Open Code = Better Science

Case Studies on the Impact of NumFOCUS Projects

First Photograph of a Black Hole

Made with the NumFOCUS Python stack

Curing Disease with NumFOCUS Tools

How CellProfiler runs on NumFOCUS

Ethics in AI & Machine Learning

NumFOCUS tools help promote accountability and ethics

Open-Source Science Initiative - a NumFOCUS Program

Prioritizing the place of open source software (OSS) in scientific discovery. Review our Charter!

NumFOCUS Sponsored Projects

pandas logo
Jupyter
Matplotlib
Julia logo
Astropy logo
Econ-ARK logo
SymPy
Cantera logo
xarray
Blosc
Dask logo
mlpack logo
Zarr Logo
ArviZ

 

 

pandas logo
Jupyter
Matplotlib
Julia logo
Econ-ARK logo
Astropy logo
SymPy
Cantera logo
xarray
Blosc
Dask logo
mlpack logo
Zarr Logo

 

 

 

pandas logo
Jupyter
Matplotlib
Julia logo
Astropy logo
Econ-ARK logo
SymPy
Cantera logo
xarray
Blosc
Dask logo
mlpack logo
Zarr Logo