{ "cells": [ { "cell_type": "code", "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:28:01.424829Z", "start_time": "2025-01-22T14:28:01.370943Z" } }, "execution_count": 1 }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n" ] } ], "source": [ "from lux.lux import LUX\n", "from sklearn.datasets import make_classification\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score,classification_report\n", "import sklearn\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import shap\n", "import lime\n", "from anchor import anchor_tabular\n", "from sklearn.preprocessing import MinMaxScaler" ], "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:02.415180Z", "start_time": "2025-01-22T14:28:01.429660Z" } }, "execution_count": 2 }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:02.461440Z", "start_time": "2025-01-22T14:28:02.416922Z" } }, "outputs": [], "source": [ "dataset_size = 1000\n", "neighborhood_size=100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create synthetic classification dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make moons" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:02.507770Z", "start_time": "2025-01-22T14:28:02.463394Z" } }, "outputs": [], "source": [ "X,y = sklearn.datasets.make_moons(n_samples=dataset_size, noise=0.25, random_state=0)#factor=0.5\n", "Xdf = pd.DataFrame(X, columns=['x1','x2'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:02.545422Z", "start_time": "2025-01-22T14:28:02.510044Z" } }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(pd.DataFrame(X), y, test_size=0.33, random_state=42)\n", "X_train.columns = ['x1','x2']\n", "X_test.columns = ['x1','x2']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:03.155821Z", "start_time": "2025-01-22T14:28:02.548061Z" } }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:03.248522Z", "start_time": "2025-01-22T14:28:03.157797Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9181818181818182\n", " precision recall f1-score support\n", "\n", " 0 0.93 0.89 0.91 153\n", " 1 0.91 0.94 0.93 177\n", "\n", " accuracy 0.92 330\n", " macro avg 0.92 0.92 0.92 330\n", "weighted avg 0.92 0.92 0.92 330\n" ] } ], "source": [ "#xgb_model = xgb.XGBClassifier(use_label_encoder=False, eval_metric='logloss')\n", "from sklearn.svm import SVC\n", "svc = SVC(kernel='rbf',probability=True)\n", "svc.fit(X_train, y_train)\n", "svc_preds = svc.predict(X_test)\n", "print(accuracy_score(y_test, svc_preds))\n", "\n", "print(classification_report(y_test, svc_preds))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:03.510330Z", "start_time": "2025-01-22T14:28:03.253218Z" } }, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "xclf = RandomForestClassifier()\n", "xclf.fit(X_train, y_train)\n", "lr_preds = xclf.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:03.556405Z", "start_time": "2025-01-22T14:28:03.512787Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9303030303030303\n", " precision recall f1-score support\n", "\n", " 0 0.92 0.93 0.93 153\n", " 1 0.94 0.93 0.93 177\n", "\n", " accuracy 0.93 330\n", " macro avg 0.93 0.93 0.93 330\n", "weighted avg 0.93 0.93 0.93 330\n" ] } ], "source": [ "print(accuracy_score(y_test, lr_preds))\n", "\n", "print(classification_report(y_test, lr_preds))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:04.135814Z", "start_time": "2025-01-22T14:28:03.558221Z" } }, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "point = [1.0,0.0]\n", "ax.plot(point[0], point[1], 'or', markersize=8)\n", "X_test.plot(kind='scatter',x='x1', y='x2', c=y_test, colormap='viridis', ax=ax)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:04.170343Z", "start_time": "2025-01-22T14:28:04.139992Z" } }, "outputs": [], "source": [ "X_test_appended = pd.concat((X_test,pd.DataFrame([point], columns=['x1','x2'])))\n", "y_test_appended = np.concatenate([y_test,[1]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Boundaries" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:06.030619Z", "start_time": "2025-01-22T14:28:04.172051Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "Xdf.plot(kind='scatter',x='x1', y='x2',style='.', c=y, colormap='viridis',ax=ax[0])\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "X_train.plot(kind='scatter',x='x1', y='x2',style='.', c=y_train, colormap='viridis',ax=ax[1])\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "fig.savefig('dataset.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confidence plots" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.352405Z", "start_time": "2025-01-22T14:28:06.034325Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] }, { "data": { "text/plain": "
", "image/png": 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" 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pylab as plt\n", "from matplotlib import colors,cm\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(12,3))\n", "\n", "y_test_proba = svc.predict_proba(X_test_appended)\n", "confidence_svc = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'SVC_0':y_test_proba[:,0], 'SVC_1':y_test_proba[:,1]})))\n", "\n", "y_test_proba_xg = xclf.predict_proba(X_test_appended)\n", "confidence_xgb = pd.DataFrame(MinMaxScaler().fit_transform(pd.DataFrame({'XGB_0':y_test_proba_xg[:,0],'XGB_1':y_test_proba_xg[:,1]})))\n", "\n", "X_test_1 = X_test_appended.iloc[y_test_appended==1]\n", "X_test_2 = X_test_appended.iloc[y_test_appended==0]\n", "X_test_1.columns=['x1','x2']\n", "\n", "cmapp = cm.viridis\n", "\n", "\n", "c=0\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_svc.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[0].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_svc.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[0].set(title='SVM uncertainty in predicions')\n", "\n", "\n", "c=0\n", "\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_1['x1'], X_test_1['x2'], c=confidence_xgb.iloc[y_test_appended==1,1].values, cmap=cmap)#, ec=None, s=10**2)\n", "\n", "\n", "c=int(255*.5)\n", "cmap = colors.LinearSegmentedColormap.from_list(\n", " 'incr_alpha', [(0, (*tuple(cmapp.colors[c]),0)), (1, cmapp.colors[c])])\n", "ax[1].scatter(X_test_2['x1'], X_test_2['x2'], c=confidence_xgb.iloc[y_test_appended==0,0].values, cmap=cmap)#, ec=None, s=10**2)\n", "ax[1].set(title='XGB uncertainty in predictions')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "\n", "\n", "fig.savefig('uncertainty-point.png')\n", "\n", "h = .02 # step size in the mesh\n", "# create a mesh to plot in\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", "\n", "# Plot the decision boundary. For that, we will assign a color to each\n", "# point in the mesh [x_min, m_max]x[y_min, y_max].\n", "Z = svc.predict(np.c_[xx.ravel(), yy.ravel()])\n", "ZZ = xclf.predict(pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=['x1','x2']))\n", "\n", "\n", "# Put the result into a color plot\n", "Z = Z.reshape(xx.shape)\n", "fig,ax= plt.subplots(1,2, figsize=(12,3))\n", "ax[0].contour(xx, yy, Z, cmap=plt.cm.Paired)\n", "ax[0].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "\n", "ZZ = ZZ.reshape(xx.shape)\n", "ax[1].contour(xx, yy, ZZ, cmap=plt.cm.Paired)\n", "ax[1].scatter(X_test['x1'], X_test['x2'], c=y_test, cmap='viridis')\n", "ax[0].set(title='SVM decision boundary')\n", "ax[1].set(title='XGBoost decision boundary')\n", "\n", "ax[0].plot(point[0], point[1], 'or', markersize=8)\n", "ax[1].plot(point[0], point[1], 'or', markersize=8)\n", "fig.savefig('decbound-point.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lime explanations" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.390137Z", "start_time": "2025-01-22T14:28:08.355120Z" } }, "outputs": [ { "data": { "text/plain": "[1.0, 0.0]" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.429401Z", "start_time": "2025-01-22T14:28:08.392967Z" } }, "outputs": [], "source": [ "explainer = lime.lime_tabular.LimeTabularExplainer(X_train.values, feature_names=list(X_train.columns), class_names=['0','1'], discretize_continuous=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.540419Z", "start_time": "2025-01-22T14:28:08.432253Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but SVC was fitted with feature names\n" ] } ], "source": [ "idx = len(X_test_appended)-1\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx,:], svc.predict_proba, num_features=2, top_labels=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.631620Z", "start_time": "2025-01-22T14:28:08.544141Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "\n \n \n
\n \n \n " }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp.show_in_notebook(show_table=True, show_all=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shap explanations" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.690558Z", "start_time": "2025-01-22T14:28:08.636682Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.initjs()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:08.740583Z", "start_time": "2025-01-22T14:28:08.692006Z" } }, "outputs": [ { "data": { "text/plain": "[1.0, 0.0]" }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:37.546698Z", "start_time": "2025-01-22T14:28:08.743312Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using 670 background data samples could cause slower run times. Consider using shap.sample(data, K) or shap.kmeans(data, K) to summarize the background as K samples.\n" ] }, { "data": { "text/plain": " 0%| | 0/331 [00:00", "text/html": "\n
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\n Visualization omitted, Javascript library not loaded!
\n Have you run `initjs()` in this notebook? If this notebook was from another\n user you must also trust this notebook (File -> Trust notebook). If you are viewing\n this notebook on github the Javascript has been stripped for security. If you are using\n JupyterLab this error is because a JupyterLab extension has not yet been written.\n
\n " }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# use Kernel SHAP to explain test set predictions\n", "explainer = shap.KernelExplainer(svc.predict_proba, X_train, link=\"logit\")\n", "shap_values = explainer.shap_values(X_test_appended, nsamples=100)\n", "\n", "# plot the SHAP values for the Setosa output of the first instance\n", "idx = len(X_test_appended)-1\n", "shap.force_plot(explainer.expected_value[0], shap_values[0][idx,:], X_test_appended.iloc[idx,:], link=\"logit\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Anchor explanations" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:37.577437Z", "start_time": "2025-01-22T14:28:37.548184Z" } }, "outputs": [], "source": [ "explainer = anchor_tabular.AnchorTabularExplainer(\n", " ['0','1'],\n", " feature_names = X_train.columns,\n", " train_data = X_train.values,\n", " categorical_names={})" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:37.685008Z", "start_time": "2025-01-22T14:28:37.578726Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: 1\n" ] } ], "source": [ "np.random.seed(1)\n", "print('Prediction: ', explainer.class_names[svc.predict(X_test_appended.iloc[idx].values.reshape(1,-1))[0]])\n", "exp = explainer.explain_instance(X_test_appended.iloc[idx].values, svc.predict, threshold=0.95)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:37.711576Z", "start_time": "2025-01-22T14:28:37.687155Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Anchor: x2 <= 0.29 AND x1 > -0.17\n", "Precision: 0.96\n", "Coverage: 0.45\n" ] } ], "source": [ "print('Anchor: %s' % (' AND '.join(exp.names())))\n", "print('Precision: %.2f' % exp.precision())\n", "print('Coverage: %.2f' % exp.coverage())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LUX explanations" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:37.895602Z", "start_time": "2025-01-22T14:28:37.713298Z" } }, "outputs": [ { "data": { "text/plain": "LUX(max_depth=2, neighborhood_size=100, oversampling_strategy='smote',\n predict_proba=)", "text/html": "
LUX(max_depth=2, neighborhood_size=100, oversampling_strategy='smote',\n    predict_proba=<bound method BaseSVC.predict_proba of SVC(probability=True)>)
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" }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux = LUX(predict_proba = svc.predict_proba, neighborhood_size=100,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(X_train, y_train, instance_to_explain=point,class_names=[0,1])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.085229Z", "start_time": "2025-01-22T14:28:37.897246Z" } }, "outputs": [], "source": [ "preds =[int(v) for v in lux.predict(X_train)]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.112595Z", "start_time": "2025-01-22T14:28:38.086810Z" } }, "outputs": [ { "data": { "text/plain": "0.826865671641791" }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum(preds==y_train)/len(y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single rule justification" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.141734Z", "start_time": "2025-01-22T14:28:38.114369Z" } }, "outputs": [ { "data": { "text/plain": "['IF x2 <0.11804039403796196 THEN class = 1 # 0.9537037037037038\\n']" }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux.justify(np.array([point]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Counterfactual explanation" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.245282Z", "start_time": "2025-01-22T14:28:38.143431Z" } }, "outputs": [ { "data": { "text/plain": "[{'rule': {'x2': ['<0.11804039403796196']},\n 'prediction': '1',\n 'confidence': 0.9537037037037038,\n 'covered': x1 x2\n 547 0.434572 -0.019075\n 872 0.222299 -0.253391\n 404 0.280332 -0.185768\n 125 1.713620 -0.375723\n 420 0.773221 -0.123677\n .. ... ...\n 214 1.768187 -0.212819\n 466 0.074815 -0.229663\n 121 1.332775 -0.436298\n 106 0.652965 -0.639610\n 270 1.260014 -0.344153\n \n [256 rows x 2 columns],\n 'counterfactual': x1 0.870092\n x2 -0.044982\n Name: 43, dtype: float64,\n 'distance': array([[0.13747515]])}]" }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lux.counterfactual(np.array([point]), X_train, counterfactual_representative='nearest', topn=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Whole tree justification" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.279965Z", "start_time": "2025-01-22T14:28:38.247766Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: x2, \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "xtype [\n", " name: class, \n", "base:symbolic,\n", " domain : [1,0]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: x2,\n", " type:x2,\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: class,\n", " type:class,\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : [x2]==> [class].\n", "xrule tree/0:\n", "[x2 lt 0.11804039403796196] ==> [class set 1]. # 0.9537037037037038\n", "xrule tree/1:\n", "[x2 gte 0.11804039403796196] ==> [class set 0]. # 0.99\n" ] } ], "source": [ "print(lux.to_HMR())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Iris example" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.325206Z", "start_time": "2025-01-22T14:28:38.281943Z" } }, "outputs": [ { "data": { "text/plain": "0.9736842105263158" }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import svm\n", "import numpy as np\n", "import pandas as pd\n", "# import some data to play with\n", "iris = datasets.load_iris()\n", "features = ['sepal_length','sepal_width','petal_length','petal_width']\n", "target = 'class'\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames withj string columns names)\n", "df_iris = pd.DataFrame(iris.data,columns=features)\n", "df_iris[target] = iris.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_iris)\n", "clf = svm.SVC(probability=True)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.622101Z", "start_time": "2025-01-22T14:28:38.327379Z" } }, "outputs": [ { "data": { "text/plain": "['IF petal_length <2.449999988079071 THEN class = 0 # 1.0\\n']" }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#pick some instance from datasetr\n", "iris_instance = train[features].sample(1).values\n", "iris_instance\n", "\n", "#train lux on neighbourhood equal 20 instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=20,max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=iris_instance,class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(iris_instance))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.710123Z", "start_time": "2025-01-22T14:28:38.625933Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counterfactual for [[5.4 3.4 1.5 0.4]] to change from class 0 to class 1: \n", "sepal_length 5.1\n", "sepal_width 2.5\n", "petal_length 3.0\n", "petal_width 1.1\n", "Name: 98, dtype: float64\n" ] } ], "source": [ "## Generate counterfactual\n", "cf = lux.counterfactual(np.array(iris_instance), train[features], counterfactual_representative='nearest', topn=1)[0]\n", "print(f\"Counterfactual for {iris_instance} to change from class {lux.predict(np.array(iris_instance))[0]} to class {cf['prediction']}: \\n{cf['counterfactual']}\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:38.746423Z", "start_time": "2025-01-22T14:28:38.711672Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TYPES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "\n", "xtype [\n", " name: petal_length, \n", "base:numeric,\n", "domain : [-100000 to 100000]].\n", "xtype [\n", " name: class, \n", "base:symbolic,\n", " domain : [1,2,0]].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%%% ATTRIBUTES DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%%%\n", "xattr [ name: petal_length,\n", " type:petal_length,\n", " class:simple,\n", " comm:out ].\n", "xattr [ name: class,\n", " type:class,\n", " class:simple,\n", " comm:out ].\n", "\n", "%%%%%%%%%%%%%%%%%%%%%%%% TABLE SCHEMAS DEFINITIONS %%%%%%%%%%%%%%%%%%%%%%%%\n", " xschm tree : [petal_length]==> [class].\n", "xrule tree/0:\n", "[petal_length lt 2.449999988079071] ==> [class set 0]. # 1.0\n", "xrule tree/1:\n", "[petal_length gte 2.449999988079071, petal_length lt 4.550000190734863] ==> [class set 1]. # 1.0\n", "xrule tree/2:\n", "[petal_length gte 2.449999988079071, petal_length gte 4.550000190734863] ==> [class set 2]. # 1.0\n" ] } ], "source": [ "#have a look at the entire rule-based model that can be executed with https:://heartdroid.re\n", "print(lux.to_HMR())" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2025-01-22T14:28:42.073880Z", "start_time": "2025-01-22T14:28:38.748180Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": "" }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(iris_instance, columns=features) \n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0] \n", "cfdf = pd.DataFrame(cf['counterfactual']).T\n", "cfdf[target] = clf.predict(cfdf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf, counterfactual=cfdf)\n", "gvz=graphviz.Source.from_file('tree.dot')\n", "!dot -Tpng tree.dot > tree.png\n", "Image('tree.png')" ] }, { "cell_type": "code", "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-01-22T14:28:42.095370Z", "start_time": "2025-01-22T14:28:42.085985Z" } }, "execution_count": 34 } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }