Time_Series_Forecasting.ipynb

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        "<a href=\"https://colab.research.google.com/github/roshancharlie/TATA-Motors-Close-Price-Forecasting/blob/main/Time_Series_Forecasting.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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              "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
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      "source": [
        "import pandas as pd\n",
        "import yfinance as yf\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "sns.set_style('whitegrid')\n",
        "import plotly\n",
        "import cufflinks as cf\n",
        "cf.go_offline()\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "\n",
        "from dateutil.relativedelta import relativedelta # working with dates with style\n",
        "from scipy.optimize import minimize              # for function minimization\n",
        "\n",
        "import statsmodels.formula.api as smf            # statistics and econometrics\n",
        "import statsmodels.tsa.api as smt\n",
        "import statsmodels.api as sm\n",
        "import scipy.stats as scs\n",
        "\n",
        "from itertools import product                    # some useful functions\n",
        "from tqdm import tqdm_notebook\n",
        "\n",
        "# Importing everything from forecasting quality metrics\n",
        "from sklearn.metrics import r2_score, median_absolute_error, mean_absolute_error\n",
        "from sklearn.metrics import median_absolute_error, mean_squared_error, mean_squared_log_error"
      ]
    },
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        "start_date = '2020-01-01'\n",
        "end_date = '2023-08-02'\n",
        "ticker = 'TATAMOTORS.NS'\n",
        "data = yf.download(ticker, start=start_date, end=end_date)\n",
        "data.head()"
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            "\r[*********************100%***********************]  1 of 1 completed\n"
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              "                  Open        High         Low       Close   Adj Close  \\\n",
              "Date                                                                     \n",
              "2020-01-01  185.149994  186.699997  183.600006  184.449997  183.876907   \n",
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              "\n",
              "              Volume  \n",
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              "2020-01-01  25968357  \n",
              "2020-01-02  57289863  \n",
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              "<style>\n",
              "  .colab-df-quickchart {\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-quickchart: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-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart: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",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-524d8e3a-450d-40c6-8374-103b907e479a button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\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-007794ba-6b46-4b62-af88-d05a391426c3 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-007794ba-6b46-4b62-af88-d05a391426c3');\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": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(18, 6))\n",
        "plt.plot(data['Close'])\n",
        "plt.title('Close Price Over Past 3 Years ')\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 504
        },
        "id": "-69JI6_BOQ_U",
        "outputId": "0405ecb3-53ea-494e-f306-54f8ae89f149"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def mean_absolute_percentage_error(y_true, y_pred):\n",
        "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n",
        "\n",
        "def tsplot(y, lags=None, figsize=(12, 7), style='bmh'):\n",
        "    \"\"\"\n",
        "        Plot time series, its ACF and PACF, calculate Dickey–Fuller test\n",
        "\n",
        "        y - timeseries\n",
        "        lags - how many lags to include in ACF, PACF calculation\n",
        "    \"\"\"\n",
        "\n",
        "    if not isinstance(y, pd.Series):\n",
        "        y = pd.Series(y)\n",
        "\n",
        "    with plt.style.context(style):\n",
        "        fig = plt.figure(figsize=figsize)\n",
        "        layout = (2, 2)\n",
        "        ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n",
        "        acf_ax = plt.subplot2grid(layout, (1, 0))\n",
        "        pacf_ax = plt.subplot2grid(layout, (1, 1))\n",
        "\n",
        "        y.plot(ax=ts_ax)\n",
        "        p_value = sm.tsa.stattools.adfuller(y)[1]\n",
        "        ts_ax.set_title('Time Series Analysis Plots\\n Dickey-Fuller: p={0:.5f}'.format(p_value))\n",
        "        smt.graphics.plot_acf(y, lags=lags, ax=acf_ax)\n",
        "        smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax)\n",
        "        plt.tight_layout()"
      ],
      "metadata": {
        "id": "GxzOecY1OafX"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tsplot(data['Close'], lags=60)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "MJWDiCXnPCpQ",
        "outputId": "2a7376d1-598c-4b56-f82d-9281f518d828"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "close_diff = data['Close'] - data['Close'].shift(24)\n",
        "tsplot(close_diff[24:], lags=60)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "-8E5RrIGPJ19",
        "outputId": "5d439895-a63c-451f-de82-d230cb367cbc"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "close_diff = data['Close'] - data['Close'].shift(1)\n",
        "tsplot(close_diff[24+1:], lags=60)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "-i-ax8anPWqN",
        "outputId": "9c6541ea-9089-4fb3-a0b0-7485eaca8040"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# setting initial values and some bounds for them\n",
        "ps = range(2, 5)\n",
        "d=1\n",
        "qs = range(2, 5)\n",
        "Ps = range(0, 2)\n",
        "D=1\n",
        "Qs = range(0, 2)\n",
        "s = 24 # season length is still 24\n",
        "\n",
        "# creating list with all the possible combinations of parameters\n",
        "parameters = product(ps, qs, Ps, Qs)\n",
        "parameters_list = list(parameters)\n",
        "len(parameters_list)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gwQpOSVIPgJl",
        "outputId": "42c31098-717d-41cf-eb41-aba5067e8564"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "36"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def optimizeSARIMA(y, parameters_list, d, D, s):\n",
        "    \"\"\"Return dataframe with parameters and corresponding AIC\n",
        "\n",
        "        y - time series\n",
        "        parameters_list - list with (p, q, P, Q) tuples\n",
        "        d - integration order in ARIMA model\n",
        "        D - seasonal integration order\n",
        "        s - length of season\n",
        "    \"\"\"\n",
        "\n",
        "    results = []\n",
        "    best_aic = float(\"inf\")\n",
        "\n",
        "    for param in tqdm_notebook(parameters_list):\n",
        "        # we need try-except because on some combinations model fails to converge\n",
        "        try:\n",
        "            model=sm.tsa.statespace.SARIMAX(y, order=(param[0], d, param[1]),\n",
        "                                            seasonal_order=(param[2], D, param[3], s)).fit(disp=-1)\n",
        "        except:\n",
        "            continue\n",
        "        aic = model.aic\n",
        "        # saving best model, AIC and parameters\n",
        "        if aic < best_aic:\n",
        "            best_model = model\n",
        "            best_aic = aic\n",
        "            best_param = param\n",
        "        results.append([param, model.aic])\n",
        "\n",
        "    result_table = pd.DataFrame(results)\n",
        "    result_table.columns = ['parameters', 'aic']\n",
        "    # sorting in ascending order, the lower AIC is - the better\n",
        "    result_table = result_table.sort_values(by='aic', ascending=True).reset_index(drop=True)\n",
        "\n",
        "    return result_table"
      ],
      "metadata": {
        "id": "FjzU8GMXPv9s"
      },
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "result_table = optimizeSARIMA(data['Close'], parameters_list, d, D, s)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "ad43fb1f24084f4d8a30f296a81021a2",
            "96237a90724744e287f244daecea8153",
            "7b4fe474e06045a68f2d874668c4efe4",
            "b80509a2bf094ee09eb7958990a47f01",
            "bdc2487619f44dd08f089f469a29fd42",
            "ad7bd69b416f425fba93e079f421779f",
            "98599ca897674a88bdb9ddf243d23def",
            "ecbbb20b64f84dfa84c7e919a431d5f4",
            "1b6f1c69ccd0441faa36aeaf924c539e",
            "3f9798096aac4e98a314b01918794a87",
            "fb2a6fed1ffb44ac895f53f7192c3378"
          ]
        },
        "id": "ecNlA3VRPzg0",
        "outputId": "959bd305-f716-4531-9016-f7ec19350d4b"
      },
      "execution_count": 40,
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ad43fb1f24084f4d8a30f296a81021a2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/36 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "p, q, P, Q = result_table.parameters[0]\n",
        "\n",
        "best_model=sm.tsa.statespace.SARIMAX(data['Close'], order=(p, d, q),\n",
        "                                        seasonal_order=(P, D, Q, s)).fit(disp=-1)\n",
        "print(best_model.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d4qZVccLP56c",
        "outputId": "68015022-a00a-4d29-c4f5-178c09b876cc"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                                      SARIMAX Results                                       \n",
            "============================================================================================\n",
            "Dep. Variable:                                Close   No. Observations:                  891\n",
            "Model:             SARIMAX(3, 1, 3)x(1, 1, [1], 24)   Log Likelihood               -3150.346\n",
            "Date:                              Thu, 03 Aug 2023   AIC                           6318.691\n",
            "Time:                                      07:42:10   BIC                           6361.566\n",
            "Sample:                                           0   HQIC                          6335.100\n",
            "                                              - 891                                         \n",
            "Covariance Type:                                opg                                         \n",
            "==============================================================================\n",
            "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "ar.L1         -1.4923      0.084    -17.824      0.000      -1.656      -1.328\n",
            "ar.L2         -1.4077      0.095    -14.879      0.000      -1.593      -1.222\n",
            "ar.L3         -0.8254      0.071    -11.681      0.000      -0.964      -0.687\n",
            "ma.L1          1.5051      0.086     17.502      0.000       1.337       1.674\n",
            "ma.L2          1.4724      0.087     16.875      0.000       1.301       1.643\n",
            "ma.L3          0.8246      0.076     10.821      0.000       0.675       0.974\n",
            "ar.S.L24      -0.0803      0.033     -2.425      0.015      -0.145      -0.015\n",
            "ma.S.L24      -0.9827      0.063    -15.529      0.000      -1.107      -0.859\n",
            "sigma2        77.0695      4.118     18.716      0.000      68.999      85.140\n",
            "===================================================================================\n",
            "Ljung-Box (L1) (Q):                   0.26   Jarque-Bera (JB):              4291.84\n",
            "Prob(Q):                              0.61   Prob(JB):                         0.00\n",
            "Heteroskedasticity (H):               1.58   Skew:                             0.75\n",
            "Prob(H) (two-sided):                  0.00   Kurtosis:                        13.80\n",
            "===================================================================================\n",
            "\n",
            "Warnings:\n",
            "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tsplot(best_model.resid[24+1:], lags=60)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "jCgsrBvsV2LJ",
        "outputId": "fa3a67a3-c112-4eda-865a-ef573fa24f50"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plotSARIMA(series, model, n_steps):\n",
        "    \"\"\"Plots model vs predicted values\n",
        "\n",
        "        series - dataset with timeseries\n",
        "        model - fitted SARIMA model\n",
        "        n_steps - number of steps to predict in the future\n",
        "    \"\"\"\n",
        "    p, d, q = model.model.order\n",
        "    P, D, Q, s = model.model.seasonal_order\n",
        "\n",
        "    # Adding model values\n",
        "    data = series.copy()\n",
        "    data.columns = ['actual']\n",
        "    data['sarima_model'] = model.fittedvalues\n",
        "    data['sarima_model'][:s+d] = np.NaN\n",
        "\n",
        "    # Forecasting on n_steps forward\n",
        "    forecast = model.get_forecast(steps=n_steps)\n",
        "    forecast_index = pd.date_range(start=data.index[-1] + pd.DateOffset(days=1), periods=n_steps)\n",
        "    forecast = pd.Series(forecast.predicted_mean.values, index=forecast_index)\n",
        "    forecast = data['sarima_model'].append(forecast)\n",
        "\n",
        "    # Calculate error\n",
        "    error = mean_absolute_percentage_error(data['actual'][s+d:], data['sarima_model'][s+d:])\n",
        "\n",
        "    plt.figure(figsize=(15, 7))\n",
        "    plt.title(\"Mean Absolute Percentage Error: {0:.2f}%\".format(error))\n",
        "    plt.plot(forecast, color='r', label=\"model\")\n",
        "    plt.axvspan(data.index[-1], forecast.index[-1], alpha=0.5, color='lightgrey')\n",
        "    plt.plot(data.actual, label=\"actual\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)"
      ],
      "metadata": {
        "id": "u1zzBJQ7WWMi"
      },
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "close = data[['Close']].copy()\n",
        "close.rename(columns={'Close': 'actual'}, inplace=True)\n",
        "close"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "M2ndP30NXsMD",
        "outputId": "3855ce6b-a601-4815-d4df-ea3d0dc01474"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                actual\n",
              "Date                  \n",
              "2020-01-01  184.449997\n",
              "2020-01-02  193.750000\n",
              "2020-01-03  191.100006\n",
              "2020-01-06  185.649994\n",
              "2020-01-07  184.699997\n",
              "...                ...\n",
              "2023-07-26  641.099976\n",
              "2023-07-27  643.700012\n",
              "2023-07-28  635.299988\n",
              "2023-07-31  644.299988\n",
              "2023-08-01  643.650024\n",
              "\n",
              "[891 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "\n",
              "  <div id=\"df-a8674112-166c-4edb-a509-edcde0b3a642\">\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",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>actual</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-01-01</th>\n",
              "      <td>184.449997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-02</th>\n",
              "      <td>193.750000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-03</th>\n",
              "      <td>191.100006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-06</th>\n",
              "      <td>185.649994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-07</th>\n",
              "      <td>184.699997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-07-26</th>\n",
              "      <td>641.099976</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-07-27</th>\n",
              "      <td>643.700012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-07-28</th>\n",
              "      <td>635.299988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-07-31</th>\n",
              "      <td>644.299988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-08-01</th>\n",
              "      <td>643.650024</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>891 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a8674112-166c-4edb-a509-edcde0b3a642')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "\n",
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              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a5228d31-0353-460e-8b3d-369eaed89a36')\"\n",
              "              title=\"Suggest charts.\"\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",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "      </button>\n",
              "    </div>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\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-quickchart: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-quickchart {\n",
              "    background-color: #3B4455;\n",
              "    fill: #D2E3FC;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart: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",
              "      async function quickchart(key) {\n",
              "        const containerElement = document.querySelector('#' + key);\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      }\n",
              "    </script>\n",
              "\n",
              "      <script>\n",
              "\n",
              "function displayQuickchartButton(domScope) {\n",
              "  let quickchartButtonEl =\n",
              "    domScope.querySelector('#df-a5228d31-0353-460e-8b3d-369eaed89a36 button.colab-df-quickchart');\n",
              "  quickchartButtonEl.style.display =\n",
              "    google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "}\n",
              "\n",
              "        displayQuickchartButton(document);\n",
              "      </script>\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-a8674112-166c-4edb-a509-edcde0b3a642 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-a8674112-166c-4edb-a509-edcde0b3a642');\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": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plotSARIMA(close, best_model, 30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
        },
        "id": "VvZyMwUWWf_w",
        "outputId": "23d4adb1-30eb-404a-f210-7afee1b85145"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x700 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "oKEfzsPYWoKv"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}