{ "cells": [ { "cell_type": "markdown", "id": "6120a5b7-2211-4661-bbb8-2688f3f6269d", "metadata": {}, "source": [ "# Classification and Regression capabilities\n", "\n", "A tour of ``XGBClassifierWrapper`` and ``XGBRegressorWrapper`` applied to two toy-datasets. \n", "\n", "The SHAP beeswarm plot provides a clear hierarchy of feature influence on the model's output, while the scatter dependence plots offer more detailed insights into how each feature impacts the output based on its specific values. This is particularly useful for understanding how different feature values push the regression output higher or lower, or, in the case of classification, how they shift the probability toward 1 or 0. The scatter dependence plot is valuable because it reveals whether the feature's influence is monotonic, highly non-linear, or otherwise complex, offering a deeper understanding of the model’s behavior.\n", "\n", "## 1. Regression" ] }, { "cell_type": "code", "execution_count": 1, "id": "9e4080df-cce6-4612-b619-bf2d9c3c949f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((20640, 8), (20640,))" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from apyxl import XGBRegressorWrapper\n", "from sklearn.datasets import fetch_california_housing\n", "\n", "X, y = fetch_california_housing(as_frame=True, return_X_y=True)\n", "\n", "X.shape, y.shape" ] }, { "cell_type": "code", "execution_count": 2, "id": "9c3c2f0a-d6a3-4c28-aad6-d0b06a525643", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6763188479029362" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = XGBRegressorWrapper().fit(X, y)\n", "# defaults to r2 score\n", "model.best_score" ] }, { "cell_type": "markdown", "id": "6d333e9e-9c29-431b-b6b2-36202be39233", "metadata": {}, "source": [ "Plot methods can handle internally the computation of the SHAP values:" ] }, { "cell_type": "code", "execution_count": 3, "id": "840ca907-b4df-496b-91d8-43a981e7338a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.beeswarm(X=X.sample(2_500))" ] }, { "cell_type": "code", "execution_count": 4, "id": "d6d9c07f-68c5-47bb-b1dc-91d70d7d3efc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.scatter(X=X.sample(2_500), feature='Latitude')" ] }, { "cell_type": "markdown", "id": "b16cbd4a-8dd1-41a0-9922-2fc9d9629f91", "metadata": {}, "source": [ "## 2. Classification" ] }, { "cell_type": "code", "execution_count": 5, "id": "7afe5de7-60e6-4cc0-b5bf-e57236134c98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4, 1, 0, 6, 2, 5, 3])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from apyxl import XGBClassifierWrapper\n", "from sklearn.datasets import fetch_covtype\n", "\n", "X, y = fetch_covtype(as_frame=True, return_X_y=True)\n", "y -= 1\n", "y.unique()" ] }, { "cell_type": "code", "execution_count": 6, "id": "9ac9ce6e-b7d4-41f9-8086-0d75b78fc48b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((581012, 54), (581012,))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape, y.shape" ] }, { "cell_type": "markdown", "id": "c861523b-fbf0-4984-b304-1ecee2d59c71", "metadata": {}, "source": [ "To speed up the process, Bayesian hyperparameter optimization can be performed on a subset of the dataset. The model is then fitted on the entire dataset using the optimized hyperparameters." ] }, { "cell_type": "code", "execution_count": 7, "id": "f2c91dfb-4644-41a3-b236-b7df88763ac7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6265663069010666" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = XGBClassifierWrapper().fit(X, y, n=25_000)\n", "# defaults to Matthews correlation coefficient\n", "model.best_score" ] }, { "cell_type": "markdown", "id": "7892d271-d83b-4d52-a9dc-0be8e5a77192", "metadata": {}, "source": [ "Computing SHAP values can be resource-intensive, so it's advisable to calculate them once for multiple future uses, especially in multiclass classification scenarios where the cost is even higher compared to binary classification (shap values shape equals (n_samples, n_features, n_classes))" ] }, { "cell_type": "code", "execution_count": 8, "id": "5fc6cdd1-dd9d-4038-80b1-359f0c8a7c02", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 54, 7)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_values = model.compute_shap_values(X.sample(1_000))\n", "shap_values.shape" ] }, { "cell_type": "markdown", "id": "9472662d-1963-4e20-8043-df48690b8e2e", "metadata": {}, "source": [ "The `output` argument selects the shap values associated to the desired class:" ] }, { "cell_type": "code", "execution_count": 9, "id": "930c9183-c43d-483a-a707-2c4a70fe495a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.beeswarm(shap_values=shap_values, output=2, max_display=15)" ] }, { "cell_type": "code", "execution_count": 10, "id": "ed090df9-232a-4286-b4d9-15be84b2f6a3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.scatter(shap_values=shap_values, output=2, feature='Elevation')" ] }, { "cell_type": "code", "execution_count": 11, "id": "05ebc2ea-bc3f-438c-9b2c-0e7dab974de6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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