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.
CMIP6 Cookbook
climateintake-esmxesmf
HRRR-AWS Cookbook
HRRR modelAWS cloudzarrxarray
Radar Cookbook
atmosphereradarPy-ArtXradarCook-off 2023Cook-off 2024
Intake Cookbook
Data accessintakeintake-xarrayintake-markdown
Landsat ML Cookbook
satellitemlclimatehvPlotintakexarraydask
Kerchunk Cookbook
AWS CloudData AccessHRRR modelzarrkerchunkintakexarray
xbatcher for Machine Learning Part 1
oceanographymachine learningdata sciencescientific software engineeringnumpyxarrayzarrintakematplotlibIPythontensorflowxbatcher
Dask Cookbook
xarraydask
Sentinel-2 L2A Interactive Dashboard
interactive-visualizationsatellitesentinel-2daskxarrayodc.stacplanetary-computerhvplotpanelgeoviews
(re)Gridding with xarray
xarrayverdexESMFPyresample
VAPOR Python Cookbook
weatherclimate3D visualizationsparticlesxarraynumpyvapor
Advanced Visualization Cookbook
visualizationmatplotlibcartopymetpygeocat-vizseaborndatashader
Unstructured Grids Visualization Cookbook
visualizationcartopydatashaderholoviewshvplot
NA-CORDEX Visualization Cookbook
atmosphereclimateclimate modelgeospatialland modelsustainabilityzarrxarraydaskintake-esmmatplotlib
EOFs Cookbook
climatexeofsCook-off 2024
Ocean Biogeochemistry Cookbook
oceanographyclimate modelingxarraycartopymatplotlibCook-off 2024
ESGF Cookbook
ClimateClimate ModelIntakeData AccessXarrayIntake-esgfCook-off 2024
Wavelet Cookbook
signal analysiswaveletdata sciencefourier transformgeocat-datafilesnumpyxarraymatplotlibscipypandaspywaveletsCook-off 2024
Earth Observation Data Science Cookbook
remote-sensingmicrowave-remote-sensingearth-observationsentinel-1stacxarrayholoviewspystac-clientodc-stacrioxarray
HEALPix Cookbook
climate modelingspatial analysisvisualizationunstructured gridscartopyeasygemsuxarray
The MetPy Cookbook
meteorologydata accessmetpysiphoncartopyxarraypint