{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic regression for income prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The library contains several special classes for linear models, e.g., `LogisticRegression` for classification tasks and `LinearRegression` for regression tasks. These classes provide a special method `explain` for generating both global explanations (linear coefficients) and local explanations (feature importance scores). One may apply these classes directly if using a linear model." ] }, { "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": {}, "outputs": [], "source": [ "import os\n", "import unittest\n", "import pprint\n", "import sklearn\n", "import sklearn.datasets\n", "import sklearn.ensemble\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from omnixai.data.tabular import Tabular\n", "from omnixai.explainers.tabular import LogisticRegression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset used in this example is for income prediction (https://archive.ics.uci.edu/ml/datasets/adult). For linear models, we use `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": [ "To train the linear model, the method `fit` is called with the training dataset (a `Tabular` instance)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation accuracy: 0.8518347919545525\n" ] } ], "source": [ "np.random.seed(1)\n", "model = LogisticRegression()\n", "model.fit(tabular_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear model has both global explanations and local explanations generated by calling the method `explain`. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_x = tabular_data[0:5]\n", "explanations = model.explain(test_x)\n", "explanations.ipython_plot(index=0)" ] } ], "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 }