xarray

An open source project and Python package that introduces labels in the form of dimensions, coordinates, and attributes on top of raw NumPy-like arrays, which allows for more intuitive, more concise, and less error-prone user experience.

dask netcdf numpy pandas python xarray

Climate Change - Climate Data Standards

• Total packages: 18
• Total downloads: 21,122,581 downloads
• Total docker downloads: 19,430,565
• Total dependent packages: 1,732 (may contain duplicates)
• Total dependent repositories: 10,016 (may contain duplicates)

Packages

• pypi.org: xarray 20,431,281 downloads last month
• anaconda.org: xarray 688,498 downloads total
• pypi.org: xray 2,802 downloads last month
• nixpkgs-unstable: python314Packages.xarray
• nixpkgs-24.05: python312Packages.xarray
• nixpkgs-23.05: python310Packages.xarray
• conda-forge.org: xarray
• spack.io: py-xarray
• pypi.org: xarray-map
• proxy.golang.org: github.com/pydata/xarray
• nixpkgs-unstable: python313Packages.xarray
• nixpkgs-24.11: python311Packages.xarray
• nixpkgs-24.11: python312Packages.xarray
• nixpkgs-23.11: python311Packages.xarray
• guix: python-xarray
• nixpkgs-23.11: python310Packages.xarray
• nixpkgs-23.05: python311Packages.xarray
• nixpkgs-24.05: python311Packages.xarray

Zarr

Provides an efficient, scalable, and flexible way to store and access large, multi-dimensional arrays, the core data format used in climate models and observational datasets.

compressed ndimensional-arrays python zarr

Climate Change - Climate Data Standards

• Total packages: 14
• Total downloads: 17,173,627 downloads
• Total docker downloads: 3,817,058
• Total dependent packages: 521 (may contain duplicates)
• Total dependent repositories: 2,956 (may contain duplicates)

Packages

• pypi.org: zarr 17,165,391 downloads last month
• anaconda.org: zarr 8,236 downloads total
• proxy.golang.org: github.com/zarr-developers/zarr-python
• ubuntu-24.04: zarr
• ubuntu-20.04: zarr
• ubuntu-24.10: zarr
• conda-forge.org: zarr
• ubuntu-23.04: zarr
• debian-11: zarr
• guix: python-zarr
• ubuntu-23.10: zarr
• debian-13: zarr
• ubuntu-22.04: zarr
• debian-12: zarr

h5netcdf

A Python interface for the netCDF4 file format that reads and writes local or remote HDF5 files directly via h5py or h5pyd, without relying on the Unidata netCDF library.

h5py hdf5 netcdf python

Climate Change - Climate Data Standards

• Total packages: 5
• Total downloads: 5,476,472 downloads
• Total docker downloads: 310,858
• Total dependent packages: 177 (may contain duplicates)
• Total dependent repositories: 786 (may contain duplicates)

Packages

• pypi.org: h5netcdf 5,476,472 downloads last month
• spack.io: py-h5netcdf
• anaconda.org: h5netcdf
• proxy.golang.org: github.com/h5netcdf/h5netcdf
• conda-forge.org: h5netcdf

netcdf-fortran

The Unidata network Common Data Form (netCDF) in Fortran is an interface for scientific data access and a set of freely-distributed software libraries that provide an implementation of the interface.

dataset hacktoberfest netcdf-fortran netcdf-library unidata

Climate Change - Climate Data Standards

• Total packages: 3
• Total downloads: 3,055,656 downloads total
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 49 (may contain duplicates)

Packages

• conda-forge.org: netcdf-fortran 3,055,656 downloads total
• proxy.golang.org: github.com/unidata/netcdf-fortran
• proxy.golang.org: github.com/Unidata/netcdf-fortran

sunpy

A Python software package that provides fundamental tools for accessing, loading and interacting with solar physics data in Python.

astronomy astropy hacktoberfest python solar solar-physics sun sunpy

Climate Change - Earth and Climate Modeling

• Total packages: 3
• Total downloads: 2,707,701 downloads total
• Total docker downloads: 90
• Total dependent packages: 45 (may contain duplicates)
• Total dependent repositories: 105 (may contain duplicates)

Packages

• conda-forge.org: sunpy 2,551,405 downloads total
• pypi.org: sunpy 156,296 downloads last month
• proxy.golang.org: github.com/sunpy/sunpy

netcdf-python

The Unidata network Common Data Form (netCDF) in Python is an interface for scientific data access and a set of freely-distributed software libraries that provide an implementation of the interface.

netcdf netcdf4 python

Climate Change - Climate Data Standards

• Total packages: 6
• Total downloads: 2,477,747 downloads
• Total docker downloads: 249,534
• Total dependent packages: 725 (may contain duplicates)
• Total dependent repositories: 4,089 (may contain duplicates)

Packages

• pypi.org: netcdf4 2,477,747 downloads last month
• anaconda.org: netcdf4
• conda-forge.org: netcdf4
• proxy.golang.org: github.com/unidata/netcdf4-python
• proxy.golang.org: github.com/Unidata/netcdf4-python
• spack.io: py-netcdf4

MetPy

A collection of tools in Python for reading, visualizing and performing calculations with weather data.

atmospheric-science hacktoberfest hodograph meteorology plotting python scientific-computations skew-t weather weather-data

Atmosphere - Meteorological Observation and Forecast

• Total packages: 8
• Total downloads: 1,762,841 downloads
• Total docker downloads: 12
• Total dependent packages: 49 (may contain duplicates)
• Total dependent repositories: 180 (may contain duplicates)

Packages

• conda-forge.org: metpy 1,412,317 downloads total
• pypi.org: metpy 350,524 downloads last month
• ubuntu-23.10: metpy
• ubuntu-24.10: metpy
• debian-13: metpy
• guix: python-metpy
• proxy.golang.org: github.com/unidata/metpy
• spack.io: py-metpy

IOOS Compliance Checker

A python based tool for data providers to check for completeness and community standard compliance of local or remote netCDF files against CF and ACDD file standards.

Climate Change - Climate Data Standards

• Total packages: 2
• Total downloads: 1,027,290 downloads total
• Total docker downloads: 319
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 42 (may contain duplicates)

Packages

• conda-forge.org: compliance-checker 1,018,633 downloads total
• pypi.org: compliance-checker 8,657 downloads last month

pvlib-python

A set of documented functions for simulating the performance of photovoltaic energy systems.

photovoltaic python renewable-energy renewables solar-energy

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 4
• Total downloads: 972,616 downloads
• Total docker downloads: 287,304
• Total dependent packages: 64 (may contain duplicates)
• Total dependent repositories: 150 (may contain duplicates)

Packages

• pypi.org: pvlib 972,616 downloads last month
• conda-forge.org: pvlib
• conda-forge.org: pvlib-python
• proxy.golang.org: github.com/pvlib/pvlib-python

flopy

A Python package to create, run, and post-process MODFLOW-based models.

modeling plotting python

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 854,785 downloads total
• Total docker downloads: 5,769
• Total dependent packages: 19 (may contain duplicates)
• Total dependent repositories: 45 (may contain duplicates)

Packages

• conda-forge.org: flopy 835,926 downloads total
• pypi.org: flopy 18,859 downloads last month

harp

Data harmonization toolset for scientific earth observation data.

Sustainable Development - Environmental Satellites

• Total packages: 11
• Total downloads: 850,205 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: harp 850,205 downloads total
• ubuntu-23.10: harp
• debian-12: harp
• ubuntu-24.04: harp
• ubuntu-20.04: harp
• ubuntu-23.04: harp
• ubuntu-24.10: harp
• debian-13: harp
• debian-10: harp
• ubuntu-22.04: harp
• debian-11: harp

cfgrib

A Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes.

grib meteorology

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 770,494 downloads
• Total docker downloads: 1,289
• Total dependent packages: 60 (may contain duplicates)
• Total dependent repositories: 224 (may contain duplicates)

Packages

• pypi.org: cfgrib 770,494 downloads last month
• conda-forge.org: cfgrib
• spack.io: py-cfgrib
• debian-13: cfgrib

Landlab

An open source Python package for numerical modeling of Earth surface dynamics.

Natural Resources - Soil and Land

• Total packages: 3
• Total downloads: 662,223 downloads last month
• Total docker downloads: 141
• Total dependent packages: 11 (may contain duplicates)
• Total dependent repositories: 38 (may contain duplicates)

Packages

• conda-forge.org: landlab 650,734 downloads total
• pypi.org: landlab 11,489 downloads last month
• proxy.golang.org: github.com/landlab/landlab

Meteostat Python

Access and analyze historical weather and climate data with Python.

climate climate-change climate-data data-science meteostat open-data statistics weather weather-data weather-station

Climate Change - Climate Data Access and Visualization

• Total packages: 1
• Total downloads: 654,223 downloads last month
• Total docker downloads: 138
• Total dependent packages: 10
• Total dependent repositories: 41

Packages

• pypi.org: meteostat 654,223 downloads last month

icechunk

An open-source transactional storage engine for tensor / ND-array data designed for use on cloud object storage.

cloud database xarray zarr

Climate Change - Climate Data Standards

• Total packages: 9
• Total downloads: 551,159 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: icechunk 511,499 downloads last month
• crates.io: icechunk 34,669 downloads total
• crates.io: icechunk-python 1,268 downloads total
• crates.io: icechunk-macros 1,183 downloads total
• npmjs.org: @earthmover/icechunk-wasm32-wasi 966 downloads last month
• npmjs.org: @earthmover/icechunk-darwin-arm64 951 downloads last month
• npmjs.org: @earthmover/icechunk-win32-x64-msvc 234 downloads last month
• npmjs.org: @earthmover/icechunk 209 downloads last month
• npmjs.org: @earthmover/icechunk-linux-x64-gnu 180 downloads last month

PCRaster

A collection of tools and software libraries tailored to the construction of spatio-temporal environmental models.

computational-geography cpp earth-science hydrology map-algebra modflow python simulation spatio-temporal-modeling

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 500,550 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 7 (may contain duplicates)

Packages

• conda-forge.org: pcraster 500,550 downloads total
• proxy.golang.org: github.com/pcraster/pcraster

entsoe-py

A Python client for the ENTSO-E API (European Network of Transmission System Operators for Electricity).

Energy Systems - Energy Data Accessibility and Integration

• Total packages: 2
• Total downloads: 482,188 downloads total
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 28 (may contain duplicates)

Packages

• pypi.org: entsoe-py 348,410 downloads last month
• conda-forge.org: entsoe-py 133,778 downloads total

xclim

A library of derived climate variables, i.e. climate indicators, based on xarray.

anuclim climate-analysis climate-science dask icclim netcdf4 python xarray xclim

Climate Change - Climate Data Processing and Analysis

• Total packages: 6
• Total downloads: 459,779 downloads last month
• Total docker downloads: 88
• Total dependent packages: 15 (may contain duplicates)
• Total dependent repositories: 45 (may contain duplicates)

Packages

• conda-forge.org: xclim 417,960 downloads total
• pypi.org: xclim 41,819 downloads last month
• proxy.golang.org: github.com/Ouranosinc/xclim
• nixpkgs-unstable: python313Packages.xclim
• proxy.golang.org: github.com/ouranosinc/xclim
• nixpkgs-unstable: python314Packages.xclim

PyBaMM

Fast and flexible physics-based battery models in Python.

batteries battery-models hacktoberfest pybamm python simulation solvers

Energy Storage - Battery

• Total packages: 4
• Total downloads: 451,226 downloads last month
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• conda-forge.org: pybamm 379,892 downloads total
• pypi.org: pybamm 71,334 downloads last month
• proxy.golang.org: github.com/pybamm-team/PyBaMM
• proxy.golang.org: github.com/pybamm-team/pybamm

cdsapi

Python API to access the Copernicus Climate Data Store.

Climate Change - Climate Data Access and Visualization

• Total packages: 18
• Total downloads: 448,770 downloads
• Total docker downloads: 1,090
• Total dependent packages: 74 (may contain duplicates)
• Total dependent repositories: 179 (may contain duplicates)

Packages

• pypi.org: cdsapi 448,770 downloads last month
• alpine-edge: py3-cdsapi
• alpine-v3.20: py3-cdsapi
• alpine-v3.21: py3-cdsapi
• alpine-v3.19: py3-cdsapi-pyc
• alpine-v3.22: py3-cdsapi-pyc
• alpine-v3.19: py3-cdsapi
• alpine-v3.18: py3-cdsapi-pyc
• alpine-edge: py3-cdsapi-pyc
• alpine-v3.22: py3-cdsapi
• alpine-v3.21: py3-cdsapi-pyc
• alpine-v3.23: py3-cdsapi-pyc
• conda-forge.org: cdsapi
• proxy.golang.org: github.com/ecmwf/cdsapi
• alpine-v3.23: py3-cdsapi
• alpine-v3.17: py3-cdsapi
• alpine-v3.18: py3-cdsapi
• alpine-v3.20: py3-cdsapi-pyc

aospy

A Python package for automated analysis and management of gridded climate data.

climate netcdf python science xarray

Climate Change - Climate Data Processing and Analysis

• Total packages: 2
• Total downloads: 443,787 downloads total
• Total docker downloads: 35
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: aospy 443,692 downloads total
• pypi.org: aospy 95 downloads last month

AQP

Algorithms for Quantitative Pedology is a collection of code, ideas, documentation, and examples wrapped-up into several R packages.

digital-soil-mapping ncss-tech nrcs pedology pedometrics soil soil-survey usda

Natural Resources - Soil and Land

• Total packages: 3
• Total downloads: 426,987 downloads total
• Total docker downloads: 132,008
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 17 (may contain duplicates)

Packages

• conda-forge.org: r-aqp 214,016 downloads total
• conda-forge.org: r-soildb 211,172 downloads total
• cran.r-project.org: aqp 1,799 downloads last month

satpy

A Python library for reading and manipulating meteorological remote sensing data and writing it to various image and data file formats.

closember dask hacktoberfest python satellite weather xarray

Sustainable Development - Environmental Satellites

• Total packages: 12
• Total downloads: 389,278 downloads
• Total docker downloads: 211
• Total dependent packages: 15 (may contain duplicates)
• Total dependent repositories: 54 (may contain duplicates)

Packages

• conda-forge.org: satpy 349,797 downloads total
• pypi.org: satpy 39,481 downloads last month
• ubuntu-24.04: satpy
• ubuntu-23.04: satpy
• proxy.golang.org: github.com/pytroll/satpy
• ubuntu-23.10: satpy
• debian-11: satpy
• debian-12: satpy
• ubuntu-20.04: satpy
• ubuntu-24.10: satpy
• debian-13: satpy
• ubuntu-22.04: satpy

cf-xarray

An accessor for xarray objects that interprets CF attributes.

cf-conventions metadata xarray

Climate Change - Climate Data Standards

• Total packages: 11
• Total downloads: 354,308 downloads
• Total docker downloads: 1,892
• Total dependent packages: 61 (may contain duplicates)
• Total dependent repositories: 75 (may contain duplicates)

Packages

• pypi.org: cf-xarray 354,308 downloads last month
• nixpkgs-24.11: python311Packages.cf-xarray
• proxy.golang.org: github.com/xarray-contrib/cf-xarray
• nixpkgs-unstable: python313Packages.cf-xarray
• nixpkgs-24.05: python311Packages.cf-xarray
• nixpkgs-23.11: python311Packages.cf-xarray
• nixpkgs-24.11: python312Packages.cf-xarray
• nixpkgs-24.05: python312Packages.cf-xarray
• nixpkgs-unstable: python314Packages.cf-xarray
• nixpkgs-23.11: python310Packages.cf-xarray
• conda-forge.org: cf_xarray

xradar

A tool to work in weather radar data in xarray.

radar weather xarray

Atmosphere - Meteorological Observation and Forecast

• Total packages: 2
• Total downloads: 330,552 downloads last month
• Total docker downloads: 15,159
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: xradar 198,217 downloads last month
• conda-forge.org: xradar 132,335 downloads total

pymt

A Python toolkit for running and coupling Earth surface models.

bmi csdms pymt python

Climate Change - Earth and Climate Modeling

• Total packages: 2
• Total downloads: 306,096 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• conda-forge.org: pymt 306,096 downloads total
• proxy.golang.org: github.com/csdms/pymt

mocsy

Routines to model ocean carbonate system thermodynamics.

Hydrosphere - Ocean Carbon and Temperature

• Total packages: 2
• Total downloads: 300,844 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: mocsy 300,844 downloads total
• proxy.golang.org: github.com/jamesorr/mocsy

Cylc

A general purpose workflow engine that also manages cycling systems very efficiently, used in production weather, climate, and environmental forecasting on HPC, but is not specialized to those domains.

cycling-workflows cylc hacktoberfest job-scheduler metascheduler python scheduler scheduling workflow workflow-automation workflow-engine workflow-management

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 287,510 downloads total
• Total dependent packages: 12 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: cylc-flow 160,932 downloads total
• conda-forge.org: cylc-flow-base 98,097 downloads total
• pypi.org: cylc-flow 28,481 downloads last month

oce

An R package for oceanographic processing.

oceanography r

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 3
• Total downloads: 262,453 downloads last month
• Total docker downloads: 1,466
• Total dependent packages: 14 (may contain duplicates)
• Total dependent repositories: 35 (may contain duplicates)

Packages

• conda-forge.org: r-oce 260,208 downloads total
• cran.r-project.org: oce 2,245 downloads last month
• proxy.golang.org: github.com/dankelley/oce

Holos

A whole-farm model and software program that estimates greenhouse gas emissions based on information entered for individual farms.

Consumption - Agriculture and Nutrition

• Total packages: 7
• Total downloads: 253,100 downloads total
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: aafc.holos.content 93,475 downloads total
• nuget.org: aafc.holos.infrastructure 80,779 downloads total
• nuget.org: aafc.holos.core 77,364 downloads total
• nuget.org: htestinf 1,482 downloads total
• nuget.org: h.nuget.core
• nuget.org: ainfra
• nuget.org: htestinginfrapackage

pandapower

An easy to use open source tool for power system modeling, analysis and optimization with a high degree of automation.

analysis loadflow optimization power powerflow python short-circuit state-estimation system

Energy Systems - Energy System Modeling Frameworks

• Total packages: 3
• Total downloads: 250,440 downloads last month
• Total docker downloads: 289
• Total dependent packages: 28 (may contain duplicates)
• Total dependent repositories: 75 (may contain duplicates)

Packages

• pypi.org: pandapower 250,440 downloads last month
• proxy.golang.org: github.com/e2nIEE/pandapower
• proxy.golang.org: github.com/e2niee/pandapower

wavespectra

An open source project for working with ocean wave spectral data.

coastal-engineering data-analysis ocean ocean-sciences ocean-waves oceanography python spectra statistics wave wave-modelling wave-spectra xarray

Hydrosphere - Waves and Currents

• Total packages: 3
• Total downloads: 238,624 downloads total
• Total docker downloads: 122
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• conda-forge.org: wavespectra 236,350 downloads total
• pypi.org: wavespectra 2,274 downloads last month
• proxy.golang.org: github.com/wavespectra/wavespectra

CodeCarbon

Track emissions from Compute and recommend ways to reduce their impact on the environment.

ai-ethics carbon-emissions carbon-footprint co2-emissions energy-consumption energy-efficiency fairness sustainability

Consumption - Computation and Communication

• Total packages: 8
• Total downloads: 231,317 downloads last month
• Total docker downloads: 430,060
• Total dependent packages: 39 (may contain duplicates)
• Total dependent repositories: 807 (may contain duplicates)

Packages

• pypi.org: codecarbon 158,082 downloads last month
• conda-forge.org: codecarbon 35,074 downloads total
• conda-forge.org: codecarbon-test 19,106 downloads total
• conda-forge.org: codecarbon-viz 19,055 downloads total
• proxy.golang.org: github.com/mlco2/codecarbon
• conda-forge.org: codecarbon-dev
• nixpkgs-unstable: python314Packages.codecarbon
• nixpkgs-unstable: python313Packages.codecarbon

BikeshareClient

Dotnet library for integrating with GBFS bikeshare systems.

bikeshare bikeshare-systems gbfs netstandard

Consumption - Mobility and Transportation

• Total packages: 2
• Total downloads: 217,359 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: bikeshareclient 195,087 downloads total
• nuget.org: bikeshareclient.dependencyinjection 22,272 downloads total

Integrated Valuation of Ecosystem Services and Tradeoffs

A family of tools for quantifying the values of natural capital in clear, credible, and practical ways.

ecosystem-services geospatial gis

Sustainable Development - Sustainable Investment

• Total packages: 2
• Total downloads: 215,932 downloads last month
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• conda-forge.org: natcap.invest 210,606 downloads total
• pypi.org: natcap.invest 5,326 downloads last month

Py-ART

A data model driven interactive toolkit for working with weather radar data.

closember data-visualization hacktoberfest pyart python radar-processing weather-radars

Atmosphere - Meteorological Observation and Forecast

• Total packages: 5
• Total downloads: 206,630 downloads
• Total docker downloads: 1,117
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 29 (may contain duplicates)

Packages

• pypi.org: arm-pyart 206,630 downloads last month
• proxy.golang.org: github.com/arm-doe/pyart
• proxy.golang.org: github.com/ARM-DOE/pyart
• spack.io: py-arm-pyart
• conda-forge.org: arm_pyart

MONET

An open-source project and Python package that aims to create a common platform for atmospheric composition data analysis for weather and air quality models.

air arl cmaq noaa python quality verification visualization

Atmosphere - Atmospheric Chemistry and Aerosol

• Total packages: 3
• Total downloads: 197,425 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• conda-forge.org: monet 197,425 downloads total
• proxy.golang.org: github.com/noaa-oar-arl/monet
• proxy.golang.org: github.com/noaa-oar-arl/MONET

USGS

A Python module for interfacing with the US Geological Survey's API.

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 8
• Total downloads: 181,477 downloads total
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• conda-forge.org: usgs 171,078 downloads total
• pypi.org: usgs 10,399 downloads last month
• spack.io: py-usgs
• debian-13: usgs
• ubuntu-24.10: usgs
• ubuntu-24.04: usgs
• ubuntu-23.10: usgs
• proxy.golang.org: github.com/kapadia/usgs

uxarray

Xarray extension for unstructured climate and global weather data analysis and visualization.

geoscience ugrid unstructured-grids

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 176,208 downloads total
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• conda-forge.org: uxarray 101,711 downloads total
• pypi.org: uxarray 74,497 downloads last month
• proxy.golang.org: github.com/UXARRAY/uxarray
• proxy.golang.org: github.com/uxarray/uxarray

origin

A set of toolkits that together provide a system for issuance and management of Energy Attribute Certificates.

Energy Systems - Energy Markets

• Total packages: 78
• Total downloads: 175,147 downloads last month
• Total docker downloads: 620
• Total dependent packages: 370 (may contain duplicates)
• Total dependent repositories: 103 (may contain duplicates)

Packages

• npmjs.org: @energyweb/origin-backend 9,371 downloads last month
• npmjs.org: @energyweb/origin-backend-core 9,225 downloads last month
• npmjs.org: @energyweb/issuer 9,223 downloads last month
• npmjs.org: @energyweb/utils-general 9,086 downloads last month
• npmjs.org: @energyweb/exchange-core 8,712 downloads last month
• npmjs.org: @energyweb/exchange 8,100 downloads last month
• npmjs.org: @energyweb/origin-backend-client 7,853 downloads last month
• npmjs.org: @energyweb/migrations 7,551 downloads last month
• npmjs.org: @energyweb/origin-backend-utils 7,526 downloads last month
• npmjs.org: @energyweb/exchange-token-account 7,192 downloads last month
• npmjs.org: @energyweb/origin-ui-core 6,707 downloads last month
• npmjs.org: @energyweb/localization 6,131 downloads last month
• npmjs.org: @energyweb/origin-backend-app 5,634 downloads last month
• npmjs.org: @energyweb/origin-backend-client-mocks 4,542 downloads last month
• npmjs.org: @energyweb/device-registry 4,245 downloads last month
• npmjs.org: @energyweb/issuer-api 3,820 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api 3,645 downloads last month
• npmjs.org: @energyweb/exchange-irec 3,280 downloads last month
• npmjs.org: @energyweb/exchange-ui-core 3,066 downloads last month
• npmjs.org: @energyweb/event-listener 2,823 downloads last month
• npmjs.org: @energyweb/exchange-client 2,672 downloads last month
• npmjs.org: @energyweb/exchange-irec-client 2,305 downloads last month
• npmjs.org: @energyweb/exchange-io-erc1888 2,274 downloads last month
• npmjs.org: @energyweb/issuer-api-client 2,237 downloads last month
• npmjs.org: @energyweb/market-matcher 2,083 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api 2,077 downloads last month
• npmjs.org: @energyweb/exchange-core-irec 2,003 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api-client 1,993 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-wrapper 1,993 downloads last month
• npmjs.org: @energyweb/origin 1,855 downloads last month
• npmjs.org: @energyweb/market 1,792 downloads last month
• npmjs.org: @energyweb/user-registry 1,756 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api-client 1,752 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api 1,573 downloads last month
• npmjs.org: @energyweb/market-matcher-core 1,493 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api 1,380 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api-client 1,178 downloads last month
• npmjs.org: @energyweb/origin-ui-irec-core 1,160 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api-client 1,021 downloads last month
• npmjs.org: @energyweb/origin-backend-irec-app 1,006 downloads last month
• npmjs.org: @energyweb/origin-energy-api-client 995 downloads last month
• npmjs.org: @energyweb/asset-registry 838 downloads last month
• npmjs.org: @energyweb/migrations-irec 612 downloads last month
• npmjs.org: @energyweb/origin-energy-api 525 downloads last month
• npmjs.org: @energyweb/erc-test-contracts 464 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-client 459 downloads last month
• npmjs.org: @energyweb/issuer-irec-api 373 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api-react-query-client 343 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api-react-query-client 333 downloads last month
• npmjs.org: @energyweb/origin-ui-theme 332 downloads last month
• npmjs.org: @energyweb/origin-ui-user-logic 325 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api-react-query-client 323 downloads last month
• npmjs.org: @energyweb/origin-ui-localization 321 downloads last month
• npmjs.org: @energyweb/origin-ui-utils 321 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-view 317 downloads last month
• npmjs.org: @energyweb/origin-ui-shared-state 316 downloads last month
• npmjs.org: @energyweb/origin-ui-assets 296 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-data 290 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-logic 282 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-data 280 downloads last month
• npmjs.org: @energyweb/origin-ui-device-view 276 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-logic 271 downloads last month
• npmjs.org: @energyweb/origin-backend-react-query-client 261 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-view 259 downloads last month
• npmjs.org: @energyweb/origin-energy-api-react-query-client 253 downloads last month
• npmjs.org: @energyweb/origin-ui-device-data 249 downloads last month
• npmjs.org: @energyweb/exchange-irec-react-query-client 237 downloads last month
• npmjs.org: @energyweb/origin-ui-device-logic 220 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-view 203 downloads last month
• npmjs.org: @energyweb/origin-ui-user-data 187 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-data 183 downloads last month
• npmjs.org: @energyweb/origin-ui-user-view 177 downloads last month
• npmjs.org: @energyweb/origin-ui-blockchain 175 downloads last month
• npmjs.org: @energyweb/exchange-react-query-client 165 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-react-query-client 129 downloads last month
• npmjs.org: @energyweb/origin-ui-web3 118 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-logic 87 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api-react-query-client 17 downloads last month

LCAx

The goal for LCAx is to make an open, machine and human-readable data format for exchanging LCA results, EPD's and assemblies.

Industrial Ecology - Life Cycle Assessment

• Total packages: 9
• Total downloads: 161,025 downloads total
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• crates.io: lcax 56,439 downloads total
• crates.io: lcax_core 30,408 downloads total
• crates.io: lcax_models 28,462 downloads total
• crates.io: lcax_convert 28,195 downloads total
• crates.io: lcax_calculation 15,234 downloads total
• crates.io: lcax_validation 1,571 downloads total
• npmjs.org: lcax 389 downloads last month
• pypi.org: lcax 327 downloads last month
• proxy.golang.org: github.com/ocni-dtu/lcax

palmerpenguins

The palmerpenguins data contains size measurements for three penguin species observed on three islands in the Palmer Archipelago, Antarctica.

Biosphere - Avian Monitoring and Analysis

• Total packages: 3
• Total downloads: 151,911 downloads
• Total docker downloads: 48,971
• Total dependent packages: 39 (may contain duplicates)
• Total dependent repositories: 151 (may contain duplicates)

Packages

• cran.r-project.org: palmerpenguins 151,911 downloads last month
• guix: r-palmerpenguins
• conda-forge.org: r-palmerpenguins

vegan

Ordination methods, diversity analysis and other functions for community and vegetation ecologists.

ecological-modelling ecology ordination r

Biosphere - Ecological and Environmental Modeling

• Total packages: 1
• Total downloads: 143,003 downloads last month
• Total docker downloads: 966,380
• Total dependent packages: 218
• Total dependent repositories: 563

Packages

• cran.r-project.org: vegan 143,003 downloads last month

Siphon

A collection of Python utilities for retrieving atmospheric and oceanic data from remote sources, focusing on being able to retrieve data from Unidata data technologies.

hacktoberfest netcdf python thredds thredds-catalogs unidata

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 5
• Total downloads: 140,408 downloads
• Total docker downloads: 4,062
• Total dependent packages: 22 (may contain duplicates)
• Total dependent repositories: 98 (may contain duplicates)

Packages

• pypi.org: siphon 140,408 downloads last month
• proxy.golang.org: github.com/unidata/siphon
• proxy.golang.org: github.com/Unidata/siphon
• openbsd-7.9-amd64: net/py-siphon
• conda-forge.org: siphon

URBANopt CLI

An EnergyPlus- and OpenStudio-based simulation platform for district, campus, and neighborhood-scale energy modeling, including thermal and electrical analysis.

Consumption - Buildings and Heating

• Total packages: 2
• Total downloads: 137,554 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• rubygems.org: urbanopt-cli 68,777 downloads total
• gem.coop: urbanopt-cli 68,777 downloads total

fairchem

Use AI to model and discover new catalysts for use in renewable energy storage to help in addressing climate change.

Renewable Energy - Hydro Energy

• Total packages: 7
• Total downloads: 136,670 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: fairchem-core 133,294 downloads last month
• pypi.org: fairchem-data-omat 1,251 downloads last month
• pypi.org: fairchem-data-oc 988 downloads last month
• pypi.org: fairchem-data-omol 532 downloads last month
• pypi.org: fairchem-data-odac 263 downloads last month
• pypi.org: fairchem-lammps 218 downloads last month
• pypi.org: fairchem-data-omc 124 downloads last month

ixmp

A data warehouse for high-powered scenario analysis, with interfaces to Python and R for efficient scientific workflows and effective data pre- and post-processing, and a structured database backend for version-controlled data management.

data-warehouse energy-system integrated-assessment modeling-tool open-source

Climate Change - Integrated Assessment and Climate Policy

• Total packages: 2
• Total downloads: 134,155 downloads total
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 7 (may contain duplicates)

Packages

• conda-forge.org: ixmp 131,587 downloads total
• pypi.org: ixmp 2,568 downloads last month

pynco

Contains the module Python nco, which implements a Python style access to the NetCDF Operators (NCO).

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 132,815 downloads total
• Total docker downloads: 155
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 36 (may contain duplicates)

Packages

• conda-forge.org: pynco 130,266 downloads total
• pypi.org: nco 2,549 downloads last month
• pypi.org: pynco

cmocean

Colormap setup for standardizing commonly-plotting oceanographic variables.

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 3
• Total downloads: 132,142 downloads
• Total docker downloads: 647
• Total dependent packages: 77 (may contain duplicates)
• Total dependent repositories: 295 (may contain duplicates)

Packages

• pypi.org: cmocean 132,142 downloads last month
• conda-forge.org: cmocean
• guix: python-cmocean

MPAS-Analysis

Analysis for simulations produced with Model for Prediction Across Scales (MPAS) components and the Energy Exascale Earth System Model (E3SM), which used those components.

climate-analysis climate-model e3sm mpas mpas-analysis

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 128,357 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: mpas-analysis 128,357 downloads total
• proxy.golang.org: github.com/MPAS-Dev/MPAS-Analysis
• proxy.golang.org: github.com/mpas-dev/mpas-analysis

kerchunk

A library that provides a unified way to represent a variety of chunked, compressed data formats (e.g. NetCDF, HDF5, GRIB), allowing efficient access to the data from traditional file systems or cloud object storage.

hacktoberfest python

Climate Change - Climate Data Standards

• Total packages: 3
• Total downloads: 125,608 downloads
• Total docker downloads: 369
• Total dependent packages: 11 (may contain duplicates)
• Total dependent repositories: 26 (may contain duplicates)

Packages

• pypi.org: kerchunk 125,608 downloads last month
• spack.io: py-kerchunk
• conda-forge.org: kerchunk

pyam

A Python package for data-wrangling, analysis and visualization of integrated-assessment scenarios and energy systems modeling results.

analysis energy-systems iamc-format integrated-assessment integrated-assessment-scenarios macro-energy modeling pyam scenario scenario-data timeseries-format visualization

Climate Change - Integrated Assessment and Climate Policy

• Total packages: 3
• Total downloads: 123,631 downloads total
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• conda-forge.org: pyam 123,631 downloads total
• proxy.golang.org: github.com/iamconsortium/pyam
• proxy.golang.org: github.com/IAMconsortium/pyam

worrms

A R client for the World Register of Marine Species.

api-wrapper biological-data biology fish jerico-relevant marine-biology marine-species r r-package rstats taxize taxonomy

Biosphere - Marine Life and Fishery

• Total packages: 2
• Total downloads: 121,796 downloads total
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: r-worrms 121,796 downloads total
• proxy.golang.org: github.com/ropensci/worrms

cellpy

Extract and tweak data from electro-chemical tests of battery cells.

battery chemistry data-analysis electrochemistry opensource physics

Energy Storage - Battery

• Total packages: 2
• Total downloads: 119,449 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: cellpy 118,149 downloads total
• pypi.org: cellpy 1,300 downloads last month

Power Grid Model

A library for steady-state distribution power system analysis distributed for Python and C.

cpp eigen3 numpy powerflow powersystem python shortcircuit stateestimation

Energy Systems - Grid Analysis and Planning

• Total packages: 3
• Total downloads: 115,083 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: power-grid-model 115,083 downloads last month
• proxy.golang.org: github.com/PowerGridModel/power-grid-model
• proxy.golang.org: github.com/powergridmodel/power-grid-model

gcpy

A Python-based toolkit containing useful functions for working specifically with the GEOS-Chem model of atmospheric chemistry and composition.

atmospheric-chemistry atmospheric-modelling benchmarking cartopy cloud-computing geos-chem numpy plots plotting-in-python python python-toolkit scientific-computing visualization-tools xarray

Atmosphere - Atmospheric Chemistry and Aerosol

• Total packages: 3
• Total downloads: 114,888 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: geoschem-gcpy 114,691 downloads total
• pypi.org: geoschem-gcpy 197 downloads last month
• proxy.golang.org: github.com/geoschem/gcpy

mHM

The mesoscale Hydrological Model.

mHM

Hydrosphere - Freshwater and Hydrology

• Total packages: 1
• Total downloads: 108,332 downloads total
• Total dependent packages: 0
• Total dependent repositories: 0

Packages

• conda-forge.org: mhm 108,332 downloads total

gridstatus

Provides standardized API to access energy data from the major Independent System Operators in the United States.

co2-emissions decarbonization electrical-grid energy python

Energy Systems - Energy Data Accessibility and Integration

• Total packages: 1
• Total downloads: 97,649 downloads last month
• Total dependent packages: 1
• Total dependent repositories: 1

Packages

• pypi.org: gridstatus 97,649 downloads last month

ecmwf-opendata

A package to simplify the download of ECMWF open data.

Climate Change - Climate Data Access and Visualization

• Total packages: 2
• Total downloads: 90,450 downloads last month
• Total docker downloads: 11
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: ecmwf-opendata 90,450 downloads last month
• spack.io: py-ecmwf-opendata

ocpp

Python implementation of the Open Charge Point Protocol.

client electric-vehicles framework hacktoberfest ocpp server

Consumption - Mobility and Transportation

• Total packages: 1
• Total downloads: 89,966 downloads last month
• Total docker downloads: 18
• Total dependent packages: 4
• Total dependent repositories: 18

Packages

• pypi.org: ocpp 89,966 downloads last month

pydap

An implementation of the Opendap/DODS protocol, written from scratch in pure Python, that allows researchers to access NASA Earth science data from a variety of programs.

dap data dods opendap science

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 2
• Total downloads: 89,447 downloads last month
• Total docker downloads: 970
• Total dependent packages: 27 (may contain duplicates)
• Total dependent repositories: 111 (may contain duplicates)

Packages

• pypi.org: pydap 89,447 downloads last month
• conda-forge.org: pydap

argopy

A global network of nearly 4000 autonomous probes measuring pressure, temperature and salinity from the surface to 2000m depth every 10 days.

argo argo-data argo-floats oceanography python

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 2
• Total downloads: 89,287 downloads total
• Total docker downloads: 211
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 14 (may contain duplicates)

Packages

• conda-forge.org: argopy 85,159 downloads total
• pypi.org: argopy 4,128 downloads last month

leafmap

A Python package for geospatial analysis and interactive mapping in a Jupyter environment.

data-science dataviz folium geoparquet geopython geospatial geospatial-analysis gis ipyleaflet jupyter jupyter-notebook leafmap mapping plotly python solara streamlit streamlit-webapp whiteboxtools

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 3
• Total downloads: 84,368 downloads last month
• Total docker downloads: 237
• Total dependent packages: 23 (may contain duplicates)
• Total dependent repositories: 212 (may contain duplicates)

Packages

• pypi.org: leafmap 84,368 downloads last month
• proxy.golang.org: github.com/opengeos/leafmap
• conda-forge.org: leafmap

windrose

A graphic tool used by meteorologists to give a succinct view of how wind speed and direction are typically distributed at a particular location.

matplotlib numpy pandas python speed wind windrose

Atmosphere - Meteorological Observation and Forecast

• Total packages: 3
• Total downloads: 83,524 downloads last month
• Total docker downloads: 6,594
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 44 (may contain duplicates)

Packages

• pypi.org: windrose 83,524 downloads last month
• conda-forge.org: windrose
• proxy.golang.org: github.com/python-windrose/windrose

SPEI

Computing the Standardized Precipitation-Evapotranspiration Index and other reference evapotranspiration.

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 79,458 downloads total
• Total docker downloads: 42,037
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 34 (may contain duplicates)

Packages

• conda-forge.org: r-spei 76,352 downloads total
• cran.r-project.org: SPEI 3,106 downloads last month

SHARPpy

A collection of open source sounding and hodograph analysis routines, a sounding plotting package, and an interactive, cross-platform application for analyzing real-time soundings all written in Python.

hodograph meteorology skew-t sounding

Atmosphere - Atmospheric Composition and Dynamics

• Total packages: 4
• Total downloads: 76,884 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: sharppy 74,652 downloads total
• pypi.org: sharppy 2,232 downloads last month
• proxy.golang.org: github.com/sharppy/SHARPpy
• proxy.golang.org: github.com/sharppy/sharppy

Pastas

An open-source Python framework for the analysis of groundwater time series.

analysis groundwater hydrology pastas python timeseries

Hydrosphere - Freshwater and Hydrology

• Total packages: 3
• Total downloads: 71,621 downloads total
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• conda-forge.org: pastas 64,801 downloads total
• pypi.org: pastas 6,820 downloads last month
• proxy.golang.org: github.com/pastas/pastas

pyTMD

Python-based tidal prediction software for estimating ocean, load, solid Earth and pole tides.

geodesy geophysics oceanography tides

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 2
• Total downloads: 70,336 downloads total
• Total docker downloads: 25
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 9 (may contain duplicates)

Packages

• conda-forge.org: pytmd 61,807 downloads total
• pypi.org: pytmd 8,529 downloads last month

spocc

An R package to query and collect species occurrence data from many sources.

antweb api bison data ebird ecoengine gbif idigbio inaturalist obis occurrence r r-package rstats species species-occurrence spocc vertnet

Biosphere - Biodiversity Data Access and Management

• Total packages: 2
• Total downloads: 68,609 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: r-spocc 68,609 downloads total
• proxy.golang.org: github.com/ropensci/spocc

thermo

Thermodynamics, phase equilibrium, transport properties and chemical database component of Chemical Engineering Design Library.

chemical-engineering cheminformatics chemistry combustion density environmental-engineering equation-of-state heat-capacity mechanical-engineering molecule physics process-simulation solubility surface-tension thermal-conductivity thermodynamics vapor-pressure viscosity

Renewable Energy - Geothermal Energy

• Total packages: 2
• Total downloads: 67,109 downloads last month
• Total dependent packages: 12 (may contain duplicates)
• Total dependent repositories: 19 (may contain duplicates)

Packages

• pypi.org: thermo 67,109 downloads last month
• conda-forge.org: thermo

sentinelhub-py

Download and process satellite imagery in Python using Sentinel Hub services.

aws ogc-services python-library satellite-imagery sentinel-hub

Sustainable Development - Environmental Satellites

• Total packages: 3
• Total downloads: 64,977 downloads
• Total docker downloads: 11,801
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 89 (may contain duplicates)

Packages

• pypi.org: sentinelhub 64,977 downloads last month
• conda-forge.org: sentinelhub
• proxy.golang.org: github.com/sentinel-hub/sentinelhub-py

modflow6

Has been widely used by academics, private consultants, and government scientists to accurately, reliably, and efficiently simulate groundwater flow.

earth-science groundwater modflow

Natural Resources - Water Supply and Quality

• Total packages: 1
• Total downloads: 64,660 downloads total
• Total dependent packages: 0
• Total dependent repositories: 0

Packages

• conda-forge.org: modflow6 64,660 downloads total

PlantCV

Plant phenotyping using computer vision.

bioinformatics image-analysis plant-phenotyping plantcv science

Biosphere - Plants and Vegetation

• Total packages: 3
• Total downloads: 58,292 downloads total
• Total docker downloads: 162
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 25 (may contain duplicates)

Packages

• conda-forge.org: plantcv 53,708 downloads total
• pypi.org: plantcv 4,584 downloads last month
• proxy.golang.org: github.com/danforthcenter/plantcv

icepyx

Python tools for obtaining and working with ICESat-2 data.

closember community-driven hacktoberfest icesat-2 python3

Cryosphere - Glacier and Ice Sheets

• Total packages: 3
• Total downloads: 57,515 downloads total
• Total docker downloads: 29
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• conda-forge.org: icepyx 56,167 downloads total
• pypi.org: icepyx 1,348 downloads last month
• proxy.golang.org: github.com/icesat2py/icepyx

pyIEM

A collection of Python support things that make my weather processing work, work.

Atmosphere - Meteorological Observation and Forecast

• Total packages: 4
• Total downloads: 56,841 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 7 (may contain duplicates)

Packages

• conda-forge.org: pyiem 55,724 downloads total
• pypi.org: pyiem 1,117 downloads last month
• proxy.golang.org: github.com/akrherz/pyIEM
• proxy.golang.org: github.com/akrherz/pyiem

biomod2

A computer platform for ensemble forecasting of species distributions, enabling the treatment of a range of methodological uncertainties in models and the examination of species-environment relationships.

Biosphere - Species Distribution Modeling

• Total packages: 2
• Total downloads: 55,590 downloads total
• Total docker downloads: 1,430
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 11 (may contain duplicates)

Packages

• conda-forge.org: r-biomod2 47,475 downloads total
• cran.r-project.org: biomod2 8,115 downloads last month

rvertnet

An R Wrapper to the VertNet API, a collaborative project that makes biodiversity data free and available on the web.

api-wrapper biodiversity r r-package rstats specimen spocc vertnet

Biosphere - Biodiversity Data Access and Management

• Total packages: 3
• Total downloads: 55,018 downloads total
• Total docker downloads: 88,629
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• conda-forge.org: r-rvertnet 49,067 downloads total
• cran.r-project.org: rvertnet 5,951 downloads last month
• proxy.golang.org: github.com/ropensci/rvertnet

wdpar

R Interface to the World Database on Protected Areas.

biodiversity conservation cran data database protected-areas r r-package rstats spatial

Biosphere - Conservation and Restoration

• Total packages: 3
• Total downloads: 53,495 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• conda-forge.org: r-wdpar 52,550 downloads total
• cran.r-project.org: wdpar 945 downloads last month
• proxy.golang.org: github.com/prioritizr/wdpar

IOOS QC

Collection of utilities, scripts and tests to assist in automated quality assurance and quality control for oceanographic datasets and observing systems.

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 2
• Total downloads: 53,066 downloads total
• Total docker downloads: 50
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 18 (may contain duplicates)

Packages

• conda-forge.org: ioos_qc 39,920 downloads total
• pypi.org: ioos-qc 13,146 downloads last month

Raven

Made to help scientists run hydrological modeling experiments with climate change projections.

birdhouse gis hydrology pavics wps

Hydrosphere - Freshwater and Hydrology

• Total packages: 4
• Total downloads: 52,302 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: raven-wps 52,279 downloads total
• pypi.org: birdhouse-raven 23 downloads last month
• proxy.golang.org: github.com/ouranosinc/raven
• proxy.golang.org: github.com/Ouranosinc/raven

PyDDA

Designed to retrieve wind kinematics in precipitation storm systems from one or more Doppler weather radars using three dimensional data assimilation.

Atmosphere - Meteorological Observation and Forecast

• Total packages: 2
• Total downloads: 50,431 downloads last month
• Total docker downloads: 191
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: pydda 50,031 downloads total
• pypi.org: pydda 400 downloads last month

NCDatasets.jl

Allows one to read and create netCDF files, with data sets and attribute lists behaving like Julia dictionaries and variables like Julia arrays, and it implements the CommonDataModel.jl interface.

climate-and-forecast-conventions climatology earth-observation julia meteorology netcdf oceanography opendap

Climate Change - Climate Data Standards

• Total packages: 1
• Total downloads: 49,027 downloads last month
• Total dependent packages: 69
• Total dependent repositories: 9

Packages

• juliahub.com: NCDatasets 49,027 downloads last month

xCDAT

An extension of xarray for climate data analysis on structured grids.

cdat cf-conventions climate-analysis climate-data climate-data-analysis climate-research climate-science climate-sciences cmip cmip6 e3sm earth-system earth-system-data earth-system-science pcmdi python xarray xcdat

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 47,200 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: xcdat 47,200 downloads total
• proxy.golang.org: github.com/xcdat/xcdat
• proxy.golang.org: github.com/xCDAT/xcdat

Particula

An Python-based aerosol simulator. Particula captures gas-particle interactions, transformations, and dynamics to power predictive aerosol science.

aerosol atmosphere model package particle research science simulation

Atmosphere - Atmospheric Chemistry and Aerosol

• Total packages: 2
• Total downloads: 47,164 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: particula 46,268 downloads total
• pypi.org: particula 896 downloads last month

openAMUNDSEN

A fully distributed model, designed primarily for resolving the mass and energy balance of snow and ice covered surfaces in mountain regions.

Cryosphere - Sea Ice

• Total packages: 3
• Total downloads: 45,782 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: openamundsen 43,239 downloads total
• pypi.org: openamundsen 2,543 downloads last month
• proxy.golang.org: github.com/openamundsen/openamundsen

tobac

A Python package for identifiying, tracking and analysing of clouds and other meteorological phenomena in different types of gridded datasets.

cloud tracking

Atmosphere - Atmospheric Chemistry and Aerosol

• Total packages: 2
• Total downloads: 45,693 downloads total
• Total docker downloads: 317
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: tobac 45,226 downloads total
• pypi.org: tobac 467 downloads last month

Herbie

A Python package that downloads recent and archived numerical weather prediction model output from different cloud archive sources.

big-data-program cfgrib download ecmwf-data gfs grib grib2 hrrr noaa-data nomads numerical-weather-prediction open-data python rap xarray

Atmosphere - Meteorological Observation and Forecast

• Total packages: 3
• Total downloads: 45,520 downloads
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: herbie-data 45,485 downloads last month
• pypi.org: hrrrb 35 downloads last month
• conda-forge.org: herbie-data

windpowerlib

A library to model the output of wind turbines and farms.

energy model modelling power wind

Renewable Energy - Wind Energy

• Total packages: 3
• Total downloads: 44,630 downloads
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 7 (may contain duplicates)

Packages

• pypi.org: windpowerlib 44,630 downloads last month
• proxy.golang.org: github.com/wind-python/windpowerlib
• conda-forge.org: windpowerlib

icclim

Python library for climate indices and climate indicators calculation.

calculation-climate climate-indicators climate-indices climate-simulations icclim netcdf python python-library python-package xarray xclim

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 44,104 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: icclim 32,882 downloads total
• pypi.org: icclim 11,222 downloads last month
• proxy.golang.org: github.com/cerfacs-globc/icclim

co2.js

A npm module for accessing the green web API, and estimating the carbon emissions from using digital services.

carbon-estimates co2 co2-emissions non-profit open-source sustainability

Consumption - Computation and Communication

• Total packages: 2
• Total downloads: 42,698 downloads last month
• Total docker downloads: 36,880,715
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 25 (may contain duplicates)

Packages

• npmjs.org: @tgwf/co2 42,656 downloads last month
• npmjs.org: @makakwastaken/co2 42 downloads last month

rgee

An R binding package for calling Google Earth Engine API from within R.

earth-engine earthengine google-earth-engine googleearthengine r spatial-analysis spatial-data

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 2
• Total downloads: 42,697 downloads total
• Total docker downloads: 21,622
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• conda-forge.org: r-rgee 40,971 downloads total
• cran.r-project.org: rgee 1,726 downloads last month

eeExtra

A ninja Python package that unifies the Google Earth Engine ecosystem.

dataviz earth-engine geographic-information-systems gis google-earth-engine javascript landsat modis python python3 r remote-sensing rstats satellite-imagery sentinel

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 2
• Total downloads: 42,563 downloads
• Total docker downloads: 163
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 23 (may contain duplicates)

Packages

• pypi.org: ee-extra 42,563 downloads last month
• conda-forge.org: ee_extra

downscaleR

An R package for empirical-statistical downscaling focusing on daily data and covering the most popular approaches (bias correction, Model Output Statistics, Perfect Prognosis) and techniques (e.g. quantile mapping, regression, analogs, neural networks).

Climate Change - Climate Downscaling

• Total packages: 3
• Total downloads: 39,484 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: r-downscaler 39,484 downloads total
• proxy.golang.org: github.com/SantanderMetGroup/downscaleR
• proxy.golang.org: github.com/santandermetgroup/downscaler

GT4Py

Library for generating high-performance implementations of stencil kernels for weather and climate modeling from a domain-specific language.

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 38,665 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• pypi.org: gt4py 38,665 downloads last month
• proxy.golang.org: github.com/gridtools/gt4py
• proxy.golang.org: github.com/GridTools/gt4py

env_canada

Provides access to various data sources published by Environment and Climate Change Canada.

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 11
• Total downloads: 38,664 downloads
• Total docker downloads: 757,189,253
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 19 (may contain duplicates)

Packages

• pypi.org: env-canada 38,664 downloads last month
• nixpkgs-23.11: python311Packages.env-canada
• nixpkgs-unstable: python314Packages.env-canada
• nixpkgs-unstable: python313Packages.env-canada
• nixpkgs-23.05: python311Packages.env-canada
• nixpkgs-24.05: python311Packages.env-canada
• nixpkgs-23.05: python310Packages.env-canada
• nixpkgs-24.11: python312Packages.env-canada
• nixpkgs-24.11: python311Packages.env-canada
• nixpkgs-24.05: python312Packages.env-canada
• nixpkgs-23.11: python310Packages.env-canada

mosartwmpy

A Python translation of MOSART-WM, a model for water routing and reservoir management written in Fortran.

Natural Resources - Water Supply and Quality

• Total packages: 4
• Total downloads: 38,446 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: mosartwmpy 38,243 downloads total
• pypi.org: mosartwmpy 203 downloads last month
• proxy.golang.org: github.com/immm-sfa/mosartwmpy
• proxy.golang.org: github.com/IMMM-SFA/mosartwmpy

pyOpenRiverCam

Surface velocity, object tracking, and river flow measurements in an open-source API.

computer-vision hydrology hydrometry velocimetry

Hydrosphere - Freshwater and Hydrology

• Total packages: 3
• Total downloads: 37,682 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: pyopenrivercam 36,111 downloads total
• pypi.org: pyopenrivercam 1,571 downloads last month
• proxy.golang.org: github.com/localdevices/pyorc

forecast-solar

Asynchronous Python client for getting solarpanels forecast information.

api async client solarpanels

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 11
• Total downloads: 36,936 downloads
• Total docker downloads: 757,191,493
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• pypi.org: forecast-solar 36,936 downloads last month
• nixpkgs-unstable: python313Packages.forecast-solar
• nixpkgs-23.11: python310Packages.forecast-solar
• nixpkgs-23.05: python310Packages.forecast-solar
• nixpkgs-24.05: python312Packages.forecast-solar
• nixpkgs-23.05: python311Packages.forecast-solar
• nixpkgs-unstable: python314Packages.forecast-solar
• nixpkgs-24.11: python311Packages.forecast-solar
• nixpkgs-24.11: python312Packages.forecast-solar
• nixpkgs-23.11: python311Packages.forecast-solar
• nixpkgs-24.05: python311Packages.forecast-solar

CLIVAR ENSO Metrics

CLIVAR ENSO Metrics package proposes metric collections addressing science questions about the evaluation of El Niño-Southern Oscillation in climate models.

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 35,982 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: enso_metrics 35,982 downloads total
• proxy.golang.org: github.com/CLIVAR-PRP/ENSO_metrics
• proxy.golang.org: github.com/clivar-prp/enso_metrics

solax

Read energy usage data from the real-time API on Solax solar inverters.

home-automation iot photovoltaic raspberry-pi solar solax

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 11
• Total downloads: 34,955 downloads
• Total docker downloads: 757,208,562
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 631 (may contain duplicates)

Packages

• pypi.org: solax 34,955 downloads last month
• nixpkgs-24.11: python312Packages.solax
• nixpkgs-unstable: python313Packages.solax
• nixpkgs-23.11: python310Packages.solax
• nixpkgs-23.05: python311Packages.solax
• nixpkgs-24.11: python311Packages.solax
• nixpkgs-23.05: python310Packages.solax
• nixpkgs-24.05: python312Packages.solax
• nixpkgs-unstable: python314Packages.solax
• nixpkgs-24.05: python311Packages.solax
• nixpkgs-23.11: python311Packages.solax

sentinelsat

Makes searching, downloading and retrieving the metadata of Sentinel satellite images from the Copernicus Open Access Hub easy.

copernicus esa geographic-data hacktoberfest open-data remote-sensing satellite-imagery sentinel

Sustainable Development - Environmental Satellites

• Total packages: 4
• Total downloads: 34,859 downloads last month
• Total docker downloads: 1,422
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 164 (may contain duplicates)

Packages

• pypi.org: sentinelsat 34,844 downloads last month
• pypi.org: frx08-sentinelsat 15 downloads last month
• proxy.golang.org: github.com/sentinelsat/sentinelsat
• conda-forge.org: sentinelsat

vak

A neural network framework for animal acoustic communication and bioacoustics.

animal-communication animal-vocalizations bioacoustic-analysis bioacoustics birdsong python python3 pytorch spectrograms speech-processing torch torchvision vocalizations

Biosphere - Bioacoustics and Acoustic Data Analysis

• Total packages: 2
• Total downloads: 34,101 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: vak 33,009 downloads total
• pypi.org: vak 1,092 downloads last month

Iris

A powerful, format-agnostic, community-driven Python package for analyzing and visualizing Earth science data.

data-analysis earth-science grib iris meteorology netcdf oceanography python spaceweather visualisation

Climate Change - Climate Data Processing and Analysis

• Total packages: 3
• Total downloads: 32,706 downloads last month
• Total docker downloads: 491
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 24 (may contain duplicates)

Packages

• pypi.org: scitools-iris 32,706 downloads last month
• guix: python-scitools-iris
• proxy.golang.org: github.com/scitools/iris

pycontrails

Python library for modeling aviation climate impacts.

library

Climate Change - Earth and Climate Modeling

• Total packages: 2
• Total downloads: 32,239 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: pycontrails 32,239 downloads last month
• proxy.golang.org: github.com/contrailcirrus/pycontrails

xgcm

A Python package for analyzing general circulation model output data.

climate-model finite-volume gridded-data python

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 32,137 downloads
• Total docker downloads: 272
• Total dependent packages: 16 (may contain duplicates)
• Total dependent repositories: 78 (may contain duplicates)

Packages

• pypi.org: xgcm 32,137 downloads last month
• spack.io: py-xgcm
• proxy.golang.org: github.com/xgcm/xgcm
• conda-forge.org: xgcm

ClimaCore

Constitutes the dynamical core of the CliMA atmosphere and land models, providing discretization tools to solve the governing equations of the earth system model components.

Climate Change - Earth and Climate Modeling

• Total packages: 6
• Total downloads: 31,593 downloads last month
• Total dependent packages: 22 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• juliahub.com: ClimaCore 22,102 downloads last month
• juliahub.com: ClimaCoreMakie 3,604 downloads last month
• juliahub.com: ClimaCoreTempestRemap 2,020 downloads last month
• juliahub.com: ClimaCorePlots 1,834 downloads last month
• juliahub.com: ClimaCoreVTK 1,207 downloads last month
• juliahub.com: ClimaCoreSpectra 826 downloads last month

HYDROLIB-core

Serves as the basis for various pre- and postprocessing tools for a modelling workflow of hydrodynamic simulations.

Hydrosphere - Freshwater and Hydrology

• Total packages: 1
• Total downloads: 31,528 downloads last month
• Total dependent packages: 3
• Total dependent repositories: 4

Packages

• pypi.org: hydrolib-core 31,528 downloads last month

PyFlowline

A mesh independent river network generator for hydrologic models.

earth-system-model gis graph hydrology river

Hydrosphere - Freshwater and Hydrology

• Total packages: 2
• Total downloads: 31,367 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: pyflowline 31,050 downloads total
• pypi.org: pyflowline 317 downloads last month

tsam

A Python package which uses different machine learning algorithms for the aggregation of time series.

aggregation clustering energy-system optimization python time-series timeseries typical-periods

Energy Systems - Energy System Modeling Frameworks

• Total packages: 4
• Total downloads: 31,251 downloads
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 29 (may contain duplicates)

Packages

• pypi.org: tsam 31,251 downloads last month
• proxy.golang.org: github.com/FZJ-IEK3-VSA/tsam
• conda-forge.org: tsam
• proxy.golang.org: github.com/fzj-iek3-vsa/tsam

wetterdienst

Trying to make access to weather data in Python feel like a warm summer breeze.

canada data deutscher-wetterdienst dwd eccc germany historical-data hydrology meteorology open-data open-source radar time-series uk united-states weather weather-api weather-forecast weather-station weatherservice

Atmosphere - Meteorological Observation and Forecast

• Total packages: 3
• Total downloads: 30,700 downloads
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 5 (may contain duplicates)

Packages

• pypi.org: wetterdienst 30,700 downloads last month
• proxy.golang.org: github.com/earthobservations/wetterdienst
• conda-forge.org: wetterdienst

taxizedb

Automatically converts supported taxonomic databases into SQLite for unified querying, with support for the National Center for Biotechnology Information Taxonomy, the Integrated Taxonomic Information System, World Flora Online, the Catalogue of Life, the Global Biodiversity Information Facility, and Wikidata.

itis r r-package rstats taxize taxonomic-databases taxonomy

Sustainable Development - Taxonomy and Ontology

• Total packages: 3
• Total downloads: 30,526 downloads last month
• Total docker downloads: 88,618
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 10 (may contain duplicates)

Packages

• conda-forge.org: r-taxizedb 30,246 downloads total
• cran.r-project.org: taxizedb 280 downloads last month
• proxy.golang.org: github.com/ropensci/taxizedb

biodivMapR

An R package for α- and β-diversity mapping using remotely-sensed images.

biodiversity diversity-mapping hyperspectral-imaging remote-sensing sentinel-2 tropical-forest

Biosphere - Biodiversity Analysis and Metrics

• Total packages: 3
• Total downloads: 30,255 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: r-biodivmapr 30,255 downloads total
• proxy.golang.org: github.com/jbferet/biodivMapR
• proxy.golang.org: github.com/jbferet/biodivmapr

OceanSpy

An open source and user-friendly Python package that enables scientists and interested amateurs to analyze and visualize ocean model datasets.

ocean oceanography physical-oceanography

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 3
• Total downloads: 27,979 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: oceanspy 27,868 downloads total
• pypi.org: oceanspy 111 downloads last month
• proxy.golang.org: github.com/hainegroup/oceanspy

openEO

Provides intuitive programming libraries to process a wide variety of earth observation datasets.

earth-observation openeo python remote-sensing

Sustainable Development - Environmental Satellites

• Total packages: 3
• Total downloads: 27,822 downloads
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 11 (may contain duplicates)

Packages

• pypi.org: openeo 27,822 downloads last month
• proxy.golang.org: github.com/Open-EO/openeo-python-client
• proxy.golang.org: github.com/open-eo/openeo-python-client

PyPSA

A free software toolbox for simulating and optimizing modern power systems that include features such as conventional generators with unit commitment, variable wind and solar generation, storage units, coupling to other energy sectors, and mixed alternating and direct current networks.

capacity-expansion-planning clean-energy climate-change electrical-engineering electricity energy energy-system energy-system-model energy-system-modelling energy-systems loadflow optimal-power-flow optimisation power-flow power-systems power-systems-analysis powerflow python renewable-energy renewables

Energy Systems - Energy System Modeling Frameworks

• Total packages: 4
• Total downloads: 27,044 downloads last month
• Total docker downloads: 204
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 46 (may contain duplicates)

Packages

• pypi.org: pypsa 27,044 downloads last month
• conda-forge.org: pypsa
• proxy.golang.org: github.com/pypsa/pypsa
• proxy.golang.org: github.com/PyPSA/PyPSA

dataretrieval-python

A Python alternative to USGS-R's dataRetrieval package for obtaining USGS or EPA water quality data, streamflow data, and metadata directly from web services.

Natural Resources - Water Supply and Quality

• Total packages: 3
• Total downloads: 26,912 downloads
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 11 (may contain duplicates)

Packages

• pypi.org: dataretrieval 26,912 downloads last month
• proxy.golang.org: github.com/doi-usgs/dataretrieval-python
• proxy.golang.org: github.com/DOI-USGS/dataretrieval-python

aioelectricitymaps

Asynchronous Python client for Electricity Maps.

asyncio electricity-maps-api python python-client python-library python3

Emissions - Carbon Intensity and Accounting

• Total packages: 12
• Total downloads: 26,909 downloads
• Total docker downloads: 14
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: aioelectricitymaps 26,909 downloads last month
• nixpkgs-23.11: python310Packages.aioelectricitymaps
• nixpkgs-unstable: python313Packages.aioelectricitymaps
• ubuntu-24.10: aioelectricitymaps
• nixpkgs-23.11: python311Packages.aioelectricitymaps
• nixpkgs-24.11: python311Packages.aioelectricitymaps
• nixpkgs-24.05: python312Packages.aioelectricitymaps
• nixpkgs-unstable: python314Packages.aioelectricitymaps
• pypi.org: aielectricitymaps
• nixpkgs-24.05: python311Packages.aioelectricitymaps
• nixpkgs-24.11: python312Packages.aioelectricitymaps
• debian-13: aioelectricitymaps

Egret

A Python-based package for electrical grid optimization based on the Pyomo optimization modeling language.

energy-system milp minlp nlp optimization power powerflow python snl-applications snl-science-libs

Energy Systems - Grid Analysis and Planning

• Total packages: 1
• Total downloads: 24,830 downloads last month
• Total dependent packages: 1
• Total dependent repositories: 4

Packages

• pypi.org: gridx-egret 24,830 downloads last month

The IDAES Toolkit

Aims to provide multi-scale, simulation-based, open source computational tools and models to support the design, analysis, optimization, scale-up, operation and troubleshooting of innovative, advanced energy systems.

chemical-engineering idaesplus process-modeling process-systems-engineering

Energy Systems - Energy System Modeling Frameworks

• Total packages: 3
• Total downloads: 24,757 downloads
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: idaes-pse 24,757 downloads last month
• proxy.golang.org: github.com/IDAES/idaes-pse
• proxy.golang.org: github.com/idaes/idaes-pse

EODAG

Gives you an easy way to access products from more than 10 earth observation providers, with more than 50 different product types (Sentinel 1, Sentinel 2, Sentinel 3, Landsat, etc.) that can be searched and downloaded.

catalog cbers copernicus downloader earth-observation eodag geographic-data geospatial gis landsat modis remote-sensing satellite-imagery search sentinel spatial-imagery stac

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 4
• Total downloads: 23,503 downloads last month
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 9 (may contain duplicates)

Packages

• pypi.org: eodag 23,503 downloads last month
• proxy.golang.org: github.com/cs-si/eodag
• conda-forge.org: eodag
• proxy.golang.org: github.com/CS-SI/eodag

Fisheries Stock Assessment

Provides R functions to conduct typical introductory fisheries analyses.

fish fisheries fisheries-management fisheries-stock-assessment population-dynamics r stock-assessment

Biosphere - Marine Life and Fishery

• Total packages: 4
• Total downloads: 21,706 downloads
• Total docker downloads: 23,400
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 22 (may contain duplicates)

Packages

• cran.r-project.org: FSA 21,706 downloads last month
• guix: r-fsa
• proxy.golang.org: github.com/fishR-Core-Team/FSA
• proxy.golang.org: github.com/fishr-core-team/fsa

pyflwdir

Fast methods to work with hydro- and topography data in pure Python.

basins d8 hydrography hydrology ldd topography watershed

Hydrosphere - Freshwater and Hydrology

• Total packages: 4
• Total downloads: 21,098 downloads last month
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• pypi.org: pyflwdir 21,098 downloads last month
• proxy.golang.org: github.com/Deltares/pyflwdir
• proxy.golang.org: github.com/deltares/pyflwdir
• conda-forge.org: pyflwdir

scikit-maad

Enables quantitative analysis of environmental audio, offering tools for processing, segmenting, and computing acoustic features.

acoustic-indices bioacoustics ecoacoustics pattern-recognition signal-processing sound-pressure-level

Biosphere - Bioacoustics and Acoustic Data Analysis

• Total packages: 1
• Total downloads: 21,085 downloads last month
• Total docker downloads: 107
• Total dependent packages: 7
• Total dependent repositories: 68

Packages

• pypi.org: scikit-maad 21,085 downloads last month

OceansDB

A database of marine reference data like climatologies and bathymetry.

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 3
• Total downloads: 20,376 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• conda-forge.org: oceansdb 19,676 downloads total
• pypi.org: oceansdb 700 downloads last month
• proxy.golang.org: github.com/castelao/oceansdb

elapid

Species distribution modeling tools, including a Python implementation of Maxent.

biodiversity-informatics biogeography geospatial maxent niche-modelling species-distribution-modelling

Biosphere - Species Distribution Modeling

• Total packages: 3
• Total downloads: 19,155 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: elapid 17,813 downloads total
• pypi.org: elapid 1,342 downloads last month
• proxy.golang.org: github.com/earth-chris/elapid

Intake-esm

An intake plugin for parsing an Earth System Model catalog and loading assets into xarray datasets.

cesm-lens climate-datasets cmip6 data-access data-catalog earth-system-model hacktoberfest intake pangeo

Climate Change - Climate Data Access and Visualization

• Total packages: 2
• Total downloads: 19,115 downloads
• Total docker downloads: 1,563
• Total dependent packages: 18 (may contain duplicates)
• Total dependent repositories: 86 (may contain duplicates)

Packages

• pypi.org: intake-esm 19,115 downloads last month
• conda-forge.org: intake-esm

DetecTree

A Pythonic library to classify tree/non-tree pixels from aerial imagery.

image-segmentation python remote-sensing tree-canopy tree-detection tree-pixels

Biosphere - Forest Remote Sensing

• Total packages: 3
• Total downloads: 18,745 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• conda-forge.org: detectree 17,081 downloads total
• pypi.org: detectree 1,664 downloads last month
• proxy.golang.org: github.com/martibosch/detectree

GSW-Python

This Python implementation of the Thermodynamic Equation of Seawater 2010.

Hydrosphere - Ocean Carbon and Temperature

• Total packages: 4
• Total downloads: 18,625 downloads last month
• Total docker downloads: 325
• Total dependent packages: 40 (may contain duplicates)
• Total dependent repositories: 159 (may contain duplicates)

Packages

• pypi.org: gsw 18,625 downloads last month
• conda-forge.org: gsw
• proxy.golang.org: github.com/TEOS-10/GSW-Python
• proxy.golang.org: github.com/teos-10/gsw-python

HydroFunctions

A suite of convenience functions for working with hydrology data in an interactive Python session.

hydrology scientific-visualization water

Natural Resources - Water Supply and Quality

• Total packages: 3
• Total downloads: 18,545 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 15 (may contain duplicates)

Packages

• conda-forge.org: hydrofunctions 18,056 downloads total
• pypi.org: hydrofunctions 489 downloads last month
• proxy.golang.org: github.com/mroberge/hydrofunctions

Water Network Tool for Resilience

A Python package designed to simulate and analyze resilience of water distribution networks.

modeling ord python research simulation water

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 18,180 downloads
• Total docker downloads: 9
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 22 (may contain duplicates)

Packages

• pypi.org: wntr 18,180 downloads last month
• conda-forge.org: wntr

HexWatershed

A mesh independent flow direction model for hydrologic models.

depression-filling flow-direction flow-routing gis graph hydrology river-networks terrain-analysis unstructured-meshes visualisation watershed

Hydrosphere - Freshwater and Hydrology

• Total packages: 2
• Total downloads: 17,736 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: hexwatershed 17,652 downloads total
• pypi.org: hexwatershed 84 downloads last month

BreizhCrops

A Satellite Time Series Dataset for Crop Type Identification.

Consumption - Agriculture and Nutrition

• Total packages: 1
• Total downloads: 16,722 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 4

Packages

• pypi.org: breizhcrops 16,722 downloads last month

gliderpy

A thin wrapper around erddapy with custom methods and plotting functionality to browse, fetch, and plot glider data.

hacktoberfest

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 2
• Total downloads: 16,719 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: gliderpy 16,629 downloads total
• pypi.org: gliderpy 90 downloads last month

pyinaturalist

Python client for iNaturalist, a community science platform that helps people get involved in the natural world by observing and identifying the living things around them.

api api-client biodiversity biodiversity-data biodiversity-informatics citizen-science inaturalist python

Biosphere - Biodiversity Citizen Science

• Total packages: 3
• Total downloads: 16,140 downloads
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• pypi.org: pyinaturalist 16,140 downloads last month
• conda-forge.org: pyinaturalist
• proxy.golang.org: github.com/pyinat/pyinaturalist

Bristlecone

An F# library for model-fitting model-selection (MFMS) of ecological models to observational data. The library was developed for tree ring analysis, but can be used for other time-series modelling problems.

dendroecology mechanistic-models time-series

Biosphere - Forest Modeling and Analysis

• Total packages: 5
• Total downloads: 16,137 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: bristlecone 8,572 downloads total
• nuget.org: bristlecone.dendro 5,970 downloads total
• nuget.org: bristlecone.charts.r 1,595 downloads total
• proxy.golang.org: github.com/AndrewIOM/bristlecone
• proxy.golang.org: github.com/andrewiom/bristlecone

SpeedyWeather.jl

A global spectral atmospheric model with simple physics which is developed as a research playground with an everything-flexible attitude as long as it is speedy.

Atmosphere - Atmospheric Composition and Dynamics

• Total packages: 5
• Total downloads: 15,802 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• juliahub.com: RingGrids 3,194 downloads last month
• juliahub.com: SpeedyWeather 3,182 downloads last month
• juliahub.com: SpeedyWeatherInternals 3,181 downloads last month
• juliahub.com: LowerTriangularArrays 3,163 downloads last month
• juliahub.com: SpeedyTransforms 3,082 downloads last month

RRTMGP.jl

A Julia implementation of Rapid and accurate Radiative Transfer Model for General Circulation Models.

Atmosphere - Radiative Transfer

• Total packages: 3
• Total downloads: 15,730 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• juliahub.com: RRTMGP 15,730 downloads last month
• proxy.golang.org: github.com/clima/rrtmgp.jl
• proxy.golang.org: github.com/CliMA/RRTMGP.jl

pvcaptest

Collection of functions and Jupyter Notebooks to partially automate running a capacity test following ASTM E2848.

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 2
• Total downloads: 15,404 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: pvcaptest 15,404 downloads total
• proxy.golang.org: github.com/pvcaptest/pvcaptest

MESMER

Stochastically creates Earth System Model-specific spatio-temporally correlated climate variable field realizations at a negligible computational cost.

climate emulator

Climate Change - Earth and Climate Modeling

• Total packages: 4
• Total downloads: 15,372 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: mesmer 14,728 downloads total
• pypi.org: mesmer-emulator 644 downloads last month
• proxy.golang.org: github.com/mesmer-group/mesmer
• proxy.golang.org: github.com/MESMER-group/mesmer

opendsm

An open source Python package for implementing and developing standard methods for calculating normalized metered energy consumption and avoided energy use.

building-energy efficiency energy energy-data energy-efficiency

Energy Systems - Building Energy Monitoring

• Total packages: 1
• Total downloads: 14,857 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 0

Packages

• pypi.org: opendsm 14,857 downloads last month

xskillscore

An open source project and Python package that provides verification metrics of deterministic (and probabilistic from properscoring) forecasts with xarray.

forecasting metrics pangeo verification

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 13,930 downloads
• Total docker downloads: 293
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 34 (may contain duplicates)

Packages

• pypi.org: xskillscore 13,930 downloads last month
• conda-forge.org: xskillscore
• proxy.golang.org: github.com/xarray-contrib/xskillscore
• spack.io: py-xskillscore

leaflet-velocity

Create a canvas visualization layer for direction and intensity of arbitrary velocities (e.g. wind, ocean current).

current leaflet ocean velocity visualisation visualization water weather wind

Hydrosphere - Waves and Currents

• Total packages: 2
• Total downloads: 13,434 downloads last month
• Total docker downloads: 767
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 58 (may contain duplicates)

Packages

• npmjs.org: leaflet-velocity 13,434 downloads last month
• proxy.golang.org: github.com/onaci/leaflet-velocity

FAIR

Finite Amplitude Impulse-Response simple climate-carbon-cycle model.

Climate Change - Earth and Climate Modeling

• Total packages: 1
• Total downloads: 13,303 downloads last month
• Total docker downloads: 278
• Total dependent packages: 3
• Total dependent repositories: 13

Packages

• pypi.org: fair 13,303 downloads last month

wrf-python

A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting Model.

python wrf wrf-arw

Atmosphere - Meteorological Observation and Forecast

• Total packages: 4
• Total downloads: 13,095 downloads
• Total docker downloads: 184
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 32 (may contain duplicates)

Packages

• pypi.org: wrf-python 13,095 downloads last month
• proxy.golang.org: github.com/ncar/wrf-python
• proxy.golang.org: github.com/NCAR/wrf-python
• conda-forge.org: wrf-python

Solar Forecast Arbiter

Core data gathering, validation, processing, and reporting package for the Solar Forecast Arbiter.

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 2
• Total downloads: 12,968 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: solarforecastarbiter 12,968 downloads last month
• conda-forge.org: solarforecastarbiter

Scaphandre

An open source software agent to track energy consumption of ICT services from the servers.

carbon-footprint electricity electricity-consumption electricity-meter energy energy-consumption energy-efficiency energy-monitor greenit hacktoberfest measure prometheus qemu rust rust-lang sustainability virtual-machine virtual-machines wattmeter watts

Consumption - Computation and Communication

• Total packages: 7
• Total downloads: 12,935 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• crates.io: scaphandre 12,935 downloads total
• proxy.golang.org: github.com/hubblo-org/scaphandre
• nixpkgs-24.11: scaphandre
• nixpkgs-24.05: scaphandre
• debian-13: scaphandre
• nixpkgs-23.11: scaphandre
• nixpkgs-unstable: scaphandre

etl

A compute graph for loading and transforming Our World in Data's data.

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 1
• Total downloads: 12,612 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 6

Packages

• pypi.org: owid-catalog 12,612 downloads last month

pyfor

Tools for analyzing aerial point clouds of forest data.

forest-inventory forestry las lidar

Biosphere - Forest Remote Sensing

• Total packages: 2
• Total downloads: 12,381 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: pyfor 12,359 downloads total
• pypi.org: pyfor 22 downloads last month

cfdm

Fully implements the CF data model for its internal data structures and so is able to process any CF-compliant dataset.

aggregation atmosphere cf climate dask data data-compression forecasting metadata netcdf ocean python ugrid zarr

Climate Change - Climate Data Standards

• Total packages: 2
• Total downloads: 12,364 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• pypi.org: cfdm 12,364 downloads last month
• conda-forge.org: cfdm

pyobis

Fetch data from OBIS API which harvests occurrence records from thousands of datasets and makes them available as a single integrated dataset.

marine-data oceanography python

Biosphere - Biodiversity Data Access and Management

• Total packages: 2
• Total downloads: 12,011 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• conda-forge.org: pyobis 11,605 downloads total
• pypi.org: pyobis 406 downloads last month

DeepForest

Python Package for Tree Crown Detection in Airborne RGB imagery.

Biosphere - Forest Remote Sensing

• Total packages: 4
• Total downloads: 11,734 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 12 (may contain duplicates)

Packages

• pypi.org: deepforest 11,734 downloads last month
• conda-forge.org: deepforest
• proxy.golang.org: github.com/weecology/DeepForest
• proxy.golang.org: github.com/weecology/deepforest

SDEverywhere

The framework for system dynamics models created for the global climate simulator En-ROADS, the climate policy simulator C-ROADS and the Energy Policy Simulator.

Climate Change - Integrated Assessment and Climate Policy

• Total packages: 18
• Total downloads: 11,669 downloads last month
• Total dependent packages: 29 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• npmjs.org: @sdeverywhere/plugin-check 1,289 downloads last month
• npmjs.org: @sdeverywhere/check-ui-shell 1,264 downloads last month
• npmjs.org: @sdeverywhere/cli 1,141 downloads last month
• npmjs.org: @sdeverywhere/runtime-async 1,113 downloads last month
• npmjs.org: @sdeverywhere/compile 1,096 downloads last month
• npmjs.org: @sdeverywhere/build 1,093 downloads last month
• npmjs.org: @sdeverywhere/plugin-worker 1,067 downloads last month
• npmjs.org: @sdeverywhere/check-core 1,054 downloads last month
• npmjs.org: @sdeverywhere/runtime 1,044 downloads last month
• npmjs.org: @sdeverywhere/plugin-wasm 833 downloads last month
• npmjs.org: @sdeverywhere/create 210 downloads last month
• npmjs.org: @sdeverywhere/plugin-config 125 downloads last month
• npmjs.org: @sdeverywhere/parse 123 downloads last month
• npmjs.org: @sdeverywhere/plugin-vite 120 downloads last month
• npmjs.org: @sdeverywhere/plugin-deploy 55 downloads last month
• npmjs.org: sdeverywhere 42 downloads last month
• proxy.golang.org: github.com/climateinteractive/sdeverywhere
• proxy.golang.org: github.com/climateinteractive/SDEverywhere

tesla_powerwall

Python Tesla Powerwall API for consuming a local endpoint.

api battery powerwall powerwall-api powerwall-status python tesla tesla-powerwall

Consumption - Mobility and Transportation

• Total packages: 13
• Total downloads: 11,400 downloads
• Total docker downloads: 757,189,574
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 596 (may contain duplicates)

Packages

• pypi.org: tesla-powerwall 11,400 downloads last month
• nixpkgs-unstable: python313Packages.tesla-powerwall
• nixpkgs-unstable: python314Packages.tesla-powerwall
• nixpkgs-23.05: python311Packages.tesla-powerwall
• ubuntu-24.10: tesla-powerwall
• nixpkgs-23.05: python310Packages.tesla-powerwall
• nixpkgs-24.05: python311Packages.tesla-powerwall
• nixpkgs-24.11: python312Packages.tesla-powerwall
• nixpkgs-24.05: python312Packages.tesla-powerwall
• nixpkgs-24.11: python311Packages.tesla-powerwall
• nixpkgs-23.11: python310Packages.tesla-powerwall
• debian-13: tesla-powerwall
• nixpkgs-23.11: python311Packages.tesla-powerwall

ecoinvent_interface

This is an unofficial and unsupported Python library to get ecoinvent data, a life cycle inventory database for fuels, energy, chemicals and plastics, batteries, building and construction, waste, agriculture, forestry and wood, pulp and paper, metals, and transport.

Industrial Ecology - Life Cycle Assessment

• Total packages: 1
• Total downloads: 11,395 downloads last month
• Total dependent packages: 2
• Total dependent repositories: 0

Packages

• pypi.org: ecoinvent-interface 11,395 downloads last month

OasisLMF

An open source catastrophe modelling platform, free to use by anyone.

catastrophe-model catastrophe-modelling hazard insurance loss reinsurance risk vulnerability

Climate Change - Natural Hazard and Storms

• Total packages: 1
• Total downloads: 11,370 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 4

Packages

• pypi.org: oasislmf 11,370 downloads last month

pyswmm

Python Wrapper for Stormwater Management Model.

hydraulic-modeling hydrology-stormwater-analysis python stormwater swmm swmm5

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 11,360 downloads last month
• Total docker downloads: 40
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: pyswmm 11,360 downloads last month
• proxy.golang.org: github.com/pyswmm/pyswmm

OpenQuake

Allows users to compute seismic hazard and seismic risk of earthquakes on a global scale.

cluster earthquakes hazard hazard-assessment hpc openquake openquake-engine psha python risk risk-analysis risk-assessment scientific-computing sdg-11 seismic

Climate Change - Natural Hazard and Storms

• Total packages: 3
• Total downloads: 11,315 downloads
• Total docker downloads: 80
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• pypi.org: openquake.engine 11,315 downloads last month
• conda-forge.org: openquake.engine
• conda-forge.org: oq-engine

lidR

An R package for airborne LiDAR data manipulation and visualization for forestry application.

als forestry las laz lidar point-cloud r remote-sensing

Biosphere - Forest Remote Sensing

• Total packages: 4
• Total downloads: 10,789 downloads
• Total docker downloads: 990,939
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 23 (may contain duplicates)

Packages

• cran.r-project.org: lidR 10,789 downloads last month
• proxy.golang.org: github.com/r-lidar/lidR
• spack.io: r-lidr
• proxy.golang.org: github.com/r-lidar/lidr

unmarked

An R package for analyzing ecological data arising from several popular sampling techniques. The sampling methods include point counts, occurrence sampling, distance sampling, removal, double observer, and many others.

Biosphere - Biodiversity Analysis and Metrics

• Total packages: 1
• Total downloads: 10,783 downloads last month
• Total docker downloads: 23,070
• Total dependent packages: 10
• Total dependent repositories: 16

Packages

• cran.r-project.org: unmarked 10,783 downloads last month

giscoR

An R API package that helps to retrieve data from Eurostat Geographic Information System of the Commission.

api-wrapper cran cran-r eurostat eurostat-data ggplot2 gis gisco r r-package ropengov rstats spatial thematic-maps

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 3
• Total downloads: 10,693 downloads last month
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• cran.r-project.org: giscoR 10,693 downloads last month
• proxy.golang.org: github.com/rOpenGov/giscoR
• proxy.golang.org: github.com/ropengov/giscor

earthkit

A project led by ECMWF, providing powerful tools for speeding up weather and climate science workflows by simplifying data access, processing, analysis, visualisation and much more.

earthkit

Climate Change - Climate Data Processing and Analysis

• Total packages: 1
• Total downloads: 10,362 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 1

Packages

• pypi.org: earthkit 10,362 downloads last month

pvfactors

Open source view-factor model for diffuse shading and bifacial PV modeling.

bifacial python renewable-energy solar-energy

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 2
• Total downloads: 9,995 downloads last month
• Total docker downloads: 74
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: pvfactors 9,995 downloads last month
• proxy.golang.org: github.com/sunpower/pvfactors

pandapipes

A pipeflow calculation tool that complements pandapower in the simulation of multi energy grids, in particular heat and gas networks.

distribution-networks district-heating gas-network-simulation hydrogen multi-energy-systems pipe-network water-network-distribution

Energy Storage - Hydrogen

• Total packages: 3
• Total downloads: 9,955 downloads last month
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• pypi.org: pandapipes 9,955 downloads last month
• proxy.golang.org: github.com/e2niee/pandapipes
• proxy.golang.org: github.com/e2nIEE/pandapipes

RiverREM

Make river relative elevation models and REM visualizations from an input digital elevation model.

digital-elevation-model lidar visualization

Hydrosphere - Freshwater and Hydrology

• Total packages: 3
• Total downloads: 9,897 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• conda-forge.org: riverrem 9,897 downloads total
• proxy.golang.org: github.com/OpenTopography/RiverREM
• proxy.golang.org: github.com/opentopography/riverrem

goes2go

Download and process GOES-16 and GOES-17 data from NOAA's archive on AWS using Python.

big-data-program download glm goes goes-16 goes-17 goes-satellite netcdf noaa-satellite open-data python satellite satellite-data satellite-imagery xarray

Sustainable Development - Environmental Satellites

• Total packages: 2
• Total downloads: 9,727 downloads
• Total docker downloads: 35
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: goes2go 9,727 downloads last month
• conda-forge.org: goes2go

eurostat R package

R tools to access open data from Eurostat, the statistical office of the European Union.

cran eurostat eurostat-data r r-package ropengov

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 3
• Total downloads: 9,573 downloads last month
• Total docker downloads: 42,869
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• cran.r-project.org: eurostat 9,573 downloads last month
• proxy.golang.org: github.com/ropengov/eurostat
• proxy.golang.org: github.com/rOpenGov/eurostat

biosteam

The Biorefinery Simulation and Techno-Economic Analysis Modules.

biochemical-process bioprocess biorefinery centrifuge chemical-engineering distillation fermentation flash heat-exchanger life-cycle-assessment monte-carlo process-simulation pump reactor sensitivity-analysis techno-economic-analysis thermodynamics unit-operation

Renewable Energy - Bioenergy

• Total packages: 1
• Total downloads: 9,316 downloads last month
• Total dependent packages: 2
• Total dependent repositories: 3

Packages

• pypi.org: biosteam 9,316 downloads last month

Cloud Carbon Footprint

A tool to estimate energy use (kilowatt-hours) and carbon emissions (metric tons CO2e) from public cloud usage.

carbon-emissions carbon-footprint climate cloud hacktoberfest sustainability thoughtworks

Consumption - Computation and Communication

• Total packages: 16
• Total downloads: 8,997 downloads last month
• Total docker downloads: 152
• Total dependent packages: 55 (may contain duplicates)
• Total dependent repositories: 143 (may contain duplicates)

Packages

• npmjs.org: @cloud-carbon-footprint/core 1,665 downloads last month
• npmjs.org: @cloud-carbon-footprint/aws 1,108 downloads last month
• npmjs.org: @cloud-carbon-footprint/common 991 downloads last month
• npmjs.org: @cloud-carbon-footprint/app 918 downloads last month
• npmjs.org: @cloud-carbon-footprint/gcp 915 downloads last month
• npmjs.org: @cloud-carbon-footprint/ali 821 downloads last month
• npmjs.org: @cloud-carbon-footprint/on-premise 791 downloads last month
• npmjs.org: @cloud-carbon-footprint/azure 776 downloads last month
• npmjs.org: @cloud-carbon-footprint/client 256 downloads last month
• npmjs.org: @cloud-carbon-footprint/create-app 198 downloads last month
• npmjs.org: @cloud-carbon-footprint/api 179 downloads last month
• npmjs.org: @cloud-carbon-footprint/create-app-dev 124 downloads last month
• npmjs.org: @cloud-carbon-footprint/cli 119 downloads last month
• npmjs.org: @saivamsi9594/azure 111 downloads last month
• npmjs.org: @chriscoffee/cloud-carbon-footprint-api 14 downloads last month
• npmjs.org: @chriscoffee/cloud-carbon-footprint-app 11 downloads last month

pymrio

Multi-Regional Input-Output Analysis in Python.

calculations input-output-analysis mrio python

Industrial Ecology - Input Output Model

• Total packages: 3
• Total downloads: 8,748 downloads last month
• Total docker downloads: 62
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 10 (may contain duplicates)

Packages

• pypi.org: pymrio 8,748 downloads last month
• proxy.golang.org: github.com/indecol/pymrio
• proxy.golang.org: github.com/IndEcol/pymrio

spatialEco

R package for spatial analysis and modelling of ecological systems.

biodiversity conservation cran ecology r r-package r-spatial raster spatial vector

Biosphere - Ecological and Environmental Modeling

• Total packages: 2
• Total downloads: 8,539 downloads last month
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• cran.r-project.org: spatialEco 8,539 downloads last month
• conda-forge.org: r-spatialeco

ClimaSeaIce.jl

A library that empowers users to configure and run simulations of sea ice freezing, melting, and horizontal motion on the large time and spatial scales appropriate for climate modeling.

Cryosphere - Sea Ice

• Total packages: 1
• Total downloads: 8,483 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 0

Packages

• juliahub.com: ClimaSeaIce 8,483 downloads last month

rredlist

An R client for the IUCN Red List of threatened and endangered species.

api-wrapper biodiversity conservation iucn iucn-red-list r r-package rstats taxize

Biosphere - Biodiversity Data Access and Management

• Total packages: 3
• Total downloads: 8,427 downloads
• Total docker downloads: 200,502
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 5 (may contain duplicates)

Packages

• cran.r-project.org: rredlist 8,427 downloads last month
• proxy.golang.org: github.com/ropensci/rredlist
• conda-forge.org: r-rredlist

wradlib

Designed to assist you in the most important steps of processing weather radar data.

hacktoberfest hdfs netcdf4 python radar rainbow sigmet weather wradlib xarray

Atmosphere - Meteorological Observation and Forecast

• Total packages: 1
• Total downloads: 8,417 downloads last month
• Total docker downloads: 14,597
• Total dependent packages: 5
• Total dependent repositories: 12

Packages

• pypi.org: wradlib 8,417 downloads last month

open-MaStR

Download and process German energy data from BNetzA database Marktstammdatenregister.

dataset datasets energy energy-data marktstammdatenregister oep open-energy-family python solar

Energy Systems - Energy Data Accessibility and Integration

• Total packages: 3
• Total downloads: 8,352 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: open-mastr 8,352 downloads last month
• proxy.golang.org: github.com/openenergyplatform/open-mastr
• proxy.golang.org: github.com/OpenEnergyPlatform/open-MaStR

pygbif

Making the data of the Global Biodiversity Information Facility API accessible via Python.

api biodiversity data ecology gbif

Biosphere - Biodiversity Data Access and Management

• Total packages: 2
• Total downloads: 8,348 downloads last month
• Total docker downloads: 8,425
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 24 (may contain duplicates)

Packages

• pypi.org: pygbif 8,348 downloads last month
• proxy.golang.org: github.com/gbif/pygbif

SimBench

The objective of the research project SimBench is the development of a benchmark dataset to support research in grid planning and operation.

Energy Systems - Grid Analysis and Planning

• Total packages: 3
• Total downloads: 8,285 downloads
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 9 (may contain duplicates)

Packages

• pypi.org: simbench 8,285 downloads last month
• proxy.golang.org: github.com/e2nIEE/simbench
• proxy.golang.org: github.com/e2niee/simbench

atlite

Light-weight version of Aarhus RE Atlas for converting weather data to power systems data.

csp dynamic-line-rating energy energy-system energy-systems era5 gis heat-pump potentials pv python reanalysis renewable-energy renewable-timeseries solar wind

Energy Systems - Renewable Energy Integration

• Total packages: 3
• Total downloads: 8,220 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 18 (may contain duplicates)

Packages

• pypi.org: atlite 8,220 downloads last month
• proxy.golang.org: github.com/pypsa/atlite
• conda-forge.org: atlite

Urban Weather Generator

A Python application for modeling the urban heat island effect.

Climate Change - Earth and Climate Modeling

• Total packages: 2
• Total downloads: 8,007 downloads
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: uwg 8,007 downloads last month
• proxy.golang.org: github.com/ladybug-tools/uwg

WaterTAP

Create an open-source water treatment model library that is compatible with the IDAES Platform.

idaes-pse idaesplus watertap

Natural Resources - Water Supply and Quality

• Total packages: 1
• Total downloads: 7,944 downloads last month
• Total dependent packages: 3
• Total dependent repositories: 1

Packages

• pypi.org: watertap 7,944 downloads last month

Tropycal

A Python package intended to simplify the process of retrieving and analyzing tropical cyclone data, both for past storms and in real time.

Climate Change - Natural Hazard and Storms

• Total packages: 2
• Total downloads: 7,804 downloads
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 26 (may contain duplicates)

Packages

• pypi.org: tropycal 7,804 downloads last month
• conda-forge.org: tropycal

metR

Several functions and utilities that make R better for handling meteorological data in the tidy data paradigm.

atmospheric-science ggplot2 r r-package rstats visualization

Atmosphere - Meteorological Observation and Forecast

• Total packages: 4
• Total downloads: 7,490 downloads
• Total docker downloads: 42,058
• Total dependent packages: 23 (may contain duplicates)
• Total dependent repositories: 31 (may contain duplicates)

Packages

• cran.r-project.org: metR 7,490 downloads last month
• proxy.golang.org: github.com/eliocamp/metR
• proxy.golang.org: github.com/eliocamp/metr
• conda-forge.org: r-metr

eBird API

eBird API provides a set of wrapper functions for accessing the end-points in the eBird API 2.0.

api ebird python

Biosphere - Avian Monitoring and Analysis

• Total packages: 3
• Total downloads: 7,484 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• pypi.org: ebird-api 7,484 downloads last month
• proxy.golang.org: github.com/projectbabbler/ebird-api
• proxy.golang.org: github.com/ProjectBabbler/ebird-api

rotl

An R package to interact with the Open Tree of Life data APIs.

peer-reviewed phylogeny r r-package rstats taxonomy

Biosphere - Biodiversity Data Access and Management

• Total packages: 3
• Total downloads: 7,402 downloads
• Total docker downloads: 200,502
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• cran.r-project.org: rotl 7,402 downloads last month
• conda-forge.org: r-rotl
• proxy.golang.org: github.com/ropensci/rotl

HELICS

Today the core uses are in the energy domain, where there is extensive and growing support for a wide-range of electric power system, natural gas, communications and control-schemes, transportation, buildings, and related domain tools.

co-simulation hacktoberfest power-grids simulation simulation-framework