDH1J6hBDX5I6xNCXpA6ZyFs2d+2f9T57SZrHxIX+3Fsezr0D1txbHgIGv6TOm7jhHd/yUJIWNnGh7yyZkrSwiQt9Z8mUpIVNXOg7S6YkLWziLuQ6S6YkLWziQh+cJVOSFjJxwzuSpIUZ+pLUIRM5vDPHV+ZK0htNbOj7ylxJerOJHN7ZtX+Wj939LV+ZK0lHmbjQnzvDf7Vq3vW+MldSl01c6M83904/X5krqcsmLvSPdSbvK3Mldd3Ehf5CZ/JrEm68+nwv4krqtIkL/ff89IZ569e+a6OBL6nzJi70v/LIs8uqS1KXDDz0k1ye5ECSmSQ7Vvvr//DHLy+rLkldMtDQT7IG+AxwBXAecG2S8wbZgyR12aDP9C8CZqrq6ar6f8BdwFUD7kGSOmvQoT8FPNP3+GCrvSbJdUn2Jtl76NChgTYnSZNu5C7kVtWtVTVdVdMbNsx/J44k6fgMOvRngY19j89qNUnSAAw69B8CNic5J8kpwDXA7gH3IEmdNdCplavqlSTXA3uANcBtVfX4IHuQpC4b+Hz6VXUvcO+gv68kaQQv5EqSThxDX5I6xNCXpA6ZuNC/9J2nLqsuSV0ycaF/569d8qaAv/Sdp3Lnr10ypI4kaXQM/O6dQTDgJWl+E3emL0lamKEvSR1i6EtShxj6ktQhhr4kdUiqatg9LCjJIeB7K/gSpwE/WKV2hsH+h2/c98H+h28Y+/CPqmreNyQZ6dBfqSR7q2p62H0cL/sfvnHfB/sfvlHbB4d3JKlDDH1J6pBJD/1bh93ACtn/8I37Ptj/8I3UPkz0mL4k6Y0m/UxfktTH0JekDpnI0E9yeZIDSWaS7Bh2P/NJsjHJA0meSPJ4ko+0+qlJ7kvyVPu8vtWT5NNtnx5JcuFw96AnyZok+5N8uT0+J8mDrc8/TXJKq7+lPZ5p6zcNs+85SdYl+bMk307yZJJLxukYJPk37ffnsSRfSPITo34MktyW5IUkj/XVlv0zT7K9bf9Uku1D7v/m9jv0SJI/T7Kub93O1v+BJFv76sPJqaqaqA9gDfC/gXcApwDfAs4bdl/z9HkGcGFbfjvwV8B5wH8EdrT6DuD32vKVwP8AAlwMPDjsfWh9/VvgT4Avt8d3A9e05c8C/7ot/wbw2bZ8DfCnw+699XI78K/a8inAunE5BsAU8B1gbd/P/ldH/RgA/xS4EHisr7asnzlwKvB0+7y+La8fYv+XASe15d/r6/+8lkFvAc5p2bRmmDk1tF/YE3hALgH29D3eCewcdl9L6PtLwPuAA8AZrXYGcKAt/xFwbd/2r203xJ7PAu4H/hnw5fYP8wd9v/yvHQtgD3BJWz6pbZch9/+TLTRzVH0sjkEL/Wda8J3UjsHWcTgGwKajQnNZP3PgWuCP+upv2G7Q/R+17v3AnW35DfkzdwyGmVOTOLwz9w9hzsFWG1ntz+wtwIPA6VX1bFv1HHB6Wx7F/fpPwL8D/q49/gfA4ap6pT3u7/G1/tv6l9r2w3QOcAj4r22I6r8keStjcgyqahb4JPB/gGfp/Uz3MV7HYM5yf+YjdSyO8i/p/XUCI9j/JIb+WEnyNuCLwEer6kf966p3CjCS99Qm+XngharaN+xeVuAken+m31JVW4D/S29o4TUjfgzWA1fR+8/rTOCtwOVDbWoVjPLPfDFJPg68Atw57F4WMomhPwts7Ht8VquNnCQn0wv8O6vqnlZ+PskZbf0ZwAutPmr7dSnwC0m+C9xFb4jnPwPrksy9DWd/j6/139b/JPDXg2x4HgeBg1X1YHv8Z/T+ExiXY/BzwHeq6lBVvQzcQ++4jNMxmLPcn/moHQuS/Crw88Avt/+4YAT7n8TQfwjY3O5gOIXeBavdQ+7pTZIE+DzwZFV9qm/VbmDuToTt9Mb65+ofaHczXAy81Pfn8MBV1c6qOquqNtH7GX+tqn4ZeAD4xbbZ0f3P7dcvtu2HejZXVc8BzyQ5t5XeCzzBmBwDesM6Fyf5++33aa7/sTkGfZb7M98DXJZkffuL57JWG4okl9Mb6vyFqvpx36rdwDXtzqlzgM3ANxlmTg3qwscgP+hd8f8relfHPz7sfhbo8Wfp/Qn7CPBw+7iS3hjr/cBTwFeBU9v2AT7T9ulRYHrY+9C3L+/m9bt33kHvl3oG+O/AW1r9J9rjmbb+HcPuu/V1AbC3HYdd9O4EGZtjAPwH4NvAY8B/o3eXyEgfA+AL9K5BvEzvr60PHc/PnN7Y+Uz7+OCQ+5+hN0Y/92/5s33bf7z1fwC4oq8+lJxyGgZJ6pBJHN6RJC3A0JekDjH0JalDDH1J6hBDX5I6xNCXpA4x9CWpQ/4/QCwRqCqsTuQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "ZRlVpiNslXmq",
        "outputId": "3812e991-71d9-45ff-9555-c7eb6a2721f1"
      },
      "source": [
        "p = ggplot(aes(x='prediction', y='true'), pd.DataFrame({\"prediction\": new_data, \n",
        "                                                  \"true\": pred.reshape(-1)}))\n",
        "p + geom_point() + xlab(\"Prediction\") + ylab(\"True\") + ggtitle(\"Prediction Vs Actual\")"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (-9223363297282149523)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "9Iap-MT0QHXA",
        "outputId": "37f1ba63-2044-4b74-c31b-9048c202d582"
      },
      "source": [
        "datum = pd.DataFrame({\n",
        "        \"date\": build_forecast_df.tail(48).index.hour,\n",
        "        \"Actual\":new_data, \n",
        "        \"Prediction\":pred.reshape(-1)\n",
        "    })\n",
        "\n",
        "datum = pd.melt(datum, id_vars=['date'], value_vars=['Actual', 'Prediction']) \n",
        "\n",
        "p = (\n",
        "    \n",
        "    ggplot(datum, aes(x='date'))\n",
        "    + geom_line(aes(y='value', color='variable')) # line plot\n",
        "    + labs(x='Hour', y='Solar Output')\n",
        "    + plotnine.theme_538()\n",
        "    + plotnine.theme(figure_size=(10, 6))\n",
        ")\n",
        "p"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (-9223363297275341820)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "4Q9kFixIZYYx",
        "outputId": "07c4ca09-4efe-4e2c-af31-1ccff0308df5"
      },
      "source": [
        "datum = pd.DataFrame({\n",
        "        \"date\": np.arange(30),\n",
        "        \"datum\": np.arange(30) + 5,\n",
        "        \"Actual\": y_test[40:70].reshape(-1), \n",
        "        \"Prediction\": y_test[40:70].reshape(-1)\n",
        "    })\n",
        "\n",
        "p = (\n",
        "    \n",
        "    ggplot(datum)\n",
        "    + geom_line(aes(x='date', y=\"Actual\", color='\"red\"'))\n",
        "    + geom_line(aes(x='datum', y=\"Prediction\", color='\"blue\"'))\n",
        "    + plotnine.theme_538()\n",
        "    + plotnine.theme(figure_size=(10, 6))\n",
        ")\n",
        "p"
      ],
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/plotnine/utils.py:1246: FutureWarning: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
            "  if pdtypes.is_categorical(arr):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ggplot: (8751432373768)>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 143
        }
      ]
    }
  ]
}