19_TSA_.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "19 -TSA .ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Mgobeaalcoba/Exploration_Data_Analyst/blob/main/19_TSA_.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nX5M7GCY2oUV"
      },
      "source": [
        "#Introducción\n",
        "\n",
        "*Análisis de Series de Tiempo (TSA)*"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WkF8iJ0V_574"
      },
      "source": [
        "Obtendremos la información de la siguiente página : https://www.quandl.com/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "APKJ4T8ZCiHj"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RMiapuN0AMGV"
      },
      "source": [
        "![Screen Shot 2020-10-15 at 20.15.12.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fQvjlIqAvF3H",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7547c64e-cf29-45b0-f81d-653f7c370de2"
      },
      "source": [
        "!pip install quandl"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting quandl\n",
            "  Downloading Quandl-3.7.0-py2.py3-none-any.whl (26 kB)\n",
            "Requirement already satisfied: requests>=2.7.0 in /usr/local/lib/python3.7/dist-packages (from quandl) (2.23.0)\n",
            "Requirement already satisfied: numpy>=1.8 in /usr/local/lib/python3.7/dist-packages (from quandl) (1.21.5)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from quandl) (1.15.0)\n",
            "Requirement already satisfied: more-itertools in /usr/local/lib/python3.7/dist-packages (from quandl) (8.12.0)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from quandl) (2.8.2)\n",
            "Collecting inflection>=0.3.1\n",
            "  Downloading inflection-0.5.1-py2.py3-none-any.whl (9.5 kB)\n",
            "Requirement already satisfied: pandas>=0.14 in /usr/local/lib/python3.7/dist-packages (from quandl) (1.3.5)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.14->quandl) (2018.9)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.0->quandl) (2021.10.8)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.0->quandl) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.0->quandl) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.0->quandl) (1.24.3)\n",
            "Installing collected packages: inflection, quandl\n",
            "Successfully installed inflection-0.5.1 quandl-3.7.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5kw6Swoe-Tg5"
      },
      "source": [
        "import quandl\n",
        "QUANDL_API_KEY = '4sLKuvo8LszEsAF1Kqgr'  # Your Quandl key here\n",
        "quandl.ApiConfig.api_key = QUANDL_API_KEY"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kGe_mu5D97Ni",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "outputId": "6c9987d6-aa4f-410a-923f-e3e94e537e9f"
      },
      "source": [
        "mydata = quandl.get(\"FRED/GDP\")\n",
        "\n",
        "mydata # Es muy importante tener las fechas como indice para hace Análisis de series de tiempo. "
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-927c6acf-c58a-4959-a743-cabda5f4009e\">\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>Value</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1947-01-01</th>\n",
              "      <td>243.164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1947-04-01</th>\n",
              "      <td>245.968</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1947-07-01</th>\n",
              "      <td>249.585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1947-10-01</th>\n",
              "      <td>259.745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1948-01-01</th>\n",
              "      <td>265.742</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-10-01</th>\n",
              "      <td>21477.597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-01-01</th>\n",
              "      <td>22038.226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-04-01</th>\n",
              "      <td>22740.959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-07-01</th>\n",
              "      <td>23202.344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-10-01</th>\n",
              "      <td>23992.355</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>300 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-927c6acf-c58a-4959-a743-cabda5f4009e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-927c6acf-c58a-4959-a743-cabda5f4009e 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-927c6acf-c58a-4959-a743-cabda5f4009e');\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",
              "  "
            ],
            "text/plain": [
              "                Value\n",
              "Date                 \n",
              "1947-01-01    243.164\n",
              "1947-04-01    245.968\n",
              "1947-07-01    249.585\n",
              "1947-10-01    259.745\n",
              "1948-01-01    265.742\n",
              "...               ...\n",
              "2020-10-01  21477.597\n",
              "2021-01-01  22038.226\n",
              "2021-04-01  22740.959\n",
              "2021-07-01  23202.344\n",
              "2021-10-01  23992.355\n",
              "\n",
              "[300 rows x 1 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ik5CsGRqEZ3K",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "outputId": "11230684-a0b1-4c16-cc54-696291347aee"
      },
      "source": [
        "df = quandl.get('CHRIS/CME_GC1', column_index=6, collapse='weakly', start_date='2010-01-01') \n",
        "# Con get de quandl obtengo los datasets que me interesa trabajar. En este caso solo quiero la columna 6 del dataset CHRIS/CME_GC1\n",
        "# con collapse le indico que tipo de agrupamiento quiero para los datos de tiempo. En este caso semanal. Y con start_date selecciono\n",
        "# desde cuando me interesa recoger los datos. \n",
        "\n",
        "df"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-5b6ec35e-b199-4ca2-a780-9f8610a798d2\">\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>Settle</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-01-04</th>\n",
              "      <td>1118.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-01-06</th>\n",
              "      <td>1136.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-01-07</th>\n",
              "      <td>1133.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-01-08</th>\n",
              "      <td>1138.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-01-11</th>\n",
              "      <td>1151.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-23</th>\n",
              "      <td>1782.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-24</th>\n",
              "      <td>1775.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-25</th>\n",
              "      <td>1776.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-28</th>\n",
              "      <td>1779.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-29</th>\n",
              "      <td>1763.6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2887 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5b6ec35e-b199-4ca2-a780-9f8610a798d2')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5b6ec35e-b199-4ca2-a780-9f8610a798d2 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-5b6ec35e-b199-4ca2-a780-9f8610a798d2');\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",
              "  "
            ],
            "text/plain": [
              "            Settle\n",
              "Date              \n",
              "2010-01-04  1118.3\n",
              "2010-01-06  1136.5\n",
              "2010-01-07  1133.7\n",
              "2010-01-08  1138.9\n",
              "2010-01-11  1151.4\n",
              "...            ...\n",
              "2021-06-23  1782.3\n",
              "2021-06-24  1775.6\n",
              "2021-06-25  1776.6\n",
              "2021-06-28  1779.6\n",
              "2021-06-29  1763.6\n",
              "\n",
              "[2887 rows x 1 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "waH5XgqvVY7x",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "outputId": "97ed4083-00e4-4337-9097-1211c8b44632"
      },
      "source": [
        "df.resample('MS').ffill().dropna() # re agrupo mis datos por mes con el metodo .resample()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-b4eda61a-9ec4-4d4f-96a9-cc2cb007e86c\">\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>Settle</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-02-01</th>\n",
              "      <td>1104.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-03-01</th>\n",
              "      <td>1118.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-04-01</th>\n",
              "      <td>1125.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-01</th>\n",
              "      <td>1180.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-06-01</th>\n",
              "      <td>1224.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-02-01</th>\n",
              "      <td>1866.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-03-01</th>\n",
              "      <td>1725.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-04-01</th>\n",
              "      <td>1728.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-05-01</th>\n",
              "      <td>1767.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-01</th>\n",
              "      <td>1902.9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b4eda61a-9ec4-4d4f-96a9-cc2cb007e86c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b4eda61a-9ec4-4d4f-96a9-cc2cb007e86c 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-b4eda61a-9ec4-4d4f-96a9-cc2cb007e86c');\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",
              "  "
            ],
            "text/plain": [
              "            Settle\n",
              "Date              \n",
              "2010-02-01  1104.3\n",
              "2010-03-01  1118.3\n",
              "2010-04-01  1125.1\n",
              "2010-05-01  1180.7\n",
              "2010-06-01  1224.8\n",
              "...            ...\n",
              "2021-02-01  1866.0\n",
              "2021-03-01  1725.8\n",
              "2021-04-01  1728.4\n",
              "2021-05-01  1767.7\n",
              "2021-06-01  1902.9\n",
              "\n",
              "[137 rows x 1 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "19ZdHJ7dCPTA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "outputId": "cc1ff073-b343-4704-df1f-0e3ccd13f940"
      },
      "source": [
        "df_settle = df.resample('MS').ffill().dropna() # Guardo mi re agrupamiento por mes y elimino los datos faltantes\n",
        "df_settle"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-9923c6dd-2955-4851-833b-567d11523634\">\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>Settle</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2010-02-01</th>\n",
              "      <td>1104.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-03-01</th>\n",
              "      <td>1118.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-04-01</th>\n",
              "      <td>1125.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-05-01</th>\n",
              "      <td>1180.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2010-06-01</th>\n",
              "      <td>1224.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-02-01</th>\n",
              "      <td>1866.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-03-01</th>\n",
              "      <td>1725.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-04-01</th>\n",
              "      <td>1728.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-05-01</th>\n",
              "      <td>1767.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-06-01</th>\n",
              "      <td>1902.9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>137 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9923c6dd-2955-4851-833b-567d11523634')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9923c6dd-2955-4851-833b-567d11523634 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-9923c6dd-2955-4851-833b-567d11523634');\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",
              "  "
            ],
            "text/plain": [
              "            Settle\n",
              "Date              \n",
              "2010-02-01  1104.3\n",
              "2010-03-01  1118.3\n",
              "2010-04-01  1125.1\n",
              "2010-05-01  1180.7\n",
              "2010-06-01  1224.8\n",
              "...            ...\n",
              "2021-02-01  1866.0\n",
              "2021-03-01  1725.8\n",
              "2021-04-01  1728.4\n",
              "2021-05-01  1767.7\n",
              "2021-06-01  1902.9\n",
              "\n",
              "[137 rows x 1 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3I-qck03CkY3"
      },
      "source": [
        "df_rolling = df_settle.rolling(10) #ventana dinámica. Sirve para agrupar nuestra unidad de tiempo la cantidad de veces que le indiquemos\n",
        "df_mean = df_rolling.mean() #media  \n",
        "df_std = df_rolling.std() # desviación estándar\n"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M2p5NkDDDAih"
      },
      "source": [
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5KwfeJgSD32_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "outputId": "d68cfa7f-eeff-4f19-d425-8469bd314949"
      },
      "source": [
        "  plt.figure(figsize=(12, 8))\n",
        "  plt.plot(df_settle, label='Original')\n",
        "  plt.plot(df_mean, label='media')\n",
        "  plt.legend()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f6787f61c50>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9M9HkaK-FMDd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "64b37e2f-45e2-4fb1-800b-41396d8c7a00"
      },
      "source": [
        "#descomposición \n",
        "from statsmodels.tsa.seasonal import seasonal_decompose"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nu9nVIFbFjz-"
      },
      "source": [
        "decompose_result = seasonal_decompose(df.dropna(), freq=12) #  12 es el número de periodos \n",
        "df_trend = decompose_result.trend \n",
        "df_season = decompose_result.seasonal\n",
        "df_residual = decompose_result.resid\n",
        "\n"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o-WQiM0zFtyv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "outputId": "9f0aa91e-f37d-4f1c-ba34-f61111f82df7"
      },
      "source": [
        "plt.rcParams['figure.figsize'] = (12, 8)\n",
        "fig = decompose_result.plot()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YAJsHbC0H6Qs"
      },
      "source": [
        "SARIMAX - Predicción de los valores futuros \n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7K-Ydh0IHZyH"
      },
      "source": [
        "import statsmodels.api as sm\n",
        "from statsmodels.tsa.stattools import adfuller\n",
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hxYqo6sgJSGL"
      },
      "source": [
        "#determinar si es estacionaria Dickey-Fuller Test\n",
        "\n",
        "result = adfuller(df['Settle'])\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fsu5cGrSJ-7T",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "260a7e9e-d42a-4c42-8ff2-3c7c12c235de"
      },
      "source": [
        "\n",
        "print('p-value: {}'.format(result[1]))\n",
        "print('Critical Values:')\n",
        "for key, value in result[4].items():\n",
        "    print('\\t{}: {}'.format(key, value))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "p-value: 0.675682451403725\n",
            "Critical Values:\n",
            "\t1%: -3.4327414664215854\n",
            "\t5%: -2.862596577381869\n",
            "\t10%: -2.5673324502397423\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_FUVTlZ-Nk9W",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "outputId": "f2e266ce-c9ea-4a09-d20e-b74783c3857e"
      },
      "source": [
        "df_log = np.log(df_settle)\n",
        "plt.plot(df_log)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f1cb1a7d278>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gPbqEoXALQVu"
      },
      "source": [
        "rolling_mean = df_log.rolling(window=12).mean()\n",
        "df_mean = df_log - rolling_mean\n",
        "df_mean.dropna(inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}