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: 20
• Total downloads: 11,048,650 downloads last month
• 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 10,352,971 downloads last month
• anaconda.org: xarray 694,380 downloads total
• pypi.org: xray 1,299 downloads last month
• proxy.golang.org: github.com/pydata/xarray
• spack.io: py-xarray
• nixpkgs-24.05: python312Packages.xarray
• nixpkgs-unstable: python314Packages.xarray
• conda-forge.org: xarray
• nixpkgs-24.11: python312Packages.xarray
• nixpkgs-24.05: python311Packages.xarray
• nixpkgs-23.05: python311Packages.xarray
• nixpkgs-23.05: python310Packages.xarray
• pkgsrc-netbsd-x86_64-10.1-all: math/py-xarray
• guix: python-xarray
• nixpkgs-24.11: python311Packages.xarray
• nixpkgs-unstable: python313Packages.xarray
• nixpkgs-23.11: python310Packages.xarray
• nixpkgs-23.11: python311Packages.xarray
• proxy.golang.org: github.com/pydata/Xarray
• pypi.org: xarray-map

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: 16
• Total downloads: 4,939,640 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 4,916,803 downloads last month
• pypi.org: zarr-metadata 13,171 downloads last month
• anaconda.org: zarr 8,862 downloads total
• pypi.org: zarr-indexing 804 downloads last month
• proxy.golang.org: github.com/zarr-developers/zarr-python
• conda-forge.org: zarr
• debian-12: zarr
• ubuntu-23.04: zarr
• ubuntu-24.10: zarr
• guix: python-zarr
• ubuntu-23.10: zarr
• ubuntu-24.04: zarr
• debian-13: zarr
• ubuntu-20.04: zarr
• debian-11: zarr
• ubuntu-22.04: zarr

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: 30
• Total downloads: 3,775,864 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 3,060,441 downloads last month
• anaconda.org: netcdf4 715,423 downloads total
• nixpkgs-24.11: python312Packages.netcdf4
• nixpkgs-unstable: python314Packages.netcdf4
• gentoo-portage: dev-python/netcdf4
• pkgsrc-netbsd-x86_64-10.1-all: math/py-netCDF4
• guix: python-netcdf4
• nixpkgs-23.11: python311Packages.netcdf4
• ubuntu-20.04: netcdf4-python
• nixpkgs-23.05: python311Packages.netcdf4
• debian-11: netcdf4-python
• debian-13: netcdf4-python
• nixpkgs-23.11: python310Packages.netcdf4
• ubuntu-22.04: netcdf4-python
• nixpkgs-unstable: python313Packages.netcdf4
• ubuntu-24.04: netcdf4-python
• conda-forge.org: netcdf4
• debian-12: netcdf4-python
• openbsd-7.9-amd64: math/py-netcdf4
• debian-10: netcdf4-python
• nixpkgs-24.11: python311Packages.netcdf4
• ubuntu-23.10: netcdf4-python
• ubuntu-24.10: netcdf4-python
• nixpkgs-23.05: python310Packages.netcdf4
• nixpkgs-24.05: python312Packages.netcdf4
• nixpkgs-24.05: python311Packages.netcdf4
• spack.io: py-netcdf4
• proxy.golang.org: github.com/Unidata/netcdf4-python
• ubuntu-23.04: netcdf4-python
• proxy.golang.org: github.com/unidata/netcdf4-python

ESMF

The Earth System Modeling Framework is a suite of software tools for developing high-performance, multi-component Earth science modeling applications.

earth-system-model earth-system-modeling earth-system-modeling-framework earth-system-modelling esmf esmx model-coupling numerical-weather-prediction nuopc nwp unified-forecast-system

Climate Change - Earth and Climate Modeling

• Total packages: 3
• Total downloads: 3,509,237 downloads total
• Total dependent packages: 20 (may contain duplicates)
• Total dependent repositories: 83 (may contain duplicates)

Packages

• conda-forge.org: esmf 1,913,751 downloads total
• conda-forge.org: esmpy 1,595,486 downloads total
• proxy.golang.org: github.com/esmf-org/esmf

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: 4
• Total downloads: 3,055,720 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
• formulae.brew.sh: netcdf-fortran 64 downloads last month
• proxy.golang.org: github.com/Unidata/netcdf-fortran
• proxy.golang.org: github.com/unidata/netcdf-fortran

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: 2,795,315 downloads
• Total docker downloads: 310,858
• Total dependent packages: 177 (may contain duplicates)
• Total dependent repositories: 786 (may contain duplicates)

Packages

• pypi.org: h5netcdf 2,788,831 downloads last month
• anaconda.org: h5netcdf 6,484 downloads total
• conda-forge.org: h5netcdf
• proxy.golang.org: github.com/h5netcdf/h5netcdf
• spack.io: py-h5netcdf

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: 2,615,011 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 63,606 downloads last month
• proxy.golang.org: github.com/sunpy/sunpy

Py-ART

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

data-visualization pyart python radar-processing weather-radars

Atmosphere - Meteorological Observation and Forecast

• Total packages: 5
• Total downloads: 1,845,368 downloads
• Total docker downloads: 1,117
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 29 (may contain duplicates)

Packages

• conda-forge.org: arm_pyart 1,799,356 downloads total
• pypi.org: arm-pyart 46,012 downloads last month
• proxy.golang.org: github.com/ARM-DOE/pyart
• proxy.golang.org: github.com/arm-doe/pyart
• spack.io: py-arm-pyart

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: 14
• Total downloads: 1,562,512 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 150,195 downloads last month
• proxy.golang.org: github.com/Unidata/Metpy
• guix: python-metpy
• ubuntu-23.10: metpy
• spack.io: py-metpy
• proxy.golang.org: github.com/Unidata/MetPy
• proxy.golang.org: github.com/Unidata/metpy
• proxy.golang.org: github.com/unidata/metpy
• debian-13: metpy
• ubuntu-24.10: metpy
• github actions: Unidata/MetPy/.github/actions/install-pypi
• github actions: Unidata/MetPY/.github/actions/build-docs
• github actions: Unidata/MetPy/.github/actions/run-tests

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: 7
• Total downloads: 1,289,794 downloads last month
• Total docker downloads: 287,304
• Total dependent packages: 64 (may contain duplicates)
• Total dependent repositories: 150 (may contain duplicates)

Packages

• pypi.org: pvlib 1,289,794 downloads last month
• proxy.golang.org: github.com/Pvlib/pvlib-Python
• proxy.golang.org: github.com/pvlib/PVlib-python
• conda-forge.org: pvlib
• conda-forge.org: pvlib-python
• proxy.golang.org: github.com/pvlib/pvlib-python
• proxy.golang.org: github.com/PVLIB/pvlib-python

wbdata

A simple python interface to find and request information from the World Bank's various databases, either as a dictionary containing full metadata or as a Pandas DataFrame.

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 3
• Total downloads: 1,170,507 downloads
• Total docker downloads: 7,284
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 64 (may contain duplicates)

Packages

• pypi.org: wbdata 1,170,507 downloads last month
• alpine-edge: py3-wbdata
• alpine-edge: py3-wbdata-pyc

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: 1,024,521 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 5,888 downloads last month

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: 857,356 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 21,430 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 dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

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

netcdf-c

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

c hacktoberfest netcdf unidata unidata-netcdf

Climate Change - Climate Data Standards

• Total packages: 7
• Total downloads: 705,372 downloads
• Total dependent packages: 66 (may contain duplicates)
• Total dependent repositories: 662 (may contain duplicates)

Packages

• anaconda.org: libnetcdf 705,372 downloads total
• proxy.golang.org: github.com/Unidata/netCDF-c
• conda-forge.org: libnetcdf
• proxy.golang.org: github.com/unidata/netcdf-c
• proxy.golang.org: github.com/Unidata/netCDF-C
• proxy.golang.org: github.com/Unidata/netcdf-C
• proxy.golang.org: github.com/Unidata/netcdf-c

Climate Model Output Rewriter

Produce CF-compliant netCDF files that fulfill the requirements of many of the climate community's standard model experiments.

cmip6 cmor3 esgf prepare

Climate Change - Climate Data Standards

• Total packages: 1
• Total downloads: 697,946 downloads total
• Total dependent packages: 1
• Total dependent repositories: 3

Packages

• conda-forge.org: cmor 697,946 downloads total

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: 679,243 downloads
• Total docker downloads: 1,289
• Total dependent packages: 60 (may contain duplicates)
• Total dependent repositories: 224 (may contain duplicates)

Packages

• pypi.org: cfgrib 679,243 downloads last month
• spack.io: py-cfgrib
• debian-13: cfgrib
• conda-forge.org: cfgrib

Landlab

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

Natural Resources - Soil and Land

• Total packages: 3
• Total downloads: 656,645 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 5,911 downloads last month
• proxy.golang.org: github.com/landlab/landlab

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: 504,672 downloads last month
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 28 (may contain duplicates)

Packages

• pypi.org: entsoe-py 370,894 downloads last month
• conda-forge.org: entsoe-py 133,778 downloads total

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: 500,805 downloads last month
• Total docker downloads: 237
• Total dependent packages: 23 (may contain duplicates)
• Total dependent repositories: 212 (may contain duplicates)

Packages

• conda-forge.org: leafmap 466,955 downloads total
• pypi.org: leafmap 33,850 downloads last month
• proxy.golang.org: github.com/opengeos/leafmap

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

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: 467,976 downloads
• 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 50,016 downloads last month
• nixpkgs-unstable: python313Packages.xclim
• nixpkgs-unstable: python314Packages.xclim
• proxy.golang.org: github.com/ouranosinc/xclim
• proxy.golang.org: github.com/Ouranosinc/xclim

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: 443,769 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 77 downloads last month

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: 434,146 downloads total
• 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 54,254 downloads last month
• proxy.golang.org: github.com/pybamm-team/pybamm
• proxy.golang.org: github.com/pybamm-team/PyBaMM

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: 428,216 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 3,028 downloads last month

cdsapi

Python API to access the Copernicus Climate Data Store.

Climate Change - Climate Data Access and Visualization

• Total packages: 18
• Total downloads: 428,074 downloads
• Total docker downloads: 1,090
• Total dependent packages: 74 (may contain duplicates)
• Total dependent repositories: 179 (may contain duplicates)

Packages

• pypi.org: cdsapi 428,074 downloads last month
• alpine-v3.18: py3-cdsapi-pyc
• alpine-v3.21: py3-cdsapi-pyc
• alpine-v3.22: py3-cdsapi-pyc
• alpine-v3.17: py3-cdsapi
• alpine-v3.23: py3-cdsapi-pyc
• alpine-v3.23: py3-cdsapi
• alpine-edge: py3-cdsapi-pyc
• alpine-v3.18: py3-cdsapi
• alpine-v3.20: py3-cdsapi
• conda-forge.org: cdsapi
• alpine-v3.19: py3-cdsapi
• alpine-v3.22: py3-cdsapi
• alpine-v3.21: py3-cdsapi
• alpine-edge: py3-cdsapi
• alpine-v3.19: py3-cdsapi-pyc
• alpine-v3.20: py3-cdsapi-pyc
• proxy.golang.org: github.com/ecmwf/cdsapi

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: 403,580 downloads last month
• 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 53,783 downloads last month
• ubuntu-23.04: satpy
• debian-13: satpy
• ubuntu-24.10: satpy
• debian-11: satpy
• ubuntu-23.10: satpy
• ubuntu-24.04: satpy
• ubuntu-22.04: satpy
• debian-12: satpy
• ubuntu-20.04: satpy
• proxy.golang.org: github.com/pytroll/satpy

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: 340,700 downloads
• Total docker downloads: 289
• Total dependent packages: 28 (may contain duplicates)
• Total dependent repositories: 75 (may contain duplicates)

Packages

• pypi.org: pandapower 340,700 downloads last month
• proxy.golang.org: github.com/e2nIEE/pandapower
• proxy.golang.org: github.com/e2niee/pandapower

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: 2
• Total downloads: 321,644 downloads last month
• Total docker downloads: 138
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 41 (may contain duplicates)

Packages

• pypi.org: meteostat 321,508 downloads last month
• anaconda.org: meteostat 136 downloads total

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: 11
• Total downloads: 309,222 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: icechunk 255,166 downloads last month
• crates.io: icechunk 48,967 downloads total
• crates.io: icechunk-macros 1,656 downloads total
• crates.io: icechunk-python 1,274 downloads total
• npmjs.org: @earthmover/icechunk-linux-x64-gnu 584 downloads last month
• npmjs.org: @earthmover/icechunk 461 downloads last month
• npmjs.org: @earthmover/icechunk-wasm32-wasi 382 downloads last month
• npmjs.org: @earthmover/icechunk-win32-x64-msvc 316 downloads last month
• npmjs.org: @earthmover/icechunk-darwin-arm64 314 downloads last month
• anaconda.org: icechunk 102 downloads total
• proxy.golang.org: github.com/earth-mover/icechunk

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 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

Calliope

A framework to develop energy system models, with a focus on flexibility, high spatial and temporal resolution, the ability to execute many runs based on the same base model, and a clear separation of framework and model.

energy energy-system optimisation pyomo python

Energy Systems - Energy System Modeling Frameworks

• Total packages: 3
• Total downloads: 290,761 downloads last month
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 5 (may contain duplicates)

Packages

• conda-forge.org: calliope 289,767 downloads total
• pypi.org: calliope 994 downloads last month
• proxy.golang.org: github.com/calliope-project/calliope

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: 290,445 downloads total
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: aafc.holos.content 106,168 downloads total
• nuget.org: aafc.holos.infrastructure 93,241 downloads total
• nuget.org: aafc.holos.core 89,412 downloads total
• nuget.org: htestinf 1,624 downloads total
• nuget.org: htestinginfrapackage
• nuget.org: h.nuget.core
• nuget.org: ainfra

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 modelling-framework optimal-power-flow optimisation power-flow power-systems power-systems-analysis powerflow python renewable-energy renewables

Energy Systems - Energy System Modeling Frameworks

• Total packages: 5
• Total downloads: 277,004 downloads
• Total docker downloads: 204
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 46 (may contain duplicates)

Packages

• conda-forge.org: pypsa 214,557 downloads total
• pypi.org: pypsa 62,447 downloads last month
• proxy.golang.org: github.com/PYPSA/PYPSA
• proxy.golang.org: github.com/pypsa/pypsa
• proxy.golang.org: github.com/PyPSA/PyPSA

oce

An R package for oceanographic processing.

oceanography r

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 3
• Total downloads: 263,182 downloads total
• 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 2,974 downloads last month
• proxy.golang.org: github.com/dankelley/oce

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 job-scheduler metascheduler python scheduler scheduling workflow workflow-automation workflow-engine workflow-management

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 262,165 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 3,136 downloads last month
• proxy.golang.org: github.com/cylc/cylc-flow

Open Traceability

Open source Seafood traceability libraries.

Consumption - Agriculture and Nutrition

• Total packages: 4
• Total downloads: 243,652 downloads total
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: opentraceability 115,468 downloads total
• nuget.org: opentraceability.gdst 54,628 downloads total
• nuget.org: opentraceability.msc 37,966 downloads total
• nuget.org: opentraceability.testserverpackage 35,590 downloads total

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: 239,756 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 3,406 downloads last month
• proxy.golang.org: github.com/wavespectra/wavespectra

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: 228,679 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 228,679 downloads last month
• proxy.golang.org: github.com/xarray-contrib/cf-xarray
• conda-forge.org: cf_xarray
• nixpkgs-24.05: python311Packages.cf-xarray
• nixpkgs-23.11: python310Packages.cf-xarray
• nixpkgs-24.11: python312Packages.cf-xarray
• nixpkgs-24.11: python311Packages.cf-xarray
• nixpkgs-24.05: python312Packages.cf-xarray
• nixpkgs-unstable: python314Packages.cf-xarray
• nixpkgs-23.11: python311Packages.cf-xarray
• nixpkgs-unstable: python313Packages.cf-xarray

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: 4
• Total downloads: 222,293 downloads
• Total dependent packages: 12 (may contain duplicates)
• Total dependent repositories: 19 (may contain duplicates)

Packages

• pypi.org: thermo 222,293 downloads last month
• proxy.golang.org: github.com/calebbell/thermo
• proxy.golang.org: github.com/CalebBell/thermo
• conda-forge.org: thermo

BikeshareClient

Dotnet library for integrating with GBFS bikeshare systems.

bikeshare bikeshare-systems gbfs netstandard

Consumption - Mobility and Transportation

• Total packages: 2
• Total downloads: 220,690 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: bikeshareclient 197,667 downloads total
• nuget.org: bikeshareclient.dependencyinjection 23,023 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: 3
• Total downloads: 213,114 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 2,508 downloads last month
• proxy.golang.org: github.com/natcap/invest

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: 210,175 downloads total
• Total docker downloads: 430,060
• Total dependent packages: 39 (may contain duplicates)
• Total dependent repositories: 807 (may contain duplicates)

Packages

• pypi.org: codecarbon 136,940 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
• conda-forge.org: codecarbon-dev
• nixpkgs-unstable: python313Packages.codecarbon
• nixpkgs-unstable: python314Packages.codecarbon
• proxy.golang.org: github.com/mlco2/codecarbon

rgbif

Interface to the Global Biodiversity Information Facility API.

api biodiversity data gbif lifewatch oscibio r r-package rstats species spocc

Biosphere - Biodiversity Data Access and Management

• Total packages: 3
• Total downloads: 209,570 downloads total
• Total docker downloads: 132,019
• Total dependent packages: 22 (may contain duplicates)
• Total dependent repositories: 45 (may contain duplicates)

Packages

• conda-forge.org: r-rgbif 199,650 downloads total
• cran.r-project.org: rgbif 9,920 downloads last month
• proxy.golang.org: github.com/ropensci/rgbif

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: 187,971 downloads
• 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 16,893 downloads last month
• debian-13: usgs
• ubuntu-23.10: usgs
• ubuntu-24.04: usgs
• ubuntu-24.10: usgs
• spack.io: py-usgs
• proxy.golang.org: github.com/kapadia/usgs

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: 4
• Total downloads: 185,877 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 185,877 downloads last month
• guix: python-pydap
• conda-forge.org: pydap
• proxy.golang.org: github.com/pydap/pydap

xradar

A tool to work in weather radar data in xarray.

radar weather xarray

Atmosphere - Meteorological Observation and Forecast

• Total packages: 2
• Total downloads: 185,327 downloads last month
• Total docker downloads: 15,159
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• conda-forge.org: xradar 132,335 downloads total
• pypi.org: xradar 52,992 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: 5
• Total downloads: 184,668 downloads last month
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: herbie-data 120,533 downloads last month
• conda-forge.org: herbie-data 64,099 downloads total
• pypi.org: hrrrb 36 downloads last month
• proxy.golang.org: github.com/blaylockbk/herbie
• proxy.golang.org: github.com/blaylockbk/Herbie

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: 164,555 downloads total
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• crates.io: lcax 56,836 downloads total
• crates.io: lcax_core 31,113 downloads total
• crates.io: lcax_models 29,091 downloads total
• crates.io: lcax_convert 28,570 downloads total
• crates.io: lcax_calculation 15,635 downloads total
• crates.io: lcax_validation 1,802 downloads total
• pypi.org: lcax 1,184 downloads last month
• npmjs.org: lcax 324 downloads last month
• proxy.golang.org: github.com/ocni-dtu/lcax

GSW-Python

This Python implementation of the Thermodynamic Equation of Seawater 2010.

Hydrosphere - Ocean Carbon and Temperature

• Total packages: 3
• Total downloads: 162,460 downloads last month
• Total docker downloads: 325
• Total dependent packages: 24 (may contain duplicates)
• Total dependent repositories: 93 (may contain duplicates)

Packages

• pypi.org: gsw 162,460 downloads last month
• proxy.golang.org: github.com/teos-10/gsw-python
• proxy.golang.org: github.com/TEOS-10/GSW-Python

SITS

Enables users to apply machine learning techniques for classifying image time series obtained from earth observation data cubes.

big-earth-data cbers earth-observation eo-datacubes geospatial image-time-series land-cover-classification landsat planetary-computer r-spatial remote-sensing rspatial satellite-image-time-series satellite-imagery sentinel-2 stac-api stac-catalog

Natural Resources - Soil and Land

• Total packages: 3
• Total downloads: 156,816 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• conda-forge.org: r-sits 156,157 downloads total
• cran.r-project.org: sits 659 downloads last month
• proxy.golang.org: github.com/e-sensing/sits

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: 3
• Total downloads: 152,316 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• gem.coop: urbanopt-cli 76,158 downloads total
• rubygems.org: urbanopt-cli 76,158 downloads total
• proxy.golang.org: github.com/urbanopt/urbanopt-cli

ecmwf-opendata

A package to simplify the download of ECMWF open data.

Climate Change - Climate Data Access and Visualization

• Total packages: 2
• Total downloads: 144,469 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 144,469 downloads last month
• spack.io: py-ecmwf-opendata

ocpp

Python implementation of the Open Charge Point Protocol.

client electric-vehicles framework hacktoberfest ocpp server tier-1

Consumption - Mobility and Transportation

• Total packages: 1
• Total downloads: 142,781 downloads last month
• Total docker downloads: 18
• Total dependent packages: 4
• Total dependent repositories: 18

Packages

• pypi.org: ocpp 142,781 downloads last month

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: 4
• Total downloads: 135,002 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 18 (may contain duplicates)

Packages

• conda-forge.org: atlite 130,242 downloads total
• pypi.org: atlite 4,760 downloads last month
• proxy.golang.org: github.com/PyPSA/atlite
• proxy.golang.org: github.com/pypsa/atlite

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: 3
• Total downloads: 132,536 downloads
• 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 949 downloads last month
• proxy.golang.org: github.com/iiasa/ixmp

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: 2
• Total downloads: 131,354 downloads last month
• Total docker downloads: 966,380
• Total dependent packages: 218 (may contain duplicates)
• Total dependent repositories: 563 (may contain duplicates)

Packages

• cran.r-project.org: vegan 131,354 downloads last month
• proxy.golang.org: github.com/vegandevs/vegan

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: 131,226 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 960 downloads last month
• pypi.org: pynco

robis

Build and maintain a global alliance that collaborates with scientific communities to facilitate free and open access to, and application of, biodiversity and biogeographic data and information on marine life.

Biosphere - Biodiversity Data Access and Management

• Total packages: 2
• Total downloads: 128,681 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 9 (may contain duplicates)

Packages

• conda-forge.org: r-robis 127,867 downloads total
• cran.r-project.org: robis 814 downloads last month

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

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: 3
• Total downloads: 125,935 downloads last month
• Total docker downloads: 200,502
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 16 (may contain duplicates)

Packages

• conda-forge.org: r-worrms 121,796 downloads total
• cran.r-project.org: worrms 4,139 downloads last month
• proxy.golang.org: github.com/ropensci/worrms

SlideRule Earth

Process ICESat2 datasets in the cloud through REST API calls to SlideRule web services.

Sustainable Development - Environmental Satellites

• Total packages: 2
• Total downloads: 124,105 downloads total
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: sliderule 124,065 downloads total
• npmjs.org: @sliderule/sliderule 40 downloads last month

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 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

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: 123,571 downloads
• 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 21,860 downloads last month
• proxy.golang.org: github.com/uxarray/uxarray
• proxy.golang.org: github.com/UXARRAY/uxarray

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: 4
• Total downloads: 122,490 downloads last month
• 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 122,490 downloads last month
• proxy.golang.org: github.com/allisonhorst/palmerpenguins
• guix: r-palmerpenguins
• conda-forge.org: r-palmerpenguins

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: 120,039 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 1,890 downloads last month

cmocean

Colormap setup for standardizing commonly-plotting oceanographic variables.

Hydrosphere - Ocean and Hydrology Data Access

• Total packages: 4
• Total downloads: 119,668 downloads
• Total docker downloads: 647
• Total dependent packages: 77 (may contain duplicates)
• Total dependent repositories: 295 (may contain duplicates)

Packages

• pypi.org: cmocean 119,668 downloads last month
• proxy.golang.org: github.com/matplotlib/cmocean
• guix: python-cmocean
• conda-forge.org: cmocean

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: 114,973 downloads
• 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 282 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

origin

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

Energy Systems - Energy Markets

• Total packages: 79
• Total downloads: 95,405 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/utils-general 8,094 downloads last month
• npmjs.org: @energyweb/origin-ui-core 6,506 downloads last month
• npmjs.org: @energyweb/origin-backend-client 5,553 downloads last month
• npmjs.org: @energyweb/origin-backend-core 5,524 downloads last month
• npmjs.org: @energyweb/device-registry 4,737 downloads last month
• npmjs.org: @energyweb/localization 4,420 downloads last month
• npmjs.org: @energyweb/origin-backend-utils 4,376 downloads last month
• npmjs.org: @energyweb/origin-backend 4,187 downloads last month
• npmjs.org: @energyweb/issuer 4,071 downloads last month
• npmjs.org: @energyweb/migrations 3,599 downloads last month
• npmjs.org: @energyweb/exchange-core 3,012 downloads last month
• npmjs.org: @energyweb/origin-backend-client-mocks 2,836 downloads last month
• npmjs.org: @energyweb/exchange-token-account 2,226 downloads last month
• npmjs.org: @energyweb/issuer-api 2,188 downloads last month
• npmjs.org: @energyweb/exchange 2,043 downloads last month
• npmjs.org: @energyweb/origin-backend-app 1,925 downloads last month
• npmjs.org: @energyweb/issuer-api-client 1,830 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api 1,814 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api-client 1,775 downloads last month
• npmjs.org: @energyweb/exchange-client 1,605 downloads last month
• npmjs.org: @energyweb/event-listener 1,405 downloads last month
• npmjs.org: @energyweb/market 1,266 downloads last month
• npmjs.org: @energyweb/origin 1,207 downloads last month
• npmjs.org: @energyweb/market-matcher 1,121 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api 1,091 downloads last month
• npmjs.org: @energyweb/exchange-irec-client 1,066 downloads last month
• npmjs.org: @energyweb/market-matcher-core 942 downloads last month
• npmjs.org: @energyweb/user-registry 885 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-wrapper 821 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api-client 813 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api 804 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api-client 786 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api-client 776 downloads last month
• npmjs.org: @energyweb/exchange-ui-core 691 downloads last month
• npmjs.org: @energyweb/exchange-core-irec 671 downloads last month
• npmjs.org: @energyweb/exchange-io-erc1888 668 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api 654 downloads last month
• npmjs.org: @energyweb/exchange-irec 644 downloads last month
• npmjs.org: @energyweb/origin-ui-irec-core 596 downloads last month
• npmjs.org: @energyweb/origin-energy-api-client 581 downloads last month
• npmjs.org: @energyweb/origin-backend-irec-app 346 downloads last month
• npmjs.org: @energyweb/asset-registry 340 downloads last month
• npmjs.org: @energyweb/migrations-irec 325 downloads last month
• npmjs.org: @energyweb/erc-test-contracts 272 downloads last month
• npmjs.org: @energyweb/origin-energy-api 248 downloads last month
• npmjs.org: @energyweb/origin-ui-localization 197 downloads last month
• npmjs.org: @energyweb/origin-ui-assets 188 downloads last month
• npmjs.org: @energyweb/origin-ui-theme 187 downloads last month
• npmjs.org: @energyweb/issuer-irec-api 185 downloads last month
• npmjs.org: @energyweb/origin-ui-shared-state 168 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-client 167 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-local-api-react-query-client 155 downloads last month
• npmjs.org: @energyweb/origin-organization-irec-api-react-query-client 152 downloads last month
• npmjs.org: @energyweb/origin-ui-device-data 151 downloads last month
• npmjs.org: @energyweb/origin-device-registry-api-react-query-client 149 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-view 146 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-data 140 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-logic 140 downloads last month
• npmjs.org: @energyweb/origin-ui-utils 139 downloads last month
• npmjs.org: @energyweb/issuer-irec-api-react-query-client 136 downloads last month
• npmjs.org: @energyweb/origin-backend-react-query-client 129 downloads last month
• npmjs.org: @energyweb/origin-energy-api-react-query-client 123 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-logic 117 downloads last month
• npmjs.org: @energyweb/origin-ui-device-logic 112 downloads last month
• npmjs.org: @energyweb/origin-ui-user-logic 112 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-data 112 downloads last month
• npmjs.org: @energyweb/origin-ui-organization-data 104 downloads last month
• npmjs.org: @energyweb/origin-ui-user-data 104 downloads last month
• npmjs.org: @energyweb/exchange-irec-react-query-client 99 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-logic 94 downloads last month
• npmjs.org: @energyweb/exchange-react-query-client 90 downloads last month
• npmjs.org: @energyweb/origin-ui-web3 85 downloads last month
• npmjs.org: @energyweb/origin-ui-blockchain 80 downloads last month
• npmjs.org: @energyweb/origin-ui-certificate-view 76 downloads last month
• npmjs.org: @energyweb/origin-ui-user-view 73 downloads last month
• npmjs.org: @energyweb/origin-ui-device-view 66 downloads last month
• npmjs.org: @energyweb/origin-ui-exchange-view 65 downloads last month
• npmjs.org: @energyweb/origin-device-registry-irec-form-api-react-query-client 24 downloads last month
• proxy.golang.org: github.com/energywebfoundation/origin

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: 3
• Total downloads: 91,928 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 6,769 downloads last month
• proxy.golang.org: github.com/euroargodev/argopy

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: 3
• Total downloads: 86,787 downloads last month
• Total docker downloads: 88,629
• Total dependent packages: 12 (may contain duplicates)
• Total dependent repositories: 21 (may contain duplicates)

Packages

• conda-forge.org: r-spocc 81,673 downloads total
• cran.r-project.org: spocc 5,114 downloads last month
• proxy.golang.org: github.com/ropensci/spocc

MESSAGEix

A versatile, dynamic systems-optimization modeling framework developed by the IIASA Energy, Climate, and Environment (ECE) Program since the 1980s.

energy-system gams integrated-assessment integrated-assessment-model open-source strategic-planning

Climate Change - Integrated Assessment and Climate Policy

• Total packages: 3
• Total downloads: 84,627 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: message-ix 84,053 downloads total
• pypi.org: message-ix 574 downloads last month
• proxy.golang.org: github.com/iiasa/message_ix

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: 2
• Total downloads: 84,064 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: gridstatus 84,064 downloads last month
• proxy.golang.org: github.com/gridstatus/gridstatus

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: 80,236 downloads total
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• conda-forge.org: r-spatialeco 78,600 downloads total
• cran.r-project.org: spatialEco 1,636 downloads last month

SPEI

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

Natural Resources - Water Supply and Quality

• Total packages: 2
• Total downloads: 78,885 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 2,533 downloads last month

OpenSTEF

A Python package which is used to make short term forecasts for the energy sector.

data-science energy energy-forecasting forecasting machine-learning python time-series

Energy Systems - Load and Demand Forecasting

• Total packages: 8
• Total downloads: 77,525 downloads last month
• Total docker downloads: 13
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: openstef 14,039 downloads last month
• pypi.org: openstef-core 13,529 downloads last month
• pypi.org: openstef-beam 13,418 downloads last month
• pypi.org: openstef-models 13,388 downloads last month
• pypi.org: openstef-meta 11,619 downloads last month
• pypi.org: openstef-foundation-models 11,532 downloads last month
• proxy.golang.org: github.com/OpenSTEF/openstef
• proxy.golang.org: github.com/openstef/openstef

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: 75,092 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 440 downloads last month
• proxy.golang.org: github.com/sharppy/SHARPpy
• proxy.golang.org: github.com/sharppy/sharppy

earthaccess

Search, download or stream NASA Earth science data with just a few lines of code.

access climate-data cloud-computing cmr data gis nasa nasa-api nasa-data open-science openscience pangeo remote-sensing

Sustainable Development - Data Catalogs and Interfaces

• Total packages: 1
• Total downloads: 74,937 downloads last month
• Total docker downloads: 155
• Total dependent packages: 8
• Total dependent repositories: 7

Packages

• pypi.org: earthaccess 74,937 downloads last month

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: 4
• Total downloads: 72,513 downloads
• Total docker downloads: 369
• Total dependent packages: 11 (may contain duplicates)
• Total dependent repositories: 26 (may contain duplicates)

Packages

• pypi.org: kerchunk 72,513 downloads last month
• spack.io: py-kerchunk
• conda-forge.org: kerchunk
• proxy.golang.org: github.com/fsspec/kerchunk

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: 8
• Total downloads: 71,883 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: fairchem-data-oc 52,746 downloads last month
• pypi.org: fairchem-core 18,606 downloads last month
• pypi.org: fairchem-data-omat 266 downloads last month
• pypi.org: fairchem-data-omol 165 downloads last month
• pypi.org: fairchem-lammps 53 downloads last month
• pypi.org: fairchem-data-odac 26 downloads last month
• pypi.org: fairchem-data-omc 21 downloads last month
• proxy.golang.org: github.com/facebookresearch/fairchem

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: 70,466 downloads last month
• Total dependent packages: 29 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• npmjs.org: @sdeverywhere/compile 7,144 downloads last month
• npmjs.org: @sdeverywhere/runtime 7,076 downloads last month
• npmjs.org: @sdeverywhere/plugin-check 6,416 downloads last month
• npmjs.org: @sdeverywhere/parse 6,411 downloads last month
• npmjs.org: @sdeverywhere/plugin-worker 6,384 downloads last month
• npmjs.org: @sdeverywhere/check-ui-shell 6,262 downloads last month
• npmjs.org: @sdeverywhere/plugin-wasm 6,169 downloads last month
• npmjs.org: @sdeverywhere/build 5,889 downloads last month
• npmjs.org: @sdeverywhere/runtime-async 5,800 downloads last month
• npmjs.org: @sdeverywhere/cli 5,646 downloads last month
• npmjs.org: @sdeverywhere/check-core 5,480 downloads last month
• npmjs.org: @sdeverywhere/plugin-vite 885 downloads last month
• npmjs.org: @sdeverywhere/plugin-config 347 downloads last month
• npmjs.org: @sdeverywhere/create 286 downloads last month
• npmjs.org: @sdeverywhere/plugin-deploy 212 downloads last month
• npmjs.org: sdeverywhere 59 downloads last month
• proxy.golang.org: github.com/climateinteractive/SDEverywhere
• proxy.golang.org: github.com/climateinteractive/sdeverywhere

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: 69,553 downloads last month
• 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 4,752 downloads last month
• proxy.golang.org: github.com/pastas/pastas

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: 68,498 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: power-grid-model 68,498 downloads last month
• proxy.golang.org: github.com/powergridmodel/power-grid-model
• proxy.golang.org: github.com/PowerGridModel/power-grid-model

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: 3
• Total downloads: 64,660 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: modflow6 64,660 downloads total
• proxy.golang.org: github.com/modflow-org/modflow6
• proxy.golang.org: github.com/MODFLOW-ORG/modflow6

PCMDI Metrics Package

Open-source Python package for Systematic Evaluation of Climate and Earth System Models.

climate climate-analysis climate-data climate-model climate-model-evaluation climate-models climate-science climate-variability python

Climate Change - Earth and Climate Modeling

• Total packages: 3
• Total downloads: 63,476 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• conda-forge.org: pcmdi_metrics 63,476 downloads total
• proxy.golang.org: github.com/PCMDI/pcmdi_metrics
• proxy.golang.org: github.com/pcmdi/pcmdi_metrics

MetSim

A meteorological simulator and forcing disaggregator for hydrologic modeling and climate applications.

climate disaggregation hydrology meteorology mtclim

Climate Change - Earth and Climate Modeling

• Total packages: 4
• Total downloads: 62,391 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• conda-forge.org: metsim 62,323 downloads total
• pypi.org: metsim 68 downloads last month
• proxy.golang.org: github.com/UW-Hydro/MetSim
• proxy.golang.org: github.com/uw-hydro/metsim

pvanalytics

Quality control, filtering, feature labeling, and other tools for working with data from photovoltaic energy systems.

photovoltaic python renewable-energy renewables solar-energy

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 2
• Total downloads: 61,345 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 3 (may contain duplicates)

Packages

• pypi.org: pvanalytics 61,345 downloads last month
• proxy.golang.org: github.com/pvlib/pvanalytics

PlantCV

Plant phenotyping using computer vision.

bioinformatics image-analysis plant-phenotyping plantcv science

Biosphere - Plants and Vegetation

• Total packages: 3
• Total downloads: 58,139 downloads last month
• 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 4,431 downloads last month
• proxy.golang.org: github.com/danforthcenter/plantcv

pyIEM

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

Atmosphere - Meteorological Observation and Forecast

• Total packages: 4
• Total downloads: 57,915 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 2,191 downloads last month
• proxy.golang.org: github.com/akrherz/pyIEM
• proxy.golang.org: github.com/akrherz/pyiem

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: 56,640 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 473 downloads last month
• proxy.golang.org: github.com/icesat2py/icepyx

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: 54,748 downloads
• Total docker downloads: 11,801
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 89 (may contain duplicates)

Packages

• pypi.org: sentinelhub 54,748 downloads last month
• proxy.golang.org: github.com/sentinel-hub/sentinelhub-py
• conda-forge.org: sentinelhub

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: 3
• Total downloads: 53,596 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 6,121 downloads last month
• proxy.golang.org: github.com/biomodhub/biomod2

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: 53,185 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 635 downloads last month
• proxy.golang.org: github.com/prioritizr/wdpar

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: 52,986 downloads last month
• 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 3,919 downloads last month
• proxy.golang.org: github.com/ropensci/rvertnet

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: 52,296 downloads
• 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 17 downloads last month
• proxy.golang.org: github.com/ouranosinc/raven
• proxy.golang.org: github.com/Ouranosinc/raven

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: 3
• Total downloads: 51,223 downloads
• 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 49,767 downloads total
• cran.r-project.org: rgee 1,456 downloads last month
• proxy.golang.org: github.com/r-spatial/rgee

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: 50,193 downloads total
• 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 162 downloads last month

Metview Python bindings

Python interface to Metview, a meteorological workstation and batch system for accessing, examining, manipulating and visualising meteorological data.

Atmosphere - Meteorological Observation and Forecast

• Total packages: 10
• Total downloads: 49,490 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 6 (may contain duplicates)

Packages

• conda-forge.org: metview-python 48,163 downloads total
• pypi.org: metview 1,327 downloads last month
• ubuntu-24.10: metview-python
• debian-11: metview-python
• ubuntu-23.10: metview-python
• ubuntu-24.04: metview-python
• ubuntu-23.04: metview-python
• ubuntu-22.04: metview-python
• debian-13: metview-python
• debian-12: metview-python

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: 3
• Total downloads: 49,027 downloads
• Total dependent packages: 69 (may contain duplicates)
• Total dependent repositories: 9 (may contain duplicates)

Packages

• juliahub.com: NCDatasets 49,027 downloads last month
• proxy.golang.org: github.com/JuliaGeo/NCDatasets.jl
• proxy.golang.org: github.com/juliageo/ncdatasets.jl

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: 47,663 downloads last month
• 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 7,743 downloads last month

ade4

Analysis of Ecological Data for Exploratory and Euclidean Methods in Environmental Sciences.

Biosphere - Biodiversity Analysis and Metrics

• Total packages: 1
• Total downloads: 47,535 downloads last month
• Total docker downloads: 154,463
• Total dependent packages: 96
• Total dependent repositories: 202

Packages

• cran.r-project.org: ade4 47,535 downloads last month

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: 47,346 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 1,078 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: 4
• 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
• proxy.golang.org: github.com/XCDAT/xcdat

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: 46,713 downloads
• Total docker downloads: 755,296,949
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: env_canada 46,713 downloads last month
• nixpkgs-23.05: python310Packages.env-canada
• nixpkgs-23.05: python311Packages.env-canada
• nixpkgs-23.11: python311Packages.env-canada
• nixpkgs-24.05: python312Packages.env-canada
• nixpkgs-23.11: python310Packages.env-canada
• nixpkgs-24.05: python311Packages.env-canada
• nixpkgs-24.11: python312Packages.env-canada
• nixpkgs-24.11: python311Packages.env-canada
• nixpkgs-unstable: python314Packages.env-canada
• nixpkgs-unstable: python313Packages.env-canada

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: 45,514 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 288 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: 43,741 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 502 downloads last month
• proxy.golang.org: github.com/openamundsen/openamundsen

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: 3
• Total downloads: 43,424 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 43,406 downloads last month
• npmjs.org: @makakwastaken/co2 18 downloads last month
• proxy.golang.org: github.com/thegreenwebfoundation/co2.js

traits

R package for accessing species trait data from multiple databases.

api-client r r-package rstats species traits

Biosphere - Biodiversity Data Access and Management

• Total packages: 3
• Total downloads: 41,997 downloads total
• Total docker downloads: 172,057
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 18 (may contain duplicates)

Packages

• conda-forge.org: r-traits 41,473 downloads total
• cran.r-project.org: traits 524 downloads last month
• proxy.golang.org: github.com/ropensci/traits

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: 41,349 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 41,349 downloads last month
• nixpkgs-23.11: python310Packages.forecast-solar
• nixpkgs-24.05: python312Packages.forecast-solar
• nixpkgs-unstable: python314Packages.forecast-solar
• nixpkgs-unstable: python313Packages.forecast-solar
• nixpkgs-23.05: python311Packages.forecast-solar
• nixpkgs-24.11: python311Packages.forecast-solar
• nixpkgs-24.05: python311Packages.forecast-solar
• nixpkgs-24.11: python312Packages.forecast-solar
• nixpkgs-23.11: python311Packages.forecast-solar
• nixpkgs-23.05: python310Packages.forecast-solar

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: 40,958 downloads
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 7 (may contain duplicates)

Packages

• pypi.org: windpowerlib 40,958 downloads last month
• conda-forge.org: windpowerlib
• proxy.golang.org: github.com/wind-python/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: 40,382 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 7,500 downloads last month
• proxy.golang.org: github.com/cerfacs-globc/icclim

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

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: 38,370 downloads last month
• 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 127 downloads last month
• proxy.golang.org: github.com/IMMM-SFA/mosartwmpy
• proxy.golang.org: github.com/immm-sfa/mosartwmpy

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: 37,998 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 37,591 downloads total
• cran.r-project.org: taxizedb 407 downloads last month
• proxy.golang.org: github.com/ropensci/taxizedb

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: 36,537 downloads
• 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 426 downloads last month
• proxy.golang.org: github.com/localdevices/pyorc

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

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: 34,221 downloads
• Total docker downloads: 40
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: pyswmm 34,221 downloads last month
• proxy.golang.org: github.com/pyswmm/pyswmm

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: 33,209 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 200 downloads last month

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: 32,788 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 32,788 downloads last month
• nixpkgs-23.11: python311Packages.solax
• nixpkgs-unstable: python313Packages.solax
• nixpkgs-unstable: python314Packages.solax
• nixpkgs-24.11: python312Packages.solax
• nixpkgs-24.11: python311Packages.solax
• nixpkgs-23.05: python311Packages.solax
• nixpkgs-24.05: python312Packages.solax
• nixpkgs-23.11: python310Packages.solax
• nixpkgs-24.05: python311Packages.solax
• nixpkgs-23.05: python310Packages.solax

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: 32,418 downloads last month
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 11 (may contain duplicates)

Packages

• pypi.org: openeo 32,418 downloads last month
• proxy.golang.org: github.com/open-eo/openeo-python-client
• proxy.golang.org: github.com/Open-EO/openeo-python-client

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: 3
• Total downloads: 31,978 downloads
• Total docker downloads: 163
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 23 (may contain duplicates)

Packages

• pypi.org: ee-extra 31,978 downloads last month
• conda-forge.org: ee_extra
• proxy.golang.org: github.com/r-earthengine/ee_extra

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: 31,769 downloads
• Total docker downloads: 14
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: aioelectricitymaps 31,769 downloads last month
• nixpkgs-23.11: python310Packages.aioelectricitymaps
• nixpkgs-24.05: python311Packages.aioelectricitymaps
• ubuntu-24.10: aioelectricitymaps
• debian-13: aioelectricitymaps
• pypi.org: aielectricitymaps
• nixpkgs-24.11: python311Packages.aioelectricitymaps
• nixpkgs-24.05: python312Packages.aioelectricitymaps
• nixpkgs-24.11: python312Packages.aioelectricitymaps
• nixpkgs-unstable: python313Packages.aioelectricitymaps
• nixpkgs-unstable: python314Packages.aioelectricitymaps
• nixpkgs-23.11: python311Packages.aioelectricitymaps

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-modeling dynamical-core earth-system-model finite-difference gpu high-performance-computing julia numerical-methods pde scientific-computing spectral-elements

Climate Change - Earth and Climate Modeling

• Total packages: 8
• 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
• proxy.golang.org: github.com/clima/climacore.jl
• proxy.golang.org: github.com/CliMA/ClimaCore.jl

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: 31,197 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 147 downloads last month

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

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: 29,791 downloads last month
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• pypi.org: pandapipes 29,791 downloads last month
• proxy.golang.org: github.com/e2nIEE/pandapipes
• proxy.golang.org: github.com/e2niee/pandapipes

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: 28,128 downloads
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 8 (may contain duplicates)

Packages

• pypi.org: idaes-pse 28,128 downloads last month
• proxy.golang.org: github.com/IDAES/idaes-pse
• proxy.golang.org: github.com/idaes/idaes-pse

era5cli

Command Line Interface to download ERA5 from Copernicus Climate Data Service.

Climate Change - Climate Data Processing and Analysis

• Total packages: 4
• Total downloads: 28,099 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: era5cli 16,794 downloads last month
• conda-forge.org: era5cli 11,305 downloads total
• proxy.golang.org: github.com/eWaterCycle/era5cli
• proxy.golang.org: github.com/ewatercycle/era5cli

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: 27,934 downloads last month
• 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 66 downloads last month
• proxy.golang.org: github.com/hainegroup/oceanspy

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: 27,392 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 27,392 downloads last month
• nixpkgs-23.11: python311Packages.tesla-powerwall
• nixpkgs-23.05: python311Packages.tesla-powerwall
• ubuntu-24.10: tesla-powerwall
• nixpkgs-23.11: python310Packages.tesla-powerwall
• nixpkgs-24.11: python312Packages.tesla-powerwall
• nixpkgs-23.05: python310Packages.tesla-powerwall
• nixpkgs-24.11: python311Packages.tesla-powerwall
• debian-13: tesla-powerwall
• nixpkgs-24.05: python312Packages.tesla-powerwall
• nixpkgs-24.05: python311Packages.tesla-powerwall
• nixpkgs-unstable: python314Packages.tesla-powerwall
• nixpkgs-unstable: python313Packages.tesla-powerwall

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: 26,588 downloads last month
• Total dependent packages: 8 (may contain duplicates)
• Total dependent repositories: 11 (may contain duplicates)

Packages

• pypi.org: dataretrieval 26,588 downloads last month
• proxy.golang.org: github.com/DOI-USGS/dataretrieval-python
• proxy.golang.org: github.com/doi-usgs/dataretrieval-python

climetlab

A Python package aiming at simplifying access to climate and meteorological datasets, allowing users to focus on science instead of technical issues such as data access and data formats.

Climate Change - Climate Data Access and Visualization

• Total packages: 1
• Total downloads: 24,981 downloads last month
• Total docker downloads: 11
• Total dependent packages: 9
• Total dependent repositories: 19

Packages

• pypi.org: climetlab 24,981 downloads last month

pythermalcomfort

Package to calculate several thermal comfort indices (e.g. PMV, PPD, SET, adaptive) and convert physical variables.

Consumption - Buildings and Heating

• Total packages: 1
• Total downloads: 24,839 downloads last month
• Total docker downloads: 38,775
• Total dependent packages: 0
• Total dependent repositories: 4

Packages

• pypi.org: pythermalcomfort 24,839 downloads last month

PyPowSyBl

A Python library for modelling and simulating power grids by providing bindings to the powsybl Java framework.

cgmes load-flow loadflow power-flow power-system power-system-analysis power-system-simulation powerflow python

Energy Systems - Energy System Modeling Frameworks

• Total packages: 6
• Total downloads: 24,560 downloads
• Total dependent packages: 4 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: pypowsybl 24,560 downloads last month
• proxy.golang.org: github.com/Powsybl/pypowsybl
• proxy.golang.org: github.com/powsybl/pypowsybl
• repo1.maven.org: com.powsybl:pypowsybl-parent
• proxy.golang.org: github.com/powsybl/PyPowSyBl
• repo1.maven.org: com.powsybl:pypowsybl

SimShady

Simulating Shadows for PV Potential Analysis on 3D Data in the Browser.

pv pv-simulator shading-effects solar solar-energy threejs

Renewable Energy - Photovoltaics and Solar Energy

• Total packages: 2
• Total downloads: 24,533 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• npmjs.org: @openpv/simshady 24,533 downloads last month
• proxy.golang.org: github.com/open-pv/simshady

PowerIO

Parses power system case files into a typed Network, converts between formats, and builds sparse matrices and graph representations for solver and analysis code.

converter electrical-engineering interoperability parser parsing-library power-systems

Energy Systems - Energy Data Accessibility and Integration

• Total packages: 10
• Total downloads: 24,266 downloads total
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• crates.io: powerio 4,158 downloads total
• crates.io: powerio-dist 3,755 downloads total
• crates.io: powerio-prob 3,265 downloads total
• crates.io: powerio-matrix 2,989 downloads total
• pypi.org: powerio 2,842 downloads last month
• crates.io: powerio-core 2,576 downloads total
• crates.io: powerio-tx 2,515 downloads total
• crates.io: powerio-pkg 1,036 downloads total
• crates.io: powerio-cli 611 downloads total
• crates.io: powerio-diag 519 downloads total

open-MaStR

Download and process German energy data from BNetzA database Marktstammdatenregister.

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

Energy Systems - Energy Data Accessibility and Integration

• Total packages: 3
• Total downloads: 23,550 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: open-mastr 23,550 downloads last month
• proxy.golang.org: github.com/openenergyplatform/open-mastr
• proxy.golang.org: github.com/OpenEnergyPlatform/open-MaStR

LIVVkit

The land ice verification and validation toolkit.

ice-sheet-models testing validation verification

Cryosphere - Glacier and Ice Sheets

• Total packages: 4
• Total downloads: 23,296 downloads
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 5 (may contain duplicates)

Packages

• conda-forge.org: livvkit 23,043 downloads total
• pypi.org: livvkit 253 downloads last month
• proxy.golang.org: github.com/livvkit/livvkit
• proxy.golang.org: github.com/LIVVkit/LIVVkit

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: 22,861 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 22,861 downloads last month
• proxy.golang.org: github.com/onaci/leaflet-velocity

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: 21,015 downloads
• Total docker downloads: 9
• Total dependent packages: 6 (may contain duplicates)
• Total dependent repositories: 22 (may contain duplicates)

Packages

• pypi.org: wntr 21,015 downloads last month
• conda-forge.org: wntr

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: 20,918 downloads last month
• Total docker downloads: 4,062
• Total dependent packages: 22 (may contain duplicates)
• Total dependent repositories: 98 (may contain duplicates)

Packages

• pypi.org: siphon 20,918 downloads last month
• proxy.golang.org: github.com/Unidata/siphon
• conda-forge.org: siphon
• proxy.golang.org: github.com/unidata/siphon
• openbsd-7.9-amd64: net/py-siphon

VeraGrid

Aims to be a complete platform for power systems research and simulation.

acdc cim comon-information-model electrical electrical-engineering emt helm latin-hypercube monte-carlo-simulation multi-terminal newton-raphson optimization power-systems powerflow python rms small-signal-stability stochastic-power-flow

Energy Systems - Grid Analysis and Planning

• Total packages: 3
• Total downloads: 20,472 downloads last month
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• pypi.org: veragridengine 10,932 downloads last month
• pypi.org: veragrid 5,678 downloads last month
• pypi.org: veragridserver 3,862 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: 20,143 downloads last month
• 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 467 downloads last month
• proxy.golang.org: github.com/castelao/oceansdb

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: 19,925 downloads last month
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• pypi.org: pyflwdir 19,925 downloads last month
• proxy.golang.org: github.com/deltares/pyflwdir
• conda-forge.org: pyflwdir
• proxy.golang.org: github.com/Deltares/pyflwdir

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: 2
• Total downloads: 19,178 downloads last month
• Total docker downloads: 14,597
• Total dependent packages: 5 (may contain duplicates)
• Total dependent repositories: 12 (may contain duplicates)

Packages

• pypi.org: wradlib 19,178 downloads last month
• proxy.golang.org: github.com/wradlib/wradlib

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: 19,050 downloads last month
• 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 1,237 downloads last month
• proxy.golang.org: github.com/earth-chris/elapid

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: 2
• Total downloads: 18,726 downloads last month
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 4 (may contain duplicates)

Packages

• pypi.org: gridx-egret 18,726 downloads last month
• proxy.golang.org: github.com/grid-parity-exchange/Egret

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: 18,377 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 321 downloads last month
• proxy.golang.org: github.com/mroberge/hydrofunctions

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: 17,689 downloads last month
• 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 37 downloads last month

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: 17,551 downloads total
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• nuget.org: bristlecone 9,171 downloads total
• nuget.org: bristlecone.dendro 6,469 downloads total
• nuget.org: bristlecone.charts.r 1,911 downloads total
• proxy.golang.org: github.com/andrewiom/bristlecone
• proxy.golang.org: github.com/AndrewIOM/bristlecone

pygfunction

An open source toolbox for the evaluation of thermal response factors of geothermal borehole fields.

Renewable Energy - Geothermal Energy

• Total packages: 3
• Total downloads: 17,484 downloads
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• pypi.org: pygfunction 17,484 downloads last month
• proxy.golang.org: github.com/massimocimmino/pygfunction
• proxy.golang.org: github.com/MassimoCimmino/pygfunction

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: 17,323 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 242 downloads last month
• proxy.golang.org: github.com/martibosch/detectree

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: 5
• Total downloads: 16,944 downloads
• Total docker downloads: 491
• Total dependent packages: 13 (may contain duplicates)
• Total dependent repositories: 24 (may contain duplicates)

Packages

• pypi.org: scitools-iris 16,944 downloads last month
• proxy.golang.org: github.com/scitools/iris
• proxy.golang.org: github.com/Scitools/iris
• proxy.golang.org: github.com/SciTools/iris
• guix: python-scitools-iris

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: 16,765 downloads last month
• Total dependent packages: 7 (may contain duplicates)
• Total dependent repositories: 29 (may contain duplicates)

Packages

• pypi.org: tsam 16,765 downloads last month
• conda-forge.org: tsam
• proxy.golang.org: github.com/fzj-iek3-vsa/tsam
• proxy.golang.org: github.com/FZJ-IEK3-VSA/tsam

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: 16,677 downloads last month
• 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 48 downloads last month

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: 16,375 downloads last month
• Total dependent packages: 2
• Total dependent repositories: 3

Packages

• pypi.org: biosteam 16,375 downloads last month

Sinergym

Gym environment for building simulation and control using reinforcement learning.

building-control building-energy buildings energyplus framework python reinforcement-learning reinforcement-learning-environments simulation

Consumption - Buildings and Heating

• Total packages: 2
• Total downloads: 16,242 downloads last month
• Total docker downloads: 35
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 1 (may contain duplicates)

Packages

• pypi.org: sinergym 16,242 downloads last month
• proxy.golang.org: github.com/ugr-sail/sinergym

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: 16,149 downloads
• Total docker downloads: 6,594
• Total dependent packages: 10 (may contain duplicates)
• Total dependent repositories: 44 (may contain duplicates)

Packages

• pypi.org: windrose 16,149 downloads last month
• proxy.golang.org: github.com/python-windrose/windrose
• conda-forge.org: windrose

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: 16,056 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 16,056 downloads last month
• proxy.golang.org: github.com/fishR-Core-Team/FSA
• proxy.golang.org: github.com/fishr-core-team/fsa
• guix: r-fsa

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: 15,907 downloads total
• 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 4,302 downloads last month

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.

atmospheric-science climate climate-model correlated-k cuda earth-system-model gpu julia radiation radiative-transfer rrtmgp rte

Atmosphere - Radiative Transfer

• Total packages: 3
• Total downloads: 15,730 downloads
• 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

FAIR

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

Climate Change - Earth and Climate Modeling

• Total packages: 3
• Total downloads: 15,316 downloads last month
• Total docker downloads: 278
• Total dependent packages: 3 (may contain duplicates)
• Total dependent repositories: 13 (may contain duplicates)

Packages

• pypi.org: fair 15,316 downloads last month
• proxy.golang.org: github.com/OMS-NetZero/FAIR
• proxy.golang.org: github.com/oms-netzero/fair

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: 14,853 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 125 downloads last month
• proxy.golang.org: github.com/mesmer-group/mesmer
• proxy.golang.org: github.com/MESMER-group/mesmer

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: 14,466 downloads
• Total docker downloads: 272
• Total dependent packages: 16 (may contain duplicates)
• Total dependent repositories: 78 (may contain duplicates)

Packages

• pypi.org: xgcm 14,466 downloads last month
• spack.io: py-xgcm
• conda-forge.org: xgcm
• proxy.golang.org: github.com/xgcm/xgcm

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: 13,855 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 2 (may contain duplicates)

Packages

• pypi.org: gt4py 13,855 downloads last month
• proxy.golang.org: github.com/gridtools/gt4py
• proxy.golang.org: github.com/GridTools/gt4py

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: 13,854 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 13,854 downloads last month
• conda-forge.org: intake-esm

Thermofeel

A library to calculate human thermal comfort indexes.

Consumption - Buildings and Heating

• Total packages: 1
• Total downloads: 13,546 downloads last month
• Total dependent packages: 0
• Total dependent repositories: 1

Packages

• pypi.org: thermofeel 13,546 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: 13,478 downloads
• Total dependent packages: 2 (may contain duplicates)
• Total dependent repositories: 26 (may contain duplicates)

Packages

• pypi.org: tropycal 13,478 downloads last month
• conda-forge.org: tropycal

Oceananigans.jl

Fast and friendly fluid dynamics on CPUs and GPUs.

climate climate-change data-assimilation fluid-dynamics gpu julia machine-learning ocean

Hydrosphere - Ocean Models

• Total packages: 3
• Total downloads: 13,317 downloads
• Total dependent packages: 9 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• juliahub.com: Oceananigans 13,317 downloads last month
• proxy.golang.org: github.com/clima/oceananigans.jl
• proxy.golang.org: github.com/CliMA/Oceananigans.jl

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: 13,229 downloads
• Total dependent packages: 0 (may contain duplicates)
• Total dependent repositories: 0 (may contain duplicates)

Packages

• crates.io: scaphandre 13,229 downloads total
• nixpkgs-24.11: scaphandre
• nixpkgs-23.11: scaphandre
• nixpkgs-unstable: scaphandre
• proxy.golang.org: github.com/hubblo-org/scaphandre
• debian-13: scaphandre
• nixpkgs-24.05: scaphandre

pySTEPS

An open-source and community-driven Python library for probabilistic precipitation nowcasting, i.e. short-term ensemble prediction systems.

advection ensemble-prediction forecast-verification hydrology nowcasting optical-flow precipitation rainfall rainfall-prediction stochastic-processes weather weather-radar

Natural Resources - Water Supply and Quality

• Total packages: 4
• Total downloads: 12,909 downloads
• Total dependent packages: 1 (may contain duplicates)
• Total dependent repositories: 5 (may contain duplicates)