Ideas

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Dask Tutorial - gufunc

In this tutorial, I would like to see how we can use dask to do fast calculations on the Earth Science data cubes. This will be based on the following tutorials:

• Calculating Pearson and Spearman - XArray Docs | Dask Docs
• Generalized ufuncs - Dask Docs
• Apply ufunc with Xarray - Docs

Algorithms

• Pearson Correlation Coefficient
• Spearman Correlation Coefficient
• $\rho$-V Coefficient
• Centered Kernel Alignment

Smoothing

• Scipy | Scipy - From scratch | StackOverFlow

Shape Files and Rasters

• Corteva GeoCube
• Corteva RioXarray - Clip | Clip Box | Demo
• Xarray to CSV

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Loading Data

CMIP6

I've used this data for my experiments, so I would like to make a quick tutorial about how we can load this, query the parts you need, and do operations.

• CMIPData Docs
• Demo with Anomalies - Normal | Parallel
• CMIP6 Preprocessing
• Pangeo Examples
• Pangeo Datastore

ERA5

This is some reanalysis data that I've used in my experiments. I would like to do the same as the above part.

• Pangeo Datastore
• Pangeo Examples
• ML Flow
• Tutorials

Earth Science Data Cubes

• - Done!