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BK Jackson edited this page Oct 12, 2019 · 19 revisions

Split-apply-combine operations with Dask

ds_by_season = ds.groupby('time.season').mean('time')
t2m_range = abs(ds_by_season.sel(season='JJA') - ds_by_season.sel(season='DJF')).t2m  
result = t2m_range.load()  

Dask and Geographic Maps

Out-of-Core Dataframes in Python: Dask and OpenStreetMap - Jake VDP

Manifold AI Series on Dask

Using Dask in Machine Learning: Best Practices - Jason Carpenter, 1/31/2019, ManifoldAI

Dask articles

How to handle large datasets in Python with Pandas and Dask

Dask examples with code

Math with Numpy & Dask - In this notebook we use numpy and dask to implement a linear function, numerical integration and an ordinary differential equation and we look at the corresponding dask graphs.

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