Reproducible Environment Builder

Explore why a notebook that runs on one laptop may fail elsewhere. Build up a reproducible environment step by step and watch the collaborator success probability improve.

Choose a failure scenario
Apply reproducibility practices

Fragile setup works by accident

A global/base environment accumulates packages over time. It may run locally, but the software assumptions are hidden from collaborators.

base environment
python ? geopandas latest? rasterio changed xarray unknown rioxarray GDAL/PROJ mismatch

Reproducible setup explicit context

A project environment records the Python version, required packages, and enough version information for another machine to recreate the setup.

Version drift risk
85%
Collaborator success
25%