{ "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": {}, "outputs": [], "source": [ "import pandas as pd\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.pipeline import Pipeline\n", "from etna.models.prophet import ProphetModel\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": [ { "data": { "text/plain": "
", "image/png": 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\n" }, "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/plain": " timestamp segment target\n0 2019-01-01 segment_a 170\n1 2019-01-02 segment_a 243\n2 2019-01-03 segment_a 267\n3 2019-01-04 segment_a 287\n4 2019-01-05 segment_a 279", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
timestampsegmenttarget
02019-01-01segment_a170
12019-01-02segment_a243
22019-01-03segment_a267
32019-01-04segment_a287
42019-01-05segment_a279
\n
" }, "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": { "text/plain": "
", "image/png": 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\n" }, "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -7.33119\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 78 351.428 0.00108261 69.8507 1.193e-05 0.001 142 LS failed, Hessian reset \n", " 99 351.488 4.09565e-05 62.1772 2.498 0.2498 174 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 128 351.504 0.000101895 66.8605 1.806e-06 0.001 245 LS failed, Hessian reset \n", " 159 351.509 1.25351e-05 49.4763 2.036e-07 0.001 319 LS failed, Hessian reset \n", " 197 351.51 1.5645e-06 81.3469 2.69e-08 0.001 405 LS failed, Hessian reset \n", " 199 351.51 4.78958e-07 63.0403 0.6819 0.6819 407 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 232 351.51 6.67546e-09 74.9334 0.181 0.181 452 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.2s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -9.23333\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 96 424.324 0.00270714 109.441 2.893e-05 0.001 183 LS failed, Hessian reset \n", " 99 424.474 0.00386822 92.942 1 1 186 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 173 424.59 1.904e-08 67.4841 0.3508 1 296 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.3s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -10.9227\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 498.209 2.25814e-05 60.9309 0.5061 0.5061 152 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 115 498.224 0.000136267 87.6912 1.629e-06 0.001 205 LS failed, Hessian reset \n", " 199 498.438 1.30227e-05 67.3973 0.1022 0.1022 322 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 291 498.46 0.000133428 84.1031 1.628e-06 0.001 496 LS failed, Hessian reset \n", " 299 498.465 4.1561e-06 67.4004 0.3478 0.3478 507 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 353 498.469 1.3736e-08 62.3368 0.2579 0.2579 580 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.5s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -15.657\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 568.354 0.000399332 67.8296 0.2033 0.2033 128 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 123 568.573 0.0017271 89.2648 2.448e-05 0.001 220 LS failed, Hessian reset \n", " 199 569.158 0.000178468 81.409 0.8683 0.8683 313 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 299 569.418 2.01598e-06 79.9285 0.9891 0.9891 445 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 315 569.418 9.60358e-09 66.104 0.03751 0.3812 468 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.6s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -12.3458\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 639.632 0.000312261 66.7522 1 1 131 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 103 639.65 0.000134 72.6138 1.915e-06 0.001 170 LS failed, Hessian reset \n", " 124 639.66 2.55787e-05 76.57 3.285e-07 0.001 230 LS failed, Hessian reset \n", " 151 639.661 2.66896e-08 61.0135 0.2453 1 267 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.7s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.7s 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/plain": " segment MAE MSE SMAPE fold_number\n0 segment_a 18.687232 584.674529 4.332255 0\n0 segment_a 21.027199 673.267770 4.842942 1\n0 segment_a 29.890191 1297.367635 6.254610 2\n0 segment_a 35.722208 1972.422737 7.368013 3\n0 segment_a 32.022084 1873.437423 6.474391 4", "text/html": "
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segmentMAEMSESMAPEfold_number
0segment_a18.687232584.6745294.3322550
0segment_a21.027199673.2677704.8429421
0segment_a29.8901911297.3676356.2546102
0segment_a35.7222081972.4227377.3680133
0segment_a32.0220841873.4374236.4743914
\n
" }, "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/plain": "segment segment_a \nfeature target fold_number\ntimestamp \n2019-06-29 394.660779 0\n2019-06-30 385.492185 0\n2019-07-01 493.005977 0\n2019-07-02 509.738716 0\n2019-07-03 497.749467 0", "text/html": "
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segmentsegment_a
featuretargetfold_number
timestamp
2019-06-29394.6607790
2019-06-30385.4921850
2019-07-01493.0059770
2019-07-02509.7387160
2019-07-03497.7494670
\n
" }, "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/plain": " train_start_time train_end_time test_start_time test_end_time fold_number\n0 2019-01-01 2019-06-28 2019-06-29 2019-07-29 0\n0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4", "text/html": "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
02019-01-012019-07-292019-07-302019-08-291
02019-01-012019-08-292019-08-302019-09-292
02019-01-012019-09-292019-09-302019-10-303
02019-01-012019-10-302019-10-312019-11-304
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" }, "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -7.33119\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 78 351.428 0.00108261 69.8507 1.193e-05 0.001 142 LS failed, Hessian reset \n", " 99 351.488 4.09565e-05 62.1772 2.498 0.2498 174 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 128 351.504 0.000101895 66.8605 1.806e-06 0.001 245 LS failed, Hessian reset \n", " 159 351.509 1.25351e-05 49.4763 2.036e-07 0.001 319 LS failed, Hessian reset \n", " 197 351.51 1.5645e-06 81.3469 2.69e-08 0.001 405 LS failed, Hessian reset \n", " 199 351.51 4.78958e-07 63.0403 0.6819 0.6819 407 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 232 351.51 6.67546e-09 74.9334 0.181 0.181 452 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 1.1s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -9.23333\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 96 424.324 0.00270714 109.441 2.893e-05 0.001 183 LS failed, Hessian reset \n", " 99 424.474 0.00386822 92.942 1 1 186 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 173 424.59 1.904e-08 67.4841 0.3508 1 296 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 2.3s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -10.9227\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 498.209 2.25814e-05 60.9309 0.5061 0.5061 152 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 115 498.224 0.000136267 87.6912 1.629e-06 0.001 205 LS failed, Hessian reset \n", " 199 498.438 1.30227e-05 67.3973 0.1022 0.1022 322 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 291 498.46 0.000133428 84.1031 1.628e-06 0.001 496 LS failed, Hessian reset \n", " 299 498.465 4.1561e-06 67.4004 0.3478 0.3478 507 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 353 498.469 1.3736e-08 62.3368 0.2579 0.2579 580 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 3.4s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -15.657\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 568.354 0.000399332 67.8296 0.2033 0.2033 128 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 123 568.573 0.0017271 89.2648 2.448e-05 0.001 220 LS failed, Hessian reset \n", " 199 569.158 0.000178468 81.409 0.8683 0.8683 313 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 299 569.418 2.01598e-06 79.9285 0.9891 0.9891 445 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 315 569.418 9.60358e-09 66.104 0.03751 0.3812 468 \n", "Optimization terminated normally: \n", " Convergence detected: absolute parameter change was below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 4 out of 4 | elapsed: 4.6s 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Initial log joint probability = -12.3458\n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 99 639.632 0.000312261 66.7522 1 1 131 \n", " Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes \n", " 103 639.65 0.000134 72.6138 1.915e-06 0.001 170 LS failed, Hessian reset \n", " 124 639.66 2.55787e-05 76.57 3.285e-07 0.001 230 LS failed, Hessian reset \n", " 151 639.661 2.66896e-08 61.0135 0.2453 1 267 \n", "Optimization terminated normally: \n", " Convergence detected: relative gradient magnitude is below tolerance\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.7s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 5 out of 5 | elapsed: 5.7s 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/plain": " segment MAE MSE SMAPE\n0 segment_a 27.469783 1280.234019 5.854442", "text/html": "
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segmentMAEMSESMAPE
0segment_a27.4697831280.2340195.854442
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" }, "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/plain": "segment segment_a \nfeature target fold_number\ntimestamp \n2019-06-29 394.660779 0\n2019-06-30 385.492185 0\n2019-07-01 493.005977 0\n2019-07-02 509.738716 0\n2019-07-03 497.749467 0", "text/html": "
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segmentsegment_a
featuretargetfold_number
timestamp
2019-06-29394.6607790
2019-06-30385.4921850
2019-07-01493.0059770
2019-07-02509.7387160
2019-07-03497.7494670
\n
" }, "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/plain": " train_start_time train_end_time test_start_time test_end_time fold_number\n0 2019-01-01 2019-06-28 2019-06-29 2019-07-29 0\n0 2019-01-01 2019-07-29 2019-07-30 2019-08-29 1\n0 2019-01-01 2019-08-29 2019-08-30 2019-09-29 2\n0 2019-01-01 2019-09-29 2019-09-30 2019-10-30 3\n0 2019-01-01 2019-10-30 2019-10-31 2019-11-30 4", "text/html": "
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train_start_timetrain_end_timetest_start_timetest_end_timefold_number
02019-01-012019-06-282019-06-292019-07-290
02019-01-012019-07-292019-07-302019-08-291
02019-01-012019-08-292019-08-302019-09-292
02019-01-012019-09-292019-09-302019-10-303
02019-01-012019-10-302019-10-312019-11-304
\n
" }, "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": { "text/plain": "
", "image/png": 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\n" }, "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": { "text/plain": "
", "image/png": 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\n" 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More features you can find in our documentation!" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }