geojackass/thk_stock_price.ipynb

## thk_stock_price.ipynb
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      "name": "thk_stock_price.ipynb",
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      "mount_file_id": "1jI5y1p7UeLbz_M8-2nOOdRpMx2vGpY7-",
      "authorship_tag": "ABX9TyP3k1ZPQd8k+rneWYcXq94i",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/geojackass/27164d3c2be71c7797350f2479772d78/thk_stock_price.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BEiEaqVSFAkf",
        "colab_type": "text"
      },
      "source": [
        "#**THKの株価を機械学習によって予測する**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X52qSHGA3ZK-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "54cfcbd8-e271-4c9b-877b-b6bd8edbc141"
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv(\"/content/drive/My Drive/THK/dat_tdsc2020/6481_20100104_20200825.csv\")\n",
        "df.head()"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>open</th>\n",
              "      <th>close</th>\n",
              "      <th>low</th>\n",
              "      <th>high</th>\n",
              "      <th>volume</th>\n",
              "      <th>adj_close</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2010-01-04</td>\n",
              "      <td>1631</td>\n",
              "      <td>1675</td>\n",
              "      <td>1629</td>\n",
              "      <td>1672</td>\n",
              "      <td>246600</td>\n",
              "      <td>1672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2010-01-05</td>\n",
              "      <td>1710</td>\n",
              "      <td>1749</td>\n",
              "      <td>1687</td>\n",
              "      <td>1733</td>\n",
              "      <td>1388700</td>\n",
              "      <td>1733</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2010-01-06</td>\n",
              "      <td>1715</td>\n",
              "      <td>1720</td>\n",
              "      <td>1692</td>\n",
              "      <td>1707</td>\n",
              "      <td>621400</td>\n",
              "      <td>1707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2010-01-07</td>\n",
              "      <td>1750</td>\n",
              "      <td>1762</td>\n",
              "      <td>1735</td>\n",
              "      <td>1759</td>\n",
              "      <td>1233200</td>\n",
              "      <td>1759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2010-01-08</td>\n",
              "      <td>1760</td>\n",
              "      <td>1793</td>\n",
              "      <td>1750</td>\n",
              "      <td>1781</td>\n",
              "      <td>629100</td>\n",
              "      <td>1781</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         date  open  close   low  high   volume  adj_close\n",
              "0  2010-01-04  1631   1675  1629  1672   246600       1672\n",
              "1  2010-01-05  1710   1749  1687  1733  1388700       1733\n",
              "2  2010-01-06  1715   1720  1692  1707   621400       1707\n",
              "3  2010-01-07  1750   1762  1735  1759  1233200       1759\n",
              "4  2010-01-08  1760   1793  1750  1781   629100       1781"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NnGxGY_H9Nz1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "497da78c-2fc0-46db-c6a8-a1891c6769c2"
      },
      "source": [
        "#指定カラムの抽出\n",
        "#df[\"date\"]\n",
        "df[\"date\"].head()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    2010-01-04\n",
              "1    2010-01-05\n",
              "2    2010-01-06\n",
              "3    2010-01-07\n",
              "4    2010-01-08\n",
              "Name: date, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cNJ8n8df9QzM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "016adc60-2c26-4ad1-8b87-52115b608334"
      },
      "source": [
        "#複数の指定カラムをまとめて抽出\n",
        "df.loc[:,[\"date\",\"open\",\"close\",\"low\",\"high\",\"volume\"]]"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>open</th>\n",
              "      <th>close</th>\n",
              "      <th>low</th>\n",
              "      <th>high</th>\n",
              "      <th>volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2010-01-04</td>\n",
              "      <td>1631</td>\n",
              "      <td>1675</td>\n",
              "      <td>1629</td>\n",
              "      <td>1672</td>\n",
              "      <td>246600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2010-01-05</td>\n",
              "      <td>1710</td>\n",
              "      <td>1749</td>\n",
              "      <td>1687</td>\n",
              "      <td>1733</td>\n",
              "      <td>1388700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2010-01-06</td>\n",
              "      <td>1715</td>\n",
              "      <td>1720</td>\n",
              "      <td>1692</td>\n",
              "      <td>1707</td>\n",
              "      <td>621400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2010-01-07</td>\n",
              "      <td>1750</td>\n",
              "      <td>1762</td>\n",
              "      <td>1735</td>\n",
              "      <td>1759</td>\n",
              "      <td>1233200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2010-01-08</td>\n",
              "      <td>1760</td>\n",
              "      <td>1793</td>\n",
              "      <td>1750</td>\n",
              "      <td>1781</td>\n",
              "      <td>629100</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2592</th>\n",
              "      <td>2020-08-19</td>\n",
              "      <td>2431</td>\n",
              "      <td>2463</td>\n",
              "      <td>2414</td>\n",
              "      <td>2462</td>\n",
              "      <td>415500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2593</th>\n",
              "      <td>2020-08-20</td>\n",
              "      <td>2439</td>\n",
              "      <td>2456</td>\n",
              "      <td>2345</td>\n",
              "      <td>2354</td>\n",
              "      <td>871700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2594</th>\n",
              "      <td>2020-08-21</td>\n",
              "      <td>2379</td>\n",
              "      <td>2427</td>\n",
              "      <td>2337</td>\n",
              "      <td>2347</td>\n",
              "      <td>768400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2595</th>\n",
              "      <td>2020-08-24</td>\n",
              "      <td>2335</td>\n",
              "      <td>2336</td>\n",
              "      <td>2290</td>\n",
              "      <td>2327</td>\n",
              "      <td>919500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2596</th>\n",
              "      <td>2020-08-25</td>\n",
              "      <td>2338</td>\n",
              "      <td>2436</td>\n",
              "      <td>2338</td>\n",
              "      <td>2416</td>\n",
              "      <td>1211300</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2597 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            date  open  close   low  high   volume\n",
              "0     2010-01-04  1631   1675  1629  1672   246600\n",
              "1     2010-01-05  1710   1749  1687  1733  1388700\n",
              "2     2010-01-06  1715   1720  1692  1707   621400\n",
              "3     2010-01-07  1750   1762  1735  1759  1233200\n",
              "4     2010-01-08  1760   1793  1750  1781   629100\n",
              "...          ...   ...    ...   ...   ...      ...\n",
              "2592  2020-08-19  2431   2463  2414  2462   415500\n",
              "2593  2020-08-20  2439   2456  2345  2354   871700\n",
              "2594  2020-08-21  2379   2427  2337  2347   768400\n",
              "2595  2020-08-24  2335   2336  2290  2327   919500\n",
              "2596  2020-08-25  2338   2436  2338  2416  1211300\n",
              "\n",
              "[2597 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AvOivqF6d-5I",
        "colab_type": "text"
      },
      "source": [
        "# Prophetによる時系列データの予測\n",
        "## Prophetは，Facebookが公開している予測パッケージである．\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SDBAzrAEdrqR",
        "colab_type": "text"
      },
      "source": [
        "# fbpropehtのinstallを行う"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LNN8aHLJ9hiE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 374
        },
        "outputId": "c9974c3b-142c-48d8-aba2-b6667552fcfd"
      },
      "source": [
        "!pip install fbprophet"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: fbprophet in /usr/local/lib/python3.6/dist-packages (0.7.1)\n",
            "Requirement already satisfied: Cython>=0.22 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (0.29.21)\n",
            "Requirement already satisfied: cmdstanpy==0.9.5 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (0.9.5)\n",
            "Requirement already satisfied: pystan>=2.14 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (2.19.1.1)\n",
            "Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (1.18.5)\n",
            "Requirement already satisfied: pandas>=1.0.4 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (1.0.5)\n",
            "Requirement already satisfied: matplotlib>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (3.2.2)\n",
            "Requirement already satisfied: LunarCalendar>=0.0.9 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (0.0.9)\n",
            "Requirement already satisfied: convertdate>=2.1.2 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (2.2.2)\n",
            "Requirement already satisfied: holidays>=0.10.2 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (0.10.3)\n",
            "Requirement already satisfied: setuptools-git>=1.2 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (1.2)\n",
            "Requirement already satisfied: python-dateutil>=2.8.0 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (2.8.1)\n",
            "Requirement already satisfied: tqdm>=4.36.1 in /usr/local/lib/python3.6/dist-packages (from fbprophet) (4.41.1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=1.0.4->fbprophet) (2018.9)\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>=2.0.0->fbprophet) (2.4.7)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.0.0->fbprophet) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.0.0->fbprophet) (0.10.0)\n",
            "Requirement already satisfied: ephem>=3.7.5.3 in /usr/local/lib/python3.6/dist-packages (from LunarCalendar>=0.0.9->fbprophet) (3.7.7.1)\n",
            "Requirement already satisfied: pymeeus<=1,>=0.3.6 in /usr/local/lib/python3.6/dist-packages (from convertdate>=2.1.2->fbprophet) (0.3.7)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from holidays>=0.10.2->fbprophet) (1.15.0)\n",
            "Requirement already satisfied: korean-lunar-calendar in /usr/local/lib/python3.6/dist-packages (from holidays>=0.10.2->fbprophet) (0.2.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xLVv1qoL9sdc",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C7Z9au7MdTV5",
        "colab_type": "text"
      },
      "source": [
        "# 必要なライブラリの読み出し"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vSy8tfbY9tfM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "from fbprophet import Prophet\n",
        "from vega_datasets import data\n",
        "import plotly.express as px\n",
        "import fbprophet.plot as fp\n",
        "import plotly.io as pio\n",
        "pio.renderers.default = \"colab\""
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1BLkbow6fo0p",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "bcd7d735-07bf-4f6b-8414-f6b9341477a9"
      },
      "source": [
        "#データフレーム整形\n",
        "dat = df.loc[:,[\"date\",\"close\"]]\n",
        "dat.head()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>date</th>\n",
              "      <th>close</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2010-01-04</td>\n",
              "      <td>1675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2010-01-05</td>\n",
              "      <td>1749</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2010-01-06</td>\n",
              "      <td>1720</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2010-01-07</td>\n",
              "      <td>1762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2010-01-08</td>\n",
              "      <td>1793</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         date  close\n",
              "0  2010-01-04   1675\n",
              "1  2010-01-05   1749\n",
              "2  2010-01-06   1720\n",
              "3  2010-01-07   1762\n",
              "4  2010-01-08   1793"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eqEQV8Xq-EQ0",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9tK88mt7gziF",
        "colab_type": "text"
      },
      "source": [
        "prophetのライブラリは簡易的に予測モデルを構築できるが，そのため使用する際に癖(制約)がある．データのカラムは必ず2列で，1列目には年月日,2列目に目的変数(今回の場合は受注量)のデータである必要がある．\n",
        "また，カラム名は必ず**ds,y**としなければならない．"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qZ8ohiUcfsM4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "870b7ad9-5b38-4f9c-f603-e27cb7e3419f"
      },
      "source": [
        "#リネーム、prophet用に定義する\n",
        "columns={\n",
        "    \"date\":\"ds\",\n",
        "    \"close\":\"y\"\n",
        "}\n",
        "#再度読み込みを行う\n",
        "dat.rename(columns=columns, inplace=True)\n",
        "dat.head()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ds</th>\n",
              "      <th>y</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2010-01-04</td>\n",
              "      <td>1675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2010-01-05</td>\n",
              "      <td>1749</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2010-01-06</td>\n",
              "      <td>1720</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2010-01-07</td>\n",
              "      <td>1762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2010-01-08</td>\n",
              "      <td>1793</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           ds     y\n",
              "0  2010-01-04  1675\n",
              "1  2010-01-05  1749\n",
              "2  2010-01-06  1720\n",
              "3  2010-01-07  1762\n",
              "4  2010-01-08  1793"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8d96tVMG-RNU",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bTR5t-GfhfQP",
        "colab_type": "text"
      },
      "source": [
        "# 基本的な使い方\n",
        "ProphetをPythonから呼び出して使う方法は，機械学習パッケージscikit learnと同じである。\n",
        "\n",
        "## Prophetクラスのインスタンスmodelを生成\n",
        "- fitメソッドで学習（引数はデータフレーム）\n",
        "- predictメソッドで予測（引数は予測したい期間を含んだデータフレーム）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DoqiaYdF-KOU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "33ebc8e0-759f-452f-fb8d-1758d13e4760"
      },
      "source": [
        "#予測モデル作成・フィッティング\n",
        "m = Prophet()\n",
        "m.fit(dat)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:numexpr.utils:NumExpr defaulting to 2 threads.\n",
            "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<fbprophet.forecaster.Prophet at 0x7f4b1dc97c18>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZaPKqWLH-Y3M",
        "colab_type": "text"
      },
      "source": [
        "make_future_dataframeメソッドで未来の時刻を表すデータフレームを生成する． 既定値では，予測で用いた過去の時刻も含む． 引数は予測をしたい期間数periodsであり，ここでは，１年後（365日分）まで予測することにする．"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v5gqp9xQf4Ro",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "39a2a9a3-8445-46d9-c12e-0a0c4a97fd8c"
      },
      "source": [
        "#予測期間の決定\n",
        "future = m.make_future_dataframe(periods=365)\n",
        "future.tail()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ds</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2957</th>\n",
              "      <td>2021-08-21</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2958</th>\n",
              "      <td>2021-08-22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2959</th>\n",
              "      <td>2021-08-23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2960</th>\n",
              "      <td>2021-08-24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2961</th>\n",
              "      <td>2021-08-25</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             ds\n",
              "2957 2021-08-21\n",
              "2958 2021-08-22\n",
              "2959 2021-08-23\n",
              "2960 2021-08-24\n",
              "2961 2021-08-25"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kSNKJNJ8h-el",
        "colab_type": "text"
      },
      "source": [
        "predict メソッドに予測したい時刻を含んだデータフレームfuture を渡すと，予測値を入れたデータフレームforecastを返す．このデータフレームは、予測値yhatの他に，予測の幅などの情報を含んだの列を含む．以下では，予測値yhatの他に，予測の上限と下限（yhat_lowerとyhat_upper）を表示している．"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vBFCxkgu-qAi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "be845c22-f6ea-421b-b4a3-ee7320b883cd"
      },
      "source": [
        "#データフレーム内各カラムを確認\n",
        "forecast = m.predict(future)\n",
        "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ds</th>\n",
              "      <th>yhat</th>\n",
              "      <th>yhat_lower</th>\n",
              "      <th>yhat_upper</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2957</th>\n",
              "      <td>2021-08-21</td>\n",
              "      <td>1980.324833</td>\n",
              "      <td>1017.880060</td>\n",
              "      <td>2968.120982</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2958</th>\n",
              "      <td>2021-08-22</td>\n",
              "      <td>1976.880472</td>\n",
              "      <td>998.583625</td>\n",
              "      <td>2969.277450</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2959</th>\n",
              "      <td>2021-08-23</td>\n",
              "      <td>2085.557245</td>\n",
              "      <td>1087.329039</td>\n",
              "      <td>3063.077533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2960</th>\n",
              "      <td>2021-08-24</td>\n",
              "      <td>2079.673060</td>\n",
              "      <td>1118.701869</td>\n",
              "      <td>3123.259643</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2961</th>\n",
              "      <td>2021-08-25</td>\n",
              "      <td>2082.897526</td>\n",
              "      <td>1026.587273</td>\n",
              "      <td>3096.671635</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             ds         yhat   yhat_lower   yhat_upper\n",
              "2957 2021-08-21  1980.324833  1017.880060  2968.120982\n",
              "2958 2021-08-22  1976.880472   998.583625  2969.277450\n",
              "2959 2021-08-23  2085.557245  1087.329039  3063.077533\n",
              "2960 2021-08-24  2079.673060  1118.701869  3123.259643\n",
              "2961 2021-08-25  2082.897526  1026.587273  3096.671635"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b9SOzjpb-uyz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "outputId": "6232c275-eb04-48ca-f58a-c23b2452f7da"
      },
      "source": [
        "#描画\n",
        "#時系列\n",
        "fig1 = m.plot(forecast)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qd7HNCab-2nv",
        "colab_type": "text"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ohd_vInZdc-W",
        "colab_type": "text"
      },
      "source": [
        "Prophetにおける予測は一般化加法モデルを用いて行われる．これは，傾向変動，季節変動，イベント情報などの様々な因子の和として予測を行う方法である．\n",
        "\n",
        "###一般化線形モデル\n",
        "\n",
        "$$\n",
        " y_t =g_t + s_t + h_t + \\epsilon_t \n",
        "$$\n",
        "\n",
        "- $y_t$ : 予測値\n",
        "- $g_t$ : 傾向変動(trend)；傾向変化点ありの線形もしくはロジスティック曲線\n",
        "- $s_t$ : 季節変動；年次，週次，日時の季節変動をsin,cosの組み合わせ（フーリエ級数）で表現\n",
        "- $h_t$ : 休日などのイベント項\n",
        "- $\\epsilon_t$ : 誤差項\n",
        "\n",
        "\n",
        "因子ごとに予測値の描画を行うには，plot_componentsメソッドを用いる．既定では，以下のように，上から順に傾向変動，週次の季節変動，年次の季節変動が描画される．また，傾向変動の図（一番上）には，予測の誤差範囲が示される．季節変動の誤差範囲を得る方法などもある．\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z5AQ8Vav-4Iy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        },
        "outputId": "fac15601-d95d-4e9d-e6a9-b57600deb41e"
      },
      "source": [
        "m.plot_components(forecast);"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 648x648 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wzOx5ux8jLUE",
        "colab_type": "text"
      },
      "source": [
        "### トレンドの柔軟性調整"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wkFm9ylR_WEa",
        "colab_type": "text"
      },
      "source": [
        "### default changepoint_prior_scale=0.05\n",
        "今回はdefault changepoint_prior_scale=0.5としてみる"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "shZoEKtR_C06",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "8403cbab-c6f5-4325-b519-998cc8f6fb83"
      },
      "source": [
        "### default changepoint_prior_scale=0.05\n",
        "m = Prophet(changepoint_prior_scale=0.5)\n",
        "forecast = m.fit(dat).predict(future)\n",
        "fig = m.plot(forecast)"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vUp2ueWr_iX5",
        "colab_type": "text"
      },
      "source": [
        "default changepoint_prior_scale=0.05\n",
        "今回はdefault changepoint_prior_scale=0.001としてみる\n",
        "- (このdefault changepoint_prior_scale)をどの程度とするか自分で設定を変えていろいろと試してみてください"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zt8gLJCP_OUe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "7b0e573e-3e6c-43a2-8414-310c83f3f165"
      },
      "source": [
        "### default changepoint_prior_scale=0.05\n",
        "m2 = Prophet(changepoint_prior_scale=0.001)\n",
        "forecast2 = m2.fit(dat).predict(future)\n",
        "fig = m2.plot(forecast2)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jtn56AI7AXfx",
        "colab_type": "text"
      },
      "source": [
        "Plotlyライブラリを用いると，対話形式に，拡大縮小や範囲指定ができる動的な図も作成できる．\n",
        "[Plotly Python Open Source Graphing Library](https://plotly.com/python/)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "na0sDFeJ_0l7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "outputId": "2c31e94a-a874-48e6-82c1-5ac98de4e568"
      },
      "source": [
        "fig = fp.plot_plotly(m, forecast) \n",
        "fig.show()"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
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              "                \n",
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              "                    Plotly.newPlot(\n",
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