Keep Exploring!#

To help you go deeper, we’ve also create a list of notebooks that demonstrate real-world applications of Xarray in a variety of use cases. These need not be explored in any particular sequence, instead they are meant to provide a sampling of what Xarray can be used for.

See also

  1. The Xarray blog has a number of user stories showcasing Xarray in many scientific domains.

  2. Project Pythia Foundations is a great collection of material on Xarray and related packages.

Weather and Climate#

  1. Global Mean Surface Temperature from CMIP6: Start with global_mean_surface_temp.ipynb then feel free to explore the rest of the notebooks.

  2. National Water Model Streamflow Analysis: Start with 02_National_Water_Model.ipynb then feel free to explore the rest of the notebooks.

  3. The Project Pythia Cookbooks are a great collection of resources showcasing use of Xarray with real world datasets.

  4. Examples using the Microsoft Planetary Computer

Bayesian Statistical Modeling#

  1. Xarray and PyMC3: Start with multilevel_modeling.ipynb then feel free to explore the rest of the notebooks. Also checkout Arviz which uses Xarray as its data model.

Genomics#

  1. From “data analysis for genomic surveillance of African malaria vectors”

Electrophysiology#

  1. “Analyzing intracranial electrophysiology data with xarray”