Make computational results reproducible

Steps

1. 1Pin environments: lockfiles plus container image recorded per result
2. 2Version control everything including parameter files and seeds
3. 3Structure pipeline raw → processed → figures with explicit stages
4. 4Never edit intermediate files manually; regenerate instead
5. 5Test one-command rerun on clean machine before submission
6. 6Publish code/data under DOIs via archival repositories

Common Pitfalls

• ▲'It works on my laptop' dependency webs
• ▲Figures hand-tweaked after generation

Commands

$ npx skills add aniruddhaadak80/skills --skill reproducibility-computational-reproducibility

$ npx skills add aniruddhaadak80/skills --skill reproducibility-computational-reproducibility -g

Tags