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README.md

Awesome Open Atmospheric, Ocean, and Climate Science

Atmospheric, ocean, and climate science are awesome.

Awesome Build Status Contributions Commits License

This is a curated list of open source software packages that make our lives as scientists, hackers and data wranglers easier or just more awesome. This list is intended to be the fluid-earth counterpart of awesome open geoscience, although there is inevitably some overlap. It is not just climate science! We use the word "climate" in the repo name just as shorthand for the fluid part of the earth. Packages from atmospheric science, oceanography, climate science, and hydrology are all welcome.

In accordance with the awesome manifesto, we add awesome repositories. We are wide open to contributions of course! Don't hesitate to add your favorite packages by making a [pull request]

Contents

Software

Awesome software projects sub-categorized by focus.

General Purpose

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While packages are not technically specific to AOCH science, they are so essential for scientific workflows that we can't not include them

  • Pandas - Python Data structures and computational tools for working with tabular datasets
  • Xarray - Python Data structures and computational tools for multidimensional arrays, inspired by netCDF data model

Frameworks

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  • Iris - Python Expressive analysis and visualization of multi-dimensional datasets based on the CF conventions
  • CDMS - Python Object-oriented data management system for multidimensional, gridded data used in climate analysis and simulation

Meteorology

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  • MetPy - Python Collection of tools for reading, visualizing, and performing calculations with weather data
  • windspharm - Python Spherical harmonic wind analysis
  • wrf-python - Python A collection of diagnostic and interpolation routines for use with output of the Weather Research and Forecasting (WRF-ARW) Model

Oceanography

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  • GSW-Python - Python Thermodynamic equation of state for seawater
  • WAVEWATCH III - Fortran NOAA's Ocean wave model
  • UMWM - Fortran University of Miami's wave model

Climate

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  • climlab - Python Process-oriented climate modeling
  • aospy - Python Automated analysis and management of gridded climate data
  • Oocgcm - Python Analysis of large gridded geophysical datasets
  • Pangaea: - Python xarray extension for gridded land surface & weather model output
  • xgcm - Python Extends the xarray data model to understand finite volume grid cells (common in General Circulation Models) and provides interpolation and difference operations for such grids
  • OpenClimateGIS - Python Geospatial manipulation, subsetting, computation, and translation of spatiotemporal climate data

Remote Sensing

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  • SatPy - Python Read and manipulate meteorological remote sensing data and write it to various image and data file formats
  • Open Data Cube - Python Analysis toolkit for continental scale Earth Observation data from satellites

Glaciology

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  • OGGM - Python Open Global Glacier Model

Spatiotemporal Statistics

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  • EOFs - Python EOF analysis

Regridding

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  • xESMF - Python Regridding for numpy and Xarray datasets based on the Earth Systems Modeling Framework (ESMF) library
  • Pyresample - Python Resample/reproject earth observing satellite data

GIS

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  • geopandas - Python Spatial GIS operations on geometric types.
  • salem - Python Adds geolocalised subsetting, masking, and plotting operations to xarray's data structures via accessors
  • Regionmask - Python plotting and creation of masks of spatial regions
  • xshape - Python Tools for working with shapefiles, topographies, and polygons in xarray
  • Collocate - Python Collocate xarray trajectories in arbitrary physical dimensions
  • QGIS - C++ GIS platform to visualize, manage, edit, analyse data, and compose printable maps

Data Storage

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  • netCDF - NetCDF (Network Common Data Form) is a set of interfaces for array-oriented data access and a freely distributed collection of data access libraries for C, Fortran, C++, Java, Python, and other languages
  • HDF5 - HDF5 is a high-performance data management data storage format. HDF interfaces are available in C, Fortran, C++, Java, Python, and other languages
  • Zarr - chunked, compressed, N-dimensional arrays.
  • xmitgcm - Python Read MITgcm binary MDS files into xarray data structures.
  • xbpch - Python Xarray interface for bpch files
  • PyGDX - Python Access data stored in GAMS Data eXchange (GDX) files

Simulation

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  • Do we list all the open source climate model codes? Are they awesome enough?
  • xarray-simlab - Python xarray extension for computer model simulations

Visualization

  • PyViz - Python A coordinated effort to make data visualization in Python easier to use, easier to learn, and more powerful. Sub-components include:

    • HoloViews - Library designed to make data analysis and visualization seamless and simple
    • GeoViews - Library that makes it easy to explore and visualize geographical, meteorological, and oceanographic datasets, such as those used in weather, climate, and remote sensing research
    • Datashader - graphics pipeline system for creating meaningful representations of large datasets quickly and flexibly
    • Panel - Create custom interactive web apps and dashboards by connecting user-defined widgets to plots, images, tables, or text
    • hvPlot - A high-level plotting API for the PyData ecosystem built on HoloViews
  • EarthSim - Tools for working with and visualizing environmental simulations

  • Cartopy - Python Easy cartographic (maps) data visualization.

  • Geoviews - Python Explore and visualize geographic data using HoloViews.

Data Repositories

  • Quantarctica - user-configurable QGIS basemap for Antarctica with high-quality, peer-reviewed, free and open Antarctic scientific data
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Tutorials

Cheat Sheets

Miscellaneous

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How to Contribute

Contributions welcome! Read the contribution guidelines first

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License

CC0

To the extent possible under law, all contributors have waived all copyright and related or neighboring rights to this work

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