{
"cells": [
{
"cell_type": "markdown",
"id": "8wb9221zpvl",
"metadata": {},
"source": [
"# Getting Started with nestkit\n",
"\n",
"This notebook demonstrates the core functionality of **nestkit** - a rigorous nested cross-validation toolkit for scikit-learn.\n",
"\n",
"## What you'll learn\n",
"\n",
"1. How to run nested CV for binary classification\n",
"2. How to inspect and interpret results\n",
"3. How to create basic visualizations\n",
"4. How to add probability calibration\n",
"5. How to add threshold optimization\n",
"6. How to run nested CV for regression with prediction intervals\n",
"\n",
"## Prerequisites\n",
"\n",
"```bash\n",
"pip install nestkit[plotting]\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "z1shlih9dg",
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.datasets import load_breast_cancer, load_diabetes\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.linear_model import Ridge\n",
"\n",
"from nestkit import NestedCVClassifier, NestedCVRegressor\n",
"from nestkit.plotting import (\n",
" plot_calibration_curves,\n",
" plot_calibration_improvement,\n",
" plot_confusion_matrices,\n",
" plot_inner_cv_heatmap,\n",
" plot_outer_scores,\n",
" plot_param_selection,\n",
" plot_precision_recall_curves,\n",
" plot_predicted_vs_actual,\n",
" plot_prediction_intervals,\n",
" plot_residual_qq,\n",
" plot_residuals,\n",
" plot_roc_curves,\n",
" plot_score_stability,\n",
" plot_threshold_comparison,\n",
" plot_threshold_distribution,\n",
" plot_threshold_sensitivity,\n",
")\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"%matplotlib inline\n",
"plt.rcParams[\"figure.dpi\"] = 100"
]
},
{
"cell_type": "markdown",
"id": "l74p88eqhoi",
"metadata": {},
"source": [
"## 1. Binary Classification with NestedCVClassifier\n",
"\n",
"We'll use the **breast cancer** dataset (569 samples, 30 features, binary target) to demonstrate nested CV for classification.\n",
"\n",
"Standard cross-validation conflates model selection with performance estimation, producing optimistically biased scores. **Nested CV** separates the two:\n",
"- **Inner loop** - hyperparameter tuning on the outer training set\n",
"- **Outer loop** - unbiased evaluation on the held-out outer test fold"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1zh2g550515",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (569, 30)\n",
"Classes: [0 1], counts: [212 357]\n"
]
}
],
"source": [
"X, y = load_breast_cancer(return_X_y=True)\n",
"feature_names = list(load_breast_cancer().feature_names)\n",
"print(f\"Shape: {X.shape}\")\n",
"print(f\"Classes: {np.unique(y)}, counts: {np.bincount(y)}\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "zmlvy5xqpu9",
"metadata": {},
"outputs": [
{
"data": {
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NestedCVClassifier(estimator=RandomForestClassifier(random_state=42),\n",
" inner_cv=3,\n",
" param_grid={'max_depth': [3, 5, 10],\n",
" 'n_estimators': [50, 100, 200]},\n",
" random_state=42, scoring='roc_auc') In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. iFitted
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"
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" RandomForestC...ndom_state=42) \n",
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" {'max_depth': [3, 5, ...], 'n_estimators': [50, 100, ...]} \n",
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" None \n",
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" verbose \n",
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" random_state \n",
" 42 \n",
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" None \n",
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" pre_dispatch \n",
" '2*n_jobs' \n",
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" threshold_strategy \n",
" None \n",
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" 'youden' \n",
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" criterion \n",
" 'gini' \n",
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" max_features \n",
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" min_impurity_decrease \n",
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" bootstrap \n",
" True \n",
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" oob_score \n",
" False \n",
" \n",
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"\n",
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" n_jobs \n",
" None \n",
" \n",
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"\n",
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" random_state \n",
" 42 \n",
" \n",
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"\n",
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" verbose \n",
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" warm_start \n",
" False \n",
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" class_weight \n",
" None \n",
" \n",
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"\n",
" \n",
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" ccp_alpha \n",
" 0.0 \n",
" \n",
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"\n",
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" \n",
" max_samples \n",
" None \n",
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" monotonic_cst \n",
" None \n",
" \n",
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"
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"
\n",
"
"
],
"text/plain": [
"NestedCVClassifier(estimator=RandomForestClassifier(random_state=42),\n",
" inner_cv=3,\n",
" param_grid={'max_depth': [3, 5, 10],\n",
" 'n_estimators': [50, 100, 200]},\n",
" random_state=42, scoring='roc_auc')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ncv = NestedCVClassifier(\n",
" estimator=RandomForestClassifier(random_state=42),\n",
" param_grid={\"n_estimators\": [50, 100, 200], \"max_depth\": [3, 5, 10]},\n",
" outer_cv=5,\n",
" inner_cv=3,\n",
" scoring=\"roc_auc\",\n",
" random_state=42,\n",
")\n",
"ncv.fit(X, y)"
]
},
{
"cell_type": "markdown",
"id": "y932qs3z5e",
"metadata": {},
"source": [
"## 2. Inspecting Results\n",
"\n",
"After fitting, `ncv.results_` returns a `ClassifierResults` object with summary statistics, per-fold predictions, best hyperparameters, and generalization gap analysis."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0s1j6pltnw7f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"
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" mean \n",
" std \n",
" ci_lower \n",
" ci_upper \n",
" median \n",
" iqr \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" accuracy \n",
" 0.959618 \n",
" 0.028121 \n",
" 0.907243 \n",
" 1.011993 \n",
" 0.973684 \n",
" 0.043704 \n",
" \n",
" \n",
" 1 \n",
" balanced_accuracy \n",
" 0.955556 \n",
" 0.032409 \n",
" 0.895194 \n",
" 1.015918 \n",
" 0.969246 \n",
" 0.057960 \n",
" \n",
" \n",
" 2 \n",
" precision \n",
" 0.964525 \n",
" 0.032206 \n",
" 0.904540 \n",
" 1.024509 \n",
" 0.972603 \n",
" 0.043254 \n",
" \n",
" \n",
" 3 \n",
" recall \n",
" 0.971909 \n",
" 0.024452 \n",
" 0.926368 \n",
" 1.017450 \n",
" 0.985915 \n",
" 0.014280 \n",
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" 0.990150 \n",
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\n",
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],
"text/plain": [
" metric mean std ci_lower ci_upper median \\\n",
"0 accuracy 0.959618 0.028121 0.907243 1.011993 0.973684 \n",
"1 balanced_accuracy 0.955556 0.032409 0.895194 1.015918 0.969246 \n",
"2 precision 0.964525 0.032206 0.904540 1.024509 0.972603 \n",
"3 recall 0.971909 0.024452 0.926368 1.017450 0.985915 \n",
"4 f1 0.967937 0.022510 0.926013 1.009862 0.979310 \n",
"5 roc_auc 0.990150 0.009537 0.972387 1.007913 0.991733 \n",
"\n",
" iqr \n",
"0 0.043704 \n",
"1 0.057960 \n",
"2 0.043254 \n",
"3 0.014280 \n",
"4 0.033333 \n",
"5 0.014053 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = ncv.results_\n",
"results.summary_default_"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "ofqy7pynahn",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best hyperparameters per fold:\n",
" Fold 0: {'max_depth': 10, 'n_estimators': 50}\n",
" Fold 1: {'max_depth': 5, 'n_estimators': 100}\n",
" Fold 2: {'max_depth': 5, 'n_estimators': 200}\n",
" Fold 3: {'max_depth': 5, 'n_estimators': 200}\n",
" Fold 4: {'max_depth': 5, 'n_estimators': 100}\n",
"\n",
"Parameter stability:\n"
]
},
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" parameter mode nunique agreement_rate\n",
"0 max_depth 5 2 0.8\n",
"1 n_estimators 100 3 0.4"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(\"Best hyperparameters per fold:\")\n",
"for i, params in enumerate(results.best_params_per_fold_):\n",
" print(f\" Fold {i}: {params}\")\n",
"\n",
"print(\"\\nParameter stability:\")\n",
"results.param_stability_"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "xpwt55r6pdl",
"metadata": {},
"outputs": [
{
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" y_true y_pred_default fold_idx y_proba_raw_0 y_proba_raw_1\n",
"0 0 0 0 0.86 0.14\n",
"1 0 0 0 0.94 0.06\n",
"2 0 0 0 1.00 0.00\n",
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},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Out-of-fold predictions - each sample appears exactly once as a test sample\n",
"results.predictions_.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "wwghviul4m",
"metadata": {},
"outputs": [
{
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" fold_idx best_inner_score outer_accuracy gap_accuracy \\\n",
"0 0 0.990890 0.921053 0.069837 \n",
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"2 2 0.988471 0.982456 0.006015 \n",
"3 3 0.993157 0.973684 0.019473 \n",
"4 4 0.990807 0.982301 0.008506 \n",
"\n",
" outer_balanced_accuracy gap_balanced_accuracy outer_precision \\\n",
"0 0.918277 0.072613 0.942857 \n",
"1 0.923190 0.070537 0.921053 \n",
"2 0.981151 0.007320 0.986111 \n",
"3 0.969246 0.023911 0.972603 \n",
"4 0.985915 0.004891 1.000000 \n",
"\n",
" gap_precision outer_recall gap_recall outer_f1 gap_f1 outer_roc_auc \\\n",
"0 0.048032 0.929577 0.061312 0.936170 0.054719 0.976744 \n",
"1 0.072675 0.985915 0.007812 0.952381 0.041346 0.984605 \n",
"2 0.002360 0.986111 0.002360 0.986111 0.002360 0.999008 \n",
"3 0.020554 0.986111 0.007046 0.979310 0.013847 0.991733 \n",
"4 -0.009193 0.971831 0.018976 0.985714 0.005093 0.998659 \n",
"\n",
" gap_roc_auc \n",
"0 0.014145 \n",
"1 0.009122 \n",
"2 -0.010537 \n",
"3 0.001424 \n",
"4 -0.007852 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Generalization gap: difference between inner CV score and outer test score\n",
"results.generalization_gap_"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "4u9tlkd6tym",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.95 0.94 0.95 212\n",
" 1 0.96 0.97 0.97 357\n",
"\n",
" accuracy 0.96 569\n",
" macro avg 0.96 0.96 0.96 569\n",
"weighted avg 0.96 0.96 0.96 569\n",
"\n"
]
}
],
"source": [
"# Pooled classification report across all outer folds\n",
"print(results.classification_report_pooled())"
]
},
{
"cell_type": "markdown",
"id": "zt0xhozwst",
"metadata": {},
"source": [
"## 3. Plotting\n",
"\n",
"nestkit provides 25+ plotting functions. All accept an optional `ax` parameter for embedding in custom figure layouts."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7b22g6xczh9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"plot_outer_scores(results, \"roc_auc\", ax=axes[0])\n",
"plot_outer_scores(results, \"accuracy\", ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6b2v80osqy9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(16, 4))\n",
"plot_inner_cv_heatmap(results, ax=axes[0])\n",
"plot_score_stability(results, ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ru9oonnllnp",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
"plot_roc_curves(results, ax=axes[0])\n",
"plot_precision_recall_curves(results, ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "cy98i8qh08b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_confusion_matrices(results, normalize=\"true\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "59mhq9ze956",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Which hyperparameters were selected across folds?\n",
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"plot_param_selection(results, \"n_estimators\", ax=axes[0])\n",
"plot_param_selection(results, \"max_depth\", ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "wrpcwjpney",
"metadata": {},
"source": [
"## 4. Adding Probability Calibration\n",
"\n",
"Many classifiers produce poorly calibrated probabilities - a predicted probability of 0.8 doesn't mean the event occurs 80% of the time. nestkit supports four post-hoc calibration methods:\n",
"\n",
"- `\"sigmoid\"` - Platt scaling (logistic regression on raw probabilities)\n",
"- `\"isotonic\"` - Isotonic regression (non-parametric)\n",
"- `\"beta\"` - Beta calibration\n",
"- `\"venn-abers\"` - Venn-ABERS prediction\n",
"\n",
"Calibration is performed using out-of-fold (OOF) predictions from the inner CV to avoid data leakage."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ownx8s57vw",
"metadata": {},
"outputs": [],
"source": [
"ncv_cal = NestedCVClassifier(\n",
" estimator=RandomForestClassifier(random_state=42),\n",
" param_grid={\"n_estimators\": [50, 100, 200], \"max_depth\": [3, 5, 10]},\n",
" outer_cv=5,\n",
" inner_cv=3,\n",
" scoring=\"roc_auc\",\n",
" calibration_method=\"isotonic\",\n",
" random_state=42,\n",
")\n",
"ncv_cal.fit(X, y)\n",
"results_cal = ncv_cal.results_"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "lefyfe5m1e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Has calibration: True\n",
"\n",
"Calibration summary (per-fold ECE, Brier scores):\n"
]
},
{
"data": {
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"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" fold_idx \n",
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" mce_raw \n",
" mce_calibrated \n",
" brier_raw \n",
" brier_calibrated \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 0.042456 \n",
" 0.019309 \n",
" 0.152000 \n",
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" 0.043832 \n",
" 0.045787 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" 0.040486 \n",
" 0.052332 \n",
" 0.205041 \n",
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" 0.045089 \n",
" 0.054155 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
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" 0.016296 \n",
" 0.142264 \n",
" 0.080141 \n",
" 0.019292 \n",
" 0.015467 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" 0.031108 \n",
" 0.007254 \n",
" 0.139114 \n",
" 0.011426 \n",
" 0.030284 \n",
" 0.028567 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" 0.042710 \n",
" 0.019833 \n",
" 0.201191 \n",
" 0.244089 \n",
" 0.020169 \n",
" 0.016963 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fold_idx ece_raw ece_calibrated mce_raw mce_calibrated brier_raw \\\n",
"0 0 0.042456 0.019309 0.152000 0.175926 0.043832 \n",
"1 1 0.040486 0.052332 0.205041 0.344236 0.045089 \n",
"2 2 0.040498 0.016296 0.142264 0.080141 0.019292 \n",
"3 3 0.031108 0.007254 0.139114 0.011426 0.030284 \n",
"4 4 0.042710 0.019833 0.201191 0.244089 0.020169 \n",
"\n",
" brier_calibrated \n",
"0 0.045787 \n",
"1 0.054155 \n",
"2 0.015467 \n",
"3 0.028567 \n",
"4 0.016963 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Calibration improvement (delta = raw - calibrated, positive = improvement):\n"
]
},
{
"data": {
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"\n",
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\n",
" \n",
" \n",
" \n",
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" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.0 \n",
" 0.023147 \n",
" -0.001955 \n",
" \n",
" \n",
" 1 \n",
" 1.0 \n",
" -0.011845 \n",
" -0.009066 \n",
" \n",
" \n",
" 2 \n",
" 2.0 \n",
" 0.024202 \n",
" 0.003825 \n",
" \n",
" \n",
" 3 \n",
" 3.0 \n",
" 0.023854 \n",
" 0.001717 \n",
" \n",
" \n",
" 4 \n",
" 4.0 \n",
" 0.022878 \n",
" 0.003206 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" fold_idx delta_ece delta_brier\n",
"0 0.0 0.023147 -0.001955\n",
"1 1.0 -0.011845 -0.009066\n",
"2 2.0 0.024202 0.003825\n",
"3 3.0 0.023854 0.001717\n",
"4 4.0 0.022878 0.003206"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(f\"Has calibration: {results_cal.has_calibration}\")\n",
"print(\"\\nCalibration summary (per-fold ECE, Brier scores):\")\n",
"display(results_cal.calibration_summary_)\n",
"print(\"\\nCalibration improvement (delta = raw - calibrated, positive = improvement):\")\n",
"display(results_cal.calibration_improvement_)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1jaoy1ilvnv",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
"plot_calibration_curves(results_cal, ax=axes[0])\n",
"plot_calibration_improvement(results_cal, ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "yckzxei41l",
"metadata": {},
"source": [
"## 5. Adding Threshold Optimization\n",
"\n",
"The default decision threshold of 0.5 is often suboptimal. nestkit can select an optimal threshold using several criteria:\n",
"\n",
"- `\"youden\"` - Maximizes Youden's J statistic (sensitivity + specificity - 1)\n",
"- `\"f_beta\"` - Maximizes F-beta score\n",
"- `\"cost\"` - Minimizes expected cost given a cost matrix\n",
"- `\"balanced_accuracy\"` - Maximizes balanced accuracy\n",
"- `\"precision_at_recall\"` - Maximizes precision subject to a minimum recall\n",
"\n",
"Two strategies are available:\n",
"- `\"pooled\"` - A single threshold selected from all OOF predictions\n",
"- `\"fold_specific\"` - A separate threshold per outer fold"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "xq1o2ckdvyp",
"metadata": {},
"outputs": [],
"source": [
"ncv_thr = NestedCVClassifier(\n",
" estimator=RandomForestClassifier(random_state=42),\n",
" param_grid={\"n_estimators\": [50, 100, 200], \"max_depth\": [3, 5, 10]},\n",
" outer_cv=5,\n",
" inner_cv=3,\n",
" scoring=\"roc_auc\",\n",
" calibration_method=\"isotonic\",\n",
" threshold_strategy=\"pooled\",\n",
" threshold_criterion=\"youden\",\n",
" random_state=42,\n",
")\n",
"ncv_thr.fit(X, y)\n",
"results_thr = ncv_thr.results_"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "7bwiz73kstu",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Threshold optimization: True\n",
"\n",
"Thresholds per fold: [0.6009697 0.5009899 0.44456566 0.41684848 0.5009899 ]\n",
"\n",
"Threshold stability: {'mean': 0.4928727272727273, 'std': 0.07058680883762491, 'cv': 0.14321508359382815, 'range': 0.18412121212121219}\n"
]
}
],
"source": [
"print(f\"Threshold optimization: {results_thr.has_threshold_optimization}\")\n",
"print(f\"\\nThresholds per fold: {results_thr.thresholds_per_fold_}\")\n",
"print(f\"\\nThreshold stability: {results_thr.threshold_stability_}\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "0olixbbta7p",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" metric \n",
" mean_default \n",
" std_default \n",
" mean_optimized \n",
" std_optimized \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" accuracy \n",
" 0.959603 \n",
" 0.020154 \n",
" 0.954339 \n",
" 0.028655 \n",
" \n",
" \n",
" 1 \n",
" balanced_accuracy \n",
" 0.953631 \n",
" 0.024760 \n",
" 0.953184 \n",
" 0.029577 \n",
" \n",
" \n",
" 2 \n",
" precision \n",
" 0.959211 \n",
" 0.026155 \n",
" 0.969723 \n",
" 0.029835 \n",
" \n",
" \n",
" 3 \n",
" recall \n",
" 0.977582 \n",
" 0.012588 \n",
" 0.957864 \n",
" 0.041130 \n",
" \n",
" \n",
" 4 \n",
" f1 \n",
" 0.968157 \n",
" 0.015799 \n",
" 0.963120 \n",
" 0.024000 \n",
" \n",
" \n",
" 5 \n",
" roc_auc \n",
" 0.986868 \n",
" 0.012304 \n",
" 0.986868 \n",
" 0.012304 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" metric mean_default std_default mean_optimized std_optimized\n",
"0 accuracy 0.959603 0.020154 0.954339 0.028655\n",
"1 balanced_accuracy 0.953631 0.024760 0.953184 0.029577\n",
"2 precision 0.959211 0.026155 0.969723 0.029835\n",
"3 recall 0.977582 0.012588 0.957864 0.041130\n",
"4 f1 0.968157 0.015799 0.963120 0.024000\n",
"5 roc_auc 0.986868 0.012304 0.986868 0.012304"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Side-by-side comparison: default (0.5) vs optimized threshold\n",
"results_thr.threshold_comparison()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "p13xlkbibw",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(16, 4))\n",
"plot_threshold_sensitivity(results_thr, fold_idx=0, ax=axes[0])\n",
"plot_threshold_distribution(results_thr, bins=10, full_range=True, ax=axes[1])\n",
"plot_threshold_comparison(results_thr, ax=axes[2])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "9kfatpow6xp",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Confusion matrices with optimized threshold\n",
"plot_confusion_matrices(results_thr, threshold=\"optimized\")"
]
},
{
"cell_type": "markdown",
"id": "zb6lbxpgoi",
"metadata": {},
"source": [
"## 6. Regression with NestedCVRegressor\n",
"\n",
"nestkit also supports regression tasks. `NestedCVRegressor` provides the same nested CV framework with optional **residual-based prediction intervals** - uncertainty estimates derived from the distribution of inner CV residuals."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "mq62poln43l",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape: (442, 10), target range: [25, 346]\n"
]
}
],
"source": [
"X_reg, y_reg = load_diabetes(return_X_y=True)\n",
"print(f\"Shape: {X_reg.shape}, target range: [{y_reg.min():.0f}, {y_reg.max():.0f}]\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "50jsxjk4sfv",
"metadata": {},
"outputs": [],
"source": [
"ncv_reg = NestedCVRegressor(\n",
" estimator=Ridge(),\n",
" param_grid={\"alpha\": [0.01, 0.1, 1.0, 10.0, 100.0]},\n",
" outer_cv=5,\n",
" inner_cv=3,\n",
" prediction_intervals=True,\n",
" random_state=42,\n",
")\n",
"ncv_reg.fit(X_reg, y_reg)\n",
"results_reg = ncv_reg.results_"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "o9smctpdkl",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Summary:\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" metric \n",
" mean \n",
" std \n",
" ci_lower \n",
" ci_upper \n",
" median \n",
" iqr \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" mse \n",
" 2997.691750 \n",
" 143.786002 \n",
" 2729.890897 \n",
" 3265.492603 \n",
" 3001.755668 \n",
" 104.319504 \n",
" \n",
" \n",
" 1 \n",
" rmse \n",
" 54.738582 \n",
" 1.313080 \n",
" 52.292975 \n",
" 57.184189 \n",
" 54.788280 \n",
" 0.953475 \n",
" \n",
" \n",
" 2 \n",
" mae \n",
" 44.294273 \n",
" 2.179699 \n",
" 40.234593 \n",
" 48.353953 \n",
" 43.292787 \n",
" 2.100991 \n",
" \n",
" \n",
" 3 \n",
" r2 \n",
" 0.481443 \n",
" 0.054231 \n",
" 0.380438 \n",
" 0.582447 \n",
" 0.489191 \n",
" 0.092220 \n",
" \n",
" \n",
" 4 \n",
" mape \n",
" 0.394409 \n",
" 0.032817 \n",
" 0.333288 \n",
" 0.455530 \n",
" 0.391332 \n",
" 0.044576 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" metric mean std ci_lower ci_upper median \\\n",
"0 mse 2997.691750 143.786002 2729.890897 3265.492603 3001.755668 \n",
"1 rmse 54.738582 1.313080 52.292975 57.184189 54.788280 \n",
"2 mae 44.294273 2.179699 40.234593 48.353953 43.292787 \n",
"3 r2 0.481443 0.054231 0.380438 0.582447 0.489191 \n",
"4 mape 0.394409 0.032817 0.333288 0.455530 0.391332 \n",
"\n",
" iqr \n",
"0 104.319504 \n",
"1 0.953475 \n",
"2 2.100991 \n",
"3 0.092220 \n",
"4 0.044576 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Residual stats: {'mean': 0.37101618492788285, 'std': 54.80893629831313, 'median': -2.1691076714726307, 'skewness': 0.05688818733292645, 'kurtosis': -0.2869504563698184}\n",
"\n",
"Prediction interval coverage: {'mean': 0.9547242083758938, 'per_fold': [0.9550561797752809, 0.9662921348314607, 0.9659090909090909, 0.9204545454545454, 0.9659090909090909]}\n"
]
}
],
"source": [
"print(\"Summary:\")\n",
"display(results_reg.summary_default_)\n",
"print(f\"\\nResidual stats: {results_reg.residual_stats_}\")\n",
"print(f\"\\nPrediction interval coverage: {results_reg.prediction_interval_coverage_}\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "x3hrzs74z9",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
"plot_predicted_vs_actual(results_reg, ax=axes[0, 0])\n",
"plot_residuals(results_reg, ax=axes[0, 1])\n",
"plot_residual_qq(results_reg, ax=axes[1, 0])\n",
"plot_prediction_intervals(results_reg, ax=axes[1, 1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "tztm86emubb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
"plot_outer_scores(results_reg, \"r2\", ax=axes[0])\n",
"plot_outer_scores(results_reg, \"rmse\", ax=axes[1])\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "r2byvd3joh",
"metadata": {},
"source": [
"## Next Steps\n",
"\n",
"This notebook covered the core nestkit workflow. For advanced topics, see **[02 - Advanced Workflows](02_advanced_workflows.ipynb)**:\n",
"\n",
"- Multi-model statistical comparison with `NestedCVComparator`\n",
"- Feature importance aggregation with `FeatureImportanceAggregator`\n",
"- Hyperparameter stability diagnostics\n",
"- Callbacks and persistence"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "nestkit",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
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