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From Script to STAMPED Research Object

20 February 2026·9 mins

Reproducibility Rigor Transparency Reusable Accessible Pattern S — Self-containment T — Tracking A — Actionability M — Modularity P — Portability E — Ephemerality D — Distributability STAMPED-intro shell POSIX awk make git singularity containers

Four scenarios showing how to incrementally add STAMPED properties to a shell-based analysis using git, make, and singularity.

Git Submodules for Modular Dataset Composition

19 February 2026·6 mins

Reproducibility Rigor Interoperable Reusable Tool M — Modularity T — Tracking git submodules dataset-organization

Demonstrates how git submodules enable independent versioning and composition of dataset components.