Forecasting_Housing_Prices_with_Meta_Prophet.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMmG0i0pceHUfS3ourbDkVf",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/eminshall/QuantFinanceWorkbooks/blob/main/Forecasting_Housing_Prices_with_Meta_Prophet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UthxIgJ-UF-Y",
        "outputId": "34928e7d-b226-4174-af38-730f3981ef92"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting nasdaq-data-link\n",
            "  Downloading Nasdaq_Data_Link-1.0.4-py2.py3-none-any.whl (28 kB)\n",
            "Requirement already satisfied: prophet in /usr/local/lib/python3.10/dist-packages (1.1.3)\n",
            "Requirement already satisfied: pandas>=0.14 in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (1.5.3)\n",
            "Requirement already satisfied: numpy>=1.8 in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (1.22.4)\n",
            "Requirement already satisfied: requests>=2.7.0 in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (2.27.1)\n",
            "Collecting inflection>=0.3.1 (from nasdaq-data-link)\n",
            "  Downloading inflection-0.5.1-py2.py3-none-any.whl (9.5 kB)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (2.8.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (1.16.0)\n",
            "Requirement already satisfied: more-itertools in /usr/local/lib/python3.10/dist-packages (from nasdaq-data-link) (9.1.0)\n",
            "Requirement already satisfied: cmdstanpy>=1.0.4 in /usr/local/lib/python3.10/dist-packages (from prophet) (1.1.0)\n",
            "Requirement already satisfied: matplotlib>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from prophet) (3.7.1)\n",
            "Requirement already satisfied: LunarCalendar>=0.0.9 in /usr/local/lib/python3.10/dist-packages (from prophet) (0.0.9)\n",
            "Requirement already satisfied: convertdate>=2.1.2 in /usr/local/lib/python3.10/dist-packages (from prophet) (2.4.0)\n",
            "Requirement already satisfied: holidays>=0.14.2 in /usr/local/lib/python3.10/dist-packages (from prophet) (0.25)\n",
            "Requirement already satisfied: tqdm>=4.36.1 in /usr/local/lib/python3.10/dist-packages (from prophet) (4.65.0)\n",
            "Requirement already satisfied: importlib-resources in /usr/local/lib/python3.10/dist-packages (from prophet) (5.12.0)\n",
            "Requirement already satisfied: pymeeus<=1,>=0.3.13 in /usr/local/lib/python3.10/dist-packages (from convertdate>=2.1.2->prophet) (0.5.12)\n",
            "Requirement already satisfied: korean-lunar-calendar in /usr/local/lib/python3.10/dist-packages (from holidays>=0.14.2->prophet) (0.3.1)\n",
            "Requirement already satisfied: ephem>=3.7.5.3 in /usr/local/lib/python3.10/dist-packages (from LunarCalendar>=0.0.9->prophet) (4.1.4)\n",
            "Requirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from LunarCalendar>=0.0.9->prophet) (2022.7.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (1.0.7)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (0.11.0)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (4.39.3)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (1.4.4)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (23.1)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (8.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=2.0.0->prophet) (3.0.9)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.7.0->nasdaq-data-link) (1.26.15)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.7.0->nasdaq-data-link) (2022.12.7)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests>=2.7.0->nasdaq-data-link) (2.0.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.7.0->nasdaq-data-link) (3.4)\n",
            "Installing collected packages: inflection, nasdaq-data-link\n",
            "Successfully installed inflection-0.5.1 nasdaq-data-link-1.0.4\n"
          ]
        }
      ],
      "source": [
        "!pip install nasdaq-data-link prophet"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import nasdaqdatalink\n",
        "from prophet import Prophet\n",
        "from prophet.plot import add_changepoints_to_plot"
      ],
      "metadata": {
        "id": "YwNbWkjKWOe2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## NASDAQ API KEY"
      ],
      "metadata": {
        "id": "5V8nzrmtisFV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "nasdaqdatalink.ApiConfig.api_key = 'CwY-5k66sGHxnpTUptM-'"
      ],
      "metadata": {
        "id": "hChUEq_6iqba"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Continue"
      ],
      "metadata": {
        "id": "ZY7qP41mizgZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_indicator = nasdaqdatalink.get_table(\n",
        "    datatable_code='ZILLOW/INDICATORS'\n",
        ")"
      ],
      "metadata": {
        "id": "F44XcunNWjKq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_indicator"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7T-GEM2-m6_K",
        "outputId": "a91b0a38-5048-408e-aa1e-a01aa72e6e4e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     indicator_id                                          indicator  \\\n",
              "None                                                                   \n",
              "0            ZSFH           ZHVI Single-Family Homes Time Series ($)   \n",
              "1            ZCON                   ZHVI Condo/Co-op Time Series ($)   \n",
              "2            ZATT           ZHVI All Homes- Top Tier Time Series ($)   \n",
              "3            ZALL  ZHVI All Homes (SFR, Condo/Co-op) Time Series ($)   \n",
              "4            ZABT        ZHVI All Homes- Bottom Tier Time Series ($)   \n",
              "5            Z5BR                    ZHVI 5+ Bedroom Time Series ($)   \n",
              "6            Z4BR                     ZHVI 4-Bedroom Time Series ($)   \n",
              "7            Z3BR                     ZHVI 3-Bedroom Time Series ($)   \n",
              "8            Z2BR                     ZHVI 2-Bedroom Time Series ($)   \n",
              "9            Z1BR                     ZHVI 1-Bedroom Time Series ($)   \n",
              "10           SSSW  Median Sale Price (Smooth, SFR only, Weekly View)   \n",
              "11           SSSM      Median Sale Price (Smooth, SFR only, Monthly)   \n",
              "12           SSAW  Median Sale Price (Smooth, All Homes, Weekly V...   \n",
              "13           SSAM     Median Sale Price (Smooth, All Homes, Monthly)   \n",
              "14           SRSW     Median Sale Price (Raw, SFR only, Weekly View)   \n",
              "15           SRSM         Median Sale Price (Raw, SFR only, Monthly)   \n",
              "16           SRAW    Median Sale Price (Raw, All Homes, Weekly View)   \n",
              "17           SRAM        Median Sale Price (Raw, All Homes, Monthly)   \n",
              "18           SASW  Median Sale Price (Smooth & Seasonally Adjuste...   \n",
              "19           SASM  Median Sale Price (Smooth & Seasonally Adjuste...   \n",
              "20           SAAW  Median Sale Price (Smooth & Seasonally Adjuste...   \n",
              "21           SAAM  Median Sale Price (Smooth & Seasonally Adjuste...   \n",
              "22           RSSA  ZORI (Smoothed, Seasonally Adjusted): All Home...   \n",
              "23           RSNA  ZORI (Smoothed): All Homes Plus Multifamily Ti...   \n",
              "24           NSAW  Median Days to Pending (Smooth, All Homes, Wee...   \n",
              "25           NSAM  Median Days to Pending (Smooth, All Homes, Mon...   \n",
              "26           NRAW  Median Days to Pending (Raw, All Homes, Weekly...   \n",
              "27           NRAM   Median Days to Pending (Raw, All Homes, Monthly)   \n",
              "28           MSAW  Mean Days to Pending (Smooth, All Homes, Weekl...   \n",
              "29           MSAM  Mean Days to Pending (Smooth, All Homes, Monthly)   \n",
              "30           MRAW  Mean Days to Pending (Raw, All Homes, Weekly V...   \n",
              "31           MRAM     Mean Days to Pending (Raw, All Homes, Monthly)   \n",
              "32           LSSW  Median List Price (Smooth, SFR Only, Weekly View)   \n",
              "33           LSSM      Median List Price (Smooth, SFR Only, Monthly)   \n",
              "34           LSAW  Median List Price (Smooth, All Homes, Weekly V...   \n",
              "35           LSAM     Median List Price (Smooth, All Homes, Monthly)   \n",
              "36           LRSW     Median List Price (Raw, SFR Only, Weekly View)   \n",
              "37           LRSM         Median List Price (Raw, SFR Only, Monthly)   \n",
              "38           LRAW    Median List Price (Raw, All Homes, Weekly View)   \n",
              "39           LRAM        Median List Price (Raw, All Homes, Monthly)   \n",
              "40           ISSW  For-Sale Inventory (Smooth, SFR only, Weekly V...   \n",
              "41           ISSM     For-Sale Inventory (Smooth, SFR only, Monthly)   \n",
              "42           ISAW  For-Sale Inventory (Smooth, All Homes, Weekly ...   \n",
              "43           ISAM    For-Sale Inventory (Smooth, All Homes, Monthly)   \n",
              "44           IRSW    For-sale Inventory (Raw, SFR only, Weekly View)   \n",
              "45           IRSM        For-sale Inventory (Raw, SFR only, Monthly)   \n",
              "46           IRAW   For-Sale Inventory (Raw, All Homes, Weekly View)   \n",
              "47           IRAM       For-Sale Inventory (Raw, All Homes, Monthly)   \n",
              "48           CSSW  Share of Listings With a Price Cut (Smooth, SF...   \n",
              "49           CSSM  Share of Listings With a Price Cut (Smooth, SF...   \n",
              "50           CSAW  Share of Listings With a Price Cut (Smooth, Al...   \n",
              "51           CSAM  Share of Listings With a Price Cut (Smooth, Al...   \n",
              "52           CRSW  Share of Listings With a Price Cut (Raw, SFR O...   \n",
              "53           CRSM  Share of Listings With a Price Cut (Raw, SFR O...   \n",
              "54           CRAW  Share of Listings With a Price Cut (Raw, All H...   \n",
              "55           CRAM  Share of Listings With a Price Cut (Raw, All H...   \n",
              "\n",
              "                 category  \n",
              "None                       \n",
              "0             Home values  \n",
              "1             Home values  \n",
              "2             Home values  \n",
              "3             Home values  \n",
              "4             Home values  \n",
              "5             Home values  \n",
              "6             Home values  \n",
              "7             Home values  \n",
              "8             Home values  \n",
              "9             Home values  \n",
              "10    Inventory and sales  \n",
              "11    Inventory and sales  \n",
              "12    Inventory and sales  \n",
              "13    Inventory and sales  \n",
              "14    Inventory and sales  \n",
              "15    Inventory and sales  \n",
              "16    Inventory and sales  \n",
              "17    Inventory and sales  \n",
              "18    Inventory and sales  \n",
              "19    Inventory and sales  \n",
              "20    Inventory and sales  \n",
              "21    Inventory and sales  \n",
              "22                Rentals  \n",
              "23                Rentals  \n",
              "24    Inventory and sales  \n",
              "25    Inventory and sales  \n",
              "26    Inventory and sales  \n",
              "27    Inventory and sales  \n",
              "28    Inventory and sales  \n",
              "29    Inventory and sales  \n",
              "30    Inventory and sales  \n",
              "31    Inventory and sales  \n",
              "32    Inventory and sales  \n",
              "33    Inventory and sales  \n",
              "34    Inventory and sales  \n",
              "35    Inventory and sales  \n",
              "36    Inventory and sales  \n",
              "37    Inventory and sales  \n",
              "38    Inventory and sales  \n",
              "39    Inventory and sales  \n",
              "40    Inventory and sales  \n",
              "41    Inventory and sales  \n",
              "42    Inventory and sales  \n",
              "43    Inventory and sales  \n",
              "44    Inventory and sales  \n",
              "45    Inventory and sales  \n",
              "46    Inventory and sales  \n",
              "47    Inventory and sales  \n",
              "48    Inventory and sales  \n",
              "49    Inventory and sales  \n",
              "50    Inventory and sales  \n",
              "51    Inventory and sales  \n",
              "52    Inventory and sales  \n",
              "53    Inventory and sales  \n",
              "54    Inventory and sales  \n",
              "55    Inventory and sales  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a1526a2f-6d39-448e-96ca-b4b333d21714\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>indicator_id</th>\n",
              "      <th>indicator</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>None</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>ZHVI Single-Family Homes Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ZCON</td>\n",
              "      <td>ZHVI Condo/Co-op Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ZATT</td>\n",
              "      <td>ZHVI All Homes- Top Tier Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ZALL</td>\n",
              "      <td>ZHVI All Homes (SFR, Condo/Co-op) Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ZABT</td>\n",
              "      <td>ZHVI All Homes- Bottom Tier Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Z5BR</td>\n",
              "      <td>ZHVI 5+ Bedroom Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Z4BR</td>\n",
              "      <td>ZHVI 4-Bedroom Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Z3BR</td>\n",
              "      <td>ZHVI 3-Bedroom Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Z2BR</td>\n",
              "      <td>ZHVI 2-Bedroom Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Z1BR</td>\n",
              "      <td>ZHVI 1-Bedroom Time Series ($)</td>\n",
              "      <td>Home values</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>SSSW</td>\n",
              "      <td>Median Sale Price (Smooth, SFR only, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>SSSM</td>\n",
              "      <td>Median Sale Price (Smooth, SFR only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>SSAW</td>\n",
              "      <td>Median Sale Price (Smooth, All Homes, Weekly V...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>SSAM</td>\n",
              "      <td>Median Sale Price (Smooth, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>SRSW</td>\n",
              "      <td>Median Sale Price (Raw, SFR only, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>SRSM</td>\n",
              "      <td>Median Sale Price (Raw, SFR only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>SRAW</td>\n",
              "      <td>Median Sale Price (Raw, All Homes, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>SRAM</td>\n",
              "      <td>Median Sale Price (Raw, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>SASW</td>\n",
              "      <td>Median Sale Price (Smooth &amp; Seasonally Adjuste...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>SASM</td>\n",
              "      <td>Median Sale Price (Smooth &amp; Seasonally Adjuste...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>SAAW</td>\n",
              "      <td>Median Sale Price (Smooth &amp; Seasonally Adjuste...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>SAAM</td>\n",
              "      <td>Median Sale Price (Smooth &amp; Seasonally Adjuste...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>RSSA</td>\n",
              "      <td>ZORI (Smoothed, Seasonally Adjusted): All Home...</td>\n",
              "      <td>Rentals</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>RSNA</td>\n",
              "      <td>ZORI (Smoothed): All Homes Plus Multifamily Ti...</td>\n",
              "      <td>Rentals</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>NSAW</td>\n",
              "      <td>Median Days to Pending (Smooth, All Homes, Wee...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>NSAM</td>\n",
              "      <td>Median Days to Pending (Smooth, All Homes, Mon...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>NRAW</td>\n",
              "      <td>Median Days to Pending (Raw, All Homes, Weekly...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>NRAM</td>\n",
              "      <td>Median Days to Pending (Raw, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>MSAW</td>\n",
              "      <td>Mean Days to Pending (Smooth, All Homes, Weekl...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>MSAM</td>\n",
              "      <td>Mean Days to Pending (Smooth, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>MRAW</td>\n",
              "      <td>Mean Days to Pending (Raw, All Homes, Weekly V...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>MRAM</td>\n",
              "      <td>Mean Days to Pending (Raw, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>LSSW</td>\n",
              "      <td>Median List Price (Smooth, SFR Only, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>LSSM</td>\n",
              "      <td>Median List Price (Smooth, SFR Only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>LSAW</td>\n",
              "      <td>Median List Price (Smooth, All Homes, Weekly V...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>LSAM</td>\n",
              "      <td>Median List Price (Smooth, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>LRSW</td>\n",
              "      <td>Median List Price (Raw, SFR Only, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>LRSM</td>\n",
              "      <td>Median List Price (Raw, SFR Only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>LRAW</td>\n",
              "      <td>Median List Price (Raw, All Homes, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>LRAM</td>\n",
              "      <td>Median List Price (Raw, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>ISSW</td>\n",
              "      <td>For-Sale Inventory (Smooth, SFR only, Weekly V...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>ISSM</td>\n",
              "      <td>For-Sale Inventory (Smooth, SFR only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>ISAW</td>\n",
              "      <td>For-Sale Inventory (Smooth, All Homes, Weekly ...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>ISAM</td>\n",
              "      <td>For-Sale Inventory (Smooth, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>IRSW</td>\n",
              "      <td>For-sale Inventory (Raw, SFR only, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>IRSM</td>\n",
              "      <td>For-sale Inventory (Raw, SFR only, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>IRAW</td>\n",
              "      <td>For-Sale Inventory (Raw, All Homes, Weekly View)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>IRAM</td>\n",
              "      <td>For-Sale Inventory (Raw, All Homes, Monthly)</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>CSSW</td>\n",
              "      <td>Share of Listings With a Price Cut (Smooth, SF...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>CSSM</td>\n",
              "      <td>Share of Listings With a Price Cut (Smooth, SF...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>CSAW</td>\n",
              "      <td>Share of Listings With a Price Cut (Smooth, Al...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>CSAM</td>\n",
              "      <td>Share of Listings With a Price Cut (Smooth, Al...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>CRSW</td>\n",
              "      <td>Share of Listings With a Price Cut (Raw, SFR O...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>CRSM</td>\n",
              "      <td>Share of Listings With a Price Cut (Raw, SFR O...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>CRAW</td>\n",
              "      <td>Share of Listings With a Price Cut (Raw, All H...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>CRAM</td>\n",
              "      <td>Share of Listings With a Price Cut (Raw, All H...</td>\n",
              "      <td>Inventory and sales</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a1526a2f-6d39-448e-96ca-b4b333d21714')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "          document.querySelector('#df-a1526a2f-6d39-448e-96ca-b4b333d21714 button.colab-df-convert');\n",
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              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_region = nasdaqdatalink.get_table(\n",
        "    datatable_code = 'ZILLOW/REGIONS',\n",
        "    paginate=True\n",
        ")"
      ],
      "metadata": {
        "id": "cH0J9FIuo_WF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_region.loc[df_region['region_type'] == 'metro']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "aF0YISHrpsW7",
        "outputId": "2e707e75-980f-41f4-a318-9078b8cfaf7e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      region_id region_type              region\n",
              "None                                           \n",
              "12247    845172       metro    Winfield, KS; KS\n",
              "12248    845171       metro       Union, SC; SC\n",
              "12249    845170       metro  Scottsburg, IN; IN\n",
              "12251    845169       metro    Rockport, TX; TX\n",
              "12252    845168       metro    Pearsall, TX; TX\n",
              "...         ...         ...                 ...\n",
              "60646    394300       metro         Ada, OK; OK\n",
              "60648    394299       metro     Abilene, TX; TX\n",
              "60649    394298       metro    Aberdeen, WA; WA\n",
              "60650    394297       metro    Aberdeen, SD; SD\n",
              "88913    102001       metro       United States\n",
              "\n",
              "[949 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c1f2cf38-9061-4d74-92d5-35f53e265a64\">\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>region_id</th>\n",
              "      <th>region_type</th>\n",
              "      <th>region</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>None</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>12247</th>\n",
              "      <td>845172</td>\n",
              "      <td>metro</td>\n",
              "      <td>Winfield, KS; KS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12248</th>\n",
              "      <td>845171</td>\n",
              "      <td>metro</td>\n",
              "      <td>Union, SC; SC</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12249</th>\n",
              "      <td>845170</td>\n",
              "      <td>metro</td>\n",
              "      <td>Scottsburg, IN; IN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12251</th>\n",
              "      <td>845169</td>\n",
              "      <td>metro</td>\n",
              "      <td>Rockport, TX; TX</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12252</th>\n",
              "      <td>845168</td>\n",
              "      <td>metro</td>\n",
              "      <td>Pearsall, TX; TX</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60646</th>\n",
              "      <td>394300</td>\n",
              "      <td>metro</td>\n",
              "      <td>Ada, OK; OK</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60648</th>\n",
              "      <td>394299</td>\n",
              "      <td>metro</td>\n",
              "      <td>Abilene, TX; TX</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60649</th>\n",
              "      <td>394298</td>\n",
              "      <td>metro</td>\n",
              "      <td>Aberdeen, WA; WA</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60650</th>\n",
              "      <td>394297</td>\n",
              "      <td>metro</td>\n",
              "      <td>Aberdeen, SD; SD</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88913</th>\n",
              "      <td>102001</td>\n",
              "      <td>metro</td>\n",
              "      <td>United States</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>949 rows × 3 columns</p>\n",
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              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "          const element = document.querySelector('#df-c1f2cf38-9061-4d74-92d5-35f53e265a64');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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            ]
          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = nasdaqdatalink.get_table(\n",
        "    datatable_code='ZILLOW/DATA',\n",
        "    indicator_id='ZSFH',\n",
        "    region_id='102001',\n",
        ")"
      ],
      "metadata": {
        "id": "-gcpFs-lpDzl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.sort_values('date', ascending=True, inplace=True)\n",
        "\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "ADzugKzZqW2g",
        "outputId": "946d22da-ddc2-457c-9215-7d9f34c2340f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     indicator_id region_id       date          value\n",
              "None                                                 \n",
              "327          ZSFH    102001 1996-01-31  106752.000000\n",
              "326          ZSFH    102001 1996-02-29  106784.000000\n",
              "325          ZSFH    102001 1996-03-31  106839.000000\n",
              "324          ZSFH    102001 1996-04-30  106974.000000\n",
              "323          ZSFH    102001 1996-05-31  107126.000000\n",
              "...           ...       ...        ...            ...\n",
              "4            ZSFH    102001 2022-12-31  328203.601974\n",
              "3            ZSFH    102001 2023-01-31  332892.362504\n",
              "2            ZSFH    102001 2023-02-28  337138.265574\n",
              "1            ZSFH    102001 2023-03-31  338276.845549\n",
              "0            ZSFH    102001 2023-04-30  339459.479714\n",
              "\n",
              "[328 rows x 4 columns]"
            ],
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              "\n",
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              "      <th></th>\n",
              "      <th>indicator_id</th>\n",
              "      <th>region_id</th>\n",
              "      <th>date</th>\n",
              "      <th>value</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>None</th>\n",
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              "      <th></th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>1996-01-31</td>\n",
              "      <td>106752.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>326</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>1996-02-29</td>\n",
              "      <td>106784.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>325</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>1996-03-31</td>\n",
              "      <td>106839.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>1996-04-30</td>\n",
              "      <td>106974.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>323</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>1996-05-31</td>\n",
              "      <td>107126.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>2022-12-31</td>\n",
              "      <td>328203.601974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>2023-01-31</td>\n",
              "      <td>332892.362504</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>2023-02-28</td>\n",
              "      <td>337138.265574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>338276.845549</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ZSFH</td>\n",
              "      <td>102001</td>\n",
              "      <td>2023-04-30</td>\n",
              "      <td>339459.479714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>328 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b9d4c137-ae67-40dd-8979-523e325325cc')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b9d4c137-ae67-40dd-8979-523e325325cc button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b9d4c137-ae67-40dd-8979-523e325325cc');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df[['date','value']]"
      ],
      "metadata": {
        "id": "aUGryqcJyAWU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_plot = df.set_index('date')"
      ],
      "metadata": {
        "id": "F88hMEd-ytAH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_plot.plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "lhFBhcsV0IKK",
        "outputId": "31a9d4c9-fa20-4068-b99e-fa83b3a32f9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Meta Prophet Stuff"
      ],
      "metadata": {
        "id": "11S_5UjNx8V-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns= ['ds', 'y']"
      ],
      "metadata": {
        "id": "svJdPDhNXE72"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Arbitrarily Choose to use the last quarter as test data\n",
        "train_indices = df['ds'] < '2019-01-01'\n",
        "df_train = df.loc[train_indices].dropna()\n",
        "df_test = (\n",
        "    df.loc[~train_indices].reset_index(drop=True)\n",
        ")"
      ],
      "metadata": {
        "id": "ouna5aW3XMFR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bey9wGLtXhlP",
        "outputId": "f2657a5f-7fe1-46b4-924a-bd83b9e10102"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           ds              y\n",
              "0  2019-01-31  236569.000000\n",
              "1  2019-02-28  237317.000000\n",
              "2  2019-03-31  237934.000000\n",
              "3  2019-04-30  238505.000000\n",
              "4  2019-05-31  239234.000000\n",
              "5  2019-06-30  240036.000000\n",
              "6  2019-07-31  240889.000000\n",
              "7  2019-08-31  241651.000000\n",
              "8  2019-09-30  242460.000000\n",
              "9  2019-10-31  243283.000000\n",
              "10 2019-11-30  244088.000000\n",
              "11 2019-12-31  244909.000000\n",
              "12 2020-01-31  245771.000000\n",
              "13 2020-02-29  246708.000000\n",
              "14 2020-03-31  247530.000000\n",
              "15 2020-04-30  248672.000000\n",
              "16 2020-05-31  249715.000000\n",
              "17 2020-06-30  252133.000000\n",
              "18 2020-07-31  254490.000000\n",
              "19 2020-08-31  256452.000000\n",
              "20 2020-09-30  257237.000000\n",
              "21 2020-10-31  259426.000000\n",
              "22 2020-11-30  262352.000000\n",
              "23 2020-12-31  265679.000000\n",
              "24 2021-01-31  269769.000000\n",
              "25 2021-02-28  273699.000000\n",
              "26 2021-03-31  277736.000000\n",
              "27 2021-04-30  281827.000000\n",
              "28 2021-05-31  286907.000000\n",
              "29 2021-06-30  292477.000000\n",
              "30 2021-07-31  298319.000000\n",
              "31 2021-08-31  304933.000000\n",
              "32 2021-09-30  309609.000000\n",
              "33 2021-10-31  313749.000000\n",
              "34 2021-11-30  317665.000000\n",
              "35 2021-12-31  322050.000000\n",
              "36 2022-01-31  327587.000000\n",
              "37 2022-02-28  333905.000000\n",
              "38 2022-03-31  339801.000000\n",
              "39 2022-04-30  345488.000000\n",
              "40 2022-05-31  349790.000000\n",
              "41 2022-06-30  353098.000000\n",
              "42 2022-07-31  357041.000000\n",
              "43 2022-08-31  357331.000000\n",
              "44 2022-09-30  357101.000000\n",
              "45 2022-10-31  357416.000000\n",
              "46 2022-11-30  329938.455846\n",
              "47 2022-12-31  328203.601974\n",
              "48 2023-01-31  332892.362504\n",
              "49 2023-02-28  337138.265574\n",
              "50 2023-03-31  338276.845549\n",
              "51 2023-04-30  339459.479714"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-819ed31a-b3ba-4527-8272-f99a1a088b50\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ds</th>\n",
              "      <th>y</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2019-01-31</td>\n",
              "      <td>236569.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2019-02-28</td>\n",
              "      <td>237317.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2019-03-31</td>\n",
              "      <td>237934.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2019-04-30</td>\n",
              "      <td>238505.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2019-05-31</td>\n",
              "      <td>239234.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2019-06-30</td>\n",
              "      <td>240036.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2019-07-31</td>\n",
              "      <td>240889.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2019-08-31</td>\n",
              "      <td>241651.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019-09-30</td>\n",
              "      <td>242460.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2019-10-31</td>\n",
              "      <td>243283.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2019-11-30</td>\n",
              "      <td>244088.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2019-12-31</td>\n",
              "      <td>244909.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2020-01-31</td>\n",
              "      <td>245771.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2020-02-29</td>\n",
              "      <td>246708.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>2020-03-31</td>\n",
              "      <td>247530.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2020-04-30</td>\n",
              "      <td>248672.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2020-05-31</td>\n",
              "      <td>249715.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>2020-06-30</td>\n",
              "      <td>252133.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2020-07-31</td>\n",
              "      <td>254490.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>2020-08-31</td>\n",
              "      <td>256452.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>2020-09-30</td>\n",
              "      <td>257237.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>2020-10-31</td>\n",
              "      <td>259426.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2020-11-30</td>\n",
              "      <td>262352.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>2020-12-31</td>\n",
              "      <td>265679.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>2021-01-31</td>\n",
              "      <td>269769.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2021-02-28</td>\n",
              "      <td>273699.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2021-03-31</td>\n",
              "      <td>277736.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>2021-04-30</td>\n",
              "      <td>281827.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>2021-05-31</td>\n",
              "      <td>286907.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>2021-06-30</td>\n",
              "      <td>292477.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>2021-07-31</td>\n",
              "      <td>298319.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>2021-08-31</td>\n",
              "      <td>304933.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>2021-09-30</td>\n",
              "      <td>309609.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>2021-10-31</td>\n",
              "      <td>313749.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>2021-11-30</td>\n",
              "      <td>317665.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>2021-12-31</td>\n",
              "      <td>322050.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>2022-01-31</td>\n",
              "      <td>327587.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>2022-02-28</td>\n",
              "      <td>333905.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>2022-03-31</td>\n",
              "      <td>339801.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>2022-04-30</td>\n",
              "      <td>345488.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>2022-05-31</td>\n",
              "      <td>349790.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>2022-06-30</td>\n",
              "      <td>353098.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>2022-07-31</td>\n",
              "      <td>357041.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>2022-08-31</td>\n",
              "      <td>357331.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>2022-09-30</td>\n",
              "      <td>357101.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>2022-10-31</td>\n",
              "      <td>357416.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>2022-11-30</td>\n",
              "      <td>329938.455846</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>2022-12-31</td>\n",
              "      <td>328203.601974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>2023-01-31</td>\n",
              "      <td>332892.362504</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>2023-02-28</td>\n",
              "      <td>337138.265574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>2023-03-31</td>\n",
              "      <td>338276.845549</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>2023-04-30</td>\n",
              "      <td>339459.479714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "prophet = Prophet(changepoint_range=0.9)\n",
        "prophet.add_country_holidays(country_name='US')\n",
        "prophet.add_seasonality(\n",
        "    name='monthly',period=30.5,fourier_order=5\n",
        ")\n",
        "\n",
        "prophet.fit(df_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PSWEnzR_XjAh",
        "outputId": "57543d34-1bca-4196-e36d-f3d00fdab49f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO:prophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
            "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
            "DEBUG:cmdstanpy:input tempfile: /tmp/tmp10vmzhpj/4zs25_ga.json\n",
            "DEBUG:cmdstanpy:input tempfile: /tmp/tmp10vmzhpj/6yc5fcc0.json\n",
            "DEBUG:cmdstanpy:idx 0\n",
            "DEBUG:cmdstanpy:running CmdStan, num_threads: None\n",
            "DEBUG:cmdstanpy:CmdStan args: ['/usr/local/lib/python3.10/dist-packages/prophet/stan_model/prophet_model.bin', 'random', 'seed=27018', 'data', 'file=/tmp/tmp10vmzhpj/4zs25_ga.json', 'init=/tmp/tmp10vmzhpj/6yc5fcc0.json', 'output', 'file=/tmp/tmp10vmzhpj/prophet_modelragm1igg/prophet_model-20230608224742.csv', 'method=optimize', 'algorithm=lbfgs', 'iter=10000']\n",
            "22:47:42 - cmdstanpy - INFO - Chain [1] start processing\n",
            "INFO:cmdstanpy:Chain [1] start processing\n",
            "22:47:43 - cmdstanpy - INFO - Chain [1] done processing\n",
            "INFO:cmdstanpy:Chain [1] done processing\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<prophet.forecaster.Prophet at 0x7f2dea16abc0>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_future = prophet.make_future_dataframe(\n",
        "    periods=len(df_test), freq='M'\n",
        ")"
      ],
      "metadata": {
        "id": "hMlYCnx1ZxwX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_future"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "GdsKV3w52Jn9",
        "outputId": "29294793-3ac5-4264-e20c-52568d8df0ad"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            ds\n",
              "0   1996-01-31\n",
              "1   1996-02-29\n",
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              "4   1996-05-31\n",
              "..         ...\n",
              "323 2022-12-31\n",
              "324 2023-01-31\n",
              "325 2023-02-28\n",
              "326 2023-03-31\n",
              "327 2023-04-30\n",
              "\n",
              "[328 rows x 1 columns]"
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c6a7339d-3b2e-498b-8efe-ee146d16f72b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_pred = prophet.predict(df_future)\n",
        "prophet.plot(df_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "g4wU3FpVZ79J",
        "outputId": "06102506-7395-44de-e794-03ab16152849"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_pred.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1YFoMV-EaBaw",
        "outputId": "397259c7-7a48-4cc4-b03e-8e50d271b2dd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['ds', 'trend', 'yhat_lower', 'yhat_upper', 'trend_lower', 'trend_upper',\n",
              "       'Christmas Day', 'Christmas Day_lower', 'Christmas Day_upper',\n",
              "       'Christmas Day (Observed)', 'Christmas Day (Observed)_lower',\n",
              "       'Christmas Day (Observed)_upper', 'Columbus Day', 'Columbus Day_lower',\n",
              "       'Columbus Day_upper', 'Independence Day', 'Independence Day_lower',\n",
              "       'Independence Day_upper', 'Independence Day (Observed)',\n",
              "       'Independence Day (Observed)_lower',\n",
              "       'Independence Day (Observed)_upper', 'Labor Day', 'Labor Day_lower',\n",
              "       'Labor Day_upper', 'Martin Luther King Jr. Day',\n",
              "       'Martin Luther King Jr. Day_lower', 'Martin Luther King Jr. Day_upper',\n",
              "       'Memorial Day', 'Memorial Day_lower', 'Memorial Day_upper',\n",
              "       'New Year's Day', 'New Year's Day_lower', 'New Year's Day_upper',\n",
              "       'New Year's Day (Observed)', 'New Year's Day (Observed)_lower',\n",
              "       'New Year's Day (Observed)_upper', 'Thanksgiving', 'Thanksgiving_lower',\n",
              "       'Thanksgiving_upper', 'Veterans Day', 'Veterans Day_lower',\n",
              "       'Veterans Day_upper', 'Veterans Day (Observed)',\n",
              "       'Veterans Day (Observed)_lower', 'Veterans Day (Observed)_upper',\n",
              "       'Washington's Birthday', 'Washington's Birthday_lower',\n",
              "       'Washington's Birthday_upper', 'additive_terms', 'additive_terms_lower',\n",
              "       'additive_terms_upper', 'holidays', 'holidays_lower', 'holidays_upper',\n",
              "       'monthly', 'monthly_lower', 'monthly_upper', 'yearly', 'yearly_lower',\n",
              "       'yearly_upper', 'multiplicative_terms', 'multiplicative_terms_lower',\n",
              "       'multiplicative_terms_upper', 'yhat'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = prophet.plot(df_pred)\n",
        "a = add_changepoints_to_plot(\n",
        "    fig.gca(), prophet, df_pred\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "2W82RWaMaddX",
        "outputId": "7a5469f2-49e6-4984-eb86-42ba1d9b9d1b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "prophet.plot_components(df_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "TPQvxqJfa1rB",
        "outputId": "18cb976e-7423-4014-a3d4-3f9abbd8f6cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 900x1200 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x1200 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "SELECTED_COLS = [\n",
        "    'ds','yhat','yhat_lower','yhat_upper'\n",
        "]\n",
        "\n",
        "df_pred = (\n",
        "    df_pred.loc[:, SELECTED_COLS].reset_index(drop=True)\n",
        ")\n",
        "df_test = df_test.merge(df_pred, on=['ds'], how='left')\n",
        "df_test['ds'] = pd.to_datetime(df_test['ds'])\n",
        "df_test = df_test.set_index('ds')"
      ],
      "metadata": {
        "id": "UIMEBGXjbCGA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,7))\n",
        "\n",
        "PLOT_COLS = [\n",
        "    'y','yhat','yhat_lower','yhat_upper'\n",
        "]\n",
        "ax = sns.lineplot(data=df_test[PLOT_COLS])\n",
        "ax.fill_between(\n",
        "    df_test.index,\n",
        "    df_test['yhat_lower'],\n",
        "    df_test['yhat_upper'],\n",
        "    alpha=0.3\n",
        ")\n",
        "ax.set(\n",
        "    title='Gold Price - actual vs. predicted',\n",
        "    xlabel='Date',\n",
        "    ylabel='Gold Price ($)'\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 695
        },
        "id": "FWn8EavXb16x",
        "outputId": "b52a6a38-6be1-40a4-e9e7-a5aff8f3074f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0.5, 1.0, 'Gold Price - actual vs. predicted'),\n",
              " Text(0.5, 0, 'Date'),\n",
              " Text(0, 0.5, 'Gold Price ($)')]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from prophet.diagnostics import (cross_validation, performance_metrics)\n",
        "from prophet.plot import plot_cross_validation_metric\n",
        "\n",
        "df_cv = cross_validation(\n",
        "    prophet,\n",
        "    initial='1056 days',\n",
        "    period='90 days',\n",
        "    horizon='90 days',\n",
        ")\n",
        "\n",
        "df_cv"
      ],
      "metadata": {
        "id": "K7FGiuwgcZVR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_cv['ds'] = pd.to_datetime(df_cv['ds'])\n",
        "df_cv2 = df_cv.set_index('ds')"
      ],
      "metadata": {
        "id": "B-3_vB_4iWdX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(10,7))\n",
        "\n",
        "PLOT_COLS = [\n",
        "    'y','yhat','yhat_lower','yhat_upper'\n",
        "]\n",
        "ax = sns.lineplot(data=df_cv2[PLOT_COLS])\n",
        "'''\n",
        "ax.fill_between(\n",
        "    df_cv2.index,\n",
        "    df_cv2['yhat_lower'],\n",
        "    df_cv2['yhat_upper'],\n",
        "    alpha=0.3\n",
        ")\n",
        "'''\n",
        "ax.set(\n",
        "    title='Prophet CV Gold Price - actual vs. predicted',\n",
        "    xlabel='Date',\n",
        "    ylabel='Gold Price ($)'\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 695
        },
        "id": "rYmFz6xnfEtF",
        "outputId": "1d5a2d67-2174-4545-9c3a-d8f7ec5e0256"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0.5, 1.0, 'Prophet CV Gold Price - actual vs. predicted'),\n",
              " Text(0.5, 0, 'Date'),\n",
              " Text(0, 0.5, 'Gold Price ($)')]"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_p = performance_metrics(df_cv)\n",
        "df_p"
      ],
      "metadata": {
        "id": "NEVWBURFd2K7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plot_cross_validation_metric(df_cv, metric='mape')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "W-O1T4ODeURx",
        "outputId": "c3f8b069-dd77-4ade-9f38-41221d9d3333"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 32
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "1SfQD8ADekpD"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}