{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Explaining Forecasting Models with SHAP\n", "\n", "Why did the model predict a spike tomorrow morning? Which lagged values mattered most? How do covariates shape the forecast?\n", "\n", "Darts' `ShapExplainer` answers these questions using [**SHAP (SHapley Additive exPlanations)**](https://github.com/slundberg/shap) \\[1\\], a game-theoretic framework that attributes each input feature's contribution to a prediction. It works with **any** of Darts' scikit-learn-like \\[2\\] *and* PyTorch \\[3\\] models through a single, unified API.\n", "\n", "**What you will learn:**\n", "\n", "* [1. Setup and data preparation](#1.-Setup-and-Data-Preparation)\n", "* [2. Train an sklearn and a PyTorch model](#2.-Train-Two-Models)\n", "* [3. Global Explainability](#3.-Global-Explainability) : which features matter most overall\n", "* [4. Local Explainability](#4.-Local-Explainability) : why the model made a specific prediction\n", "* [5. Probabilistic explainability](#5.-Probabilistic-Explainability) : explaining quantile forecasts\n", "\n", "We use the `ElectricityConsumptionZurichDataset` throughout, keeping the data small for fast computation.\n", "\n", "- \\[1\\] Lundberg & Lee, *A Unified Approach to Interpreting Model Predictions*, NeurIPS 2017.\n", "- \\[2\\] Models such as `SKLearnModel`, `LinearRegressionModel`, `LightGBMModel`, ...\n", "- \\[3\\] Regular neural network models such as `TiDEModel` and foundation models such as `Chronos2Model`, ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Setup and Data Preparation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-08-25 00:00:00 | \n", "-10379.894531 | \n", "2148.450439 | \n", "-2.689489 | \n", "532.226379 | \n", "-281.067688 | \n", "... | \n", "-14.348060 | \n", "153.506866 | \n", "-3.887789 | \n", "-442.714478 | \n", "-8.456299 | \n", "
| 2022-08-25 01:00:00 | \n", "-12328.749023 | \n", "2048.898438 | \n", "-2.099411 | \n", "58.013622 | \n", "1131.847046 | \n", "... | \n", "-14.348060 | \n", "167.893631 | \n", "-3.887789 | \n", "432.817169 | \n", "-177.582428 | \n", "
| 2022-08-25 02:00:00 | \n", "-11750.551758 | \n", "1589.196167 | \n", "-0.198098 | \n", "-288.357758 | \n", "1926.117310 | \n", "... | \n", "-14.348060 | \n", "-163.002121 | \n", "-198.277420 | \n", "394.750580 | \n", "-177.582428 | \n", "
| 2022-08-25 03:00:00 | \n", "-9080.606445 | \n", "107.973320 | \n", "1.190647 | \n", "-483.070465 | \n", "2247.932861 | \n", "... | \n", "-219.320526 | \n", "-148.615356 | \n", "-198.277420 | \n", "356.683960 | \n", "-177.582428 | \n", "
| 2022-08-25 04:00:00 | \n", "-477.680511 | \n", "-973.931763 | \n", "1.971330 | \n", "-561.962463 | \n", "2723.159912 | \n", "... | \n", "-219.320526 | \n", "-134.228577 | \n", "-198.277420 | \n", "318.617371 | \n", "-177.582428 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2022-08-30 20:00:00 | \n", "-3280.172363 | \n", "899.971313 | \n", "-1.236710 | \n", "467.921997 | \n", "-2239.091064 | \n", "... | \n", "190.624420 | \n", "95.959770 | \n", "190.501846 | \n", "-290.448120 | \n", "160.669830 | \n", "
| 2022-08-30 21:00:00 | \n", "-5077.596191 | \n", "917.106873 | \n", "-1.841588 | \n", "538.016541 | \n", "-2383.853027 | \n", "... | \n", "190.624420 | \n", "110.346542 | \n", "190.501846 | \n", "-328.514709 | \n", "160.669830 | \n", "
| 2022-08-30 22:00:00 | \n", "-5177.119141 | \n", "1388.338867 | \n", "-2.122626 | \n", "573.504517 | \n", "-2409.126221 | \n", "... | \n", "190.624420 | \n", "124.733315 | \n", "190.501846 | \n", "-366.581299 | \n", "160.669830 | \n", "
| 2022-08-30 23:00:00 | \n", "-7914.029297 | \n", "1607.282104 | \n", "-2.264912 | \n", "579.700073 | \n", "-1911.726196 | \n", "... | \n", "190.624420 | \n", "139.120087 | \n", "190.501846 | \n", "-404.647888 | \n", "160.669830 | \n", "
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" ], "text/plain": [ " consumption_target_lag-24 consumption_target_lag-23 consumption_target_lag-22 consumption_target_lag-21 consumption_target_lag-20 ... dayofweek_futcov_lag21 hour_futcov_lag22 dayofweek_futcov_lag22 hour_futcov_lag23 dayofweek_futcov_lag23\n", "2022-08-25 00:00:00 -10379.894531 2148.450439 -2.689489 532.226379 -281.067688 ... -14.348060 153.506866 -3.887789 -442.714478 -8.456299\n", "2022-08-25 01:00:00 -12328.749023 2048.898438 -2.099411 58.013622 1131.847046 ... -14.348060 167.893631 -3.887789 432.817169 -177.582428\n", "2022-08-25 02:00:00 -11750.551758 1589.196167 -0.198098 -288.357758 1926.117310 ... -14.348060 -163.002121 -198.277420 394.750580 -177.582428\n", "2022-08-25 03:00:00 -9080.606445 107.973320 1.190647 -483.070465 2247.932861 ... -219.320526 -148.615356 -198.277420 356.683960 -177.582428\n", "2022-08-25 04:00:00 -477.680511 -973.931763 1.971330 -561.962463 2723.159912 ... -219.320526 -134.228577 -198.277420 318.617371 -177.582428\n", "... ... ... ... ... ... ... ... ... ... ... ...\n", "2022-08-30 20:00:00 -3280.172363 899.971313 -1.236710 467.921997 -2239.091064 ... 190.624420 95.959770 190.501846 -290.448120 160.669830\n", "2022-08-30 21:00:00 -5077.596191 917.106873 -1.841588 538.016541 -2383.853027 ... 190.624420 110.346542 190.501846 -328.514709 160.669830\n", "2022-08-30 22:00:00 -5177.119141 1388.338867 -2.122626 573.504517 -2409.126221 ... 190.624420 124.733315 190.501846 -366.581299 160.669830\n", "2022-08-30 23:00:00 -7914.029297 1607.282104 -2.264912 579.700073 -1911.726196 ... 190.624420 139.120087 190.501846 -404.647888 160.669830\n", "2022-08-31 00:00:00 -9185.649414 1718.130127 -2.289752 457.764160 -212.922882 ... 190.624420 153.506866 190.501846 -442.714478 160.669830\n", "\n", "shape: (145, 72, 1), freq: h, size: 40.78 KB" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.get_explanation(horizon=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each row is a forecast start time; each column is a feature's SHAP contribution to the 12-hour-ahead prediction. There are 72 input features in total: 24 target lags, plus 24 lags each for the three future covariate components (hour, dayofweek)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Waterfall Plot\n", "\n", "A waterfall plot is the most intuitive way to see *why* a single prediction was made. Starting from the baseline (average prediction), each feature adds or subtracts from the final predicted value:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "| \n", " | consumption_target_lag-24 | \n", "consumption_target_lag-23 | \n", "consumption_target_lag-22 | \n", "consumption_target_lag-21 | \n", "consumption_target_lag-20 | \n", "... | \n", "dayofweek_futcov_lag21 | \n", "hour_futcov_lag22 | \n", "dayofweek_futcov_lag22 | \n", "hour_futcov_lag23 | \n", "dayofweek_futcov_lag23 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-08-31 00:00:00 | \n", "-106.176033 | \n", "-2581.511963 | \n", "1692.701782 | \n", "2070.556885 | \n", "-270.833435 | \n", "... | \n", "13.682087 | \n", "-943.732361 | \n", "12.682373 | \n", "-569.508179 | \n", "9.638122 | \n", "
| 2022-08-31 01:00:00 | \n", "3936.019287 | \n", "-9164.561523 | \n", "588.513000 | \n", "3805.863281 | \n", "-82.457878 | \n", "... | \n", "16.302183 | \n", "-2153.395020 | \n", "18.264908 | \n", "-1933.486938 | \n", "9.143848 | \n", "
| 2022-08-31 02:00:00 | \n", "907.882080 | \n", "-594.693359 | \n", "-7568.899902 | \n", "3586.885986 | \n", "55.325130 | \n", "... | \n", "18.259106 | \n", "-2947.022949 | \n", "24.863527 | \n", "-3413.346924 | \n", "10.468850 | \n", "
| 2022-08-31 03:00:00 | \n", "-3093.964111 | \n", "1685.322266 | \n", "-144.382187 | \n", "-2340.815430 | \n", "-41.063385 | \n", "... | \n", "25.609144 | \n", "-2990.720459 | \n", "35.415722 | \n", "-4281.487793 | \n", "19.503969 | \n", "
| 2022-08-31 04:00:00 | \n", "-4849.722168 | \n", "102.794174 | \n", "1404.632446 | \n", "3677.335938 | \n", "-750.013672 | \n", "... | \n", "36.911377 | \n", "-2338.827148 | \n", "46.718651 | \n", "-4185.157715 | \n", "32.783611 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2022-08-31 19:00:00 | \n", "4591.011719 | \n", "731.986877 | \n", "-259.273438 | \n", "-1857.692993 | \n", "118.767563 | \n", "... | \n", "186.558899 | \n", "1713.976440 | \n", "176.009476 | \n", "2282.935059 | \n", "151.773544 | \n", "
| 2022-08-31 20:00:00 | \n", "5599.786133 | \n", "-248.086975 | \n", "1380.527588 | \n", "-2292.551025 | \n", "-23.829096 | \n", "... | \n", "174.183365 | \n", "1322.323608 | \n", "164.254425 | \n", "2094.097168 | \n", "142.380859 | \n", "
| 2022-08-31 21:00:00 | \n", "6806.327637 | \n", "-1419.354736 | \n", "1527.216797 | \n", "-1237.050293 | \n", "-96.863815 | \n", "... | \n", "168.595703 | \n", "1044.313354 | \n", "158.792480 | \n", "1799.267090 | \n", "139.620987 | \n", "
| 2022-08-31 22:00:00 | \n", "7623.354980 | \n", "-1417.829590 | \n", "788.297424 | \n", "-1198.392090 | \n", "21.118551 | \n", "... | \n", "167.128998 | \n", "1050.255005 | \n", "157.198898 | \n", "1600.380859 | \n", "141.915787 | \n", "
| 2022-08-31 23:00:00 | \n", "6147.047852 | \n", "1602.511841 | \n", "-190.753265 | \n", "-1160.363892 | \n", "-24.619184 | \n", "... | \n", "168.154938 | \n", "871.813843 | \n", "157.211441 | \n", "1456.708130 | \n", "145.764175 | \n", "
shape: (24, 72, 1), freq: h, size: 6.75 KB
" ], "text/plain": [ " consumption_target_lag-24 consumption_target_lag-23 consumption_target_lag-22 consumption_target_lag-21 consumption_target_lag-20 ... dayofweek_futcov_lag21 hour_futcov_lag22 dayofweek_futcov_lag22 hour_futcov_lag23 dayofweek_futcov_lag23\n", "2022-08-31 00:00:00 -106.176033 -2581.511963 1692.701782 2070.556885 -270.833435 ... 13.682087 -943.732361 12.682373 -569.508179 9.638122\n", "2022-08-31 01:00:00 3936.019287 -9164.561523 588.513000 3805.863281 -82.457878 ... 16.302183 -2153.395020 18.264908 -1933.486938 9.143848\n", "2022-08-31 02:00:00 907.882080 -594.693359 -7568.899902 3586.885986 55.325130 ... 18.259106 -2947.022949 24.863527 -3413.346924 10.468850\n", "2022-08-31 03:00:00 -3093.964111 1685.322266 -144.382187 -2340.815430 -41.063385 ... 25.609144 -2990.720459 35.415722 -4281.487793 19.503969\n", "2022-08-31 04:00:00 -4849.722168 102.794174 1404.632446 3677.335938 -750.013672 ... 36.911377 -2338.827148 46.718651 -4185.157715 32.783611\n", "... ... ... ... ... ... ... ... ... ... ... ...\n", "2022-08-31 19:00:00 4591.011719 731.986877 -259.273438 -1857.692993 118.767563 ... 186.558899 1713.976440 176.009476 2282.935059 151.773544\n", "2022-08-31 20:00:00 5599.786133 -248.086975 1380.527588 -2292.551025 -23.829096 ... 174.183365 1322.323608 164.254425 2094.097168 142.380859\n", "2022-08-31 21:00:00 6806.327637 -1419.354736 1527.216797 -1237.050293 -96.863815 ... 168.595703 1044.313354 158.792480 1799.267090 139.620987\n", "2022-08-31 22:00:00 7623.354980 -1417.829590 788.297424 -1198.392090 21.118551 ... 167.128998 1050.255005 157.198898 1600.380859 141.915787\n", "2022-08-31 23:00:00 6147.047852 1602.511841 -190.753265 -1160.363892 -24.619184 ... 168.154938 871.813843 157.211441 1456.708130 145.764175\n", "\n", "shape: (24, 72, 1), freq: h, size: 6.75 KB" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_single = sklearn_explainer.explain_single(\n", " foreground_series=test,\n", " foreground_future_covariates=future_covariates,\n", ")\n", "print(\"Test set end time:\", test.end_time())\n", "result_single.get_explanation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a `TimeSeries` where each row is a forecast horizon (t+1 through t+24) and each column is a feature's SHAP contribution at that horizon.\n", "\n", "We see that the first row is one hour ahead of the end time of the test set, confirming that we're looking at the forecast of the test set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.5 Heatmap Across Horizons\n", "\n", "The heatmap is a powerful visualization unique to multi-horizon forecasting: it shows how feature importance *evolves* across the forecast horizon. The top panel shows the predicted values; the bottom panel shows SHAP contributions of the top features at each horizon:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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