{ "cells": [ { "cell_type": "markdown", "id": "f0585984", "metadata": {}, "source": [ "# Using Shapash with ShapIQ explainer\n", "\n", "You can compute local contributions with the [shapiq](https://github.com/mmschlk/shapiq) library and summarize them with Shapash.\n", "\n", "Contents:\n", "- Build a Regressor\n", "- Create Explainer using ShapIQ\n", "- Compile Shapash SmartExplainer\n", "- Compare contributions with shap\n", "\n", "Data from Kaggle [House Prices](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data)" ] }, { "cell_type": "code", "execution_count": 1, "id": "f8e3f700", "metadata": {}, "outputs": [], "source": [ "# Optional if shapiq is not installed in your environment\n", "# %pip install shapiq" ] }, { "cell_type": "code", "execution_count": null, "id": "f7dcabb2", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "from category_encoders import OrdinalEncoder\n", "from lightgbm import LGBMRegressor\n", "from sklearn.model_selection import train_test_split\n", "import shapiq\n", "\n", "# Silence known shapiq warnings used in this tutorial context.\n", "warnings.filterwarnings(\n", " \"ignore\",\n", " message=r\"Mismatch between max_order=2 and index=SV.*\",\n", " category=UserWarning,\n", " module=r\"shapiq\\.explainer\\.validation\"\n", " )\n", "warnings.filterwarnings(\n", " \"ignore\",\n", " message=r\"Downcasting behavior in `replace` is deprecated.*\",\n", " category=FutureWarning,\n", " module=r\"shapiq\\.explainer\\.tree\\.conversion\\.lightgbm\"\n", " )" ] }, { "cell_type": "code", "execution_count": 3, "id": "4fafb50e", "metadata": {}, "outputs": [], "source": [ "from shapash.data.data_loader import data_loading\n", "house_df, house_dict = data_loading('house_prices')" ] }, { "cell_type": "code", "execution_count": 4, "id": "21d1ea78", "metadata": {}, "outputs": [], "source": [ "y_df = house_df['SalePrice'].to_frame()\n", "X_df = house_df[house_df.columns.difference(['SalePrice'])]" ] }, { "cell_type": "markdown", "id": "e9257ae5", "metadata": {}, "source": [ "## Create Regression Model" ] }, { "cell_type": "code", "execution_count": 5, "id": "f2277d25", "metadata": {}, "outputs": [], "source": [ "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n", "\n", "encoder = OrdinalEncoder(\n", " cols=categorical_features,\n", " handle_unknown='ignore',\n", " return_df=True\n", ").fit(X_df)\n", "\n", "X_df = encoder.transform(X_df)" ] }, { "cell_type": "code", "execution_count": 6, "id": "6157d14e", "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "c21970f9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002329 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2986\n", "[LightGBM] [Info] Number of data points in the train set: 1095, number of used features: 66\n", "[LightGBM] [Info] Start training from score 182319.757078\n" ] } ], "source": [ "regressor = LGBMRegressor(n_estimators=200).fit(Xtrain, ytrain.values.ravel())" ] }, { "cell_type": "markdown", "id": "a97cb5fb", "metadata": {}, "source": [ "## Create ShapIQ Explainer" ] }, { "cell_type": "code", "execution_count": 8, "id": "ef2773e4", "metadata": {}, "outputs": [], "source": [ "X_background = Xtrain.sample(min(256, len(Xtrain)), random_state=1).values\n", "X_eval = Xtest.reset_index(drop=True)\n", "\n", "shapiq_explainer = shapiq.Explainer(\n", " model=regressor,\n", " data=X_background,\n", " index='SV',\n", " max_order=1\n", " )" ] }, { "cell_type": "code", "execution_count": 9, "id": "71baf578", "metadata": {}, "outputs": [], "source": [ "feature_names = list(X_eval.columns)\n", "\n", "def first_order_values_to_array(interaction_values, n_features):\n", " if not hasattr(interaction_values, 'dict_values'):\n", " raise TypeError(\n", " \"This shapiq version does not expose 'dict_values'; \"\n", " \"cannot safely map feature indices to contributions.\"\n", " )\n", "\n", " first_order = np.zeros(n_features, dtype=float)\n", " for coalition, value in interaction_values.dict_values.items():\n", " # For SV index, first-order effects are stored as singleton coalitions: (feature_index,)\n", " if isinstance(coalition, tuple) and len(coalition) == 1:\n", " first_order[int(coalition[0])] = float(value)\n", "\n", " return first_order" ] }, { "cell_type": "code", "execution_count": 10, "id": "10696c35", "metadata": {}, "outputs": [], "source": [ "shapiq_rows = []\n", "for row in X_eval.values:\n", " iv = shapiq_explainer.explain(row)\n", " shapiq_rows.append(first_order_values_to_array(iv, n_features=len(feature_names)))\n", "\n", "shapiq_contributions = pd.DataFrame(shapiq_rows, columns=feature_names)" ] }, { "cell_type": "markdown", "id": "8b28bc43", "metadata": {}, "source": [ "## Use Shapash With ShapIQ Contributions" ] }, { "cell_type": "code", "execution_count": 11, "id": "78ac559e", "metadata": {}, "outputs": [], "source": [ "from shapash import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 12, "id": "f3a5a8c9", "metadata": {}, "outputs": [], "source": [ "xpl = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder,\n", " features_dict=house_dict\n", ")" ] }, { "cell_type": "markdown", "id": "848eacdc", "metadata": {}, "source": [ "### Use contributions parameter of compile method to declare ShapIQ contributions" ] }, { "cell_type": "code", "execution_count": 13, "id": "979c069d", "metadata": {}, "outputs": [], "source": [ "xpl.compile(\n", " contributions=shapiq_contributions.reset_index(drop=True),\n", " y_target=ytest.reset_index(drop=True),\n", " x=X_eval\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "a2b7ce66", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Your Shapash application run on http://PMP01087:8020/\n", "INFO:root:Use the method .kill() to down your app.\n" ] } ], "source": [ "app = xpl.run_app(title_story='House Prices Shapiq', port=8020)" ] }, { "cell_type": "markdown", "id": "31753298", "metadata": {}, "source": [ "## Compare contributions to Shap library" ] }, { "cell_type": "markdown", "id": "07816d6e", "metadata": {}, "source": [ "### Important note\n", "- `shapiq` and `shap` can satisfy additivity while distributing contributions differently across features.\n", "- A direct one-to-one match by feature is therefore not guaranteed, even when both methods explain the same prediction." ] }, { "cell_type": "code", "execution_count": 15, "id": "166691b1", "metadata": {}, "outputs": [], "source": [ "xpl_shap = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder,\n", " features_dict=house_dict\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "349649c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] } ], "source": [ "xpl_shap.compile(\n", " y_target=ytest.reset_index(drop=True),\n", " x=X_eval\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "b6f42ca0", "metadata": {}, "outputs": [], "source": [ "contributions = {\n", " 'shapiq': xpl.contributions,\n", " 'treeshap': xpl_shap.contributions\n", "}" ] }, { "cell_type": "code", "execution_count": 18, "id": "89d583e8", "metadata": {}, "outputs": [], "source": [ "from shapash.explainer.consistency import Consistency" ] }, { "cell_type": "code", "execution_count": 19, "id": "2bea8ad3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cns = Consistency()\n", "cns.compile(contributions=contributions)\n", "cns.consistency_plot()" ] }, { "cell_type": "markdown", "id": "a3c8ccfe", "metadata": {}, "source": [ "## Feature Importances And Feature Correlations\n", "This section compares feature importances derived from ShapIQ and SHAP contributions, and visualizes the feature correlation matrix." ] }, { "cell_type": "code", "execution_count": 20, "id": "30736757", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from shapash.plots.plot_feature_importance import plot_feature_importance\n", "\n", "xpl.compute_features_import(force=True)\n", "xpl_shap.compute_features_import(force=True)\n", "\n", "fi_shapiq = xpl.features_imp.sort_values().tail(30)\n", "fi_shap = xpl_shap.features_imp.reindex(fi_shapiq.index)\n", "\n", "fi_shapiq.index = fi_shapiq.index.map(xpl.features_dict)\n", "fi_shap.index = fi_shap.index.map(xpl.features_dict)\n", "\n", "\n", "fig_fi_compare = plot_feature_importance(\n", " mode=\"global\",\n", " global_feat_imp=fi_shapiq.copy(),\n", " contributions_case=xpl.contributions,\n", " style_dict=xpl.plot._style_dict,\n", " subset_feat_imp=fi_shap.copy(),\n", " title=\"Feature Importance Comparison\",\n", " addnote=\"ShapIQ versus TreeSHAP\",\n", " global_feat_imp_name=\"ShapIQ\",\n", " subset_feat_imp_name=\"TreeSHAP\",\n", " width=900,\n", " height=500,\n", ")\n", "fig_fi_compare.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "1bcbf368", "metadata": {}, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation matrix with native Shapash plot\n", "fig_corr = xpl.plot.correlations_plot(\n", " df=X_eval,\n", " max_features=40,\n", " height=1000,\n", " width=1000\n", " )\n", "fig_corr.show()" ] }, { "cell_type": "markdown", "id": "283775e4", "metadata": {}, "source": [ "## Compare Explainability After Feature Selection\n", "Use a sklearn feature-selection step, then remove highly correlated variables, and compare ShapIQ vs TreeSHAP on the reduced feature space." ] }, { "cell_type": "code", "execution_count": 22, "id": "5c56fe48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001407 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2986\n", "[LightGBM] [Info] Number of data points in the train set: 1095, number of used features: 66\n", "[LightGBM] [Info] Start training from score 182319.757078\n", "Selected features after model-based filtering: 36 / 72\n" ] } ], "source": [ "from sklearn.feature_selection import SelectFromModel\n", "\n", "# 1) Model-based feature selection (LightGBM importances)\n", "selector_model = LGBMRegressor(n_estimators=300, random_state=1)\n", "selector_model.fit(Xtrain, ytrain.values.ravel())\n", "\n", "selector = SelectFromModel(selector_model, threshold=\"median\", prefit=True)\n", "selected_mask = selector.get_support()\n", "selected_features = Xtrain.columns[selected_mask].tolist()\n", "\n", "print(f\"Selected features after model-based filtering: {len(selected_features)} / {Xtrain.shape[1]}\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "f2fef75b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Features after correlation filtering: 36 / 36\n", "Dropped (corr > 0.9): 0\n" ] } ], "source": [ "# 2) Correlation-based filtering on selected features\n", "Xtrain_sel = Xtrain[selected_features].copy()\n", "Xtest_sel = Xtest[selected_features].copy()\n", "\n", "corr_matrix = Xtrain_sel.corr().abs()\n", "upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(bool))\n", "\n", "corr_threshold = 0.90\n", "to_drop = [col for col in upper.columns if any(upper[col] > corr_threshold)]\n", "final_features = [f for f in selected_features if f not in to_drop]\n", "\n", "Xtrain_red = Xtrain[final_features].reset_index(drop=True)\n", "Xtest_red = Xtest[final_features].reset_index(drop=True)\n", "ytrain_red = ytrain.reset_index(drop=True)\n", "ytest_red = ytest.reset_index(drop=True)\n", "\n", "print(f\"Features after correlation filtering: {len(final_features)} / {len(selected_features)}\")\n", "print(f\"Dropped (corr > {corr_threshold}): {len(to_drop)}\")" ] }, { "cell_type": "code", "execution_count": 24, "id": "c6c8d06a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001085 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2724\n", "[LightGBM] [Info] Number of data points in the train set: 1095, number of used features: 36\n", "[LightGBM] [Info] Start training from score 182319.757078\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", " \n", " \n", " Skyhigh Secure Web Gateway - Notification\n", " \n", " \n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", "
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\n", " python-requests/2.34.2\n", "
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3) Train reduced model\n", "regressor_red = LGBMRegressor(n_estimators=200, random_state=1)\n", "regressor_red.fit(Xtrain_red, ytrain_red.values.ravel())\n", "\n", "X_background_red = Xtrain_red.sample(min(256, len(Xtrain_red)), random_state=1).values\n", "X_eval_red = Xtest_red.reset_index(drop=True)\n", "feature_names_red = list(X_eval_red.columns)\n", "\n", "# 4) Compute ShapIQ contributions on reduced feature set\n", "shapiq_explainer_red = shapiq.Explainer(\n", " model=regressor_red,\n", " data=X_background_red,\n", " index='SV',\n", " max_order=1\n", ")\n", "\n", "shapiq_rows_red = []\n", "for row in X_eval_red.values:\n", " iv_red = shapiq_explainer_red.explain(row)\n", " shapiq_rows_red.append(first_order_values_to_array(iv_red, n_features=len(feature_names_red)))\n", "\n", "shapiq_contributions_red = pd.DataFrame(shapiq_rows_red, columns=feature_names_red)" ] }, { "cell_type": "code", "execution_count": 25, "id": "b94a8a4e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 5) Compile two Shapash explainers on reduced feature space\n", "xpl_shapiq_red = SmartExplainer(\n", " model=regressor_red,\n", " preprocessing=None,\n", " features_dict=house_dict\n", ")\n", "xpl_shapiq_red.compile(\n", " contributions=shapiq_contributions_red.reset_index(drop=True),\n", " y_target=ytest_red.reset_index(drop=True),\n", " x=X_eval_red\n", ")\n", "\n", "xpl_shap_red = SmartExplainer(\n", " model=regressor_red,\n", " preprocessing=None,\n", " features_dict=house_dict\n", ")\n", "xpl_shap_red.compile(\n", " y_target=ytest_red.reset_index(drop=True),\n", " x=X_eval_red\n", ")\n", "\n", "# 6) Compare consistency after feature selection\n", "contributions_red = {\n", " 'shapiq_reduced': xpl_shapiq_red.contributions,\n", " 'treeshap_reduced': xpl_shap_red.contributions\n", "}\n", "\n", "cns_red = Consistency()\n", "cns_red.compile(contributions=contributions_red)\n", "cns_red.consistency_plot()" ] }, { "cell_type": "code", "execution_count": 26, "id": "9494b21c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from shapash.plots.plot_feature_importance import plot_feature_importance\n", "\n", "xpl_shapiq_red.compute_features_import(force=True)\n", "xpl_shap_red.compute_features_import(force=True)\n", "\n", "fi_shapiq_red = xpl_shapiq_red.features_imp.sort_values().tail(20)\n", "fi_shap_red = xpl_shap_red.features_imp.reindex(fi_shapiq_red.index)\n", "\n", "fig_fi_compare_red = plot_feature_importance(\n", " mode=\"global\",\n", " global_feat_imp=fi_shapiq_red.copy(),\n", " contributions_case=xpl_shapiq_red.contributions,\n", " style_dict=xpl_shapiq_red.plot._style_dict,\n", " features_dict=xpl_shapiq_red.features_dict,\n", " subset_feat_imp=fi_shap_red.copy(),\n", " title=\"Feature Importance Comparison After Feature Selection\",\n", " addnote=\"ShapIQ versus TreeSHAP\",\n", " global_feat_imp_name=\"ShapIQ (Reduced)\",\n", " subset_feat_imp_name=\"TreeSHAP (Reduced)\",\n", " width=900,\n", " height=500,\n", ")\n", "fig_fi_compare_red.show()" ] } ], "metadata": { "kernelspec": { "display_name": "survptf_312", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }