{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Receiver Operating Characteristic (ROC) Analysis\n", "#### https://scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Automatically created module for IPython interactive environment\n", "Calculating ROC for: mdl0_class0\n", "Calculating ROC for: mdl0_class1\n", "Calculating ROC for: mdl0_class2\n", "Calculating ROC for: mdl0_classMicro\n", "Calculating ROC for: mdl1_class0\n", "Calculating ROC for: mdl1_class1\n", "Calculating ROC for: mdl1_class2\n", "Calculating ROC for: mdl1_classMicro\n" ] } ], "source": [ "print(__doc__)\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from itertools import cycle\n", "\n", "from sklearn import svm, datasets\n", "from sklearn.metrics import roc_curve, auc\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import label_binarize\n", "from sklearn.multiclass import OneVsRestClassifier\n", "from scipy import interp\n", "from sklearn.metrics import roc_auc_score\n", "\n", "# Import some data to play with\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "# Binarize the output\n", "y = label_binarize(y, classes=[0, 1, 2])\n", "n_classes = y.shape[1]\n", "\n", "# Add noisy features to make the problem harder\n", "random_state = np.random.RandomState(0)\n", "n_samples, n_features = X.shape\n", "X = np.c_[X, random_state.randn(n_samples, 200 * n_features)]\n", "\n", "# shuffle and split training and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.5,\n", " random_state=0)\n", "\n", "# Learn to predict each class against the other\n", "\n", "classifiers = []\n", "model1 = OneVsRestClassifier(svm.SVC(kernel='linear', probability=True, random_state=random_state))\n", "classifiers.append(model1)\n", "\n", "model2 = OneVsRestClassifier(svm.SVC(kernel='rbf', gamma ='scale', probability=True, random_state=random_state))\n", "classifiers.append(model2)\n", "\n", "fpr = dict()\n", "tpr = dict()\n", "roc_auc = dict()\n", "\n", "for i in range(len(classifiers)):\n", " y_score = classifiers[i].fit(X_train, y_train).decision_function(X_test)\n", "\n", " # Compute ROC curve and ROC area for each class\n", " for j in range(n_classes):\n", " setName='mdl' + str(i) + '_class' + str(j)\n", " print('Calculating ROC for: ' + setName)\n", " \n", " fpr[setName], tpr[setName], _ = roc_curve(y_test[:, j], y_score[:, j])\n", " roc_auc[setName] = auc(fpr[setName], tpr[setName])\n", "\n", " # Compute micro-average ROC curve and ROC area\n", " setName='mdl' + str(i) + '_classMicro'\n", " print('Calculating ROC for: ' + setName)\n", " fpr[setName], tpr[setName], _ = roc_curve(y_test.ravel(), y_score.ravel())\n", " roc_auc[setName] = auc(fpr[setName], tpr[setName])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['mdl0_class0', 'mdl0_class1', 'mdl0_class2', 'mdl0_classMicro', 'mdl1_class0', 'mdl1_class1', 'mdl1_class2', 'mdl1_classMicro'])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fpr.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[16, 8])\n", "lw = 2\n", "\n", "# Plot all ROC curves\n", "#colors = cycle(['aqua', 'darkorange', 'cornflowerblue'])\n", "\n", "for i, tmpSet in enumerate(fpr.keys()):\n", "# plt.plot(fpr[tmpSet], tpr[tmpSet], label=tmpSet + ' ROC curve (area = {0:0.2f})'''.format(roc_auc[tmpSet]), color=colors[i], linestyle=':', linewidth=4)\n", " plt.plot(fpr[tmpSet], tpr[tmpSet], label=tmpSet + ' ROC curve (area = {0:0.2f})'''.format(roc_auc[tmpSet]), linewidth=4)\n", "\n", "plt.plot([0, 1], [0, 1], 'k--', lw=lw)\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('ROC Two Classifiers')\n", "plt.legend(loc=\"lower right\")\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "musa-650", "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": "3.9.15" }, "vscode": { "interpreter": { "hash": "d3550191eb27eea11b13c72a0c46e7432f913cecc54d5ba81b3414b597fb8b6b" } } }, "nbformat": 4, "nbformat_minor": 2 }