Changes in version 1.4.0 (2026-09-28) 2026-09-27 Changes - fast_clara_jaccard() now returns the function call and all argument values (including defaults) in $call, to make analyses easier to reproduce. - get_cluster_sequences(): clusters are now returned in sorted order. - Vignette: typos corrected. Bug Fixes - fast_clara_jaccard(): fixed medoid indexing (fastkmedoids returns 0-based indices), which could drop one medoid or select the neighbouring patient. Comments on current version MSCA was archived from CRAN on 2026-03-24 because its dependency fastkmedoids was temporarily failing CRAN checks. This version restores MSCA on CRAN and makes it independent of fastkmedoids for its default use. Changes in version 1.3.0 Started 2025-06-15 Changes Implement CLARANS as an option for the fast_clara_jaccard function Changes in version 1.2.0 2025-06-15 Changes Corrected, modified and integrated sequence_stats() and get_cluster_sequences. The sequence frenquencies are computed by patient not on the total number of sequences Corrected some spelling in the vignette. To do Plot methods for sequences 2025-06-15 Changes Corrected, modified and integrated sequence_stats() and get_cluster_sequences. The sequence frenquencies are computed by patient not on the total number of sequences Corrected some spelling in the vignette. To do Plot methods for sequences Changes in version 1.1.0 2025-06-02 Changes - Added: - fast_clara_jaccard Fast CLARA-like clustering using Jaccard dissimilarity - get_cluster_sequences Extract sequences of length k within clusters - sequence_stats() to compute frequency, conditional probability, and relative risk of sequences by cluster - A vignette displaying a basic workflow is available Bug Fixes - fast_jaccard_dist were corrected Comments on current version This version will hopeful permit to run basic analyses of electronic health records. Further examples and functions are expected soon. Changes in version 1.0.0 2025-02-19 Contained very basic information and only the make_state_matrix that can be useful