Science and Products
Evaluation and recommendation of practices for publication of reproducible data and software releases in the USGS
In practice, e.g., in model applications, data are rarely complete without workflow code and workflows are often treated as software that include data. This project aims to understand current practice and recommend future practices that better fit the needs of reproducible workflows and models.

Uncertainties: trend - Maximum percent ice cover in the Great Lakes: Difference from 50-year mean (1973-2023)
Science and Products
- Science
Evaluation and recommendation of practices for publication of reproducible data and software releases in the USGS
In practice, e.g., in model applications, data are rarely complete without workflow code and workflows are often treated as software that include data. This project aims to understand current practice and recommend future practices that better fit the needs of reproducible workflows and models. - Multimedia
Uncertainties: trend - Maximum percent ice cover in the Great Lakes: Difference from 50-year mean (1973-2023)