{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestoreitemsales
02013-01-011113
12013-01-021111
22013-01-031114
32013-01-041113
42013-01-051110
\n", "
" ], "text/plain": [ " date store item sales\n", "0 2013-01-01 1 1 13\n", "1 2013-01-02 1 1 11\n", "2 2013-01-03 1 1 14\n", "3 2013-01-04 1 1 13\n", "4 2013-01-05 1 1 10" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(\n", " \"../coal-price-data/demand-forecasting-kernels-only/train.csv\", index_col=0\n", ")\n", "data = data.reset_index()\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset has 913000 rows and 4 columns\n" ] } ], "source": [ "print(f\"The dataset has {data.shape[0]} rows and {data.shape[1]} columns\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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storeitemsales
count913000.000000913000.000000913000.000000
mean5.50000025.50000052.250287
std2.87228314.43087828.801144
min1.0000001.0000000.000000
25%3.00000013.00000030.000000
50%5.50000025.50000047.000000
75%8.00000038.00000070.000000
max10.00000050.000000231.000000
\n", "
" ], "text/plain": [ " store item sales\n", "count 913000.000000 913000.000000 913000.000000\n", "mean 5.500000 25.500000 52.250287\n", "std 2.872283 14.430878 28.801144\n", "min 1.000000 1.000000 0.000000\n", "25% 3.000000 13.000000 30.000000\n", "50% 5.500000 25.500000 47.000000\n", "75% 8.000000 38.000000 70.000000\n", "max 10.000000 50.000000 231.000000" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset now has 182600 rows and 4 columns\n" ] } ], "source": [ "data = data.loc[data[\"store\"] <= 2]\n", "print(f\"The dataset now has {data.shape[0]} rows and {data.shape[1]} columns\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data[[\"store\", \"item\"]] = data[[\"store\", \"item\"]].astype(str)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 0 duplicate rows\n" ] } ], "source": [ "count_duplicate_rows = len(data) - len(data.drop_duplicates())\n", "print(f\"There are {count_duplicate_rows} duplicate rows\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data[\"store_item\"] = data[\"store\"] + \"_\" + data[\"item\"]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "data[\"date\"] = pd.to_datetime(data[\"date\"])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestore_itemsales
02013-01-011_113
722013-01-012_319
712013-01-012_2950
702013-01-012_2845
692013-01-012_2717
\n", "
" ], "text/plain": [ " date store_item sales\n", "0 2013-01-01 1_1 13\n", "72 2013-01-01 2_3 19\n", "71 2013-01-01 2_29 50\n", "70 2013-01-01 2_28 45\n", "69 2013-01-01 2_27 17" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "item_sales_per_date = data.groupby([\"date\", \"store_item\"])[\"sales\"].aggregate(\n", " \"sum\"\n", ")\n", "item_sales_per_date = item_sales_per_date.reset_index()\n", "item_sales_per_date.columns = [\"date\", \"store_item\", \"sales\"]\n", "item_sales_per_date = item_sales_per_date.sort_values(\"date\", ascending=True)\n", "item_sales_per_date.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datestore_itemsales
1825272017-12-311_3432
1825262017-12-311_3361
1825242017-12-311_3148
1825352017-12-311_4125
1825992017-12-312_975
\n", "
" ], "text/plain": [ " date store_item sales\n", "182527 2017-12-31 1_34 32\n", "182526 2017-12-31 1_33 61\n", "182524 2017-12-31 1_31 48\n", "182535 2017-12-31 1_41 25\n", "182599 2017-12-31 2_9 75" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "item_sales_per_date.tail()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "total_sales_per_date = item_sales_per_date.groupby([\"date\"])[\"sales\"].aggregate(\n", " \"sum\"\n", ")\n", "total_sales_per_date.plot()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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index_1index_2datestore_itemsales
02013-01-011_12013-01-011_113
12013-01-012_32013-01-012_319
22013-01-012_292013-01-012_2950
32013-01-012_282013-01-012_2845
42013-01-012_272013-01-012_2717
\n", "
" ], "text/plain": [ " index_1 index_2 date store_item sales\n", "0 2013-01-01 1_1 2013-01-01 1_1 13\n", "1 2013-01-01 2_3 2013-01-01 2_3 19\n", "2 2013-01-01 2_29 2013-01-01 2_29 50\n", "3 2013-01-01 2_28 2013-01-01 2_28 45\n", "4 2013-01-01 2_27 2013-01-01 2_27 17" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import itertools\n", "\n", "multiindex = list(\n", " zip(item_sales_per_date[\"date\"], item_sales_per_date[\"store_item\"])\n", ")\n", "multiindex = pd.MultiIndex.from_tuples(multiindex, names=(\"index_1\", \"index_2\"))\n", "\n", "dataset = item_sales_per_date.copy()\n", "dataset.index = multiindex\n", "\n", "\n", "idx_dates = list(\n", " pd.date_range(\n", " min(item_sales_per_date[\"date\"]), max(item_sales_per_date[\"date\"])\n", " )\n", ")\n", "idx_ids = list(dataset[\"store_item\"].unique())\n", "idx = list(itertools.product(idx_dates, idx_ids))\n", "dataset = dataset.reindex(idx)\n", "dataset = dataset.reset_index()\n", "dataset.head()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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store_itemsales
date
2013-01-011_113
2013-01-012_319
2013-01-012_2950
2013-01-012_2845
2013-01-012_2717
\n", "
" ], "text/plain": [ " store_item sales\n", "date \n", "2013-01-01 1_1 13\n", "2013-01-01 2_3 19\n", "2013-01-01 2_29 50\n", "2013-01-01 2_28 45\n", "2013-01-01 2_27 17" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset[\"date\"] = dataset[\"date\"].fillna(dataset[\"index_1\"])\n", "dataset[\"store_item\"] = dataset[\"store_item\"].fillna(dataset[\"index_2\"])\n", "dataset[\"sales\"] = dataset[\"sales\"].fillna(0)\n", "dataset = dataset.drop(columns=[\"index_1\", \"index_2\"])\n", "dataset = dataset.set_index(\"date\")\n", "dataset.index.name = \"date\"\n", "dataset.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dsunique_idy
02013-01-011_113
12013-01-012_319
22013-01-012_2950
32013-01-012_2845
42013-01-012_2717
............
1825952017-12-311_3671
1825962017-12-311_3555
1825972017-12-311_3432
1825982017-12-311_3361
1825992017-12-311_4227
\n", "

182600 rows × 3 columns

\n", "
" ], "text/plain": [ " ds unique_id y\n", "0 2013-01-01 1_1 13\n", "1 2013-01-01 2_3 19\n", "2 2013-01-01 2_29 50\n", "3 2013-01-01 2_28 45\n", "4 2013-01-01 2_27 17\n", "... ... ... ..\n", "182595 2017-12-31 1_36 71\n", "182596 2017-12-31 1_35 55\n", "182597 2017-12-31 1_34 32\n", "182598 2017-12-31 1_33 61\n", "182599 2017-12-31 1_42 27\n", "\n", "[182600 rows x 3 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Rename columns to match the Nixtlaverse's expectations\n", "# The 'store_item' becomes 'unique_id' representing the unique identifier of the time series\n", "# The 'date' becomes 'ds' representing the time stamp of the data points\n", "# The 'sales' becomes 'y' representing the target variable we want to forecast\n", "# Y_df = dataset.query('unique_id.str.startswith(\"6_46\")').copy()\n", "Y_df = dataset.copy()\n", "Y_df = Y_df.reset_index()\n", "Y_df = Y_df.rename(\n", " columns={\"store_item\": \"unique_id\", \"date\": \"ds\", \"sales\": \"y\"}\n", ")\n", "Y_df[\"y\"] = Y_df[\"y\"].astype(int)\n", "# Convert the 'ds' column to datetime format to ensure proper handling of date-related operations in subsequent steps\n", "Y_df[\"ds\"] = pd.to_datetime(Y_df[\"ds\"])\n", "Y_df.tail()\n", "\n", "Y_df[\"unique_id\"] = Y_df[\"unique_id\"].astype(str)\n", "Y_df" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_5621/990006896.py:1: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tqdm.autonotebook import tqdm\n", "from statsforecast import StatsForecast\n", "\n", "# Plot random series for EDA\n", "StatsForecast.plot(Y_df)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import darts\n", "from darts import TimeSeries\n", "from darts.utils.statistics import plot_acf, check_seasonality\n", "\n", "seasonality_check_data = total_sales_per_date.reset_index()\n", "seasonality_check_data = seasonality_check_data.set_index(\"date\")\n", "seasonality_check_data_series = TimeSeries.from_times_and_values(\n", " seasonality_check_data.index, seasonality_check_data[\"sales\"].values\n", ")\n", "\n", "plot_acf(seasonality_check_data_series, m=7, alpha=0.05, max_lag=30)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<TimeSeries (DataArray) (date: 1826, component: 1, sample: 1)>\n",
       "array([[[3058.]],\n",
       "\n",
       "       [[3072.]],\n",
       "\n",
       "       [[3192.]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[5141.]],\n",
       "\n",
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       "\n",
       "       [[5758.]]])\n",
       "Coordinates:\n",
       "  * date       (date) datetime64[ns] 2013-01-01 2013-01-02 ... 2017-12-31\n",
       "  * component  (component) <U1 '0'\n",
       "Dimensions without coordinates: sample\n",
       "Attributes:\n",
       "    static_covariates:  None\n",
       "    hierarchy:          None
" ], "text/plain": [ "\n", "array([[[3058.]],\n", "\n", " [[3072.]],\n", "\n", " [[3192.]],\n", "\n", " ...,\n", "\n", " [[5141.]],\n", "\n", " [[5455.]],\n", "\n", " [[5758.]]])\n", "Coordinates:\n", " * date (date) datetime64[ns] 2013-01-01 2013-01-02 ... 2017-12-31\n", " * component (component) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_acf(seasonality_check_data_series, m=7, alpha=0.05, max_lag=12 * 30)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "ename": "Exception", "evalue": "You must pass `prediction_intervals` to compute them.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mRemoteTraceback\u001b[0m Traceback (most recent call last)", "\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/home/ibnu/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/multiprocessing/pool.py\", line 125, in worker\n result = (True, func(*args, **kwds))\n ^^^^^^^^^^^^^^^^^^^\n File \"/home/ibnu/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/site-packages/statsforecast/core.py\", line 196, in forecast\n raise error\n File \"/home/ibnu/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/site-packages/statsforecast/core.py\", line 182, in forecast\n res_i = model.forecast(\n ^^^^^^^^^^^^^^^\n File \"/home/ibnu/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/site-packages/statsforecast/models.py\", line 4428, in forecast\n raise Exception(\"You must pass `prediction_intervals` to compute them.\")\nException: You must pass `prediction_intervals` to compute them.\n\"\"\"", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[22], line 48\u001b[0m\n\u001b[1;32m 44\u001b[0m init \u001b[38;5;241m=\u001b[39m time()\n\u001b[1;32m 46\u001b[0m \u001b[38;5;66;03m# Call the forecast method of the StatsForecast instance to predict the next horizon days\u001b[39;00m\n\u001b[1;32m 47\u001b[0m \u001b[38;5;66;03m# Level is set to [90], which means that it will compute the 90% prediction interval\u001b[39;00m\n\u001b[0;32m---> 48\u001b[0m fcst_df \u001b[38;5;241m=\u001b[39m \u001b[43msf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mforecast\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mY_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mh\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhorizon\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m90\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43mprediction_intervals\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 50\u001b[0m \u001b[38;5;66;03m# Get the current time after the forecasting ends\u001b[39;00m\n\u001b[1;32m 51\u001b[0m end \u001b[38;5;241m=\u001b[39m time()\n", "File \u001b[0;32m~/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/site-packages/statsforecast/core.py:1561\u001b[0m, in \u001b[0;36mStatsForecast.forecast\u001b[0;34m(self, h, df, X_df, level, fitted, sort_df, prediction_intervals, id_col, time_col, target_col)\u001b[0m\n\u001b[1;32m 1557\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1558\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must specify `level` when using `prediction_intervals`\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1559\u001b[0m )\n\u001b[1;32m 1560\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_native(df\u001b[38;5;241m=\u001b[39mdf):\n\u001b[0;32m-> 1561\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mforecast\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1562\u001b[0m \u001b[43m \u001b[49m\u001b[43mdf\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1563\u001b[0m \u001b[43m \u001b[49m\u001b[43mh\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mh\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1564\u001b[0m \u001b[43m \u001b[49m\u001b[43mX_df\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mX_df\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1565\u001b[0m \u001b[43m 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ga\u001b[38;5;241m.\u001b[39mforecast,\n\u001b[1;32m 1197\u001b[0m (\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1205\u001b[0m ),\n\u001b[1;32m 1206\u001b[0m )\n\u001b[1;32m 1207\u001b[0m futures\u001b[38;5;241m.\u001b[39mappend(future)\n\u001b[0;32m-> 1208\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43m[\u001b[49m\u001b[43mf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfutures\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 1209\u001b[0m fcsts \u001b[38;5;241m=\u001b[39m [d[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mforecasts\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m d \u001b[38;5;129;01min\u001b[39;00m out]\n\u001b[1;32m 1210\u001b[0m fcsts \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mvstack(fcsts)\n", "File \u001b[0;32m~/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/site-packages/statsforecast/core.py:1208\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1195\u001b[0m future \u001b[38;5;241m=\u001b[39m executor\u001b[38;5;241m.\u001b[39mapply_async(\n\u001b[1;32m 1196\u001b[0m ga\u001b[38;5;241m.\u001b[39mforecast,\n\u001b[1;32m 1197\u001b[0m (\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1205\u001b[0m ),\n\u001b[1;32m 1206\u001b[0m )\n\u001b[1;32m 1207\u001b[0m futures\u001b[38;5;241m.\u001b[39mappend(future)\n\u001b[0;32m-> 1208\u001b[0m out \u001b[38;5;241m=\u001b[39m [\u001b[43mf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m futures]\n\u001b[1;32m 1209\u001b[0m fcsts \u001b[38;5;241m=\u001b[39m [d[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mforecasts\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m d \u001b[38;5;129;01min\u001b[39;00m out]\n\u001b[1;32m 1210\u001b[0m fcsts \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mvstack(fcsts)\n", "File \u001b[0;32m~/miniconda3/envs/py311-kfp240-airflow251/lib/python3.11/multiprocessing/pool.py:774\u001b[0m, in \u001b[0;36mApplyResult.get\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 772\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_value\n\u001b[1;32m 773\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 774\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_value\n", "\u001b[0;31mException\u001b[0m: You must pass `prediction_intervals` to compute them." ] } ], "source": [ "from time import time\n", "\n", "# Import necessary models from the statsforecast library\n", "from statsforecast.models import (\n", " # SeasonalNaive: A model that uses the previous season's data as the forecast\n", " SeasonalNaive,\n", " # Naive: A simple model that uses the last observed value as the forecast\n", " Naive,\n", " # HistoricAverage: This model uses the average of all historical data as the forecast\n", " HistoricAverage,\n", " # CrostonOptimized: A model specifically designed for intermittent demand forecasting\n", " CrostonOptimized,\n", " # ADIDA: Adaptive combination of Intermittent Demand Approaches, a model designed for intermittent demand\n", " ADIDA,\n", " # IMAPA: Intermittent Multiplicative AutoRegressive Average, a model for intermittent series that incorporates autocorrelation\n", " IMAPA,\n", " # AutoETS: Automated Exponential Smoothing model that automatically selects the best Exponential Smoothing model based on AIC\n", " AutoETS,\n", ")\n", "\n", "# horizon is the number of days in the future for which we will make a forecast\n", "horizon = 30\n", "# the seasonality window is 7 because we have weekly seasonality\n", "season_length = 7\n", "# the number of days that the model will use to make a forecast\n", "window_size = 6 * 30\n", "models = [\n", " SeasonalNaive(season_length=season_length),\n", " Naive(),\n", " HistoricAverage(),\n", " CrostonOptimized(),\n", " ADIDA(),\n", " IMAPA(),\n", " AutoETS(season_length=season_length),\n", "]\n", "\n", "# Instantiate the StatsForecast class\n", "sf = StatsForecast(\n", " models=models, # A list of models to be used for forecasting\n", " freq=\"D\", # The frequency of the time series data (in this case, 'D' stands for daily frequency)\n", " n_jobs=-1, # The number of CPU cores to use for parallel execution (-1 means use all available cores)\n", ")\n", "\n", "# Get the current time before forecasting starts, this will be used to measure the execution time\n", "init = time()\n", "\n", "# Call the forecast method of the StatsForecast instance to predict the next horizon days\n", "# Level is set to [90], which means that it will compute the 90% prediction interval\n", "fcst_df = sf.forecast(df=Y_df, h=horizon, level=[90], prediction_intervals=None)\n", "\n", "# Get the current time after the forecasting ends\n", "end = time()\n", "\n", "# Calculate and print the total time taken for the forecasting in minutes\n", "print(f\"Forecast Minutes: {(end - init) / 60}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py311-kfp240-airflow251", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }