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@Saxamos
Created September 18, 2019 14:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true,
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"execution_count": 20,
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from keras import Sequential\n",
"from keras.layers import Dense\n",
"from keras.wrappers.scikit_learn import KerasClassifier\n",
"from lightgbm import LGBMClassifier\n",
"from sklearn import datasets\n",
"from sklearn.calibration import calibration_curve\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.svm import LinearSVC"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 21,
"outputs": [],
"source": [
"### fix the seed\n",
"np.random.seed(0)\n",
"\n",
"### simulate the data\n",
"X, y = datasets.make_classification(n_samples=100000, n_features=20, n_informative=2, n_redundant=2)\n",
"bins = 25\n",
"train_samples = 100\n",
"X_train, y_train = X[:train_samples], y[:train_samples]\n",
"X_test, y_test = X[train_samples:], y[train_samples:]\n",
"\n",
"\n",
"### define keras neural network architecture\n",
"def keras_model(optimizer='rmsprop', init='glorot_uniform'):\n",
" model = Sequential()\n",
" model.add(Dense(12, input_dim=20, kernel_initializer=init, activation='relu'))\n",
" model.add(Dense(8, kernel_initializer=init, activation='relu'))\n",
" model.add(Dense(1, kernel_initializer=init, activation='sigmoid'))\n",
" model.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=['accuracy'])\n",
" return model\n",
"\n",
"\n",
"### define the different classifiers\n",
"classifiers_1 = {'Logistic Regression': LogisticRegression(),\n",
" 'Naive Bayes': GaussianNB(),\n",
" 'Random Forest': RandomForestClassifier(n_estimators=200, n_jobs=-1),\n",
" 'SVM': LinearSVC()}\n",
"\n",
"classifiers_2 = {'K-NN': KNeighborsClassifier(n_neighbors=13),\n",
" 'LightGBM': LGBMClassifier(),\n",
" 'Multi-layer Perceptron': MLPClassifier(),\n",
" 'Keras Neural Network': KerasClassifier(build_fn=keras_model)}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 22,
"outputs": [],
"source": [
"def fit_classifiers_and_compute_reliability_scores(classifiers, X_train, y_train, X_test, y_test):\n",
" reliability_scores = {}\n",
" y_pred = {}\n",
" y_score = {}\n",
" for clf_name, clf in classifiers.items():\n",
" if isinstance(clf, KerasClassifier):\n",
" clf.fit(x=X_train, y=y_train, batch_size=10, epochs=200, verbose=0, shuffle=True)\n",
" y_pred[clf_name] = clf.predict_proba(X_test)[:, 1]\n",
" elif isinstance(clf, LinearSVC):\n",
" clf.fit(X_train, y_train)\n",
" y_pred[clf_name] = clf.decision_function(X_test)\n",
" else:\n",
" clf.fit(X_train, y_train)\n",
" y_pred[clf_name] = clf.predict_proba(X_test)[:, 1]\n",
" reliability_scores[clf_name] = calibration_curve(y_test, y_pred[clf_name], n_bins=bins, normalize=True)\n",
" y_score[clf_name] = clf.score(X_test, y_test)\n",
" print(clf.__class__.__name__, clf.score(X_test, y_test))\n",
" return reliability_scores, y_pred, y_score"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 23,
"outputs": [],
"source": [
"def plot_calibration_curves(reliability_scores, y_pred, y_score):\n",
" plt.figure(0, figsize=(8, 8)) \n",
" plt.subplot2grid((3, 1), (0, 0), rowspan=2)\n",
" plt.plot([0.0, 1.0], [0.0, 1.0], 'k', label='Perfectly calibrated')\n",
" for clf_name, (y_score_bin_mean, empirical_prob_pos) in reliability_scores.items():\n",
" scores_not_nan = np.logical_not(np.isnan(empirical_prob_pos))\n",
" label = f'{clf_name} ({y_score[clf_name]:1.2f} auc)'\n",
" plt.plot(empirical_prob_pos[scores_not_nan], y_score_bin_mean[scores_not_nan], label=label)\n",
" plt.ylabel('Empirical probability')\n",
" plt.legend(loc=0)\n",
" plt.subplot2grid((3, 1), (2, 0))\n",
" for clf_name, y_score_ in y_pred.items():\n",
" y_score_ = (y_score_ - y_score_.min()) / (y_score_.max() - y_score_.min())\n",
" plt.hist(y_score_, range=(0, 1), bins=bins, label=clf_name, histtype='step', lw=2)\n",
" plt.xlabel('Predicted Probability')\n",
" plt.ylabel('Count')\n",
" plt.legend(loc='upper center', ncol=2)\n",
" plt.savefig('calibration_curve_2.png')\n",
" plt.show()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 24,
"outputs": [
{
"name": "stdout",
"text": [
"LogisticRegression 0.8448848848848849\nGaussianNB 0.8291491491491492\n",
"RandomForestClassifier 0.8822222222222222\nLinearSVC 0.8385185185185186\n"
],
"output_type": "stream"
},
{
"data": {
"text/plain": "<Figure size 576x576 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 515,
"height": 481
}
},
"output_type": "display_data"
}
],
"source": [
"reliability_scores, y_pred, y_score = fit_classifiers_and_compute_reliability_scores(classifiers_1, X_train, y_train, X_test, y_test)\n",
"plot_calibration_curves(reliability_scores, y_pred, y_score)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 25,
"outputs": [
{
"name": "stdout",
"text": [
"KNeighborsClassifier 0.808928928928929\n",
"LGBMClassifier 0.8652552552552553\n",
"MLPClassifier 0.8203403403403403\n",
"\r 32/99900 [..............................] - ETA: 3:52",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 3744/99900 [>.............................] - ETA: 3s ",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 7264/99900 [=>............................] - ETA: 2s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 9888/99900 [=>............................] - ETA: 2s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r13536/99900 [===>..........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r16864/99900 [====>.........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b",
"\r20992/99900 [=====>........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r24384/99900 [======>.......................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r28160/99900 [=======>......................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r32512/99900 [========>.....................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r36416/99900 [=========>....................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r40160/99900 [===========>..................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r43776/99900 [============>.................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r47200/99900 [=============>................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r50752/99900 [==============>...............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r54560/99900 [===============>..............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r58112/99900 [================>.............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r61792/99900 [=================>............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r65248/99900 [==================>...........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r68608/99900 [===================>..........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r72576/99900 [====================>.........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r76320/99900 [=====================>........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r80000/99900 [=======================>......] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r83456/99900 [========================>.....] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r87296/99900 [=========================>....] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r90336/99900 [==========================>...] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r93760/99900 [===========================>..] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r97408/99900 [============================>.] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r99900/99900 [==============================] - 1s 15us/step\n",
"\r 32/99900 [..............................] - ETA: 8s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 3168/99900 [..............................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 6208/99900 [>.............................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r 9376/99900 [=>............................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r12512/99900 [==>...........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r15744/99900 [===>..........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r19296/99900 [====>.........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r22688/99900 [=====>........................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r26432/99900 [======>.......................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r28928/99900 [=======>......................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r32064/99900 [========>.....................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r35200/99900 [=========>....................] - ETA: 1s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r38240/99900 [==========>...................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r41120/99900 [===========>..................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r44288/99900 [============>.................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r47520/99900 [=============>................] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r51040/99900 [==============>...............]",
" - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r54176/99900 [===============>..............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r57472/99900 [================>.............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r60864/99900 [=================>............] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r64288/99900 [==================>...........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r67840/99900 [===================>..........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r71776/99900 [====================>.........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r75968/99900 [=====================>........] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r79936/99900 [=======================>......] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r83776/99900 [========================>.....] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r88032/99900 [=========================>....] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r91584/99900 [==========================>...] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r95104/99900 [===========================>..] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r98496/99900 [============================>.] - ETA: 0s",
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r99900/99900 [==============================] - 1s 15us/step\n",
"KerasClassifier 0.8199299299275433\n"
],
"output_type": "stream"
},
{
"name": "stderr",
"text": [
"/anaconda3/envs/conda_py36/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n if diff:\n/anaconda3/envs/conda_py36/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n if diff:\n",
"/anaconda3/envs/conda_py36/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n % self.max_iter, ConvergenceWarning)\n"
],
"output_type": "stream"
},
{
"data": {
"text/plain": "<Figure size 576x576 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 515,
"height": 481
}
},
"output_type": "display_data"
}
],
"source": [
"reliability_scores, y_pred, y_score = fit_classifiers_and_compute_reliability_scores(classifiers_2, X_train, y_train, X_test, y_test)\n",
"plot_calibration_curves(reliability_scores, y_pred, y_score)\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
}
],
"metadata": {
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
},
"kernelspec": {
"name": "pycharm-e877cd04",
"language": "python",
"display_name": "PyCharm (Sandbox)"
},
"pycharm": {
"stem_cell": {
"cell_type": "raw",
"source": [],
"metadata": {
"collapsed": false
}
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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