{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.metrics import mean_absolute_error, root_mean_squared_error\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "from statsmodels.tsa.stattools import adfuller, acf, pacf\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.arima_process import ArmaProcess\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "oil = pd.read_csv(\"http://137.23.24.234/datasets//store-sales-forecasting/oil.csv\")\n",
    "sample_submission = pd.read_csv(\"http://137.23.24.234/datasets/store-sales-forecasting/sample_submission.csv\")\n",
    "df = pd.read_csv(\"http://137.23.24.234/datasets/store-sales-forecasting/train.csv\")\n",
    "holidays = pd.read_csv(\"http://137.23.24.234/datasets/store-sales-forecasting/holidays_events.csv\")\n",
    "# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:21.173858Z",
     "iopub.status.busy": "2026-08-03T23:46:21.173222Z",
     "iopub.status.idle": "2026-08-03T23:46:21.202673Z",
     "shell.execute_reply": "2026-08-03T23:46:21.201670Z",
     "shell.execute_reply.started": "2026-08-03T23:46:21.173812Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 3000888 entries, 0 to 3000887\n",
      "Data columns (total 6 columns):\n",
      " #   Column       Dtype  \n",
      "---  ------       -----  \n",
      " 0   id           int64  \n",
      " 1   date         str    \n",
      " 2   store_nbr    int64  \n",
      " 3   family       str    \n",
      " 4   sales        float64\n",
      " 5   onpromotion  int64  \n",
      "dtypes: float64(1), int64(3), str(2)\n",
      "memory usage: 137.4 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:21.204434Z",
     "iopub.status.busy": "2026-08-03T23:46:21.204063Z",
     "iopub.status.idle": "2026-08-03T23:46:21.391531Z",
     "shell.execute_reply": "2026-08-03T23:46:21.390509Z",
     "shell.execute_reply.started": "2026-08-03T23:46:21.204394Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<StringArray>\n",
       "[                'AUTOMOTIVE',                  'BABY CARE',\n",
       "                     'BEAUTY',                  'BEVERAGES',\n",
       "                      'BOOKS',               'BREAD/BAKERY',\n",
       "                'CELEBRATION',                   'CLEANING',\n",
       "                      'DAIRY',                       'DELI',\n",
       "                       'EGGS',               'FROZEN FOODS',\n",
       "                  'GROCERY I',                 'GROCERY II',\n",
       "                   'HARDWARE',         'HOME AND KITCHEN I',\n",
       "        'HOME AND KITCHEN II',            'HOME APPLIANCES',\n",
       "                  'HOME CARE',                 'LADIESWEAR',\n",
       "            'LAWN AND GARDEN',                   'LINGERIE',\n",
       "           'LIQUOR,WINE,BEER',                  'MAGAZINES',\n",
       "                      'MEATS',              'PERSONAL CARE',\n",
       "               'PET SUPPLIES',    'PLAYERS AND ELECTRONICS',\n",
       "                    'POULTRY',             'PREPARED FOODS',\n",
       "                    'PRODUCE', 'SCHOOL AND OFFICE SUPPLIES',\n",
       "                    'SEAFOOD']\n",
       "Length: 33, dtype: str"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"family\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:21.394837Z",
     "iopub.status.busy": "2026-08-03T23:46:21.394431Z",
     "iopub.status.idle": "2026-08-03T23:46:27.470659Z",
     "shell.execute_reply": "2026-08-03T23:46:27.469619Z",
     "shell.execute_reply.started": "2026-08-03T23:46:21.394805Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 4))\n",
    "\n",
    "sns.barplot(\n",
    "    data=df,\n",
    "    x=\"family\",\n",
    "    y=\"sales\",\n",
    "    estimator=\"sum\",\n",
    "    errorbar=None\n",
    ")\n",
    "\n",
    "plt.xlabel(\"category\")\n",
    "plt.ylabel(\"total sales\")\n",
    "plt.xticks(rotation=90, ha=\"right\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:27.472147Z",
     "iopub.status.busy": "2026-08-03T23:46:27.471852Z",
     "iopub.status.idle": "2026-08-03T23:46:28.089671Z",
     "shell.execute_reply": "2026-08-03T23:46:28.088664Z",
     "shell.execute_reply.started": "2026-08-03T23:46:27.472119Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              id       date  store_nbr     family    sales  onpromotion\n",
      "1332        1332 2013-01-01         46  GROCERY I      0.0            0\n",
      "3114        3114 2013-01-02         46  GROCERY I  10892.0            0\n",
      "4896        4896 2013-01-03         46  GROCERY I   6493.0            0\n",
      "6678        6678 2013-01-04         46  GROCERY I   6499.0            0\n",
      "8460        8460 2013-01-05         46  GROCERY I  10827.0            0\n",
      "...          ...        ...        ...        ...      ...          ...\n",
      "2993310  2993310 2017-08-11         46  GROCERY I   9934.0           41\n",
      "2995092  2995092 2017-08-12         46  GROCERY I   9218.0           40\n",
      "2996874  2996874 2017-08-13         46  GROCERY I  10557.0           40\n",
      "2998656  2998656 2017-08-14         46  GROCERY I   7570.0           39\n",
      "3000438  3000438 2017-08-15         46  GROCERY I   7222.0           37\n",
      "\n",
      "[1684 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "category = \"GROCERY I\"\n",
    "store_number = 46\n",
    "\n",
    "df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
    "\n",
    "store_cat_sales = df[(df[\"family\"] == category) & (df[\"store_nbr\"] == store_number)]\n",
    "\n",
    "print(store_cat_sales)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:28.091650Z",
     "iopub.status.busy": "2026-08-03T23:46:28.091172Z",
     "iopub.status.idle": "2026-08-03T23:46:28.195742Z",
     "shell.execute_reply": "2026-08-03T23:46:28.194610Z",
     "shell.execute_reply.started": "2026-08-03T23:46:28.091607Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              sales  onpromotion\n",
      "date                            \n",
      "2013-01-01      0.0          0.0\n",
      "2013-01-02  10892.0          0.0\n",
      "2013-01-03   6493.0          0.0\n",
      "2013-01-04   6499.0          0.0\n",
      "2013-01-05  10827.0          0.0\n",
      "...             ...          ...\n",
      "2017-08-11   9934.0         41.0\n",
      "2017-08-12   9218.0         40.0\n",
      "2017-08-13  10557.0         40.0\n",
      "2017-08-14   7570.0         39.0\n",
      "2017-08-15   7222.0         37.0\n",
      "\n",
      "[1688 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "series = store_cat_sales.set_index(\"date\").sort_index()[[\"sales\", \"onpromotion\"]]\n",
    "\n",
    "series = series.asfreq('D').interpolate('time')\n",
    "\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:28.452174Z",
     "iopub.status.busy": "2026-08-03T23:46:28.451781Z",
     "iopub.status.idle": "2026-08-03T23:46:29.133647Z",
     "shell.execute_reply": "2026-08-03T23:46:29.132775Z",
     "shell.execute_reply.started": "2026-08-03T23:46:28.452134Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the total sales and difference\n",
    "fig, ax = plt.subplots(3, 1, figsize=(12, 6))\n",
    "sns.lineplot(data=series, ax=ax[0])\n",
    "sns.lineplot(data=series.diff(1), ax=ax[1])\n",
    "sns.lineplot(data=series.diff(7), ax=ax[2])\n",
    "\n",
    "ax[0].set_title(\"sales\")\n",
    "ax[1].set_title(\"sales - seasonal diff(1)\")\n",
    "ax[2].set_title(\"sales - seasonal diff(7)\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:29.135533Z",
     "iopub.status.busy": "2026-08-03T23:46:29.135115Z",
     "iopub.status.idle": "2026-08-03T23:46:29.603451Z",
     "shell.execute_reply": "2026-08-03T23:46:29.602236Z",
     "shell.execute_reply.started": "2026-08-03T23:46:29.135492Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ACF & PACF ANALYSIS\n",
    "\n",
    "diffed = series[\"sales\"].diff(7).dropna()\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(12, 4))\n",
    "plot_acf(diffed,  lags=60, ax=axes[0], title=\"ACF — Seasonal difference (7)\")\n",
    "plot_pacf(diffed, lags=60, ax=axes[1], title=\"PACF — Seasonal difference (7)\", method=\"ywm\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:29.605083Z",
     "iopub.status.busy": "2026-08-03T23:46:29.604713Z",
     "iopub.status.idle": "2026-08-03T23:46:29.749488Z",
     "shell.execute_reply": "2026-08-03T23:46:29.748533Z",
     "shell.execute_reply.started": "2026-08-03T23:46:29.605043Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- ADF test: total_sales ---\n",
      "ADF statistic: -4.3706\n",
      "p-value: 0.0003\n",
      "  critical value (1%): -3.4343\n",
      "  critical value (5%): -2.8633\n",
      "  critical value (10%): -2.5677\n",
      "=> Reject H0: series looks stationary\n",
      "\n",
      "--- ADF test: total_sales first difference ---\n",
      "ADF statistic: -13.5941\n",
      "p-value: 0.0000\n",
      "  critical value (1%): -3.4343\n",
      "  critical value (5%): -2.8633\n",
      "  critical value (10%): -2.5677\n",
      "=> Reject H0: series looks stationary\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# @title\n",
    "# ADF test reports\n",
    "\n",
    "def adf_report(x, label=\"\"):\n",
    "    results = adfuller(x.dropna(), autolag=\"AIC\")\n",
    "    print(f\"--- ADF test: {label} ---\")\n",
    "    print(f\"ADF statistic: {results[0]:.4f}\")\n",
    "    print(f\"p-value: {results[1]:.4f}\")\n",
    "    for k, v in results[4].items():\n",
    "        print(f\"  critical value ({k}): {v:.4f}\")\n",
    "    if results[1] < 0.05:\n",
    "        print(\"=> Reject H0: series looks stationary\\n\")\n",
    "    else:\n",
    "        print(\"=> Fail to reject H0: series looks non-stationary\\n\")\n",
    "\n",
    "adf_report(series[\"sales\"], \"total_sales\")\n",
    "\n",
    "adf_report(series[\"sales\"].diff(7), \"total_sales first difference\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<bound method Series.info of date\n",
      "2013-01-01     0.0\n",
      "2013-01-02     0.0\n",
      "2013-01-03     0.0\n",
      "2013-01-04     0.0\n",
      "2013-01-05     0.0\n",
      "              ... \n",
      "2017-08-11    41.0\n",
      "2017-08-12    40.0\n",
      "2017-08-13    40.0\n",
      "2017-08-14    39.0\n",
      "2017-08-15    37.0\n",
      "Freq: D, Name: onpromotion, Length: 1688, dtype: float64>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'onpromotion'}, xlabel='date'>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(series[\"onpromotion\"].info)\n",
    "\n",
    "series[\"onpromotion\"].plot(figsize=(12, 4), title=\"onpromotion\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<bound method Series.info of date\n",
      "2013-01-01     0.0\n",
      "2013-01-02     0.0\n",
      "2013-01-03     0.0\n",
      "2013-01-04     0.0\n",
      "2013-01-05     0.0\n",
      "              ... \n",
      "2017-08-11    41.0\n",
      "2017-08-12    40.0\n",
      "2017-08-13    40.0\n",
      "2017-08-14    39.0\n",
      "2017-08-15    37.0\n",
      "Freq: D, Name: onpromotion, Length: 1688, dtype: float64>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'onpromotion'}, xlabel='date'>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(series[\"onpromotion\"].info)\n",
    "\n",
    "series[\"onpromotion\"].plot(figsize=(12, 4), title=\"onpromotion\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-03T23:46:29.751090Z",
     "iopub.status.busy": "2026-08-03T23:46:29.750646Z",
     "iopub.status.idle": "2026-08-03T23:46:32.728993Z",
     "shell.execute_reply": "2026-08-03T23:46:32.727724Z",
     "shell.execute_reply.started": "2026-08-03T23:46:29.751050Z"
    },
    "trusted": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                     SARIMAX Results                                     \n",
      "=========================================================================================\n",
      "Dep. Variable:                         log_sales   No. Observations:                 1628\n",
      "Model:             SARIMAX(1, 1, 1)x(0, 1, 1, 7)   Log Likelihood                 592.420\n",
      "Date:                           Wed, 05 Aug 2026   AIC                          -1174.840\n",
      "Time:                                   13:51:51   BIC                          -1147.917\n",
      "Sample:                               01-01-2013   HQIC                         -1164.846\n",
      "                                    - 06-16-2017                                         \n",
      "Covariance Type:                             opg                                         \n",
      "===============================================================================\n",
      "                  coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-------------------------------------------------------------------------------\n",
      "onpromotion     0.0011      0.000      3.161      0.002       0.000       0.002\n",
      "ar.L1           0.6098      0.017     36.467      0.000       0.577       0.643\n",
      "ma.L1          -0.9832      0.004   -245.237      0.000      -0.991      -0.975\n",
      "ma.S.L7        -1.0147      0.007   -145.838      0.000      -1.028      -1.001\n",
      "sigma2          0.0268      0.001     43.331      0.000       0.026       0.028\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   2.95   Jarque-Bera (JB):              2761.54\n",
      "Prob(Q):                              0.09   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               1.32   Skew:                             1.30\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         8.87\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "# SARIMA model \n",
    "test_size = 60\n",
    "\n",
    "# missing value handling\n",
    "series[series[\"sales\"] == 0] = np.nan \n",
    "series.loc[series[\"onpromotion\"].isna(), \"onpromotion\"] = 0\n",
    "\n",
    "# log transformation\n",
    "series[\"log_sales\"] = np.log(series[\"sales\"] + 1)\n",
    "\n",
    "# SPLIT TRAIN AND TEST SETS\n",
    "train = series.iloc[: -test_size].copy()\n",
    "test = series.iloc[-test_size:].copy()\n",
    "\n",
    "# SARIMAX model with exogenous variable (onpromotion)\n",
    "model = SARIMAX(\n",
    "train[\"log_sales\"],\n",
    "order=(1, 1, 1),\n",
    "seasonal_order=(0, 1, 1, 7),\n",
    "enforce_stationarity=False,\n",
    "enforce_invertibility=False,\n",
    "exog=train[\"onpromotion\"]\n",
    ")\n",
    "\n",
    "results = model.fit()\n",
    "\n",
    "print(results.summary())\n",
    "\n",
    "# Forecast and invert log transformation back to original scale\n",
    "log_forecast = results.forecast(steps=test_size, exog=test[\"onpromotion\"])\n",
    "forecast = np.expm1(log_forecast)  # Inverts np.log1p\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the residuals from the model results\n",
    "residuals = pd.DataFrame(results.resid)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n",
    "\n",
    "# Plot the residuals over time\n",
    "axes[0].plot(residuals)\n",
    "axes[0].set_title('Residuals Over Time')\n",
    "axes[0].set_xlabel('Date')\n",
    "axes[0].set_ylabel('Residual Value')\n",
    "\n",
    "# Plot a histogram of the residuals\n",
    "axes[1].hist(residuals, bins=30)\n",
    "axes[1].set_title('Histogram of Residuals')\n",
    "axes[1].set_xlabel('Residual Value')\n",
    "axes[1].set_ylabel('Frequency')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==========================================\n",
      " Model Evaluation: SARIMAX(1,1,1)(0,1,1,7)\n",
      " Forecast Horizon: 60 days\n",
      "==========================================\n",
      " MAE  : 1908.15\n",
      " RMSE : 2334.27\n",
      "==========================================\n",
      "Average Daily Sales: 10081.98\n",
      "Mean Absolute Percentage Error (MAPE): 19.81%\n",
      "Normalized RMSE (NRMSE): 23.15%\n"
     ]
    }
   ],
   "source": [
    "# --- 1. Generate Forecasts for the test set---\n",
    "# exog features ('onpromotion') for the test horizon\n",
    "test_exog = test[[\"onpromotion\"]]\n",
    "\n",
    "forecast_object = results.get_forecast(steps=len(test), exog=test_exog)\n",
    "log_forecast = forecast_object.predicted_mean\n",
    "confidence_int_log = forecast_object.conf_int()\n",
    "\n",
    "# --- 2. Invert Log Transformation Back to Original Scale ---\n",
    "# Using np.expm1 to match np.log1p (expm1(x) = exp(x) - 1)\n",
    "y_pred = np.expm1(log_forecast)\n",
    "\n",
    "# Convert prediction interval back to original scale\n",
    "lower_bound = np.expm1(confidence_int_log.iloc[:, 0])\n",
    "upper_bound = np.expm1(confidence_int_log.iloc[:, 1])\n",
    "\n",
    "# Clip bounds and predictions at zero to prevent impossible negative sales\n",
    "y_pred = np.maximum(y_pred, 0)\n",
    "lower_bound = np.maximum(lower_bound, 0)\n",
    "\n",
    "# --- 3. Compute Accuracy Metrics on Real Sales Scale ---\n",
    "y_true = test[\"sales\"]\n",
    "\n",
    "mae = mean_absolute_error(y_true, y_pred)\n",
    "rmse = root_mean_squared_error(y_true, y_pred)\n",
    "\n",
    "print(f\"==========================================\")\n",
    "print(f\" Model Evaluation: SARIMAX(1,1,1)(0,1,1,7)\")\n",
    "print(f\" Forecast Horizon: {len(test)} days\")\n",
    "print(f\"==========================================\")\n",
    "print(f\" MAE  : {mae:.2f}\")\n",
    "print(f\" RMSE : {rmse:.2f}\")\n",
    "print(f\"==========================================\")\n",
    "\n",
    "# Run this snippet to compute relative performance\n",
    "mean_sales = test[\"sales\"].mean()\n",
    "mape = np.mean(np.abs((test[\"sales\"] - y_pred) / test[\"sales\"])) * 100\n",
    "nrmse = (rmse / mean_sales) * 100\n",
    "\n",
    "print(f\"Average Daily Sales: {mean_sales:.2f}\")\n",
    "print(f\"Mean Absolute Percentage Error (MAPE): {mape:.2f}%\")\n",
    "print(f\"Normalized RMSE (NRMSE): {nrmse:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# forecast visualization\n",
    "# --- 1. Get Forecast and Confidence Intervals on Log Scale ---\n",
    "forecast_object = results.get_forecast(steps=test_size, exog=test[\"onpromotion\"])\n",
    "log_forecast = forecast_object.predicted_mean\n",
    "confidence_int_log = forecast_object.conf_int()\n",
    "\n",
    "# --- 2. Invert Log Transformation Back to Original Scale ---\n",
    "# Using np.expm1 to match np.log1p (expm1(x) = exp(x) - 1)\n",
    "forecast_actual_scale = np.expm1(log_forecast)\n",
    "\n",
    "confidence_int_actual = np.expm1(confidence_int_log)\n",
    "lower_bound = confidence_int_actual.iloc[:, 0]\n",
    "upper_bound = confidence_int_actual.iloc[:, 1]\n",
    "\n",
    "# Ensure no negative sales values in bounds after inversion\n",
    "lower_bound = np.maximum(lower_bound, 0)\n",
    "forecast_actual_scale = np.maximum(forecast_actual_scale, 0)\n",
    "\n",
    "# --- 3. Compute Metrics on Original Sales Scale ---\n",
    "y_true = test[\"sales\"]\n",
    "y_pred = forecast_actual_scale\n",
    "\n",
    "# --- 4. Plot Results ---\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plot recent training data (e.g., last 180 days for context)\n",
    "plt.plot(\n",
    "    train.index[-120:],\n",
    "    train[\"sales\"].tail(120),\n",
    "    label=\"Train (Recent)\",\n",
    "    color=\"#2b5c8f\",\n",
    ")\n",
    "\n",
    "# Plot actual test sales\n",
    "plt.plot(test.index, y_true, label=\"Test Actuals\", color=\"#333333\", linewidth=2)\n",
    "\n",
    "# Plot point forecast\n",
    "plt.plot(\n",
    "    test.index,\n",
    "    y_pred,\n",
    "    label=\"SARIMA Forecast\",\n",
    "    color=\"#d95f02\",\n",
    "    linewidth=2,\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "\n",
    "# Plot confidence interval (shaded region)\n",
    "plt.fill_between(\n",
    "    test.index,\n",
    "    lower_bound,\n",
    "    upper_bound,\n",
    "    color=\"#d95f02\",\n",
    "    alpha=0.2,\n",
    "    label=\"95% Confidence Interval\",\n",
    ")\n",
    "\n",
    "plt.title(\"SARIMA Sales Forecast vs. Test Actuals\", fontsize=14, fontweight=\"bold\")\n",
    "plt.xlabel(\"Date\", fontsize=11)\n",
    "plt.ylabel(\"Sales\", fontsize=11)\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.grid(True, linestyle=\":\", alpha=0.6)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
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