https://humedatalabs.com/Munging MetadataA technical blog by Sam Hume on open-source software, data exchange standards, and data engineering, and clinical research informatics. I often cover topics such as odmlib, ODM, Define-XML, Dataset-JSON, CDISC Library, FHIR, Python, PHUSE, and CDISC. 2026-06-20T13:33:38-04:00 Sam Hume https://humedatalabs.com/ Jekyll © 2026 Sam Hume /assets/img/favicons/favicon.ico /assets/img/favicons/favicon-96x96.png Dataset Specializations vs. Biomedical Concept Variants2026-03-02T09:00:00-05:00 2026-03-02T09:00:00-05:00 https://humedatalabs.com/dataset-specializations-vs-bc-variants/ Sam Hume Reply to Kerstin's LinkedIn Post on BC Variants. Automating Define-XML Generation in CDISC 360i2026-02-09T09:00:00-05:00 2026-02-09T09:00:00-05:00 https://humedatalabs.com/automating-define-generation-360i/ Sam Hume Update on progress generating Define-XML in CDISC 360i Top 10 Reasons for Using Dataset-JSON over Parquet for Data Exchange2025-11-15T09:00:00-05:00 2026-06-19T20:32:05-04:00 https://humedatalabs.com/top-10-reasons-dsj-over-parquet/ Sam Hume Questions raised ahead of the R/Pharma 2025 Dataset-JSON Workshop. Powering Standards With Code: The Role Of Open Source In CDISC 360i (Paper)2025-09-26T10:00:00-04:00 2026-06-19T20:32:05-04:00 https://humedatalabs.com/powering-standards-with-code/ Sam Hume Paper for the PHUSE SDE 2025 in West Windsor, NJ on July 23rd, 2025. Powering Standards with Code: The Role of Open Source in CDISC 360i (slides)2025-07-23T10:00:00-04:00 2026-06-19T20:32:05-04:00 https://humedatalabs.com/phuse-sde-360i-oss/ Sam Hume Presentation given at the PHUSE SDE 2025 in West Windsor (NJ) on July 23rd, 2025