Open Code = Better Science

Case Studies on the Impact of NumFOCUS Projects
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First Photograph of a Black Hole

Made with the NumFOCUS Python stack

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Curing Disease with NumFOCUS Tools

How CellProfiler runs on NumFOCUS

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Ethics in AI & Machine Learning

NumFOCUS tools help promote accountability and ethics

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Open-Source Science Initiative - a NumFOCUS Program

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

NumFOCUS Sponsored Projects

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

 

 

 

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