Abstract: A medical data management system is provided that facilitates expedited review of health data for patient care. The medical data management system includes devices for collecting the health data, associating the health data with health events, optimizing storage of health data, and displaying comprehensive patient data for efficient and rapid review. The system includes a medical monitoring device that uses sensors to acquire health data and logic to specify data blocks of the data that characterize health episodes. Data management device(s) stitch the data blocks according to timelines and store the stitched data blocks as a full episode. The stitched data blocks are rendered for display, as a data presentation with timelines and graphic representations.