API Reference

Performance Data

Prepare classification and time-to-event data for visualization.

prepare_performance_data()

Prepare performance data for binary classification models.

prepare_binned_classification_data()

Prepare probability-binned classification data for binary outcomes.

prepare_performance_data_times()

Prepare performance data for models with time-to-event outcomes.

prepare_binned_classification_data_times()

Prepare binned, time-dependent classification data.

Performance Tables

Summarize model performance across thresholds and time horizons.

create_performance_table()

Create an R-style rtichoke performance table.

create_performance_table_times()

Create a time-dependent rtichoke performance table.

render_performance_table()

Render prepared performance data with a selected table backend.

Discrimination

ROC, precision-recall, gains, and lift visualizations.

create_roc_curve()

Creates a Receiver Operating Characteristic (ROC) curve.

create_roc_curve_times()

Creates a time-dependent Receiver Operating Characteristic (ROC) curve.

plot_roc_curve()

Plots an ROC curve from pre-computed performance data.

create_precision_recall_curve()

Creates a Precision-Recall curve.

create_precision_recall_curve_times()

Creates a time-dependent Precision-Recall curve.

plot_precision_recall_curve()

Plots a Precision-Recall curve from pre-computed performance data.

create_gains_curve()

Creates a Gains curve.

create_gains_curve_times()

Creates a time-dependent Gains curve.

plot_gains_curve()

Plots a Gains curve from pre-computed performance data.

create_lift_curve()

Creates a Lift curve.

create_lift_curve_times()

Creates a time-dependent Lift curve.

plot_lift_curve()

Plots a Lift curve from pre-computed performance data.

Calibration

Calibration visualizations for classification and time-to-event models. See Curve API Compatibility for time-dependent heuristic and horizon differences.

create_calibration_curve()

Creates Calibration Curve

create_calibration_curve_times()

Create a time-dependent calibration curve across fixed horizons.

Utility

Decision-curve analysis for classification and time-to-event models.

create_decision_curve()

Creates a Decision Curve.

create_decision_curve_times()

Creates a time-dependent Decision Curve.

plot_decision_curve()

Plots a Decision Curve from pre-computed performance data.