{ "cells": [ { "cell_type": "markdown", "id": "eb837376", "metadata": {}, "source": [ "# Backtest: validation on historical data\n", "\n", "\n", " \n", "" ] }, { "cell_type": "markdown", "id": "7c897a36", "metadata": {}, "source": [ "This notebook contains the simple examples of time series validation using backtest module of ETNA library.\n", "\n", "**Table of Contents**\n", "\n", "* [What is backtest and how it works](#chapter1) \n", "* [How to run a validation](#chapter2)\n", "* [Validation visualisation](#chapter3)" ] }, { "cell_type": "code", "execution_count": 1, "id": "59a375fd", "metadata": { "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from etna.datasets.tsdataset import TSDataset\n", "from etna.metrics import MAE\n", "from etna.metrics import MSE\n", "from etna.metrics import SMAPE\n", "from etna.metrics.base import MetricAggregationMode\n", "from etna.pipeline import Pipeline\n", "from etna.models.base import Model\n", "from etna.models.prophet import ProphetModel\n", "from etna.transforms.base import Transform\n", "from etna.analysis.plotters import plot_backtest" ] }, { "cell_type": "markdown", "id": "98954e89", "metadata": {}, "source": [ "### 1. What is backtest and how it works " ] }, { "cell_type": "markdown", "id": "76d55452", "metadata": {}, "source": [ "Backtest is a predictions and validation pipeline build on historical data to make a legitimate retrotest of your model.\n", "\n", "How does it work?\n", "\n", "When constructing a forecast using Models and further evaluating the prediction metrics, we measure the quality at one time interval, designated as test.\n", "\n", "Backtest allows you to simulate how the model would work in the past:\n", "\n", "* selects a period of time in the past\n", "\n", "* builds a model using the selected interval as a training sample\n", "\n", "* predicts the value on the test interval and calculates metrics.\n", "\n", "The image shows a plot of the backtest pipeline with `n_folds = 3`." ] }, { "cell_type": "code", "execution_count": 2, "id": "d156218d", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:21.160357Z", "start_time": "2021-06-25T14:24:20.715890Z" } }, "outputs": [ { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = plt.imread(\"./assets/backtest/backtest.jpg\")\n", "plt.figure(figsize=(15, 10))\n", "plt.axis('off')\n", "_ = plt.imshow(img)" ] }, { "cell_type": "markdown", "id": "9cfea637", "metadata": {}, "source": [ "Below we will call a fold the train + test pair, for which training and forecasting is performed." ] }, { "cell_type": "code", "execution_count": 3, "id": "db1cf7b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timestampsegmenttarget
02019-01-01segment_a170
12019-01-02segment_a243
22019-01-03segment_a267
32019-01-04segment_a287
42019-01-05segment_a279
\n", "
" ], "text/plain": [ " timestamp segment target\n", "0 2019-01-01 segment_a 170\n", "1 2019-01-02 segment_a 243\n", "2 2019-01-03 segment_a 267\n", "3 2019-01-04 segment_a 287\n", "4 2019-01-05 segment_a 279" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"./data/example_dataset.csv\")\n", "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"])\n", "df = df.loc[df.segment == 'segment_a']\n", "df.head()" ] }, { "cell_type": "markdown", "id": "f792fcd5", "metadata": {}, "source": [ "Our library works with the spacial data structure TSDataset. So, before starting the EDA, we need to convert the classical DataFrame to TSDataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "163fbe68", "metadata": {}, "outputs": [], "source": [ "df = TSDataset.to_dataset(df)\n", "ts = TSDataset(df, freq='D')" ] }, { "cell_type": "markdown", "id": "f72a10ab", "metadata": {}, "source": [ "#### Let's get a look on series" ] }, { "cell_type": "code", "execution_count": 5, "id": "737372fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts.plot(segments=['segment_a'])" ] }, { "cell_type": "markdown", "id": "a4edf323", "metadata": {}, "source": [ "### 2. How to run a validation " ] }, { "cell_type": "markdown", "id": "7f83f9c6", "metadata": {}, "source": [ "For an easy start let's create a Prophet model" ] }, { "cell_type": "code", "execution_count": 6, "id": "cf6e7d60", "metadata": {}, "outputs": [], "source": [ "horizon = 31 # Set the horizon for predictions\n", "model = ProphetModel() # Create a model\n", "transforms = [] #A list of transforms - we will not use any of them" ] }, { "cell_type": "markdown", "id": "0c548b69", "metadata": {}, "source": [ "### `Pipeline` " ] }, { "cell_type": "markdown", "id": "e52d04ab", "metadata": {}, "source": [ "Now let's create an instance of `Pipeline`." ] }, { "cell_type": "code", "execution_count": 7, "id": "a8f3318e", "metadata": {}, "outputs": [], "source": [ "pipeline = Pipeline(model=model, transforms=transforms, horizon=horizon)" ] }, { "cell_type": "markdown", "id": "3ef2ab8a", "metadata": {}, "source": [ "We are going to run `backtest` method for it. As a result, three dataframes will be returned: \n", "* dataframe with metrics for each fold and each segment, \n", "* dataframe with predictions, \n", "* dataframe with information about folds." ] }, { "cell_type": "code", "execution_count": 8, "id": "89ddaca6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.4s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.6s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.8s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.9s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 6.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 6.1s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(\n", " ts=ts, metrics=[MAE(), MSE(), SMAPE()]\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "3d5d1914", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.756309Z", "start_time": "2021-06-25T14:24:22.745090Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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0segment_a55.2814944903.59131510.0604564
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" ], "text/plain": [ " segment MAE MSE SMAPE fold_number\n", "0 segment_a 21.027199 673.267770 4.842942 0\n", "0 segment_a 29.890191 1297.367635 6.254610 1\n", "0 segment_a 35.722208 1972.422737 7.368013 2\n", "0 segment_a 32.022084 1873.437423 6.474391 3\n", "0 segment_a 55.281494 4903.591315 10.060456 4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "e964dfc0", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "data": { "text/html": [ "
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segmentsegment_a
featuretargetfold_number
timestamp
2019-07-30506.6058940
2019-07-31495.4478190
2019-08-01486.1889550
2019-08-02473.6311880
2019-08-03390.1740940
\n", "
" ], "text/plain": [ "segment segment_a \n", "feature target fold_number\n", "timestamp \n", "2019-07-30 506.605894 0\n", "2019-07-31 495.447819 0\n", "2019-08-01 486.188955 0\n", "2019-08-02 473.631188 0\n", "2019-08-03 390.174094 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "0fd31a93", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "data": { "text/html": [ "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-07-292019-07-302019-08-290
02019-01-012019-08-292019-08-302019-09-291
02019-01-012019-09-292019-09-302019-10-302
02019-01-012019-10-302019-10-312019-11-303
02019-01-012019-11-302019-12-012019-12-314
\n", "
" ], "text/plain": [ " train_start_time train_end_time test_start_time test_end_time fold_number\n", "0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 0\n", "0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 1\n", "0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 2\n", "0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 3\n", "0 2019-01-01 2019-11-30 2019-12-01 2019-12-31 4" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fold_info_df.head()" ] }, { "cell_type": "markdown", "id": "6833ae10", "metadata": {}, "source": [ "You can additionally get the metrics averaged over folds:" ] }, { "cell_type": "code", "execution_count": 12, "id": "80f0a163", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.3s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.6s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.8s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.9s remaining: 0.0s\n", "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 6.0s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 6.0s finished\n" ] } ], "source": [ "metrics_df, forecast_df, fold_info_df = pipeline.backtest(\n", " ts=ts,\n", " metrics=[MAE(), MSE(), SMAPE()],\n", " aggregate_metrics=True\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "be1c757f", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.756309Z", "start_time": "2021-06-25T14:24:22.745090Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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segmentMAEMSESMAPE
0segment_a34.7886352144.0173767.000082
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" ], "text/plain": [ " segment MAE MSE SMAPE\n", "0 segment_a 34.788635 2144.017376 7.000082" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.head()" ] }, { "cell_type": "code", "execution_count": 14, "id": "087746fc", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.813834Z", "start_time": "2021-06-25T14:24:22.805147Z" } }, "outputs": [ { "data": { "text/html": [ "
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segmentsegment_a
featuretargetfold_number
timestamp
2019-07-30506.6058940
2019-07-31495.4478190
2019-08-01486.1889550
2019-08-02473.6311880
2019-08-03390.1740940
\n", "
" ], "text/plain": [ "segment segment_a \n", "feature target fold_number\n", "timestamp \n", "2019-07-30 506.605894 0\n", "2019-07-31 495.447819 0\n", "2019-08-01 486.188955 0\n", "2019-08-02 473.631188 0\n", "2019-08-03 390.174094 0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast_df.head()" ] }, { "cell_type": "code", "execution_count": 15, "id": "25006752", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:24:22.878475Z", "start_time": "2021-06-25T14:24:22.868922Z" } }, "outputs": [ { "data": { "text/html": [ "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-07-292019-07-302019-08-290
02019-01-012019-08-292019-08-302019-09-291
02019-01-012019-09-292019-09-302019-10-302
02019-01-012019-10-302019-10-312019-11-303
02019-01-012019-11-302019-12-012019-12-314
\n", "
" ], "text/plain": [ " train_start_time train_end_time test_start_time test_end_time fold_number\n", "0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 0\n", "0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 1\n", "0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 2\n", "0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 3\n", "0 2019-01-01 2019-11-30 2019-12-01 2019-12-31 4" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fold_info_df.head()" ] }, { "cell_type": "markdown", "id": "63a327e1", "metadata": {}, "source": [ "### 3. Validation visualisation " ] }, { "cell_type": "code", "execution_count": 16, "id": "bfc22cac", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:28:18.264815Z", "start_time": "2021-06-25T14:28:17.999552Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_backtest(forecast_df, ts)" ] }, { "cell_type": "markdown", "id": "b916568e", "metadata": {}, "source": [ "Let's see how the data looked before the backtest - we specify `history_len`." ] }, { "cell_type": "code", "execution_count": 17, "id": "b0fd55d9", "metadata": { "ExecuteTime": { "end_time": "2021-06-25T14:32:07.875780Z", "start_time": "2021-06-25T14:32:07.592652Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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