Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-open-climate-science
Awesome Open Atmospheric, Ocean, and Climate Science
https://github.com/pangeo-data/awesome-open-climate-science
Last synced: about 14 hours ago
JSON representation
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Software
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General Purpose
- Pandas -  Data structures and computational tools for working with tabular datasets
- Xarray -  Data structures and computational tools for multidimensional arrays, inspired by netCDF data model
- Numpy -  NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.
- Matplotlib -  Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Several other libraries, including many mentioned in the lists below, use Matplotlib by default under the hood for creating data visualizations.
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Frameworks
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Meteorology
- windspharm -  Spherical harmonic wind analysis
- wrf-python -  A collection of diagnostic and interpolation routines for use with output of the Weather Research and Forecasting (WRF-ARW) Model
- MetPy -  Collection of tools for reading, visualizing, and performing calculations with weather data
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Oceanography
- pyoos -  A Python library for collecting Met/Ocean observations
- PyCO2SYS -  A Python toolbox for solving the marine carbonate system and calculating related seawater properties
- GSW-Python -  Thermodynamic equation of state for seawater
- WAVEWATCH III -  NOAA's Ocean wave model
- UMWM -  University of Miami's wave model
- rnoaa -  An R interface to many NOAA data sources
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Climate
- climlab -  Process-oriented climate modeling
- aospy -  Automated analysis and management of gridded climate data
- Oocgcm -  Analysis of large gridded geophysical datasets
- Pangaea -  xarray extension for gridded land surface & weather model output
- xgcm -  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 -  Geospatial manipulation, subsetting, computation, and translation of spatiotemporal climate data
- climpred
- pyOWM -  PyOWM is a client Python wrapper library for OpenWeatherMap (OWM) web APIs
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Remote Sensing
- SatPy -  Read and manipulate meteorological remote sensing data and write it to various image and data file formats
- Open Data Cube -  Analysis toolkit for continental scale Earth Observation data from satellites
- Earthdata Search - User interface for searching against the CMR (Common Metadata Repository). Supports data download, visualization, and subsetting in some cases.
- Sentinelsat -  Search and download data from the European Copernicus Sentinel satellites
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Glaciology
- OGGM -  Open Global Glacier Model
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Spatiotemporal Statistics
- rasterstats -  summarizing geospatial raster datasets based on vector geometries
- EOFs -  EOF analysis
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Regridding
- xESMF -  Regridding for numpy and Xarray datasets based on the Earth Systems Modeling Framework (ESMF) library
- Pyresample -  Resample/reproject earth observing satellite data
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GIS
- geopandas -  Spatial GIS operations on geometric types.
- salem -  Adds geolocalised subsetting, masking, and plotting operations to xarray's data structures via accessors
- Regionmask -  plotting and creation of masks of spatial regions
- xshape -  Tools for working with shapefiles, topographies, and polygons in xarray
- QGIS -  GIS platform to visualize, manage, edit, analyse data, and compose printable maps
- GeoPHP -  The world's most popular geospatial library for PHP that works with WKT (including EWKT), WKB (including EWKB), GeoJSON, KML, GPX, GeoRSS and more
- Collocate -  Collocate xarray trajectories in arbitrary physical dimensions
- QGIS -  GIS platform to visualize, manage, edit, analyse data, and compose printable maps
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Data Storage
- 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
- Zarr -  chunked, compressed, N-dimensional arrays.
- xmitgcm -  Read MITgcm binary MDS files into xarray data structures.
- PyGDX -  Access data stored in GAMS Data eXchange (GDX) files
- rasterio -  Reads and writes GeoTIFF and provides a Python API based on Numpy N-dimensional arrays and GeoJSON
- netcdf4-python -  Python/numpy interface to the netCDF C library
- xbpch -  Xarray interface for bpch files
- HDF5 -      HDF5 is a high-performance data management data storage format. HDF interfaces are available in C, Fortran, C++, Java, Python, and other languages
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Simulation
- xarray-simlab -  xarray extension for computer model simulations
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Visualization
- PyViz -  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
- 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 -  Easy cartographic (maps) data visualization.
- Geoviews -  Explore and visualize geographic data using HoloViews.
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Data Repositories
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Visualization
- Quantarctica - user-configurable [QGIS](#gis) basemap for Antarctica with high-quality, peer-reviewed, free and open Antarctic scientific data
- Common Metadata Repository - Search API for NASA's remote-sensed earth science metadata
- UCI Machine Learning Repository
- National Data Buoy Center - The premier source of meteorological and oceanographic measurements for the marine environment.
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Tutorials
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Visualization
- Pangeo Tutorial at Fall AGU 2018 - Tutorial covering the basic Pangeo framework, including Dask, Xarray and JupyterHub
- Pangeo SEA Tutorial - Tutorial for folks working on the NCAR Cheyenne Supercomputer
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Cheat Sheets
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Visualization
- Geopandas, Shapely and Geopy - Demos, notebooks and overviews on getting started with basics of the three libraries
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Miscellaneous
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Visualization
- R Programming for Climatedata Analysis and Visualization - This book is the instruction manual used for a short-course on R programming for ClimateData Analysis and Visualization.
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Sub Categories
Keywords
python
3
climate
2
api-client
1
api
1
rstats
1
r-package
1
r
1
noaa-data
1
noaa
1
weather-data
1
weather
1
skew-t
1
scientific-computations
1
plotting
1
meteorology
1
hodograph
1
xarray
1
geos-chem
1
data
1
binary
1
analysis
1
sentinel
1
satellite-imagery
1
remote-sensing
1
open-data
1
geographic-data
1
esa
1
copernicus
1
python-wrapper
1
pyowm
1
owm
1
openweathermap-api
1
openweathermap
1
atmospheric-science
1