{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Paritial dependence plots (PDP)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example of the partial dependence plots. For more information, please refer to https://scikit-learn.org/stable/modules/partial_dependence.html." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n", "import plotly.io as pio\n", "pio.renderers.default = \"png\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import os\n", "import sklearn\n", "import xgboost\n", "import numpy as np\n", "import pandas as pd\n", "from omnixai.data.tabular import Tabular\n", "from omnixai.preprocessing.tabular import TabularTransform\n", "from omnixai.explainers.tabular import PartialDependenceTabular" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset used in this example is for income prediction (https://archive.ics.uci.edu/ml/datasets/adult). We recommend using `Tabular` to represent a tabular dataset, which can be constructed from a pandas dataframe or a numpy array. To create a `Tabular` instance given a numpy array, one needs to specify the data, the feature names, the categorical feature names (if exists) and the target/label column name (if exists)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "feature_names = [\n", " \"Age\", \"Workclass\", \"fnlwgt\", \"Education\",\n", " \"Education-Num\", \"Marital Status\", \"Occupation\",\n", " \"Relationship\", \"Race\", \"Sex\", \"Capital Gain\",\n", " \"Capital Loss\", \"Hours per week\", \"Country\", \"label\"\n", "]\n", "data = np.genfromtxt(os.path.join('../data', 'adult.data'), delimiter=', ', dtype=str)\n", "tabular_data = Tabular(\n", " data,\n", " feature_columns=feature_names,\n", " categorical_columns=[feature_names[i] for i in [1, 3, 5, 6, 7, 8, 9, 13]],\n", " target_column='label'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TabularTransform` is a special transform designed for tabular data. By default, it converts categorical features into one-hot encoding, and keeps continuous-valued features (if one wants to normalize continuous-valued features, set the parameter `cont_transform` in `TabularTransform` to `Standard` or `MinMax`). The `transform` method of `TabularTransform` will transform a `Tabular` instance into a numpy array. If the `Tabular` instance has a target/label column, the last column of the transformed numpy array will be the target/label. \n", "\n", "If one wants some other transformations that are not supported in the library, one can simply convert the `Tabular` instance into a pandas dataframe by calling `Tabular.to_pd()` and try different transformations with it.\n", "\n", "After data preprocessing, we can train a XGBoost classifier for this task (one may try other classifiers). " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training data shape: (26048, 108)\n", "Test data shape: (6513, 108)\n", "Test accuracy: 0.8668816213726394\n" ] } ], "source": [ "np.random.seed(1)\n", "transformer = TabularTransform().fit(tabular_data)\n", "class_names = transformer.class_names\n", "x = transformer.transform(tabular_data)\n", "train, test, train_labels, test_labels = \\\n", " sklearn.model_selection.train_test_split(x[:, :-1], x[:, -1], train_size=0.80)\n", "print('Training data shape: {}'.format(train.shape))\n", "print('Test data shape: {}'.format(test.shape))\n", "\n", "gbtree = xgboost.XGBClassifier(n_estimators=300, max_depth=5)\n", "gbtree.fit(train, train_labels)\n", "print('Test accuracy: {}'.format(\n", " sklearn.metrics.accuracy_score(test_labels, gbtree.predict(test))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The prediction function takes a `Tabular` instance as its inputs, and outputs the class probabilities for classification tasks or the estimated values for regression tasks. In this example, we simply call `transformer.transform` to do data preprocessing followed by the prediction function of `gbtree`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "predict_function=lambda z: gbtree.predict_proba(transformer.transform(z))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To initialize a PDP explainer, we need to set:\n", " \n", " - `training_data`: The data used to initialize a PDP explainer. ``training_data`` can be the training dataset for training the machine learning model. If the training dataset is too large, ``training_data`` can be a subset of it by applying `omnixai.sampler.tabular.Sampler.subsample`.\n", " - `predict_function`: The prediction function corresponding to the model.\n", " - `mode`: The task type, e.g., \"classification\" or \"regression\"." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ "explainer = PartialDependenceTabular(\n", " training_data=tabular_data,\n", " predict_function=predict_function\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PDP generates global explanations by calling `explainer.explain`. `ipython_plot` shows the generated explanations in IPython." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explanations = explainer.explain(\n", " features=[\"Age\", \"Education-Num\", \"Capital Gain\",\"Capital Loss\", \"Hours per week\", \"Marital Status\"])\n", "explanations.ipython_plot(class_names=class_names)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }