Cookbooks Gallery

Pythia Cookbooks provide example workflows on more advanced and domain-specific problems developed by the Pythia community. Cookbooks build on top of skills you learn in Pythia Foundations.

Cookbooks are created from Jupyter Notebooks that we strive to binderize so each Cookbook can be executed in the cloud with a single click from your browser, but in some instances executing a Cookbook will require running the notebooks locally.

Interested in contributing a new Cookbook or contributing to an existing Cookbook? Great! Please see the Project Pythia Cookbook Contributor’s Guide, and consider opening a discussion under the Project Pythia category of the Pangeo Discourse.

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Domains

•  AWS Cloud
•  AWS cloud
•  Data Access
•  Data access
•  HRRR model
•  climate
•  data science
•  machine learning
•  ml
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•  scientific software engineering
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Packages

•  IPython
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•  intake-esm
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•  intake-xarray
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•  matplotlib
•  numpy
•  tensorflow
•  xarray
•  xbatcher
•  xesmf
•  zarr

CESM LENS on AWS Cookbook

Author: the Project Pythia Community

Notebooks developed to demonstrate analysis of CESM LENS data publicly available on Amazon S3 (us-west-2 region) using Xarray and Dask.

climate intake-esm

CMIP6 Cookbook

Author: Ryan Abernathey, Henri Drake, Robert Ford

Examples of analysis of Google Cloud CMIP6 data using Pangeo tools.

climate intake-esm xesmf

HRRR-AWS-Cookbook

Author: the Project Pythia Community

A cookbook for working with AWS-served HRRR model output data.

AWS-cloud HRRR-model xarray zarr

Radar Cookbook

Author: Max Grover, Zachary Sherman

A cookbook meant to work with various weather radar data.

Py-Art radar

Intake Cookbook

Author: James Morley

This cookbook shows examples of using and creating Intake catalogs to access data.

Data-access intake intake-markdown intake-xarray

Landsat ML Cookbook

Author: Demetris Roumis

Machine learning on Landsat data

climate dask hvPlot intake ml satellite xarray

Kerchunk Cookbook

Author: Norland Raphael Hagen

A Project Pythia Cookbook for Kerchunk

AWS-Cloud Data-Access HRRR-model intake kerchunk xarray zarr

xbatcher for Machine Learning Part 1

Author: Christopher Dupuis

A complete workflow for a convolutional neural network using xbatcher.

IPython data-science intake machine-learning matplotlib numpy oceanography scientific-software-engineering tensorflow xarray xbatcher zarr