| classify_sports | Automated Sports Taxonomy Mapping |
| fetch_vald_batch | Robust Batch Extraction of VALD Trials |
| fetch_vald_metadata | Retrieve Athlete Profiles and Group Assignments |
| patch_metadata | Fix Missing or Incorrect Athlete Demographics |
| plot_vald_compare | Boxplot Comparison of Metrics by Sport, Sex, or Team |
| plot_vald_trends | Time-Series Visualization of Performance Metrics |
| split_by_test | Generic Test-Type Splitting with Suffix Removal |
| standardize_vald_metadata | Create Unified Athlete Metadata with Group Assignments |
| summary_vald_metrics | Dynamic Summary Table for Performance Metrics |