# rtichoke

> interactive visualizations for performance of predictive models

## Docs

### API Reference

#### Performance Data
> Prepare classification and time-to-event data for visualization.

- [prepare_performance_data](https://uriahf.github.io/rtichoke_python/reference/prepare_performance_data.html): Prepare performance data for binary classification models
- [prepare_binned_classification_data](https://uriahf.github.io/rtichoke_python/reference/prepare_binned_classification_data.html): Prepare probability-binned classification data for binary outcomes
- [prepare_performance_data_times](https://uriahf.github.io/rtichoke_python/reference/prepare_performance_data_times.html): Prepare performance data for models with time-to-event outcomes
- [prepare_binned_classification_data_times](https://uriahf.github.io/rtichoke_python/reference/prepare_binned_classification_data_times.html): Prepare binned, time-dependent classification data

#### Performance Tables
> Summarize model performance across thresholds and time horizons.

- [create_performance_table](https://uriahf.github.io/rtichoke_python/reference/create_performance_table.html): Create an R-style rtichoke performance table
- [create_performance_table_times](https://uriahf.github.io/rtichoke_python/reference/create_performance_table_times.html): Create a time-dependent rtichoke performance table
- [render_performance_table](https://uriahf.github.io/rtichoke_python/reference/render_performance_table.html): Render prepared performance data with a selected table backend

#### Discrimination
> ROC, precision-recall, gains, and lift visualizations.

- [create_roc_curve](https://uriahf.github.io/rtichoke_python/reference/create_roc_curve.html): Creates a Receiver Operating Characteristic (ROC) curve
- [create_roc_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_roc_curve_times.html): Creates a time-dependent Receiver Operating Characteristic (ROC) curve
- [plot_roc_curve](https://uriahf.github.io/rtichoke_python/reference/plot_roc_curve.html): Plots an ROC curve from pre-computed performance data
- [create_precision_recall_curve](https://uriahf.github.io/rtichoke_python/reference/create_precision_recall_curve.html): Creates a Precision-Recall curve
- [create_precision_recall_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_precision_recall_curve_times.html): Creates a time-dependent Precision-Recall curve
- [plot_precision_recall_curve](https://uriahf.github.io/rtichoke_python/reference/plot_precision_recall_curve.html): Plots a Precision-Recall curve from pre-computed performance data
- [create_gains_curve](https://uriahf.github.io/rtichoke_python/reference/create_gains_curve.html): Creates a Gains curve
- [create_gains_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_gains_curve_times.html): Creates a time-dependent Gains curve
- [plot_gains_curve](https://uriahf.github.io/rtichoke_python/reference/plot_gains_curve.html): Plots a Gains curve from pre-computed performance data
- [create_lift_curve](https://uriahf.github.io/rtichoke_python/reference/create_lift_curve.html): Creates a Lift curve
- [create_lift_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_lift_curve_times.html): Creates a time-dependent Lift curve
- [plot_lift_curve](https://uriahf.github.io/rtichoke_python/reference/plot_lift_curve.html): 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](https://uriahf.github.io/rtichoke_python/reference/create_calibration_curve.html): Creates Calibration Curve
- [create_calibration_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_calibration_curve_times.html): Create a time-dependent calibration curve across fixed horizons

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

- [create_decision_curve](https://uriahf.github.io/rtichoke_python/reference/create_decision_curve.html): Creates a Decision Curve
- [create_decision_curve_times](https://uriahf.github.io/rtichoke_python/reference/create_decision_curve_times.html): Creates a time-dependent Decision Curve
- [plot_decision_curve](https://uriahf.github.io/rtichoke_python/reference/plot_decision_curve.html): Plots a Decision Curve from pre-computed performance data