Release notes ============= 0.3.1 (2025-06-18) ------------- * Added tutorial that explains how to interpret the TSProto explanations * Fixed issue with incorrect contrastive example plotting when plotted pattern is only in focus class * Overriding global_breakpointing parameter, when sbc method is set * Bugfix in incorrect number of cluster assignment when sbc method is set * Contrastive plots added * Bugfix in incorrect barycenters in SBC method * UCR ECG dataset example added 0.3.0 (2024-09-11) ------------- * Added several new clustering models * Improved visualizations (added SHAP heatmap) * Bugfix with different versions of SHAP inconsistently returning list or 3D numpy array in getshap function * Added changepoint_sensitivity instead of pen parameter. Now, the pen parameter is estimated automatically * Added support for ROCKET-based clustering with sktime 0.29.0 * Bugfix with incorrect visualization reported in #9 * Bugfix with internal data not updating after transform (this is needed for the visualization) * Added feature of dynamic cluster determination when float is provided as n_clusters parameter 0.2.0 (2024-04-05) ------------- * Change the way the cluster number is detected. Now it is detected based on the average number of breakpoints found in the dataset * Added parameters that allow to specify SHAP aggregation function for weight calculation * Added function that allows to incorporate cluster starts in window as features. * Updated documentation * Bugixes 0.1.3 (2024-03-05) ------------- * Modularization of code * Scikit-learn interface added * Documentation updated * Examples added 0.1.0 (2024-02-23) ------------- * Added pypl installation * Added sphinx documentation