open-sustainable-technology
by protontypes
A directory and analysis of the open source ecosystem in the areas of climate change, sustainable energy, biodiversity and natural resources. https://docs.getgrist.com/gSscJkc5Rb1R/OpenSustaintech
AI summary
Sustainability hub
An initiative to gather and catalog open-source projects focused on sustainable technologies and their impact on the environment.
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What's in the list
2,294 links in 79 sections, with live GitHub stats.activeno commit in 2y
Renewable Energy / Photovoltaics and Solar Energy
pvlib-python
A set of documented functions for simulating the performance of photovoltaic energy systems
pvfactors
Open source view-factor model for diffuse shading and bifacial PV modeling
gsee
Global Solar Energy Estimator
An explicit Python PV system IV & PV curve trace calculator which can also calculate mismatch
rdtools
An open source library to support reproducible technical analysis of time series data from photovoltaic energy systems
Machine-Learning-for-Solar-Energy-Prediction
Predict the power production of a solar panel farm from weather measurements using machine learning
elpv-dataset
A dataset of functional and defective solar cells extracted from EL images of solar modules
feedinlib
Contains implementations of photovoltaic models to calculate electricity generation from a PV installation based on given solar radiation. Furthermore it contains all necessary pre-calculations
photovoltaic
A Python library used in photovoltaics
pvcaptest
Collection of functions and Jupyter Notebooks to partially automate running a capacity test following ASTM E2848
pvtrace
Optical ray tracing for luminescent materials and spectral converter photovoltaic devices
Solar power tower layout and optimization tool
solar-data-tools
Data analysis tools for working with historical PV solar time-series data sets
SolarPV-DER-simulation-utility
Allows user to run dynamics simulations for solar photovoltaic distributed energy resource connected to a stiff voltage source or to an external program
Toolkit for working with RADIANCE for the ray-trace modeling of Bifacial Photovoltaics
autoXRD
A Python package for automatic XRD pattern classification of thin-films, tweaked for small and class-imbalanced datasets
A Python package for Physics informed Bayesian network inference using neural network surrogate model for matching process / variable / performance in solar cells
solcore5
A multi-scale, Python-based library for the modeling of solar cells and semiconductor materials
solax
Read energy usage data from the real-time API on Solax solar inverters
Bifacial PV View Factor model for system performance calculation
solaR
Allows for reproducible research both for photovoltaics systems performance and solar radiation
SolarTherm
Solar thermal power/fuel station performance simulation and optimization using Modelica
LibreSolar
Firmware for LibreSolar BMS boards based on bq769x0 or ISL94202
Firmware for LibreSolar MPPT/PWM charge controllers
pvoutput
Python code for downloading PV data from PVOutput.org
solarpy
This package aims to provide a reliable solar radiation model, mainly based on the work of Duffie, J.A., and Beckman, W. A., 1974, "Solar energy thermal processes"
solariot
Leverage your IoT enabled Solar PV Inverter to stream your solar energy usage data to a real time dashboard
Quality control, filtering, feature labeling, and other tools for working with data from photovoltaic energy systems
IonMonger
A free and fast perovskite solar cell simulator with coupled ion vacancy and charge carrier dynamics in one dimension
Provide a flexible, user-friendly Python environment to model complex optical stacks, with a focus on solar cells
pv-terms
Contains nomenclature for PV-relevant terms that are used in modeling and data analysis for PV systems
Statistical estimation of a clear sky signal from PV system power data
Photovoltaic_Fault_Detector
Model-definition is a deep learning application for fault detection in photovoltaic plants
nasapower
Aims to make it quick and easy to automate downloading NASA-POWER global meteorology, surface solar energy and climatology data in your R session as a tidy data frame tibble object for analysis and use in modeling or other purposes
pvcompare
A model for comparing the benefits of different PV technologies in a specified local energy system in different energy supply scenarios
A software tool developed at NREL to model concentrating solar power (CSP) systems and analyze their optical performance
CarrierCapture.jl
A set of codes to compute carrier capture and recombination rates in semiconducting compounds like solar cells
honeybee
A Python library to create, run and visualize the results of daylight (RADIANCE) and energy analysis (EnergyPlus/OpenStudio)
MPPT-Solar-Charger
Supporting documentation and software for the MPPT Solar Charger
Tonatiuh
A Monte Carlo ray tracer for the optical simulation of solar concentrating systems
PV4GER
Aims at democratizing and accelerating the access to photovoltaic systems data in Germany and beyond
PV Free
A public API for PV modeling parameters
Pysolar
A collection of Python libraries for simulating the irradiation of any point on earth by the sun. It includes code for extremely precise ephemeris calculations
An open-source tool to quantify Solar Photovoltaics (PV) Energy and Mass Flows in the Circular Economy, from a Reliability and Lifetime approach
Build the world's best near-term forecasting system for solar electricity generation
Solar Forecast Arbiter
Core data gathering, validation, processing, and reporting package for the Solar Forecast Arbiter
Estimating PV array location and orientation from real-world power datasets
A Global Inventory of Commercial-, Industrial-, and Utility-Scale Photovoltaic Solar Generating Units
Used to produce a global inventory of utility-scale solar photovoltaic generating station
Forecast PV adoption based on user specified configurations like electricity rate prices, electricity load growth, solar resource factors, and much more
SOLECTRUS
An alternative photovoltaic dashboard that visualizes the yield and consumption
Set of tools to calculate degradation responses and degradation related parameters for PV
solarthing
An application that can monitor data from a variety of solar charge controllers and inverters
solXpect
Android app to forecast the output of your photovoltaic system (PV) or balcony pv using data from Open-Meteo.com
Solar Stations
A catalog of high-quality solar radiation monitoring stations
OTSun
A python package that uses the Monte Carlo Forward Ray Tracing for the optical analysis of Solar Thermal Collectors and Solar Cells
pvOps
Contains a series of functions to facilitate fusion of text-based data with time series production data collected at photovoltaic sites
CSP.guru
An open-source database of concentrating solar power plants of the world for energy modellers and analysts
The aim of the project is to build an open source PV forecast that is free and easy to use
Net Zero Citizens
Through this web and mobile applications, users in Mexico can effortlessly connect with solar panel installers and photovoltaic panel sellers, making the switch to solar energy seamless and straightforward
OpenPV
A website to simulate shading and annual PV yield based on 3D building data in the browser
OpenDTU
An alternative open source software for communicating with Hoymiles solar inverters, which synchronises everything with the s-Miles cloud
Simulating Shadows for PV Potential Analysis on 3D Data in the Browser
Here we will collect scripts, trainings, studies, and any other open-source material that can help further the understanding and research of agrivoltaics
A python package for simulating two-axis tracking solar collectors, particularly self-shading
huawei_solar
This integration exposes the information and functions made available by Huawei Solar inverters directly via one of its Modbus interfaces in Home Assistant
Renewable Energy / Wind Energy
DSWE
An R implementation of various data science methods for wind energy (DSWE) applications, such as providing machine learning methods to accurately estimate the wind power curve
IEA-15-240-RWT
A 15 MW reference wind turbine repository developed in conjunction with IEA Wind
windpowerlib
A library to model the output of wind turbines and farms
turbinesFoam
A library for simulating wind and marine hydrokinetic turbines in OpenFOAM using the actuator line method
nalu-wind
Solver for wind farm simulations targeting exascale computational platforms
openfast
A multi-physics, multi-fidelity tool for simulating the coupled dynamic response of wind turbines and wind farms
A massively parallel, block-structured adaptive-mesh, incompressible flow solver for wind turbine and wind farm simulations
This library provides a framework for working with large time series data from wind plants, such as SCADA
NREL's Reference OpenSource Controller for wind turbine applications
A controls-oriented engineering wake modeling framework for evaluating the impact of wind farm controls on AEP and wind farm design
- PyWake
An AEP calculator for wind farms implemented in Python including a collection of wake models
WISDEM
Wind Plant Integrated System Design and Engineering Model
Windfarm Operations & Maintenance cost-Benefit Analysis Tool
The Land-based Balance-of-System Systems Engineering model is a systems engineering tool that estimates the balance-of-system costs associated with installing utility scale wind plants (10, 1.5 MW turbines or larger)
- TopFarm2
A Python package developed by DTU Wind Energy to help with wind-farm optimizations
- BasicDTUController
The scope of this project is to provide an open source, open access controller that can be used by the wind energy community as a reference
- WindEnergyToolbox
A collection of Python scripts that facilitate working with (potentially a lot) of HAWC2,HAWCStab2, FAST or other text input based simulation tools
windfarmGA
Genetic algorithm to optimize the layout of wind farms
wtphm
The Wind Turbine Prognostics and Health Management library processes wind turbine events data, as well as operational SCADA data for easier fault detection, prognostics or reliability research
A Python module for pre-processing and evaluating aerodynamic airfoil data, primarily for wind turbine applications
Draco
A collection of end-to-end solutions for machine learning problems commonly found in monitoring wind energy production system
- pyconturb
Constrained Stochastic Turbulence for Wind Energy Applications
Offshore Renewable Balance-of-system Installation Tool computes capital costs and activity times for offshore wind plant balance-of-system (everything besides the turbine) costs
WindTurbineClassification
Specification of 'normal' wind turbine operating behaviour for rapid anomaly detection
ANYstructure
Offshore Steel structure calculation tool with automatic optimization and report generation
SHARPy
Simulation of High Aspect Ratio aeroplanes and wind turbines in Python
A Python package that uses a FEniCS backend to perform wind farm simulations and optimization
WEIS is a framework that combines multiple tools to enable design optimization of floating offshore wind turbines
An object-oriented, open-source software written in Python which facilitates the creation and analysis of three-dimensional models of wind turbine blades
HAMS
An open-source computer program for the analysis of wave diffraction and radiation of three-dimensional floating or submerged structures
brightwind
A Python library aims to empower wind resource analysts and establish a common industry standard toolset
A library of offshore wind cost equations
welib
Wind energy library, python and matlab tools for wind turbines analyses
digital_wra_data_standard
This standard data model and associated tools are intended as universal building blocks for Wind Energy Resource Assessment applications
awebox
Modelling and optimal control of single- and multiple-kite systems for airborne wind energy
CCBlade.jl
A blade element momentum method for propellers and turbines
lidarwind
Retrieve wind speed and direction profiles from Doppler lidar observations from the WindCube-200s
An interactional aerodynamics and acoustics solver for multirotor aircraft and wind energy
stochLAB
A tool to run collision risk models for seabirds on offshore wind farms
Energy Research and Forecasting
Designed to provide a flexible computational framework for the exploration and investigation of different physics parameterizations and numerical strategies, and to characterize the flow field that impacts the ability of wind turbines to extract wind energy
Wind farm simulation tool for gradient-based optimization
foxes
A modular wind farm simulation and wake modelling toolbox which is based on engineering wake models
- CN-AeroModels
Developed to provide methods to compute the aerodynamic forces generated by wind propulsion systems for ships
Renewable Energy / Hydro Energy
Allows users to perform wave energy converter device design optimization studies with constrained optimal control
A turbine performance simulation code, based on a free wake vortex method, to study wind turbines and marine hydrokinetic devices
hydro-power-database
Collects basic information on all the European hydro-power plants
MHKiT-Python
Provides the marine renewable energy community tools for data processing, visualization, quality control, resource assessment, and device performance
hydropowerlib
Designed to calculate feed-in time series of run-of-the-river hydropower plants
HydroPowerSimulations.jl
Contains extensions on PowerSystems.jl and PowerSimulations.jl to enable enhanced hydropower representations
OpenHPL
An open source hydropower library that consists of hydropower unit models and is modeled using Modelica
WEC-Sim
Wave Energy Converter Simulator is an open source code for simulating wave energy converters
BEMRosetta
Used to model hydrodynamic forces in offshore devices like ships, offshore wind platforms and wave energy converters
Capytaine
A Python package for the simulation of the interaction between water waves and floating bodies in frequency domain
DOLPHYN
Evaluates investments and operations across the bulk supply chain for electricity and Hydrogen including production, storage, transmission, conditioning, and end-use consumption
ocp
Use AI to model and discover new catalysts for use in renewable energy storage to help in addressing climate change
wmpy-power
A hydropower simulation model developed to support long-term planning and climate impacts studies
Renewable Energy / Geothermal Energy
pygfunction
An open source toolbox for the evaluation of thermal response factors of geothermal borehole fields
GHEtool
GHEtool is an open source Python package that contains all the functionalities needed to deal with borefield design
- OpenGeoSys 6
A scientific open source project for the development of numerical methods for the simulation of thermo-hydro-mechanical-chemical processes in porous and fractured media
FEHM
Has proved to be a valuable asset on a variety of projects of national interest including Environmental Remediation of the Nevada Test Site, the LANL Groundwater Protection Program, geologic CO2 sequestration, Enhanced Geothermal Energy programs, Oil and Gas production, Nuclear Waste Isolation, and Arctic Permafrost
thermo
Thermodynamics, phase equilibrium, transport properties and chemical database component of Chemical Engineering Design Library
waiwera
A parallel, open-source geothermal flow simulator
fractoolbox
Python tools for structural geology and borehole image analysis which includes data handling, frequency and geometric analysis, and reservoir geomechanics
GeoThermalCloud.jl
A repository containing all the data and codes required to demonstrate applications of machine learning methods for geothermal exploration
GOLEM
A numerical simulator for modelling coupled Thermo-Hydro-Mechanical processes in faulted geothermal reservoirs
Ground Heat Exchanger Design Tool
A package with the novel capability of automatically selecting ground heat exchanger configurations based on polygonal land constraints
Combines reservoir, wellbore, surface plant, and economic models to estimate the capital and operation and maintenance costs, instantaneous and lifetime energy production, and overall levelized cost of energy of a geothermal plant
Renewable Energy / Bioenergy
biogas
Tools for biogas research in R: process biogas data and predict biogas production
biosteam
The Biorefinery Simulation and Techno-Economic Analysis Modules
BETYdb
Web-interface to the Biofuel Ecophysiological Traits and Yields Database
Low Carbon Fuel Standard
An online application for fuel suppliers to manage their compliance obligations under the Low Carbon Fuels Act
A toolbox to simulate and analyze different designs of bioreactors in OpenFOAM
Energy Storage / Battery
bslib
Database with battery parameters based on PerMod as well as functions in order to simulate battery storages
impedance.py
A Python package for working with electro-chemical impedance data
PyBaMM
Fast and flexible physics-based battery models in Python
A battery pack simulation tool that uses the PyBaMM framework
ENNOID-BMS
Open Source: Modular BMS based on LTC68XX & STM32 MCU for up to 400V EV battery pack
cellpy
Extract and tweak data from electro-chemical tests of battery cells
BatterySense
A simple Arduino library to monitor battery consumption of your battery powered projects, being LiPo, LiIon, NiCd or any other battery type, single or multiple cells: if it can power your Arduino you can monitor it
beep
A set of tools designed to support Battery Evaluation and Early Prediction of cycle life corresponding to the research of the d3batt program and the Toyota Research Institute
An open source, Python-based software application suite for energy storage simulation and analysis developed by Sandia National Laboratories
- simses
Software for techno-economic Simulation of Stationary Energy Storage Systems
- CAEBAT OAS
A flexible, robust, and computationally scalable open-architecture framework that integrates multi-physics and multi- scale battery models
universal-battery-database
The Universal Battery Database is an open source software for managing Lithium-ion cell data
- open_BEA
Open Battery Models for Electrical Grid Applications
- lp_opt
Linear Programming Optimization Tool for Battery Energy Storage Systems
SLIDE
SLIDE is a C++ code that simulates degradation of lithium ion cell
equiv-circ-model
An equivalent circuit model for a battery cell, module, and pack
- ISEAFramework
Allows coupled electrical-thermal simulations of single storage systems (e.g. lithium ion batteries or double layer capacitors) or complete storage system packs
Ampere
Advanced Model Package for ElectRochemical Experiments
3d_milp
Energy Arbitrage Optimization With Battery Storage
LIONSIMBA
A Matlab framework based on a finite volume model suitable for Li-ion battery design, simulation, and control
- emobpy
An open tool for creating battery-electric vehicle time series from empirical data
BattMo
The Battery Modelling Toolbox (BattMo) is a resource for continuum modelling of electrochemical devices in MATLAB
LiBRA
Create reduced-order state-space models for lithium-ion batteries utilising realisation algorithms
PyBOP
Provides a comprehensive suite of tools for parameterisation and optimisation of battery models
Run simulations of batteries with porous electrodes using porous electrode theory, which is a volume-averaged, multiscale approach to capture the coupled behavior of electrolyte and active material within electrodes
BIG-MAP
The Battery Interface Genome Materials Acceleration Platform is promoting accelerated discovery of novel battery materials
BatteryML
An Open-Source Tool for Machine Learning on Battery Degradation
Battery Data Toolkit
Converts battery testing data from native formats to a standardized HDF5 file
galpynostatic
A Python/C++ package with physics-based models to predict optimal conditions for fast-charging lithium-ion batteries
A flexible Open Source Battery Management System (BMS) suitable for various applications
Battery-Emulator
This software enables EV battery packs to be used for stationary storage in combination with solar inverters
Battery Lifetime Analysis and Simulation Toolsuite provides a library of battery lifetime and degradation models for various commercial lithium-ion batteries from recent years
Energy Storage / Hydrogen
OPEM
A modeling tool for evaluating the performance of proton exchange membrane fuel cells
GOPEM is a graphical user interface of OPEM
Proton Exchange Membrane Fuel Cell Dataset
Hydrogen Infrastructure model for the analysis of spatially resolved hydrogen infrastructure pathways
pandapipes
A pipeflow calculation tool that complements pandapower in the simulation of multi energy grids, in particular heat and gas networks
The first-ever software toolkit that integrates deterministic and probabilistic models for quantifying accident scenarios, predicting physical effects, and characterizing hydrogen hazards impact on people and structures
GasModels.jl
A Julia/JuMP Package for Gas Network Optimization
- SciGRID_gas
Methods to create an automated network model of the European gas transportation network
Vehicle with Fuel Cell Powertrain
Fuel cell electric vehicle with battery model and cooling system
VirtualFCS
A Modelica library for hybrid hydrogen fuel cell and battery power systems
GEOH2
Calculates the locational cost of green hydrogen production, storage, transport, and conversion to meet demand in a specified location
Energy Systems / Building Energy Monitoring
Open Energy Dashboard
Open Energy Dashboard is a user-friendly way to display energy information from smart energy meter
Emoncms
A powerful open source web application for processing, logging and visualizing energy, temperature and other environmental data
Open Energy View
The goal of this project is to analyze and present resource consumption data to users empowering them to conserve and save money
Green Monitoring Stack
An open-source stack that monitors the network, data center (compute / storage) infrastructure, third-party devices and external sources to understand the energy consumption and its relation to traffic and bandwidth, the cost and the carbon footprint at various levels of granularity
FlexMeasures
A platform for building energy flexibility services with forecasting and scheduling, written in Python & offering a USEF-conform API
OpenEMS
Open Source Energy Management System
SolarNetwork
Flexible platform for the monitoring and control of energy assets, meters, sensors, weather stations, EV chargers, market pricing, load optimization, and more
emonpi
The OpenEnergyMonitor system has the capability to monitor electrical energy use / generation, temperature and humidity
Arduino Energy Monitoring Library
The following resources are a work in progress guide to using the STM32 platform for energy monitoring, being written as part of development work into the next generation of OpenEnergyMonitor hardware
OpenSmartMeter
Low-cost & OEM agnostic GSM prepaid smart energy meter with a customizable API
EHMASS
Energy Management for Home Assistant, is a Python module designed to optimize your home energy interfacing with Home Assistant
PowerCalc
Custom component for Home Assistant to estimate the power consumption (as virtual meters) of lights, fans, smart speakers and other devices, which don't have a built-in power meter
homeassistant-alphaESS
Monitor your energy generation, storage, and usage data using the official Open API from Alpha ESS
eemeter
An open source Python package for implementing and developing standard methods for calculating normalized metered energy consumption and avoided energy use
Home Assistant Octopus Energy
Bring your Octopus Energy details into Home Assistant to help you towards a more energy efficient (and or cheaper) home
Home Assistant Glow
Makes a (not so) smart meter without a P1 port easily readable, reading the pulse LED that is always present in most cases and it works with ESPHome!
DSMR Toolkit
A set of Java based libraries and tools that should allow processing Dutch Smart Meter Requirements messages in a way that is as flexible and reusable as possible
Energy Systems / Energy System Modeling Frameworks
- Open Energy System Models
Used to explore future energy systems and are often applied to questions involving energy and climate policy
- Open Energy System Databases
Employ open data methods to collect, clean, and republish energy-related datasets for open use
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
This is the code for the online optimization of zero-direct-emission electricity systems with wind, solar and storage (using batteries and electrolysed hydrogen gas) to provide a baseload electricity demand, using the cost and other assumptions of your choice
A simulation program for electricity generation projects. It has models for different kinds of renewable energy systems and financial models for residential, commercial, and utility-scale projects
openTEPES
Determines the investment plans of new facilities (generators, ESS and lines) for supplying the forecasted demand at minimum cost
Offers a subset of features from NREL's more comprehensive REopt model. Both models provide concurrent, multiple technology integration and optimization capabilities to help organizations meet their cost savings and energy performance goals
An easy to use open source tool for power system modeling, analysis and optimization with a high degree of automation
urbs
A linear optimization model for distributed energy systems
Allows to model a power system at any level of detail e.g. micro-grid, region, country, continent
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
OSeMOSYS
An open source modeling system for long-run integrated assessment and energy planning. It has been employed to develop energy systems models from the scale of continents (African Power Pools, South America, EU28+2) down to the scale of countries, regions and villages
Provides a framework for modeling, optimizing and assessing energy systems
CoMPAS
Formed to develop open source software components related to IEC 61850 model implementation (profile management) and configuration of a power industry Protection Automation and Control System
A Julia package for power system modeling and simulation of Power Systems operations
Provides a rigorous data model using Julia structures to enable power systems analysis and modeling
- DistAIX
A simulator for cyber-physical power systems that makes use of high performance computing techniques to scale up the simulation
Antares Simulator
An Open Source power system simulator to quantify the adequacy or the economic performance of interconnected energy systems, at short or remote time horizons
HELICS
Today the core uses are in the energy domain, where there is extensive and growing support for a wide-range of electric power system, natural gas, communications and control-schemes, transportation, buildings, and related domain tools
A model generator for energy system modeling and optimization
Provides tools to model thermal energy components as an extension of oemof.solph, e.g. compression heat pumps, concentrating solar plants, thermal storage and solar thermal collectors
- VILLASnode
Connecting real-time power grid simulation equipment
Joulia.jl
A Large-Scale Spatial Power System Model for Julia
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
Temoa
Tools for Energy Model Optimization and Analysis (Temoa) is an open source modeling framework for conducting energy system analysis
PowerSystemDataModel
Provides an extensive data model capable of modeling energy systems with high granularity e.g. for bottom-up simulations
antaresViz
Visualize the results of Antares, an Open Source power system simulator meant to be used by anybody placing value in quantifying the adequacy or the economic performance of interconnected energy systems, at short or remote time horizons
Import, manipulate and explore the results of an Antares simulation
Spine-Toolbox
An application to define, manage, and execute various energy system simulation models
- OMEGAlpes
Aims to be an energy systems modeling tool for linear optimization (LP, MILP)
deflex
Flexible multi-regional energy system model for heat, power and mobility
energy-py-linear
Optimizing energy systems using mixed integer linear programming
AnyMOD.jl
Creating large scale energy system models with multiple periods of capacity expansion formulated as linear optimization problems
FlexiGIS
Extracts, filters and categorizes the geo-referenced urban energy infrastructure and allocates the required decentralized storage in urban settings
CapacityExpansion.jl
Future energy system planning (Generation and Transmission Capacity Expansion Planning) in Julia
DPsim
A solver library for dynamic power system simulation
GenX
A highly-configurable, open source electricity resource capacity expansion model that incorporates several state-of-the-art practices in electricity system planning to offer improved decision support for a changing electricity landscape
Open Energy Platform
Aims to ensure quality, transparency and reproducibility in energy system research. It is a collection of various tools and information and that help working with energy-related data
Open Energy Modelling Framework - A Python toolbox for energy system modeling and optimization. A community driven, modular, flexible and generic software project
PowSyBl
An open source framework written in Java, that makes it easy to write complex software for power systems simulations and analysis
An open source library written in Java, that makes it easy to write complex software for power systems simulations and analysis
A Python library for modelling and simulating power grids by providing bindings to the powsybl Java framework
matpower
A package of M-files for solving power flow, continuation power flow and optimal power flow problems using MATLAB or Octave
energyRt
Making Energy Systems Modeling as simple as a linear regression in R
MVS
The multi-vector simulator allows the evaluation of local sector-coupled energy systems that include the energy carriers electricity, heat and/or gas
PowNet
A least-cost optimization model for simulating the Unit Commitment and Economic Dispatch of large-scale (regional to country) power systems
OpenIPSL
A library of power system component models written in the Modelica language that can be used for power system dynamic analysis, such as phasor time-domain simulations
RAMP
A bottom-up stochastic model for the generation of high-resolution multi-energy profiles, conceived for application in contexts where only rough information about users' behaviour are obtainable
Reinforcement learning for energy systems
Geospatial Land Availability for Energy Systems
onsset
A GIS based optimization tool that has been developed to support electrification planning and decision making for the achievement of energy access goals in currently unserved locations
rl-testbed-for-energyplus
Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus
A Python package which uses different machine learning algorithms for the aggregation of time series
GridPath
A versatile simulation and optimization platform for power-system planning and operations
ANDES
Power system transient dynamics simulation with symbolic modeling and numerical analysis
ESDL
A modelling language created for the components in an energy system and their relations towards each other
A platform to design, deploy, and operate transactive energy systems in electric utility retail environments
Minpower
An open source toolkit for students and researchers in power systems
- Frictionless Energy data
Common medium to facilitate the flow of data between energy and environmental models in a way that can be automated
Open Modeling Framework
A set of Python libraries for simulating power systems behavior with an emphasis on cost-benefit analysis of emerging technologies
PSP-UFU
Open-Source Software with advanced GUI features and CAD tools for electrical power system studies
- GENeSYS-MOD
An open-source energy system model, originally based on the Open-Source Energy Modeling System (OSeMOSYS) framework, with various additions
PREP-SHOT
A transparent, modular, and open-source Energy Capacity Expansion Model
HYBRID
A modeling toolset to assess the integration and economic viability of Integrated Energy Systems
- FAME
Its purpose is supporting the rapid development and fast execution of complex agent-based energy system simulations
- REMix
The main focus is on the broad techno-economical assessment of possible future energy system designs and analysis of interactions between technologies
StorageVET
A valuation model for analysis of energy storage technologies and some other energy resources paired with storage
Aims to accurately represent steady-state and dynamic behaviors of inverter-based distributed energy resources
ETM Pro
Professional interface of the Energy Transition model
Contains the data used by Quintel energy transition modelling applications, allowing you to explore possible future energy systems for your country, region or municipality
MESMO
An open-source Python tool for the modeling, simulation and optimization of multi-scale electric and thermal distribution systems along with distributed energy resources
NemoMod.jl
A high performance, open-source energy system optimization modeling tool developed in Julia
Dynaωo
Aims at providing power system stakeholders with a transparent, flexible, interoperable and robust suite of simulation tools that could ease collaboration and cooperation in the power system community
TIMES_model
A bottom-up optimization model used for the exploration of possible energy futures based on contrasted scenarios
MUSE_OS
A open source agent-based modelling environment that can be used to simulate change in an energy system over time
Calculation engine for the Energy Transition Model
enerflow
An open-source Python framework that enables energy data scientists and modellers to write modular and reproducible energy models that solves sequential decision problems
Energy System Simulation and Optimization
An open-source energy optimization system that integrates renewable energy sources, such as photovoltaic (PV) systems, battery storage, and smart load management solutions
A highly adaptable modelling framework for multi-energy systems written in Julia
BlueSky
An EIA initiative to develop an open source, next generation energy systems model, which will eventually be used to produce the Annual Energy Outlook (AEO) and International Energy Outlook (IEO)
Energy Systems / Energy Markets
Grid Singularity Energy Exchange
An interface to download and deploy interconnected, grid-aware energy marketplaces
origin
A set of toolkits that together provide a system for issuance and management of Energy Attribute Certificates
- AMIRIS-Py
Python tools for the electricity market model AMIRIS
ASSUME
An open-source toolbox for agent-based simulations of European electricity markets, with a primary focus on the German market setup
A long-term energy-economy modeling system of U.S. energy markets
POMATO
An easy to use tool for the comprehensive analysis of the modern electricity market
pommesdispatch
A bottom-up fundamental power market model for the German electricity sector
openCEM
Capacity Expansion Model and Optimiser for the Australian National Energy Market
NEMO
The National Electricity Market Optimizer is a chronological dispatch model for testing and optimizing different portfolios of conventional and renewable electricity generation technologies
Energy Systems / Energy Data Accessibility and Integration
OpenNEM
Aims to make the wealth of public Australian Electricity Market data more accessible to a wider audience
The Public Utility Data Liberation Project
Makes the US' energy data easier to access and use
Open Data Access Tools
Aims to improve and automate access to high-value energy datasets across the U.S. Department of Energy's programs, offices, and national laboratories, and help researchers and industry to accelerate analysis and advance innovation
Power Station Dictionary
A power station dictionary that enables mapping between various naming conventions and associated plant metadata
A toolset for cleaning, standardizing and combining multiple power plant databases
- TransitionZero Python Client
This Python Client gives programmatic access to all the functionality of TransitionZero, a not-for-profit set to decarbonise energy systems by supporting global businesses and emerging market governments with open, granular and accessible data
entsoe-py
A Python client for the ENTSO-E API (European Network of Transmission System Operators for Electricity)
pyEIA
An Energy Information Administration API Python client for researchers who need data
An R package wrapping the US Energy Information Administration open data API
eiapy
A simple wrapper for the U.S. Energy Information Administration API
- feo-client
Crafted for energy systems modellers seeking access to data for nodes, assets, technologies, as well as the data supporting models and scenarios published by TransitionZero
EIAdata
Provides programmatic access to the Energy Information Administration's API
PowerGenome
A tool to quickly and easily create inputs for power systems models
conventional power plants
Contains data on conventional power plants for Germany as well as other selected European countries. The data include individual power plants with their technical characteristics
- Open Power System Data
A list of primary data sources that are helpful for power system modeling of Europe
Contains scripts that compile time series data of the European power system
- Power grid frequency data base
This data set contains precisely time stamped (GPS referenced) frequency data from several power grids around the world in one second resolution and 1 hour excerpts of raw data
gridstatus
Provides standardized API to access energy data from the major Independent System Operators in the United States
Wrapper for the Balancing Mechanism Reporting Service API to balance power flowing on to and off from the electricity Transmission System in Great Britain
NYISOToolkit
A collection of modules for accessing power system data, generating statistics, and creating visualizations from the New York Independent System Operator
Global Power Plant Database
A comprehensive, global and open source database of power plants
GeoNuclearData
Database with information about Nuclear Power Plants worldwide
UKgrid
An R data package with the UK National Grid historical demand for electricity between April 2005 and October 2019
ESIOS
Comprehensive library to access the Spanish electricity market entity in Python
energy-data
Data on global energy consumption (primary energy, per capita, and growth rates), energy mix, electricity mix and other relevant metrics
- EnergyData.Info
An open data platform from the World Bank Group providing access to datasets and data analytics that are relevant to the energy sector
- The FfE Open Data Portal
Offers an overview of free datasets for modelling energy demand and generation
Download and process German energy data from BNetzA database Marktstammdatenregister
Compilation of assumptions about energy system technologies such as cost, efficiency and lifetime that can be read by energy system modelling software
GEEST
Aims to propose a novel methodology and generate a geospatial open-source tool for mapping the enabling environments for women in a country that can inform new energy projects to support the advancement of women's economic empowerment in small island developing states while contributing to closing gender gaps in employment in the renewable energy sector
To inform electric and transportation sector analysis in the United States, each year NREL provides a robust set of modeling input assumptions for energy technologies and a diverse set of potential electricity generation futures or modeling scenarios
Countries, provinces, municipalities, districts and neighborhoods have their own unique questions for their energy systems
RE4AFAGRI
A multi-model framework to analyse deficits, requirements, and optimal solutions for integrated land-water-agriculture-energy-development nexus interlinkages in developing countries
Energy Systems / Energy Policy
Energy Policy Simulator
The open-source United States Energy Policy Simulator estimates environmental and economic impacts of hundreds of climate and energy policies
- Open Energy Tracker
An open data platform for monitoring and visualizing energy policy targets
EMILE
An application to aggregate energy consumption data across several municipal assets and report usage to monitor and manage emissions
- AMIRIS
An agent-based simulation of electricity markets and their actors enabling researchers to analyse and evaluate energy policy instruments and their impact on the actors
Energy Systems / Grid Analysis and Planning
Egret
A Python-based package for electrical grid optimization based on the Pyomo optimization modeling language
eDisGo
Optimization of flexibility options and grid expansion for distribution grids based on PyPSA
FlexPlan.jl
An open-source Julia tool for transmission and distribution expansion planning considering storage and demand flexibility
ExaGO
High-performance power grid optimization for stochastic, security-constrained, and multi-period ACOPF problems
DISPATCHES
Developed and used to identify and optimize Integrated Energy Systems for operation within the bulk power system via energy market signals
- EMMA
A techno-economic model of the north-west European power market covering France, Benelux, Germany and Poland
TulipaEnergyModel.jl
Provides an optimization model for the electricity market and its coupling with other energy sectors (e.g., hydrogen, heat, natural gas, etc.) with the main objective to determine the optimal investment and operation decisions for different types of assets
The objective of the research project SimBench is the development of a benchmark dataset to support research in grid planning and operation
GElectrical
A free and opensource electrical system analysis software for LV/MV electrical distribution networks
GridPACK
An open-source high-performance package for simulation of large-scale electrical grids
Easy SimAuto
An easy-to-use Power System Analysis Automation Platform atop PowerWorld's Simulator Automation Server
Provides a simulation toolbox to run and implement large-scale agent-based electricity grid simulations with focus on distribution grids
Power Grid Model
A library for steady-state distribution power system analysis distributed for Python and C
ElectricGrid.jl
A time domain electrical energy grid modeling and simulation tool with a focus on the control of power electronics converters
GridLAB-D
A simulation platform for future electricity distribution power systems
PowerSimData
Is part of a Python software ecosystem developed by Breakthrough Energy Sciences to carry out power flow study in the U.S. electrical grid
Designed to enable computational evaluation of emerging power network formulations and algorithms in a common platform
An extension of PowerModels.jl that provides a home for open source sharing of preliminary and/or exploratory methods in power system optimization
Power Grid Lib
This benchmark library is curated and maintained by the IEEE PES Task Force on Benchmarks for Validation of Emerging Power System Algorithms and is designed to evaluate a well established version of the AC Optimal Power Flow problem
pypownet
A power network simulator with a Reinforcement Learning-focused usage
Grid2Op
A testbed platform to model sequential decision making in power systems
RTS-GMLC
Reliability Test System of the Grid Modernization Lab Consortium
- OpenDSS
An electric power Distribution System Simulator for supporting distributed resource integration and grid modernization efforts
Provides all the tools you need to create a dynamic power grid model and analyze it
Aims to be a complete platform for power systems research and simulation
- Backbone
A generic energy network optimization tool written in GAMS
- mosaik
A flexible Smart Grid co-simulation framework
- SmartGridToolbox
Designed to provide an extensible and flexible starting point for developing a wide variety of smart grid simulations and other applications
A java tool to generate life like electrical grid models based on publicly available data, mainly OpenStreetMap and a special focus on low voltage grids
Open Infrastructure Map
A view of the world's energy and water infrastructure mapped in the OpenStreetMap database
MicroGridsPy
Provide an open-source alternative to the problem of sizing and dispatch of energy in micro-grids in isolated places
Energy Systems / Grid Management and Microgrid
Open Smart Grid Platform
An open, generic, scalable and independent 'Internet of Things' platform, which enables various connected smart objects in the public space to be easily controlled and monitored
openleadr
Open Automated Demand Response (OpenADR) is an open and interoperable information exchange model and emerging smart grid standard
SEAPATH
Aims at developing a reference design and industrial grade open source real-time platform that can run virtualized automation and protection applications for the power grid industry
Provides utilities to support data models for infrastructure modeling in NREL-SIIP
- SciGRID
Its intention is to develop methods for the automated generation of models (i.e. maps) of existing electricity grids for research and other purposes
GreenForce
National energy transmission system operator data hub developing to support change toward decarbonised economies
OperatorFabric
A modular, extensible, industrial-strength and field-tested platform for use in electricity, water and other utility operations
energy-sparks
An open source application that is designed to help schools improve their energy efficiency
Models and optimizes capacity & dispatch of electricity supply systems, off-grid or connected to a (weak) central grid
An OpenAI Gym Environment for Microgrids
APIS
Build a microgrid that utilizes variable renewable energy as the main power source and enhances the resilience of the power system
python-microgrid
A Python library to generate and simulate a large number of microgrids
CLOVER
A minigrid simulation and optimisation for supporting rural electrification in developing countries
Gym-ANM
Design Reinforcement Learning environments that model Active Network Management tasks in electricity distribution networks
A a Julia/JuMP/PowerModels package with models for DC lines, meshed DC networks, and AC DC converters
- pyehub
A Python-based, modular and nestable implementation of the Energy Hub model (balancing demand and supply, system capacity sizing and network flows using Mixed-Integer Linear Programming)
Electra
Sovereign blockchain solution that enables local micro-grid to operate smoothly between trustless actors enabling a real circular economy based on the exchange of electricity units
Vessim
A co-simulation testbed for energy-aware and carbon-aware applications and systems, based on Mosaik
VILLASnode
Used in distributed- and co-simulation scenarios and developed for the field of power grid simulation at the EON Energy Research Center in Aachen
Energy Systems / Load and Demand Forecasting
tell
An open-source Python package to model future hourly total electricity loads
load_forecasting
Load forecasting on Delhi area electric power load using ARIMA, RNN, LSTM and GRU models
draf
Analysis and decision support framework for local multi-energy hubs focusing on demand response
OpenSTEF
A Python package which is used to make short term forecasts for the energy sector
CityLearn
Official reinforcement learning environment for demand response and load shaping
disaggregator
A set of tools for processing of spatial and temporal disaggregations of demands of electricity, heat and natural gas
With the demandlib you can create power and heat profiles for various sectors by scaling them to your desired demand
dsgrid
Enables the compilation of high-resolution load datasets suitable for forward-looking power system and other analyses
Energy Systems / Regional Energy System Models
PyPSA-Earth
An Open Optimisation Model of the Earth Energy System
A Sector-Coupled Open Optimization Model of the European Transmission System
PyPSA-FES
A model that optimises investment and operation, and incorporates flexibility domestic demand flexibility to model scenarios for Great Britain's future energy system
An open-source power systems model of the bulk transmission systems in the United States
This project explores the means, costs and impacts of 24/7 Carbon-Free Energy procurement in Europe
TIMES-Ireland Model
Information on the Irish energy system as it is today and the best available projections for what the future technology and fuel options and demands will be
A model of the European electricity system built using Calliope
A capacity planning and dispatch model for the North American electricity system
nempy
Aims to enhance the Australian electricity industries modeling and analytical capabilities
openENTRANCE
The Horizon 2020 openENTRANCE project aims at developing, using and disseminating an open, transparent and integrated modeling platform for assessing low-carbon transition pathways in Europe
High resolution, sector-coupled model of the German Energy System
OSeMBE_ECEMF
Contains the energy future scenarios modelled in OSeMBE as part of the ECEMF project, which brings together energy and climate researchers and policy makers to address the central challenge of our time - how to achieve climate neutrality
PyPSA-PL
An implementation of the energy modelling framework PyPSA shipped with a use-ready dataset tailored for the Polish energy system
PyPSA-GB
An open dataset and power dispatch model of the GB transmission network using country-specific data over historical years and for future energy scenarios
Energy Systems / Renewable Energy Integration
OPEN
The framework combines distributed energy resource modelling (e.g. for PV generation sources, battery energy storage systems, electric vehicles), energy market modelling, power flow simulation and multi-period optimisation for scheduling flexible energy resources
SESMG
An energy system model generator with the focus on the optimization of urban energy systems
optihood
A python-based framework to optimize the investment in alternative energy technologies as well as the operation of available energy resources for decentralized energy networks on a neighbourhood-scale
Assesses optimal designs for the deployment of utility-scale hybrid energy plants, particularly considering wind, solar and storage
Renewable Energy Integration Simulation Engine
- PowerGAMA
A lightweight simulation tool for high level analyses of renewable energy integration in large power systems
Enables the efficient and scalable computation of renewable energy generation, levelized cost of energy, application of geospatial exclusion layers, and generation of renewable energy supply curves
Python Generator of REnewable Time series and mAps: a tool that generates high-resolution potential maps and time series for user-defined regions within the globe
A toolkit to help generate renewable energy generation time series for energy systems analysis
switch-model
Optimal planning model for power systems with large shares of renewable energy
Renewable Energy Potential(V) eXchange Toot
- dieter_py
An open source power sector optimization model that has been developed to investigate the role of electricity storage and sector coupling options in future scenarios with high shares of renewable energy sources
REVUB
The main objective is to model how flexible operation of hydropower plants can help renewable electricity mixes with variable solar and wind power to provide reliable electricity supply and load-following services
GlobalEnergyGIS
Generates input data for energy models on renewable energy in arbitrary world regions using public datasets
Contains scripts to create lists of renewable power plants in Germany, Denmark, France and Poland, and daily time series of cumulated installed capacity per energy source type for Germany
The Super Resolution for Renewable Resource Data software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs
Light-weight version of Aarhus RE Atlas for converting weather data to power systems data
REHO
A decision support tool for sustainable urban energy system planning
REVOL-E-TION
An energy system model toolbox designed to optimize integration of electric vehicle fleets into local energy systems such as mini- and microgrids, company sites, apartment blocks or single homes and estimate the resulting technoeconomic potentials in terms of costs and revenues within the energy
Consumption / Buildings and Heating
scout
A tool for estimating the future energy use, carbon emissions, and capital and operating cost impacts of energy efficiency and demand flexibility technologies in the U.S. residential and commercial building sectors
BOPTEST
The Building Optimization Testing (BOPTEST) Framework enables the assessment and benchmarking of control algorithms for building energy management
The OpenAI-Gym interface of the BOPTEST framework facilitates the assessment and benchmarking of RL algorithms for building energy management
This translator script takes an HPXML file or directory of files as an input and generates HEScore inputs from it
A program for generating load curves for residential consumers. Agent-based and extremely detailed
The-building-data-genome-project
A collection of non-residential buildings for performance analysis and algorithm benchmarking
A whole building energy simulation program that engineers, architects, and researchers use to model both energy consumption and water usage in buildings
OpenStudio
A cross-platform collection of software tools to support whole building energy modeling using EnergyPlus and advanced daylight analysis using Radiance
BEMServer
An open source Python server to deploy energy management solutions for buildings
SEED
Standard Energy Efficiency Data Platform™ is a web-based application that helps organizations easily manage data on the energy performance of large groups of buildings
HPWHsim
An open source simulation model for Heat Pump Water Heaters (HPWH)
Calculates an Energy Rating Index (ERI) via an OpenStudio/EnergyPlus-based workflow. Building information is provided through an HPXML file
Modeling of residential buildings in EnergyPlus using OpenStudio/HPXML
AixLib
A Modelica model library for building performance simulations
Tool for Energy Analysis and Simulation for Efficient Retrofit
A Python package for data handling and scenario generation of city districts and urban energy systems
IDEAS
A Modelica model library for integrated building or district energy simulations
Provides a powerful simulation toolkit for thermal engineering plants such as power plants, district heating systems or heat pumps
RC_BuildingSimulator
A Resistance Capacitance Model for an Energetic Simulation of a Building
Helps you to analyze the effects of building retrofits, land-use planning, district heating and cooling and renewable energy on the future costs, emissions and energy consumption of neighborhoods and districts
Modelica Buildings library
A free and open source library with dynamic simulation models for building energy and control systems
NYCBuildingEnergyUse
Predict the emission of greenhouse gases from buildings by looking at their age, and water consumption as well as other energy consumption metrics
Hotmaps
The open source mapping and planning tool for heating and cooling
BuildSysPro
EDF's Modelica library for buildings, districts and energy systems modeling
The Python-based open source platform for model predictive control in buildings
Performance Evaluation, Specification, Deployment and Verification of Building Control Sequences
- Energy Signature Analyser
A toolbox to analyze energy signatures of buildings and compare the signatures of all buildings within an entire building stock
BuildingSystems
The Modelica open source BuildingSystems library is developed for dynamic simulation of the energetic behavior of single rooms, buildings and whole districts
A Modelica library for building and district energy systems developed within IBPSA Project 1
teb
A library to calculate the urban surface energy balance at neighborhood scale assuming a simplified canyon geometry
A Python package that builds up on different databases and models for creating consistent demand and production time series of residential buildings
This package provides an open toolbox for district heating and cooling network optimization and simulation models
Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition
- BESOS
A collection of modules for the simulation and optimization of buildings and urban energy systems
pythermalcomfort
Package to calculate several thermal comfort indices (e.g. PMV, PPD, SET, adaptive) and convert physical variables
A web interface for comfort model calculations and visualizations according to ASHRAE Standard-55, EN Standard 16798 and ISO Standard 7730
Helping states, municipalities, utilities, and manufacturers identify which building stock improvements save the most energy and money
DSMR-reader
Used for reading the smart meter DSMR (Dutch Smart Meter Requirements) P1 port yourself at your home
Multiscale Solar Water Heating
Solar water heating system modeling and simulation for individual and community scale projects
eplusr
Provides a rich toolkit of using whole building energy simulation program EnergyPlus directly in R, which enables programmatic navigation, modification of EnergyPlus, conducts parametric simulations and retrieves outputs
Brick
An open-source effort to standardize semantic descriptions of the physical, logical and virtual assets in buildings and the relationships between them
BETTER
Building Efficiency Targeting Tool for Energy Retrofits
NILM
Non-Intrusive Load Monitoring is the process of estimating the energy consumed by individual appliances given just a whole-house power meter reading
volkszaehler.org
A free smart meter implementation with focus on data privacy
A daemon for collecting measurement data from smart meters and grid inverters over modbus
Simulation and analysis of household scenarios using modern components as alternative to fossil fuel based ones
Database with efficiency parameters from public Heatpump Keymark datasets as well as parameter-sets and functions in order to simulate heat pumps
Thermofeel
A library to calculate human thermal comfort indexes
A web-based application built to support the need of architects and engineers interested in climate-adapted design
Used to calculate heat loss and gain on a timestep basis from building foundations
- Macquette
A whole house energy assessment tool, which models a building to produce a report to help householders under how their home performs now in terms of energy use and how it might be improved
Urban Multi-scale Environmental Predictor
A climate service tool, designed for researchers and service providers presented as a plugin for QGIS
eensight
This Python package implements the measurement and verification (M&V) methodology that has been developed by the H2020 project SENSEI - Smart Energy Services to Improve the Energy Efficiency of the European Building Stock
A LiDAR-Derived Point Cloud Dataset of One Million English Buildings Linked to Energy Characteristics
- predyce
Is the natural evolution of the conventional Energy Performance Certification into real time optimization of building performance and comfort, by capturing the building's dynamic behaviour, and at the same time providing transparent feedback, through an intuitive interface
EUReCA
Provides an efficient and reliable Urban Building Energy Modeling platform, entirely developed in Python, aiming at simulating and predicting cities and urban areas energy consumption
Provides generic functions and classes commonly used for the analysis and optimization of energy systems, buildings and indoor climate
nmecr
Builds upon the energy efficiency community's past efforts to model complex and nuanced building energy use profiles
SAM
An open-source software designed to help engineers create analytical models of energy-efficient buildings
Meirim
A open-source smart city application that facilitates transparency in urban planning
Better Thermostat
This custom component for Home Assistant will add crucial features to your climate-controlling Thermostatic Radiator Valves to save you the work of creating automations to make it smart
A Carbon Tool
An open source web application that enables users to estimate embodied carbon equivalent content from Building Information Models
CarboLifeCalc
An embodied carbon calculator for the built environment
An open source initiative to share and compare heat pump performance data
Sinergym
Gym environment for building simulation and control using reinforcement learning
pyBuildingEnergy
Provides an assessment of building performance through a methodology that must take into account various aspects such as the thermal characteristics of the building, the use of renewable energy sources, building automation and control systems
Dynamic ISO Building Simulator
A simulation program for calculating the space heating, occupancy hot water, cooling and electricity demand of German non-residential buildings
Home Energy Assessment Database
Documentation, conversions, and data supporting Climate Cooperative's home energy audit and calculation tools
GridWorks SpaceHeat SCADA
Intended for running a heat pump thermal storage space heating system in a house, and doing this transactively
National scale modeling of the U.S. commercial building stock supported by U.S. DOE, LADWP, and others and maintained by NREL
HeatPro
Finds its roots in the need of using representative heating load curve for the simulation and optimization of various District Heating Network (DHN) production plant
Home Energy Analysis Tool
Provide an app that helps residential energy coaches or advocates, and some homeowners, estimate a home's heating requirements (heat load) and assess whether proposed heat pumps have sufficient heating capacity for the home
Versatile Thermostat
A full featured Thermostat for Home Assistant: presets, window, motion, presence and overpowering management
Building energy modeling (BEM) tool designed to model flexible loads in residential buildings
A data-driven knowledge-integrated framework that automatically verifies that building system controls function as intended
An open-source, Python-based tool that provides urban planners, energy suppliers, and related professionals with essential insights into energy demands, enabling effective neighborhood energy system design and supply harmonization
Consumption / Mobility and Transportation
A package for sustainable transport planning with R
CO2MPAS-TA
CO2MPAS is backward-looking longitudinal-dynamics CO2 and fuel-consumption simulator for light-duty vehicles
- GEARSHIFT
Generate WLTC gear-shifts based on vehicle characteristics
ocpp
Python implementation of the Open Charge Point Protocol
MaaS Global
Mobility as a Service API - data model, tests and validation
CoopCycle
A self-hosted platform to order meals in your neighborhood and get them delivered by bike couriers
EVNotify
Allows you to monitor your electric vehicle and lets you notify when the specified preset state of charge has been achieved
icare
An open source carpooling platform used as a basis for our commercial product Company Carpool
Carpoolear
The first Argentine Facebook app that allows the users of this social network to share car trips with other users
- UTD19
Largest multi-city traffic dataset publicly available
OpenEVSE
Firmware for OpenEVSE: Open Source Hardware J1772 Electric Vehicle Supply Equipment
Uses an ESP8266 (ESP-12) which communicates with the OpenEVSE controller via serial utilizing the existing RAPI API serial interface
DeepMove
Predicting Human Mobility with Attentional Recurrent Networks
mobility-data-specification
A data standard to enable communication between mobility companies and local governments
OpenConcept
A toolkit for conceptual MDAO of aircraft with unconventional propulsion architectures
Open Charge Map
The global public registry of electric vehicle charging locations
EVCC
An extensible EV Charge Controller with PV integration implemented in Go
SteVe
Provides basic functions for the administration of charge points, user data and RFID cards for user authentication and was tested successfully in operation
RISE-V2G
The only fully-featured reference implementation of the Vehicle-2-Grid communication interface ISO 15118
simobility
A human-friendly Python framework that helps scientists and engineers to prototype and compare fleet optimization algorithms (autonomous and human-driven vehicles)
MobiVoc
An open vocabulary for future-oriented mobility solutions
Transportr
The public transport companion that respects your privacy and your freedom
OneBusAway
The Open Source platform for Real Time Transit Info
node-gtfs
Import GTFS transit data into SQLite and query routes, stops, times, fares and more
Public Transport Enabler
Unleash public transport data in your Java project
Turn OpenStreetMap data and schedule information into GTFS
Quetzal
A modeling library designed for transport planning and traffic forecasts
quetzal_germany
A four step transport model for Germany using the quetzal transport modeling suite
- OpenMobility
Driving the Evolution and Broad Adoption of Open Source Mobility Modeling and Simulation Technologies
NoiseModelling
A free and open source model to compute noise maps
Android App dedicated to the measurement of environmental noise
CyclOSM
A CartoCSS map style designed with cycling in mind
An OpenAI Gym Environment for Electric Motors
BEAM
The Framework for Modeling Behavior, Energy, Autonomy, and Mobility in Transportation Systems
WoBike
Public transport and multimodal routing apps could benefit from showing nearby bikes from bikesharing services. So here's a list showing the APIs of a few of these platforms
multicycles
Aggregates on one map, more than 100 share vehicles like bikes, scooters, mopeds and cars
pybikes
Provides a set of tools to scrape bike sharing data from different websites and APIs, thus providing a coherent and generalized set of classes and methods to access this sort of information
ChargyDesktopApp
Chargy is a transparency software for secure and transparent e-mobility charging processes, as defined by the German "Eichrecht"
Connectivity between the World Wide Charging Protocol (WWCP) and the Open Charge Point Protocol (OCPP v1.6/v2.0)
The World Wide Charging Protocol Suite is a collection of protocols in order to connect market actors in the field of e-mobility solutions via scalable and secure Internet protocols
- openv2g
The objective to start this project is primarily to support the ISO and IEC standardization process to specify the so called "Vehicle 2 Grid Communication Interface" (V2G CI) which became the ISO IEC 15118 specification by now
A novel application of the RAMP main engine for generating bottom-up stochastic electric vehicles load profiles
PCT
The goal is to increase the accessibility and reproducibility of the data produced by the Propensity to Cycle Tool (PCT)
goat
A tool capable of modeling walking and cycling accessibility
gtfs-router
An R package for routing with GTFS (General Transit Feed Specification) data
CityFlow
A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario
Complete_Street_Rule
An ArcGIS CityEngine scenario oriented design tool intended to enable users to quickly create procedural generated multimodal streets
tesla_powerwall
Python Tesla Powerwall API for consuming a local endpoint
Vehicle Energy Dataset
A large-scale dataset for vehicle energy consumption research
gbfs
Documentation for the General Bikeshare Feed Specification, a standardized data feed for shared mobility system availability
Bike Index
Bike registration that works: online, powerful, free
go-ocpp
v1.5 and v1.6 Open Charge Point Protocol implementation in Golang
EVMap
Android app to access the goingelectric.de electric vehicle charging station directory
emobility-smart-charging
Smart charging algorithms with REST API for electric vehicle fleets
open-ev-data
Open Dataset of Electric Vehicle specs
BikeshareClient
Dotnet library for integrating with GBFS bikeshare systems
Growing Urban Bicycle Networks
Source code for the paper Growing Urban Bicycle Networks, exploring algorithmically the limitations of urban bicycle network growth
A/B Street
A traffic simulation game exploring how small changes to roads affect cyclists, transit users, pedestrians, and drivers
enviroCar
An Android App for collecting car sensor data for the enviroCar platform
EVerest
An open source software stack for EV charging infrastructure from firmware to cloud: OCPP, ISO 15118, SunSpec, Modbus, energy management and load balancing and an entire flexible middle-ware framework based on MQTT. Part of the Linux Foundation Energy ecosystem
Streetmix
Makes it easy for people to design public spaces together
3Dstreet
Creates 3D visualizations of your 2D Streetmix.net streets
Transitland
An open data platform that collects GTFS, GTFS Realtime, and other open data feeds from transit providers around the world
cyclestreets
The goal of cyclestreets is to provide a simple R interface to the CycleStreets routing service
An online application for fuel suppliers to manage their compliance obligations under the Greenhouse Gas Reduction
EV Footprint
A simulation of the true impact on climate and CO2 emissions of an electric car vs a traditional gasoline car
Mobility
An open-source solution to compute the carbon emissions due to the mobility of a local population
Simulation Program for Individual Charging Events of Electric Vehicles
- EV Fleet Simulator
Predict the energy usage of a fleet of electric vehicles
motulator
Simulation models for an induction motor, a synchronous reluctance motor, and a permanent-magnet synchronous motor
Fully integrated, open-source software tool to evaluate strategies for deploying advanced locomotive technologies and associated infrastructure for cost-effective decarbonization
lowtrip
A web app to compute travel CO2eq for different means of transport worldwide
Global Healthy and Sustainable Cities Indicators
An open-source tool for calculating spatial indicators for healthy, sustainable cities worldwide using open or custom data
EV-EcoSim
A grid-aware co-simulation platform for the design and optimization of EV Charging Infrastructure
e-mission
Enables people to track their travel modes—by car, bus, bike or walking and measure their associated energy use and carbon footprint
CoachCO2
Aims to raise user awareness about their carbon footprint, notably based on their transport data
Radverkehrsatlas
Provides access to bicycle infrastructure data from OpenStreetMap for administrative staff
EV2Gym
A V2G Simulation Environment for large scale EV charging optimization
Tools for the iTEM databases
Contains tools for two databases maintained by iTEM, the International Transport Energy Modeling consortium
Cartes
A French alternative to Google Maps that aims to focus on climate-friendly transports mode
accessibility
Given a pre-computed travel cost matrix and a land use dataset (containing the location of jobs, healthcare and population, for example), the package allows one to calculate accessibility levels and accessibility poverty and inequality
FAF5-Analysis
Produce and interactively visualize publicly available geospatial data to support trucking fleets in navigating the transition to alternative energy carriers
Produce and interactively visualize publicly available geospatial data to support trucking fleets in navigating the transition to alternative energy carriers
Consumption / Production and Industry
btp-ai-sustainability-bootcamp
Showcasing SAP partners how to add Intelligence and Sustainability into your industry cloud solutions on SAP Business Technology Platform
AMO-Tools-Desktop
An energy efficiency calculation application for use with industrial equipment such as pumps, furnaces, fans, and motors, as well as for industrial systems such as steam
A calculator developed by NREL for projecting energy efficiency and fuel switching scenarios for the U.S. industrial sector energy use and emissions at the Census Region and county-level
Methods are developed in an open and transparent stakeholder process that uses empirical testing to define replicable methods for calculating normalized metered energy consumption using either monthly or interval data from an existing conditions baseline
OpenModelica
An open source Modelica-based modeling and simulation environment intended for industrial and academic usage
Consumption / Computation and Communication
Eco-CI
Estimating the energy consumption of CI / CD pipelines on GitHub and GitLab
An open source suite to measure, display and compare software energy and CO2 consumption for containerized software. External power meters as well as RAPL and also ML-estimation models are supported
Scaphandre
An open source software agent to track energy consumption of ICT services from the servers
Tracarbon
Tracarbon tracks your device's energy consumption and calculates your carbon emissions using your location
- H2020 CATALYST
Converting data centres in energy flexibility ecosystems
Energy-Languages
The complete set of tools for energy consumption analysis of programming languages, using Computer Language Benchmark Game
energyusage
A Python package that measures the environmental impact of computation
CPU Energy Meter
A Linux tool that allows to monitor power consumption of Intel CPUs at fine time intervals
PowerAPI
A middleware toolkit for building software-defined power meters
GreenFrame
A tool to measure the carbon footprint of a user scenario on a given website application. GreenFrame is able to measure CPU, memory and network usage of Docker or Kubernetes containers. By measuring resource consumption of dockerized E2E tests, GreenFrame allows to compare the consumption of an app between its different versions
patch-node
The road to global carbon-neutrality will be through programmatic compensation
co2.js
A npm module for accessing the green web API, and estimating the carbon emissions from using digital services
nvidia-co2
Adds gCO2eq emissions to nvidia-smi
The Low Impact Website
Reduces data transfer by up to 70% in comparison to our regular website
Cloud Carbon Footprint
A tool to estimate energy use (kilowatt-hours) and carbon emissions (metric tons CO2e) from public cloud usage
A software toolkit to measure the energy footprint of a host machine along the execution of a piece of Python code
Carbon free energy for Google Cloud regions
Contains sustainability characteristics of Google Cloud regions in a machine readable format
- FEEP
Improve the energy efficiency of free and open source software
Simulator for modeling energy consumption in cloud, fog, and edge computing environments
Estimate the total emissions for popular CryptoArt platforms
kube-green
A k8s operator to reduce CO2 footprint of your clusters
Kepler
Uses eBPF to probe energy related system stats and exports as Prometheus metrics
Software Carbon Intensity Specification
A specification that describes how to calculate a carbon intensity for software applications
Principles of Green Software Engineering
Are a core set of competencies needed to define, build and run sustainable software applications
A tool written in go to help you factor carbon intensity into decisions about where and when to run computing jobs
Eco2AI
A Python library which accumulates statistics about power consumption and CO2 emission during running code
impact
Compute your ML model's emissions with our calculator and add the results to your paper with our generated LaTeX template
Track emissions from Compute and recommend ways to reduce their impact on the environment
experiment-impact-tracker
Meant to be a simple drop-in method to track energy usage, carbon emissions, and compute utilization of your system
Environmental Footprint Data
Aims to reference as much data as possible to help organizations to evaluate the environmental footprint of their information systems, applications and digital services
Carbonalyser
Allows to visualize the electricity consumption and greenhouse gases emissions that your Internet browsing leads to
carbontracker
Track and predict the energy consumption and carbon footprint of training deep learning models
green-ai
The Green AI Standard aims to develop a standard and raise awareness for best environmental practices in AI research and development
Helps you build the carbon aware software solutions with the intelligence to use the greenest energy sources
ecoCode
Reduce the environmental footprint of your programs with this cutting-edge SonarQube plugin
PowerJoular
Allows monitoring power consumption of multiple platforms and processes
Green Algorithms
Aims at promoting more environmentally sustainable computational science
Camunda Carbon Reductor
Allows you to time shift your processes' carbon emissions when energy is clean while still fulfilling the requested service level agreement
Quell
The Content Management Software that combats climate change stopping web carbon production in its tracks
Ecoindex_cli
This tool provides an easy way to analyze websites with Ecoindex from your local computer using multi-threading
Zeus
A Framework for Deep Learning Energy Measurement and Optimization
perun
Calculates the energy consumption of Python scripts by sampling usage statistics from your hardware components
Web Sustainability Guidelines
The draft specification for our Web Sustainability Guidelines and any supplementary documentation, including our introduction to Web Sustainability
GEOPM
Serves as a framework for investigating energy and power optimizations geared towards heterogeneous high performance computing platforms
EcoSonar
Enabling development teams to consider the environmental impact of digital technology during development and to promote knowledge of best eco-design and accessibility practices
Carbon Tools
A set of CO2 footprint tools to measure the impact of the code we ship
CNCF Green Reviews WG
Project Repository for the WG Green Reviews which is part of the CNCF TAG Environmental Sustainability
HBERT
A open source Revit plug in that measure the embodied carbons of materials applied within a Revit model
Get Boavizta impact data for your AWS cloud account usage
Model, Measure, simulate and monitor the environmental impacts of software
Sustainability Scanner
An open source tool that helps you create a more sustainable infrastructure on AWS by evaluating it against a set of sustainability best practices and generating a report with a sustainability score and suggested improvements to apply to your template
EcoLogits
Tracks the energy consumption and environmental impacts of using generative AI models through APIs
E-footprint model
A toolkit for exhaustively modeling the environmental impact of digital services
carbonifer
Transforms your cloud infrastructure into a carbon-aware cloud by estimating the footprint of Terraform files and real-time measurement of the current carbon emissions of your infrastructure deployed in the cloud
WordPress Sustainability Handbook
We seek to embed sustainable practices into WordPress to ensure the longevity of the project
impactco2
Comparing the CO₂e consumption of various equivalent products
An application that measures and reports the power consumption of a Mac, giving you real-time insight into your device's energy consumption and carbon footprint based on your location
Energy Efficiency in Programming Languages
Provides a benchmarking tool to measure energy efficiency across various programming languages using Docker
ALUMET
A modular tool that measures energy consumption and performance metrics of CPU and GPU
Consumption / Agriculture and Nutrition
Farmbot
Humanity's open-source CNC farming machine
OBIA4RTM
Aims for plant parameter retrieval - relevant in smart farming applications - by using radiative transfer models and object-based image analysis that directly addresses actual user needs and policy demands in a highly efficient, flexible and scalable way
DSSAT Cropping System Model
Has been used for many applications ranging from on-farm and precision management to regional assessments of the impact of climate variability and climate change
MAgPIE
Model of Agricultural Production and its Impact on the Environment
OBI
The Open-Bodem-Index-Calculator is a tool that evaluates the soil of agricultural fields based on four main criteria: chemical, physical, biological and management
Cycles
A daily time-step agroecosystem model that simulates the biophysical processes and management practices occurring within cropping systems and other land uses
ApsimX
An agricultural modeling framework used extensively worldwide
Resilience Atlas
An interactive analytical tool for building understanding of the extent and severity of some of the key stressors and shocks that are affecting rural livelihoods, production systems, and ecosystems in the Sahel, Horn of Africa and South and Southeast Asia
monica
A dynamic, process-based simulation model which describes transport and bio-chemical turn-over of carbon, nitrogen and water in agro-ecosystems
OpenFarm
A free and open database and web application for farming and gardening knowledge
Agridat
An extensive collection of datasets from agricultural experiments
Karrot
Web application for organization of foodsaving groups worldwide
openfoodnetwork
An online marketplace for local food. It enables a network of independent online food stores that connects farmers and food hubs with individuals and local businesses
powerplant
Provides intelligent planting suggestions which maximize positive crop interaction for the mutual benefit of all your crops
Trefle
A botanical JSON REST API for plants species, allowing you to search and query over all the registered species, and build the next gardening apps and farming robots
HappyPlants
Creating your own plant database in a visual way
dormancyR
Provide alternatives to common chill models used in horticulture to compute chill metrics in deciduous fruit tree orchards as well as functions to handle weather data
seedr
An R package that provides functions to fit hydro and thermal time germination models
plantFEM
A plant simulator based on Finite Element Method, which targets crops in fields. This software provides multi-physical simulations of agriculture for canopies, plants, and organs for farmers, breeders, and agronomists
openfoodfacts-server
Open Food Facts is a collaborative, free and open database of food products from around the world
- ramlegacy
A compilation of stock assessment results for commercially exploited marine populations from around the world
Growstuff
Open source and open data platform that can predict when your plantings will be ready to harvest
- FarmOS
Open source web-based application for farm management, planning, and record keeping
Is-Vegan
Helps you to find out which food ingredients are vegan / non-vegan
AgroMo
An Integrated Assessment and Modelling software that integrates a crop, biogeochemical and a agro-economical model
CropHarvest
Collects data from a variety of agricultural land use datasets and remote sensing products
BreizhCrops
A Satellite Time Series Dataset for Crop Type Identification
Veganify
A multilingual progressive web app, which scans the EAN or UPC codes of over 3.000.000 food- or non-food-products and simply tells you if it they're vegan or not
Sentinels for Common Agriculture Policy
Aims at providing to the European and national stakeholders validated algorithms, products, workflows and best practices for agriculture monitoring relevant for the management
EuroCrops
A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union
Can develop rich geospatial insights for agriculture and sustainability
agrolib
A set of libraries for agrometeorological modeling and climate analysis
FIELDimageR
A Tool to Analyze Images From Agricultural Field Trials and Lab in R
AquaCrop
A free open-source tool for assessing climate and water impacts on agriculture
PCSE
A framework developed for implementing crop simulation models developed in Wageningen
climatrends
Provides methods to compute precipitation and temperature indices for climate models in ecology
Agroecology-Map
A technological platform that allows the mapping and exchange of Agroecological and Agroforestry experiences
osiris
A R package to process climate impacts on agricultural yields for the Global Change Analysis Model
PoPS
This is the R package for simulating spread of pests and pathogens
DiCRA
Provides open access to key geospatial datasets pertinent to climate resilient agriculture
OpenOlitor
Administration platform for Community Supported Agriculture and for direct selling farming projects based on a subscription model
Grimgrains
A Plant-based cooking website
extractOz
Extract the Global Runoff Data Centre agroecological zone, major soil order and weather data from your GPS sampling points
PyAEZ
A python package consisted of many algorithms related to Agro-ecological zoning (AEZ) framework
Includes a numerical solution for three-dimensional water and heat flow in the soil, coupled surface and subsurface flow, meteorological data interpolation, radiation budget, crop development and crop water uptake
Agro-hydrological model that simulates one-dimensional water flow in variable saturation soils, crop development, root water extraction and irrigation water needs
S4A
A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning
LiteFarm
A platform joining farmers and scientists together for participatory assessment of social, environmental and economic outputs of farming systems
- biotrade
Analyses international trade of bio-based products with a focus on the agriculture and forestry sectors
PyETo
A Python library for calculating reference crop evapotranspiration, sometimes referred to as potential evapotranspiration
DynACof
Process-based model computes plot-scale Net Primary Productivity, carbon allocation, growth, yield, energy, and water balance of coffee plantations according to management
WorldCereal
An efficient, agile and robust EO based system for timely global crop monitoring at field scale
AgML
Provides access to public agricultural datasets for common agricultural deep learning tasks, with standard benchmarks and pretrained models, as well the ability to generate synthetic data and annotations
Broccoli
A free eco-friendly recipe app for building your recipe collection, distraction free cooking and seasonal ingredients
- epicrop
Simulation modelling of crop diseases using a Susceptible-Exposed-Infectious-Removed (SEIR) model in R
Allows users to access the USDA's National Agricultural Statistics Service Quick Stats data through their API
- foodsharing
A platform and initiative against food waste
Cover Crop Species Selector
Used to help farmers select a cover crop that fits their goals and constraints
AgIsoStack-plus-plus
ISO-11783 stack for smart agricultural machinery communication
Teikei
A web application and API that maps out community-supported agriculture in Germany, Switzerland, and Austria, based on crowdsourced data
PyCrop2ML
A free, open-source library for defining and sharing CropML models used to represent the various biological processes involved in crop models
Cropbox.jl
Provides a domain specific language for developing crop models
MAIZSIM
A mechanistic model of maize growth, development and yield
Carob
Create reproducible workflows that reshape primary agricultural research data from experiments and surveys into a standard format, and to aggregate individual data sets into larger collections that can be used in further research
ALLFED Integrated Food System Model
An integrated food supply model for resilient foods in nuclear winter
fiboa
The Field Boundaries for Agriculture project is focused on making field boundary data openly available in a unified format on a global scale
AgML
Aspires to identify key research gaps and opportunities at the intersection of agricultural modelling and machine learning research and support enhanced collaboration and engagement between experts in these disciplines
Petari
An initiative by an organization aiming to redistribute excess food from various events to those in need
Food Expiration Dates
This simple app helps you avoid forgetting to consume foods that are about to expire
The Farmer Journal
A farm management software for the hobbyist and smallholder farmer
HarvestStat
Contains cleaned and harmonized subnational global crop production data from various sources, including the Famine Early Warning Systems Network (FEWS NET) of the United States Agency for International Development (USAID) and the Food and Agriculture Organization (FAO)
CSA Admin
Offers you a wide range of features specifically developed for the needs of Community Supported Agriculture
Land Griffon
Empowers companies to measure, manage, and transform agricultural supply chain impacts using an open scientific methodology
Fields of The World
A comprehensive benchmark dataset designed to enhance the development of machine learning models for instance segmentation of agricultural field boundaries
EuroCropsML
A pre-processed and ready-to-use machine learning dataset for crop type classification of agricultural parcels in Europe
A framework for obtaining large data sets of geo-referenced crop type labels obtained from vehicle mounted cameras that can be extended to other applications
Emissions / Carbon Intensity and Accounting
NMF.earth app
iOS & Android app to understand and reduce your carbon footprint
EnergyPATHWAYS
The energyPATHWAYS Model is a professional, open source energy and carbon planning tool for use in evaluating long-term, economy-wide greenhouse gas mitigation scenarios
blockchain-carbon-accounting
Code of the Carbon Accounting and Certification Working Group
footprint
An R package to calculate carbon footprints from air travel based on IATA airport codes or latitude and longitude
intensegRid
Provides information on national and regional carbon intensity, the amount of carbon emitted per unit of energy consumed, for the UK
carbonintensity-api
Rust library to retrieve regional carbon intensity data from the UK National Grid
Silicone
Automated filling of detail in reported emission scenarios
OpenClimate
Independent Climate Accounting Network in support of Paris Agreement goals
Scope3
Build a framework where the media and advertising industry can collaborate on best practices for measuring emissions from the advertising value chain
A python package to retrieve and process historical emissions data of the National Electricity Market, reproduced by datasets published by the Australian Energy Market Operator
Steel Emissions Reporting Guidance
RMI's steel emissions accounting and data exchange guidance
carbonr
A package in R to conveniently calculate carbon-equivalent emissions
Pledge4Future
Allows you to calculate your work related CO2e emissions from heating and electricity consumptions as well as business trips and commuting
Travel Impact Model
Describes the modeling assumptions and input specifications behind the Travel Impact Model (TIM), a state of the art emission estimation model that Google's Travel Sustainability team has compiled from several external data source
- Profit and emission database
A free public database on large corporate emissions and profits
Open Source carbon accounting for cities
ec0lint
A static code analysis tool that provides users with hints on how to reduce the carbon footprint of their websites during the development process
Kubernetes Carbon Intensity Exporter
Provides a data exporter by which Kubernetes operators can leverage the carbon intensity data from 3rd party for carbon-aware workload scheduling
Electricity Maps
A real-time visualization of the CO2 emissions from electricity consumption
aioelectricitymaps
Asynchronous Python client for Electricity Maps
Open Grid Emissions Initiative
Seeks to fill a critical need for high-quality, publicly-accessible, hourly grid emissions data that can be used for GHG accounting, policymaking, academic research, and energy attribute certificate markets
gridemissions
Displays the hourly carbon footprint of the US electricity system
pyELQ
Detect, localize, and quantify methane emissions from concentration and wind measurements
Technology-Carbon-Standard
Aims to provide a unified standard for understanding, quantifying, and reducing carbon emissions from an organisation's technology landscape
Open-IMO-CII-Calculator
A C# library for calculating the carbon intensity indicator for ships, in accordance with the International Maritime Organization's carbon regulations
The NHS Emission Quantification Recipe Book
A transparent, collaborative and evidence-based approach to establishing a standardised means of calculating emissions associated with NHS Carbon Footprint and Carbon Footprint Plus
Open Sustainability Index
An open, transparent, wikipedia-like sustainability database - aiming to accelerate comparable corporate sustainability data
GHGPy
An open source greenhouse gas accounting tool that complies with IPCC 2006 and the GHG Protocol
In 10 Minutes,get an estimate of your carbon footprint
Carbon Intensity API
The Carbon Intensity API uses cutting-edge machine learning and sophisticated power system modelling to forecast carbon intensity and generation mix 96+ hours ahead for every region in the UK
Emissions / Carbon Offsets and Trading
Carbon Dioxide Removal Database
Open science reports on carbon removal projects and technologies
National Carbon Credit Registry
As an online database using national and international standards for quantifying and verifying greenhouse gas emissions reductions by programmes
Statistical models of forest carbon potential and risks
Guardian
Provides auditable, traceable, reproducible records that document the emission process and lifecycle of carbon credits, which reduce fraud in the ESG market
NCX Harvest Deferral Methodology
Documents, Data, and Code for the NCX Methodology For Improved Forest Management Through Short-Term Harvest Deferral
PRTR
A project for handling the European Pollutant Release and Transfer Register (E-PRTR) data and publishing it as a national web service
Provides a Python client for retrieving the latest data on the EU Emissions Trading System market and its participants
World Carbon Pricing Database
This dataset contains information on carbon pricing mechanisms (carbon taxes or cap-and-trade) introduced around the world since 1990
Dynamic electricity carbon emission factors and prices for Europe
- eu_cbm_hat
Enables the assessment of forest CO2 emissions and removals under scenarios of forest management, natural disturbances and forest-related land use changes
Emissions / Carbon Capture
ClimateMARGO.jl
A Julia implementation of MARGO, an idealized framework for optimization of climate change control strategies
OceanBioME.jl
A tool to study the effectiveness and impacts of ocean carbon dioxide removal strategies
CDRMEx
Carbon Dioxide Removal Modeling Experiments
- OpenIAM
An open source integrated assessment model developed by National Risk Assessment Partnership Phase II to facilitate risk assessment, management and containment assurance for geologic carbon sequestration projects
FOQUS
Framework for Optimization and Quantification of Uncertainty and Surrogates
GEOS
A simulation framework for modeling coupled flow, transport, and geomechanics in the subsurface
ThermoPack
A thermodynamic model library for fluid properties and pressure-volume-temperature property calculations
Emissions / Emission Observation and Modeling
- Carbon Mapper
Accelerate local climate action globally by locating, quantifying and tracking methane leaks and CO2 point-sources from space
The global fossil fuel supply chain, mapped at the asset-level
R scripts for a greenhouse gases emissions indicator published on Environmental Reporting British Columbia
- DuMux
Based on the DUNE framework and aims to provide a multitude of numerical models as well as flexible discretization methods for complex non-linear phenomena, such as CO2 sequestration, soil remediation, drug delivery in cancer therapy and more
oco2peak
The goal of our project is to localize CO2 emissions on Earth based on the carbon concentration data measured by the OCO-2 Satellite from NASA
- CO2 Emission Datasets
The CHE Data Portal provides an interface to the distributed data used and made available through the project, either as input data sets or as resulting data sets
Global Carbon Budget
An annual living data publication of carbon cycle sources and sinks, generated from multiple data sources and by multiple organisations and research groups
emissions-api
A solution that provides simple access to emissions data of climate-relevant gases
eixport
An R package that provides functions to read emissions from VEIN and from other models in different formats and export the emissions into the appropriate format suitable to other models
This package provides some methods to create emissions (with a focus on vehicular emissions) for use in numeric air quality models such as WRF-Chem
- vein
An R package to estimate Vehicular Emissions INventories
Produces consistent estimates of global air emissions species over the industrial era (1750 - present)
PyChEmiss
A Python script to create the wrfchemi file from local emissions needed to run WRF-Chem model
Data on CO2 and greenhouse gas emissions by Our World in Data
X-STILT
An atmospheric transport model that deals with vertically integrated column CO2 and potentially other trace gases
An open source Lagrangian particle dispersion model which is widely used to simulate the transport of pollution and greenhouse gases through the atmosphere
OpenGHG
A cloud platform for greenhouse gas data analysis and collaboration
Open Carbon Watch
We monitor greenhouse gases emission reports published by organizations, along with their legal obligations and their own commitments, and track them over time
Methane-detection-from-hyperspectral-imagery
Deep Learning based Remote Sensing Methods for Methane Detection in Airborne Hyperspectral Imagery
- Methane Source Finder
Explore, analyze, and download methane plumes detected from airborne platforms on an interactive map alongside VISTA infrastructure, gridded methane estimates, and other additional data layers
deep-smoke-machine
Deep learning models and dataset for recognizing industrial smoke emissions
Ribbit Network Frog Sensor
The sensor for the world's largest crowdsourced network of open-source, low-cost, CO2 Gas Detection Sensors
FIRECAM
An online app for end-users to diagnose and explore regional differences in fire emissions from five global fire emissions inventories
ESTA
A command-line tool for processing raw emissions data into spatially and temporally-allocated emissions inventories, suitable for photochemicaly modeling or other analysis
FlyingClimate
Model the CO2 and non-CO2 effects like nitrogen oxide emissions and contrail formation to analyse aviation's total warming footprint
Industrial Smoke Plume Detection
Characterization of Industrial Smoke Plumes from Remote Sensing Data
- EDGAR
Emissions Database for Global Atmospheric Research
- OpenGHGMap
A city-level CO2 emissions inventory for Europe
Integrated Carbon Observation System
Produces standardised data on greenhouse gas concentrations in the atmosphere, as well as on carbon fluxes between the atmosphere, the earth and oceans
- Global Database of Cement, Iron and Steel Production Assets
The Global Database of Cement, Iron and Steel Production Assets provides information on global cement production plants that are operational today
The Global Registry of Fossil Fuels
Open Source database of oil, gas and coal production and reserves globally, expressed in CO2-equivalent
Easy-ERA5-Trck
A super lightweight Lagrangian model for calculating millions of trajectories using ERA5 data
- GRACED
Near-real-time Global Gridded Daily CO2 Emissions Dataset from fossil fuel and cement production with a global spatial resolution of 0.1° by 0.1° and a temporal resolution of 1 day
ECAM
Water and wastewater utility operators can assess their greenhouse gas emissions and energy consumption
Emissions Modeling Framework
A client-server system designed to store information related to emissions modeling, with integrated quality control processes
A state-of-the-science emission modeling system that estimates emissions for mobile sources at the national, county, and project level for criteria air pollutants, greenhouse gases, and air toxics, available under EPA's Open Source Software policy
Evaluate the Greenhouse Gas emissions of Light-Duty vehicles
Estimating public transport emissions from GTFS data
HEMCO
Computing atmospheric emissions from different sources, regions, and species on a user-defined grid
MethaneMapper
A fast and accurate deep learning based solution for methane detection from airborne hyperspectral imagery
Pyra
Automated EM27/SUN Greenhouse Gas Measurement Software
EMIT-Data-Resources
Built to help scientists understand how dust affects climate, the EMIT can also pinpoint emissions of the potent greenhouse gas
Contains the source code for setting up and running the Integrated Methane Inversion with GEOS-Chem
eCalc
A software tool for calculation of energy demand and greenhouse gas emissions from oil and gas production and processing
Includes our libraries and scripts for analyzing California's compliance forest carbon offsets program
- Fossil Shipment Tracker
A data platform that provides decision-makers, journalists and campaigning organizations with information that helps identify fossil fuel shipments from Russia
UNFCCC DI API
Data access to the total greenhouse gas emissions by country reported to the United Nations Framework Convention on Climate Change (UNFCCC)
STARCOP
Semantic Segmentation of Methane Plumes with Hyperspectral Machine Learning models
A suite of API's that EPA's Clean Air Markets Division provides to access the data collected to run programs designed to reduce air pollution from power plants
goFlux
A user-friendly way to calculate greenhouse gas fluxes in soil yourself, regardless of user experience
Klimatkollen
A web application that displays emissions within municipalities in Sweden, along with a machine learning data pipeline under development, which will find, extract, and list emissions from companies
- bonsai_ipcc
Enables users to calculate national greenhouse gas (GHG) inventories based on the guidelines provided by the International Panel on Climate Change
OpenMethane
Method to calculate a gridded, prior emissions estimate for methane across Australia
Your gateway to ensure robust Measurement, Reporting and Verification (MRV) toward the Enhanced Transparency Framework (ETF) and to accelerate implementation of the Nationally Determined Contribution (NDC)
FLINT
A modular system to estimate greenhouse gas emissions and removals by the land sector
CARDAMOM
A Bayesian inference approach for using terrestrial ecosystem observations to optimize terrestrial carbon cycle model states and processes parameters
BlueCarbon
Facilitate the estimation of organic carbon stocks and fluxes from soil/sediment cores from blue carbon ecosystems
ameriflux
A network of PI-managed sites measuring ecosystem CO2, water, and energy fluxes in North, Central and South America
Kausal Paths
A tool for predicting the future emissions of cities based on historical emission data and various climate actions
This repository contains the code for the EPA U.S. gridded methane greenhouse gas inventory
reemission
A Python library and a command line interface tool for estimating CO2, CH4 and N2O emissions from water reservoirs
Private Jet Flights
Track and quantify emissions of private jets
Emiproc
A Python package for generating emission input files from diverse inventories and grids, adaptable to various atmospheric transport models, including COSMO-ART and ICON-ART
Industrial Ecology / Life Cycle Assessment
bonsai
The aim of BONSAI is to make reliable, unbiased sustainability information on products (product footprints) readily and freely available whenever and wherever it is needed to support product comparisons and decisions
brightway2
An open source framework for life cycle assessment
This package provides tools for the management of inventory databases and impact assessment methods
Activity Browser
An open source and free software for Life Cycle Assessment extending the brightway2 framework
- EOS-AYCE
Eaternity's software platform serving as an open-source environmental operating system (EOS) for all you can eat (AYCE) for climate
carculator
Prospective environmental and economic life cycle assessment of vehicles made blazing fast
A Python package that uses standardized facility release and generation data to create regionalized life cycle inventory (LCI) models for the generation, mix of generation, mix of consumption, and distribution of electricity to end users for the US, with embedded system processes of upstream fuel production and infrastructure
uslci-content
Supplementary content for the U.S. Life Cycle Inventory Database
OpenLCA
An open source and free software for Sustainability and Life Cycle Assessment
Explains the usage of the openLCA API from Python
- Global LCA Data Access Network
Gathers life cycle dataset providers and other stakeholders who share the goal of improving sustainability-related decisions through enhanced, interoperable and global access to LCA datasets
BioSTEAM_LCA
An agile life cycle assessment platform that enables a fast and flexible evaluation of the life cycle environmental impacts of biorefineries under uncertainty
- Federal LCA Commons
A central point of access to a collection of data repositories for use in Life Cycle Assessment
Brings unprecedented transparency to commodity supply chains revealing new pathways towards achieving a deforestation-free economy
QSDsan
A package for the quantitative sustainable design of sanitation and resource recovery systems
premise
Coupling Integrated Assessment Models output with Life Cycle Assessment
A Python package that generates and provides a standardized elementary flow list for use in life cycle assessment (LCA) data as well as mappings to convert data from other sources
Library that attributes resource use, waste, emissions, and loss to economic sectors
A Python tool for standardizing the format and flows of life cycle impact assessment data
LCAx
The goal for LCAx is to make an open, machine and human-readable data format for exchanging LCA results, EPD's and assemblies
ecobalyse
Ecobalyse makes it possible to understand and calculate the ecological impacts of the products distributed in France
lca_algebraic
This library is a small layer above brightway2, designed for the definition of parametric inventories with fast computation of LCA impacts, suitable for monte-carlo analyis
UN/CEFACT CRM
Critical raw materials traceability & transparency project
Doughnut Biotool
A tool to calculate a building project's impacts on biodiversity over the entire life cycle
saleos
Sustainability Analytics for Low Earth Orbit Satellites
A python package for time-explicit Life Cycle Assessment that helps you assess the environmental impacts of products and processes over time
pulpo
A python-based optimization tool for life cycle assessment (LCA) that aims to import, optimize, solve, retrieve, save, and summarize LCA results
A Python package that characterizes the environmental impacts of products, sectors or transition scenarios over time using Life Cycle Assessment
LCA as Code
A domain-specific language for life-cycle analysis experts
This is an unofficial and unsupported Python library to get ecoinvent data, a life cycle inventory database for fuels, energy, chemicals and plastics, batteries, building and construction, waste, agriculture, forestry and wood, pulp and paper, metals, and transport
LCIA
Contains important files from the ecoinvent Life Cycle Impact Assessment method implementation procedure for ecoinvent
Industrial Ecology / Input Output Model
MARIO
Perform impact analysis using regional input-output tables and models
iotables
Reproducible input-output economic analysis, economic and environmental impact assessment with empirical data
pymrio
Multi-Regional Input-Output Analysis in Python
Estimating potential environmental impacts of goods and services in the US economy
- exiobase
A global and detailed Multi-Regional Environmentally Extended Supply-Use Table (MR-SUT) and Input-Output Table (MR-IOT)
pyLCAIO
An object class to hybridize lifecycle assessment and environmentally extended input-output (EEIO) databases
RaMa-Scene
RaMa-Scene a web-platform to analyse Environmentally Extended Input-Output data and generate scenarios
Model Circular Economy policy and technological interventions in Environmentally Extended Input-Output Analysis
FABIO
Forestry and Agriculture Biomass Input-Output Tables
Industrial Ecology / Circular Economy and Waste
ONEARMY
A series of tools for the Precious Plastic community to collaborate around the world and tackle plastic waste
- Trash-ICRA19
A Bounding Box Labeled Dataset of Underwater Trash
TACO
Trash Annotations in Context Dataset Toolkit
circularity.ID Open Data Standard
The standard represents the results and findings of an extensive six-year research into the needs of stakeholders in the fashion industry to achieve a circular economy
RecycleNet
Effective trash classification model using only a small number of annotated images
trashnet
Dataset of images of trash. Torch-based CNN for garbage image classification
OpenLitterMap
An open, interactive and accessible database of the world's litter and plastic pollution
- Recyclebot
An open source waste plastic extruder that creates 3D printer filament from waste plastic and natural polymers
Global Plastic Navigator
Visualises the most recent and high-resolution data of current scientific publications on marine plastic pollution
marine_debris_ML
Marine debris detection with commercial satellite imagery and deep learning
ADVECT
A whole-ocean marine debris transport model which is built to handle millions of particles and terabytes of data
Surfrider Plastic Origins
A citizen science project that uses AI to map plastic pollution in European rivers and share its data publicly
MARIDA
A marine debris-oriented dataset on Sentinel-2 satellite images
Detect waste
Detecting plastic waste in the environment to combat environmental pollution and promote circular economy
Santiago.jl
A Julia package to generate appropriate sanitation system options
SwolfPy
A free, multi-platform, Python-based, open-source, SWM LCA optimization framework with built-in parametric and Monte Carlo sensitivity and uncertainty analysis capabilities
TrashMob
A website dedicated to organizing groups of people to clean up the world we live in. Users create cleanup events, publicize them, and recruit people to join up, as well as ask for assistance from communities and partners
A web application that aims to illustrate how hazardous waste management software can interface with EPA's e-Manifest systems to track hazardous waste electronically from cradle-to-grave
The purpose of e-Manifest is to establish a national information technology system that will enable the Agency and the hazardous waste program's industry and state stakeholders to transition the manifest system from one that is paper-intensive and burdensome to a system that is much more efficient
OpenSpecy
Raman and (FT)IR spectral analysis tool for plastic particles and other environmental samples
waste_flow
A python package for retrieving and analyzing data concerning the waste management of European countries
The Clothing Loop
An initiative that offers an easy way for people to swap clothes with others in their own neighborhood
prommis
Process Optimization and Modeling for Minerals Sustainability
Plastics Prototype
This tool explores different policy interventions both regionally and globally to help countries exploring ways to reduce the impact of plastic
CircuLaw
A knowledge platform dedicated to enabling the transition to a circular economy by identifying opportunities in current law to support a circular future
plasticparcels
A python package for simulating the transport and dispersion of plastics in the ocean
Biosphere / Avian Monitoring and Analysis
BirdFlowR
Predict changes in bird distributions and generate synthetic migration routes
ebirdst
Access and Analyze eBird Status and Trends Data
eBird API
eBird API provides a set of wrapper functions for accessing the end-points in the eBird API 2.0
GeoPressureR
R package which help researchers construct the trajectory of a bird equiped with an atmospheric pressure sensor
bioRad
R package for analysis and visualisation of biological signals in weather radar data
BirdNET-Analyzer
A deep learning solution for avian diversity monitoring
ABAP
Code for downloading and working with data from the African Bird Atlas Project
palmerpenguins
The palmerpenguins data contains size measurements for three penguin species observed on three islands in the Palmer Archipelago, Antarctica
auk
eBird Data Extraction and Processing in R
motus
An R package for processing automated radio telemetry data from Motus, an international collaborative research network that uses coordinated automated radio telemetry to facilitate research and education on the ecology and conservation of migratory animals
naturecounts
R package to access data from the NatureCounts platform by Bird Studies Canada
bbsBayes2
An R Package for Hierarchical Bayesian Analysis of North American Breeding Bird Survey Data
birdnet
The library is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects
Nighthawk
A machine learning model for acoustic monitoring of nocturnal bird migration
Biosphere / Bioacoustics and Acoustic Data Analysis
vak
A neural network framework for animal acoustic communication and bioacoustics
scikit-maad
Enables quantitative analysis of environmental audio, offering tools for processing, segmenting, and computing acoustic features
OpenSoundscape
A free and open source Python utility library analyzing bioacoustic data
wildRtrax
An R package for environmental sensor data management and analytics
An R package to quantify habitat-induced degradation of (animal) acoustic signals
Project Echo
Develop an AI/ML solution to detect and classify the density of noisy animals in rainforests, providing conservationists with an efficient and non-invasive tool to monitor threatened animal populations over time
Identify bird sounds in real time with this Android version of BirdNET, a Bird sound recognition for more than 6,000 species worldwide
warbleR
Is intended to facilitate the analysis of the structure of animal acoustic signals in R
BirdSet
A benchmark dataset collection for bird sound classification
Is geared towards providing a robust workflow for ecological data analysis in bioacoustic projects
Biosphere / Biomass
Forest Carbon database
Global Forest Carbon Database
fgeo.biomass
Calculate biomass with allometric equations from the allodb package and ForestGEO data
BIOMASS
An R package for estimating aboveground biomass and its uncertainty in tropical forests
This model maps gross greenhouse gas emissions from forests between 2001 and 2015, gross carbon removals by forests between 2001, and the difference between them (net flux)
PNVmaps
Global Maps of Potential Natural Vegetation based on Machine Learning
MAAP
Discover and use biomass relevant data, integrating the data for comparison, analysis, evaluation, and generation
BioPAL
The BIOMASS Product Algorithm Laboratory hosts official tools for processing and analysing ESA's BIOMASS mission data
An R package for biomass estimation at extratropical forest plots
CarbonViewer
R-shiny application for calculating peatland volume and carbon stock to support area planners and decision makers
CBM-CFS3
The Carbon Budget Model of the Canadian Forest Sector is an aspatial, stand- and landscape-level modelling framework used for international reporting of the forest carbon balance of Canada's managed forest
Biosphere / Biodiversity Analysis and Metrics
redlistr
An R package that contains a set of tools suitable for calculating the metrics required for making assessments of species and ecosystems against the IUCN Red List of Threatened Species and the IUCN Red List of Ecosystems categories and criteria
biodivMapR
An R package for α- and β-diversity mapping using remotely-sensed images
mobr
Tools for analyzing changes in biodiversity across scales
mapme.biodiversity
Efficient analysis of spatial biodiversity datasets for global portfolios
Biodiverse
A tool for the spatial analysis of diversity using indices based on taxonomic, phylogenetic, trait and matrix-based relationships, as well as related environmental and temporal variations
ENMTML
An R package for an integrated construction of Ecological Niche Models
diversitree
Includes a number of comparative phylogenetic methods, mostly focussing on analysing diversification and character evolution
Diversity.jl
Provides functionality for measuring alpha, beta and gamma diversity of metacommunities (e.g. ecosystems) and their constituent subcommunities
entropart
An R package that provides functions to calculate alpha, beta and gamma diversity of communities, including phylogenetic and functional diversity
ade4
Analysis of Ecological Data for Exploratory and Euclidean Methods in Environmental Sciences
letsR
Allow users to build presence-absence matrices, the primary analytical tool in macroecology, from species' geographical distributions and merge them with species' traits, conservation information and spatial environmental layers
mFD
Provides a user friendly interface to compute a global assessment of functional diversity by gathering computation of alpha and beta functional indices
fundiversity
Provides a lightweight package to compute common functional diversity indices
funrar
A package to compute functional rarity indices, it quantifies how species are rare both from a functional and an extent point of view
Provides tools for the assessment of cumulative impacts of multiple infrastructure and land use modifications in ecological studies
gdm
Provides functions to fit, plot, summarize, and apply Generalized Dissimilarity Models
BioMonTools
Tools for biomonitoring and bioassessment; metric calculation for benthic macroinvertebrates, fish, and periphyton
fqar
Floristic Quality Assessment (FQA) is a standardized method for rating the ecological value of natural areas based on the plant species found within them
Swallowtail Climate Change
Data and code for North American Swallowtail and larval host plant distributions in relation to climate change
Biosphere / Biodiversity Citizen Science
Naturtag
A tool for nature photographers that adds useful metadata to describe the organisms in your photos
iNaturalist
Helps you identify the plants and animals around you
Python client for iNaturalist, a community science platform that helps people get involved in the natural world by observing and identifying the living things around them
Official iNaturalist client written in React Native that will eventually replace our existing iOS and Android apps
GeoNature-citizen
A free and Open Source web solution for citizen science projects for biodiversity data collection
DigiVol
Harness the power of online volunteers to digitise biodiversity data that is locked up in biodiversity collections, field notebooks and survey sheets
Naturblick iOS
Identify plants and animals and learn more about nature in your city
Gottesanbeterin Gesucht
An interactive web application to track Mantis Religiosa sightings in Brandenburg
Arena
A cloud-based platform that enables fast, flexible setup and data entry for various field surveys, including biophysical, socio-economic, and biodiversity inventories
Biosphere / Biodiversity Data Access and Management
pygbif
Making the data of the Global Biodiversity Information Facility API accessible via Python
Interface to the Global Biodiversity Information Facility API
Allows users to search over many taxonomic data sources for species names (scientific and common) and download up and downstream taxonomic hierarchical information
Global Biotic Interactions
Global Biotic Interactions provides access to existing species interaction datasets
An R client for the IUCN Red List of threatened and endangered species
An R package to query and collect species occurrence data from many sources
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
The Atlas of Living Australia provides tools to enable users of biodiversity information to find, access, combine and visualise data on Australian plants and animals
IUCNN
Environmental data and existing IUCN Red List assessments to predict the conservation status of "Not Evaluated" species, for any taxon or geographic region of interest
Global Biodiversity Information Facility and used to publish and share biodiversity datasets through the GBIF network
TaxonWorks
An integrated web-based workbench for taxonomists and biodiversity scientists
The source of British Columbia's species inventory data
specify7
A biological collections data management platform
Provide a relational database interface to a parquet based serializations of gbif's AWS snapshots of its public data
Retrieve and explore data from the ecological interactions database MANGAL
- EcoReleve
A free and open source biodiversity data entry software
An R interface to biodiversity data hosted by the living atlases; a set of organisations that share a common codebase, and act as nodes of the Global Biodiversity Information Facility
An R package to interact with the Open Tree of Life data APIs
An R Wrapper to the VertNet API, a collaborative project that makes biodiversity data free and available on the web
BioCLIP
A foundation model for the tree of life, leveraging the unique properties of biology captured by TreeOfLife-10M, namely the abundance and variety of images of plants, animals, and fungi, together with the availability of rich structured biological knowledge
Python package that simplifies using the BioCLIP foundation model
- OpenDataBio
A system for storing and retrieving biological data - floristics, ecology and monitoring
R package for accessing species trait data from multiple databases
GFBio Data Submission and Brokerage System
Provides the central entry point for the submission services provided by GFBio e.V. for the long-term data archival and publication of biodiversity, ecology and environmental science data
Open Tree of Life
Constructs a comprehensive, dynamic and digitally-available tree of life by synthesizing published phylogenetic trees along with taxonomic data
BIOSCAN-5M
A comprehensive multi-modal dataset comprised of over 5 million specimens, 98% of which are insects
Biosphere / Biodiversity Data Cleaning and Standardization
BIRDS
This set of tools has been developed for systematizing biodiversity data review in order to evaluate whether a set of species observation are fit-for-use and help take decisions upon its use on further analysis
Darwin Core
Standard for sharing of information about biological diversity
bdc
A toolkit for standardizing, integrating, and cleaning biodiversity data
Global Names Verifier
Verifies scientific names against more than 100 biodiversity databases
python-dwca-reader
A Python package to read and parse Darwin Core Archive (DwC-A) files, as produced by the GBIF website, the IPT and many other biodiversity informatics tools
SMBD
Facilitate a community of practice for aligning marine biological data to Darwin Core for sharing to Ocean Biodiversity Information System (OBIS)
Automated flagging of common spatial and temporal errors in biological and palaeontological collection data, for the use in conservation, ecology and palaeontology
Bionomia
Parse people names from biodiversity occurrence data, apply basic regular expressions and heuristics to disambiguate them, and to make these occurrence records as entities that can be claimed by people via ORCID
Biosphere / Conservation and Restoration
worldpa
R interface to the World Database on Protected Areas
pywdpa
Python interface to the World Database on Protected Areas
wdpar
R Interface to the World Database on Protected Areas
Uses mixed integer linear programming techniques to provide a flexible interface for building and solving conservation planning problems
grainscape
Efficient Modelling of Landscape Connectivity, Habitat, and Protected Area Networks
restoptr
Aims to identify priority areas for restoration efforts using optimization algorithms
ADRIA.jl
A multi-criteria decision support platform for informing reef restoration and adaptation interventions
lterdatasampler
Provide the scientific community, policy makers, and society with the knowledge and predictive understanding necessary to conserve, protect, and manage the nation's ecosystems, their biodiversity, and the services they provide
Provides an interactive summary of progress toward Half-Earth goal, offered as a tool to help contextualise global datasets of biodiversity, human encroachment, and protection
track2KBA
This R package is comprised of functions that facilitate the identification of areas of importance for biodiversity, such as Key Biodiversity Areas (KBAs), based on individual tracking data
oceandatr
Aims to provide simple functions for creating data for conducting a spatial conservation prioritization for large scale areas of the ocean, specifically offshore areas
Ecoscope
An open-source analysis module for tracking, environmental and conservation data analyses
EMMA
The core repository for environmental data processing in the Ecological Monitoring and Management Application EMMA.io
spatialwarnings
An R package to compute spatial early-warning signals of ecosystem degradation
projectfirma
Tracks conservation and natural resource project performance and expenditures, and helps managers visualize results at the program level
An map-first data collection platform built in collaboration with environmental non-profits and international organizations with the goal of driving sustainability impact at scale
geohabnet
Enable users to visualise a habitat connectivity risk index for agriculture using their own parameter values
Where to Work
A web-based application for solving complex conservation scenarios using concepts of systematic conservation planning
A compelling online experience that builds momentum towards meeting global biodiversity targets by unlocking opportunities for protecting the marine environment and forging connections with the wider 30x30 community
Biosphere / Deforestation and Reforestation
Plant-for-the-Planet
Allows you to plant trees with over 100 reforestation projects around the world
Tree Mapper extends the Plant-for-the-Planet App and allows on site coordinate submission during plantation
A GitHub Action for planting trees within your development workflow using the Reforestation as a Service (RaaS) API developed by DigitalHumani
Modelling and forecasting deforestation in the tropics
Tree Tracker
Used by people who plant trees so they don't have to manually type coordinates with pictures they took
FSDL Deforestation Detection
A deep learning approach to detecting deforestation risk, using satellite images and a deep learning model
Treetracker
Coordinates the digital capture of tree growth data in the field, allowing to establish employment for people living in extreme poverty based on tree planting
gfcanalysis
Tools for working with Global Forest Change dataset
A Biogeoclimatic Ecosystem Classification-based analysis framework built to anticipate the change climate implications to tree species environmental suitability at a site specific level
UDef-ARP
Facilitate implementation of the Verra tool, VT0007 Unplanned Deforestation Allocation
Quantify carbon sequestration in naturally regenerating forests around the world
datazoom.amazonia
Facilitates access to official Brazilian Amazon data, including agriculture, deforestation, production
Seedlot Selection Tool
A GIS mapping program designed to help forest managers match seedlots with planting sites based on climatic information
Obtain maps of the spatial risk of deforestation and forest degradation following the methodology developed in the context of the Jurisdictional and Nested REDD+ (JNR) and using only a forest cover change map as input
whisp
The Forest Data Partnership promotes a Convergence of Evidence approach for Forest and Commodities Monitoring
Biosphere / Ecological and Environmental Modeling
The Predictive Ecosystem Analyzer is an integrated ecological bioinformatics toolbox
spatialEco
R package for spatial analysis and modelling of ecological systems
ReMobidyc
A multi-agent simulator for individual-based modeling in population dynamics and ecotoxicology
portalcasting
Provides a model development, deployment, and evaluation system for forecasting how ecological systems change through time, with a focus on a widely used long-term study of mammal population and community dynamics
TrenchR
Facilitates microclimate modeling to translate weather station data into the environmental conditions experienced by organisms and biophysical modeling to predict organismal body temperatures given the environmental conditions
NicheMapR
Modelling the thermodynamic constraints on life
D-EcoImpact
A Python based kernel to perform spatialenvironmental impact assessment
A Julia package that provides functionality for simulating species undergoing dynamic biological processes such as birth, death, competition and dispersal, as well as environmental changes in climate and habitat
ECOTOXr
Provides access in R to ECOTOX, a comprehensive knowledgebase providing single chemical environmental toxicity data on aquatic and terrestrial species
moveHMM
R package which implements hidden Markov models and associated tools (state decoding, model selection, model checking, etc.) tailored to animal movement modelling
Biosphere / Forest Modeling and Analysis
- ECOSTRESS
The images acquired by ECOSTRESS are the most detailed temperature images of the surface ever acquired from space and can be used to measure the temperature of an individual farmers field and plants
Analyze forest diversity and dynamics
FATES
Advancing model predictions of tropical forest carbon cycle responses to a changing climate over the 21st Century
spanner
Utilities to support landscape-, forest-, and tree-related data collection, manipulation, analysis, modelling, and visualization
Forest Vegetation Simulator
A family of individual-tree, distance-independent, forest growth simulation models
allometric
An R package for predicting tree attributes with allometric models
r3PG
An R package for forest growth simulation using the 3-PG process-based model
Our Forests Tomorrow
Visualizing European forests future
A high-resolution canopy height model of the Earth
The model estimates canopy top height for every Sentinel-2 image pixel and was trained using sparse GEDI LIDAR data as a reference
medfate
Functions to simulate Mediterranean forest functioning and dynamics using cohort-based description of vegetation
dplR
A package for R that performs tree-ring analyses such as detrending, chronology building, and crossdating
LandR
These models simulate forest vegetation dynamics based on LANDIS-II, and incorporate fire and insect disturbance, as well as other important ecological processes
Rprebasso
Predict the growth and carbon balance of the forest ecosystem
dfoliatR
Provide dendrochronologists with tools for identifying and analyzing the signatures of insect defoliators preserved in tree rings
A suite of functions designed to assist dendrochronologists in inferring estimates for felling dates, derived from dated tree-ring series
ITSMe
Provide easy to use functions to quickly obtain structural metrics from individual tree point clouds and their respective quantitative structure models
Biosphere / Forest Observation and Management
Empowering people around the world to gain a better understanding of land cover dynamics in forest management by facilitating the efficient access and use of Earth observation data
An online, global and near real-time forest monitoring tool
A library to build custom Forest Atlas web applications
OpenTreeMap
A collaborative platform for crowdsourced tree inventory, ecosystem services calculations, urban forestry analysis and community engagement
forestmangr
An R package for forest mensuration and management
Gieß den Kiez
Enable coordinated citizen participation in the irrigation of urban trees
Forest Scenario Planner
An online tool for forest management scenario planning
PYFOREST
Informing Forest Conservation Regulations in Paraguay
OpenTrees.org
A data visualisation of millions of publicly maintained trees around the world
An online platform that provides the remote sensing data and tools for monitoring mangroves
Read and uniformize forest inventories data from the FIA (USA forest inventory), FFI (France forest inventory) and IFN (Spain forest inventory)
rFIA
Increase the accessibility and use of the USFS Forest Inventory and Analysis Database by providing a user-friendly, open source platform to easily query and analyze
DiversiTree
Help urban foresters, planners, greeners, and ecologists in quantifying tree ecosystem diversity in cities
- EU forest tree point data
A compilation of analysis-ready point data for the purpose of vegetation and Potential Natural Vegetation mapping for the EU
California Forest Observatory
Python wrappers for accessing Forest Observatory data via the Salo API
WeeForest
Aims to make the data about trees in Great Britain more accessible and understandable, whilst still maintaining good industry practices
forestdata
An R package designed to provide users with easy access to various forestry and land use datasets
Netflora
The Netflora Project involves the application of geotechnologies in forest automation and carbon stock mapping in native forest areas in Western Amazonia
FMT
An open source forest management library that makes forest planning easier
knfi
An R package was developed to efficiently manage and analyze large-scale National Forest Inventory (NFI) data in South Korea, streamlining the process of monitoring forest ecosystem changes using extensive nationwide survey data
A spatial, large-scale analytical model for simulating forest harvest and it's potential influence on other forest values (e.g., wildlife habitat)
Biosphere / Forest Remote Sensing
treeseg
Developed to near-automatically extract tree-level point clouds from high-density larger-area lidar point clouds acquired in forests
TreeLS
High performance R functions for forest data processing based on Terrestrial Laser Scanning (but not only) point clouds
TreeQSM
Quantitative Structure Models of Single Trees from Laser Scanner Data
lidR
An R package for airborne LiDAR data manipulation and visualization for forestry application
pyfor
Tools for analyzing aerial point clouds of forest data
Python Package for Tree Crown Detection in Airborne RGB imagery
Benchmark dataset for tree detection for airborne RGB, Hyperspectral and LIDAR imagery
canopyLazR
An R package that estimates leaf area density and leaf area index from airborne LiDAR point clouds
forestlas
Code for generating metrics of forest vertical structure from airborne LiDAR data
Hyperspectral Image Classification with Attention Aided CNNs
DetecTree
A Pythonic library to classify tree/non-tree pixels from aerial imagery
This project maps tree extent at the ten-meter scale using open source artificial intelligence and satellite imagery
rGEDI
An R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing
detectreeRGB
Tree crown delineation from RGB imagery, coupled with methods to delineate tree crowns from LiDAR data
ForesToolboxRS
Remote Sensing Tools for Forest Monitoring
Forest Structural Complexity Tool
Allowing plot scale measurements to be extracted automatically from most high-resolution forest point clouds from a variety of sensor sources
ForestTools
Detect and segment individual tree from remotely sensed data
Detectree2
Automatic tree crown delineation based on the Detectron2 implementation of Mask R-CNN
3D Forest
Visualization, processing and analysis of Lidar point clouds, mainly focused on forest environment
sgsR
A structurally guided sampling toolbox for LiDAR-based forest inventories
An R Package for Airborne Laser Scanning-derived Tropical Forest Gaps Analysis
FORTLS
Detect and segment individual tree from remotely sensed data
3DFin
A free software for automatic computation of tree parameters in terrestrial point clouds
Production of canopy height model, digital terrain model, tree detection and segmentation on large coverage
TreeCrownDelineation
This package performs automatic delineation of individual tree crowns in remote sensing imagery
rTwig
A method for correcting unrealistic cylinders in quantitative structure models (QSMs) due to technical limitations of current LiDAR sensor technology in forestry measurements
Biosphere / Marine Life and Fishery
VIAME
Video and Image Analytics for Marine Environments
ecodata
A data package for reporting on Northeast Continental Shelf ecosystem status and trends
An R interface to the fishbase.org database
PlanktonIndividuals.jl
This package simulates the behaviors of an ensemble of phytoplankton individuals
- UVic-updates-opem
Introduces optimality-based phytoplankton and zooplankton into the UVic-ESCM (version 2.9) with variable C:N:P(:Chl) stoichiometry for phytoplankton, diazotrophs and detritus
OceanAdapt
Provide information about the impacts of changing climate and other factors on the distribution of marine life to the National Climate Assessment, fisheries communities, policymakers, and to others
icesDatras
R interface to Database of Trawl Surveys web services
Functions to support the International Council for the Exploration of the Sea Transparent Assessment Framework
KSO
The Koster Seafloor Observatory is an open-source, citizen science and machine learning approach to analyse subsea movies
FSAdata
Contains data for use in common fisheries stock analyses. See installation instructions further below
Australian Institute of Marine Science (AIMS) Data Platform API Client which provides easy access to AIMS Data Platform scientific data and information
mermaid-dash
Transform your underwater insights into data-driven actions that save coral reefs
An open-source data platform developed to help you collect, analyze, and share coral reef monitoring data
RSP
Refining the Shortest Paths of animals tracked with acoustic transmitters in estuarine regions
aspe
An R package to analyse and visualise river fish data in France
Cifonauta
Marine biology image database by CEBIMar/USP
CoralNet
A repository and resource for benthic image analysis
Aqualink
A philanthropically funded system to help people manage their local marine ecosystems in the face of increasing Ocean temperatures
Near Real-Time Survey Progress and Temperature Maps
Create daily survey station daily temperature and anomaly plots as the ships work their way through the Bering Sea
Calculate the cold pool index, mean sea surface temperature, and mean bottom temperature using temperature data collected during bottom trawl surveys of the eastern Bering Sea
PlanktoScope
A modular, open-source hardware and software platform that allows for high-throughput quantitative imaging of plankton samples in aquatic biology and ecology
Community contributed Python-based tools for working with public bottom trawl surveys data from the NOAA Alaska Fisheries Science Center Groundfish Assessment Program
PhytoFit
Used to display satellite chlorophyll concentration, and calculate statistics and model phytoplankton blooms for regions within custom polygons
Echopype
A package built to enable interoperability and scalability in ocean sonar data processing
OSMOSE
A multispecies and individual-based model which focuses on fish species
WHOI HABhub Data Portal
Is being developed as a data access and visualization portal for the New England Harmful Algal Bloom Observing Network
nwfscSurvey
Tool to pull and process NWFSC West Coast groundfish survey data for use in PFMC groundfish stock assessments
ss3sim
An R package that facilitates flexible, rapid, and reproducible fisheries stock assessment simulation testing with the widely-used Stock Synthesis statistical age-structured stock assessment framework
Interacting with fisheries databases at openfisheries.org
Provides R functions to conduct typical introductory fisheries analyses
Helps fisheries scientists collect measurements from calcified structures and back-calculate estimated lengths at previous ages
fishRman
Shiny R Dashboard to easily query, download, analyse and visualise Global Fishing Watch data on fishing effort
mizer
An R package to run dynamic multi-species size-spectrum models of fish communities
POSEIDON
A fishery agent-based model
gfwr
R package for accessing data from Global Fishing Watch APIs
r4ss
A fisheries stock assessment model written by Rick Methot
OrcaHello
A real-time AI-assisted killer whale notification system
planktonr
R package that facilitates the download, analysis and visualisation of phytoplankton and zooplankton data
A R client for the World Register of Marine Species
FIMS
A software system designed and architected to support next-generation fisheries stock assessment, ecosystem, and socioeconomic modeling
SSMSE
R package for performing Management Strategy Evaluation using Stock Synthesis
bcfishobs
Known BC Fish Observations is documented as the most current and comprehensive information source on fish presence for the province
wastd
Turtle strandings in Western Australian, as reported to the Department of Biodiversity, Conservation and Attractions
shadia
An R package that was designed to run dam passage performance standard models for American shad and other herrings
CASAL2
Models can be used for a single population with a single anthropogenic event (in a fish population model this would be a single fishery), or for multiple species and populations, areas, and/or anthropogenic or exploitation methods, and including predator-prey interactions
etn
Provides functionality to access data from the European Tracking Network (ETN) database hosted by the Flanders Marine Institute (VLIZ) as part of the Flemish contribution to LifeWatch
OpenFish
An open-source system written in GoLang for classifying marine species
FishGlob_data
An integrated database of fish biodiversity sampled with scientific bottom trawl survey
Improve control and monitoring of fishing vessels activities
pacea
An R package of Pacific ecosystem information to help facilitate an ecosystem approach to fisheries management
DISPLACE_GUI
A Scientific Research Software for Spatial Fisheries and Natural Resource Management
WhaleMap
The goal of this software is to rapidly and effectively collect and share whale survey information within and between research, government, industry, and public sectors
rCAX
A collaborative process to efficiently share and provide access to standardized derived information, such as fish population-scale high-level indicators (HLIs) and supporting metrics
echoSMs
Making acoustic scattering models available to fisheries and plankton scientists
Provides R functions that access the web services of the ICES Stock Assessment Graphs database to advance and share scientific understanding of marine ecosystems and the services they provide and to use this knowledge to generate state-of-the-art advice for meeting conservation, management, and sustainability goals
frasyr
The Japanese Fisheries Research Agency provides the method for calculating sustainable yield with R
Ichthtyop
A free Java tool designed to study the effects of physical and biological factors on ichthyoplankton dynamics
fathomnet-py
An open-source image database that can be used to train, test, and validate state-of-the-art artificial intelligence algorithms to help us understand our ocean and its inhabitants
Pacific Salmon Explorer
Methods for assessing status and trends in Pacific salmon Conservation Units and their freshwater habitats
Biosphere / Plants and Vegetation
OpenPlantPathology
Open Plant Pathology is an initiative that supports and promotes the spread of all open, transparent and reproducible practices in the field of plant pathology
CRootBox
The focus of CRootBox is the simulation of different types of root architecture, and to provide a generic interface for coupling with arbitrary soil/environmental models, e.g., in order to determine the impact of specific root architectures on function
PlantCV
Plant phenotyping using computer vision
Deep Plant Phenomics
A platform for plant phenotyping using deep learning
plant
A package for modeling forest trait ecology and evolution
monitoring-ecosystem-resilience
The focus is understanding vegetation patterns in semi-arid environments
- Quantitative Plant
A website presenting image analysis software tools and models for plants
phenofit
A state-of-the-art remote sensing vegetation phenology extraction package
rnpn
R client for interacting with the USA National Phenology Network data web services
photosynthesis
An R package with modeling tools for C3 photosynthesis, as well as analytical tools for curve-fitting plant ecophysiology responses
phenor
The framework leverages measurements of vegetation phenology from four common phenology observation datasets combined with global retrospective and projected climate data
RBIEN
Tools for accessing the Botanical Information and Ecology Network database
rWCVP
A package for accessing and using plant name and distribution data from the World Checklist of Vascular Plants
kewr
Meant to make accessing data from one of Royal Botanic Gardenn Kew easier and to provide a consistent interface their public APIs
Plants of the World Online
An international collaborative programme that has as a primary aim to make available digitized data of the world's flora gathered from the past 250 years of botanical exploration and research
dvm-dos-tem
A process based Dynamic Vegetation, Dynamic Organic Soil, Terrestrial Ecosystem Model
blsp
A Bayesian hierarchical model that quantifies long-term annual land surface phenology from sparse time series of vegetation indices
R package for accessing the AusTraits Plant database, an open-source, harmonized database of Australian plant trait data
vegperiod
Provides methods to calculate climatological or thermal growing seasons solely based on daily mean temperatures and the day of the year
Providing an integrated toolbox for modelling plant productivity, growth and demography using Python
rsofun
R framework for site-scale simulations of ecosystem processes
BioCro
A model that predicts plant growth over time given crop-specific parameters and environmental data as input
- OpenSimRoot
Source code for simulating root architecture, nutrient and water uptake and more
Germinate
An open source plant database infrastructure and application programming platform on which complex data from genetic resource collections can be stored, queried and visualized
Biosphere / Species Distribution Modeling
enmSdmX
A set of tools in R for implementing species distribution models and ecological niche models
An R package that fits spatial and spatiotemporal predictive-processes for species distribution models
ENMwizard
Advanced Techniques for Ecological Niche Modeling Made Easy
flexsdm
Useful tools for constructing species distribution models
Wallace
A modular platform for reproducible modeling of species niches and distributions, written in R
ENMeval
R package for automated runs and evaluations of ecological niche models
SpeciesDistributionToolkit
A collection of Julia packages forming a toolkit meant to deal with species distribution data
tidysdm
A Species Distribution Models in R
elapid
Species distribution modeling tools, including a python implementation of Maxent
SSDM
A package to map species richness and endemism based on stacked species distribution models
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
ENMTools
This package implements various tests, visualizations, and metrics for use with environmental niche models (ENMs) and species distribution models (SDMs)
spOccupancy
Fits single-species, multi-species, and integrated spatial occupancy models using Markov Chain Monte Carlo
Provides a series of convenience functions to fit integrated Species Distribution Models
stemflow
A toolkit for Adaptive Spatio-Temporal Exploratory Model in Python using daily abundance estimation using eBird citizen science data
PointedSDMs
Simplify the construction of integrated species distribution models (ISDMs) for large collections of heterogeneous data
A Shiny application for fitting species sensitivity distribution, a method for getting water quality benchmarks to characterize effects of chemical contaminants for water quality or ecological risk assessment
An R package to fit and plot Species Sensitivity Distributions, cumulative probability distributions which are fitted to toxicity concentrations for different species
Biosphere / Terrestrial Wildlife
Wildbook
Blends structured wildlife research with artificial intelligence, citizen science, and computer vision to speed population analysis and develop new insights to help fight extinction
Builds open software and artificial intelligence for the conservation research community; pairs with the Wildbook project
Provides structure data processing and management for photographs from aerial surveys in support of animal census efforts, combining machine learning and expertise to get to accurate animal counts as quickly as possible
Open models for animal count and classification from aerial surveys; pairs with the Scout project
TSX
Provides reliable and robust measures of change in the relative abundance of Australia's threatened and near-threatened species at national, state and regional levels
- SMART
Collect, measure and evaluate data to improve the effectiveness of your wildlife conservation efforts
GBIF Alert
A GBIF-based early alert system for invasive species
Facilitates the retrieval and post-processing of PhenoCam time series
Tools for detecting wildlife in aerial images using active learning
Deep learning tools that accelerate the review of motion-triggered wildlife camera images
EcoAssist
An open-source application designed to streamline the work of ecologists dealing with camera trap images
TrapTagger
AI-Powered Camera-Trap Imagery Processing
ecoSecrets
An open-source web application that aims to facilitate biodiversity studies that use autonomous data collection devices such as camera traps
WildlifeDatasets
Pipeline for wildlife re-identification including dataset zoo, training tools and trained models
An R package to access information from the Speciesplus database, a centralised portal to key information on species of global concern
Inventory and database repository for the creation, treatment, and report on BC Invasive plants and animals
Biosphere / Wildfire
wildfire forecasting
The project intends to reproduce the Fire Forecasting capabilities of GEFF using Deep Learning and develop further improvements in accuracy, geography and time scale through inclusion of additional variables or optimization of model architecture and hyperparameters
CALIbration and VERification of gridded fire danger models
burnr
Basic tools to analyze forest fire history data (e.g. FHX) in R
Pyrovision
Computer vision library for wildfire detection
The pyro-risks project aims at providing the pyronear-platform with a machine learning based wildfire forecasting capability
Wildfire Predictive Services to support decision making in prevention, preparedness, response and recovery
- Global ECMWF Fire Forecasting
The model is a Fortran program to calculate fire danger indices from atmospheric inputs
FIREDpy
Classifying fire events from the Collection 6 MODIS Burned Area Product
qgis2fds
Export terrain elevation, landuse, and georeferencing for computational fluid dynamics wildfire or atmospheric pollutants dispersion simulations
A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean
nasa-wildfires
Download wildfire hotspots detected by NASA satellites and the Fire Information for Resource Management System (FIRMS)
WindNinja
Computes spatially-varying wind fields for wildland fire and other applications requiring high-resolution wind predictions in complex terrain
SimFire
An open-source wildfire simulator written in Python and meant to be used to train reinforcement learning agents
The goal of FireHistory is to provide tools to help extract useful fire metrics from the Department of Biodiversity, Conservation and Attractions Fire History dataset data Western Australia link
ForeFire
An open-source code for wildland fire spread models
ELMFIRE
An operational wildland fire spread model
Cell2Fire
A cell-based forest and wildland landscape fire spread simulator
Alerts you when heat anomalies are detected by NASA's FIRMS in your forest
Planscape
Help regional planners prioritize landscape treatments for mitigating fire risk, maximizing ecological benefits and helping California′s landscapes adapt to climate change
PyroRL
Simulates evacuating populated areas through paths from a grid world containing wildfires
Cryosphere / Sea Ice
Sea ice drift
Sea ice drift from Sentinel-1 SAR imagery using open source feature tracking
CICE
A computationally efficient model for simulating the growth, melting, and movement of polar sea ice
OSSP
Open Source Algorithm for Detecting Sea Ice Surface Features in High Resolution Optical Imagery
sea-ice
Displays the monthly mean sea ice extent for the Arctic and Antarctic along with the historical median extent
FESOM2
Multi-resolution ocean general circulation model that solves the equations of motion describing the ocean and sea ice using finite-element and finite-volume methods on unstructured computational grids
IceNet
Code for Seasonal Arctic sea ice forecasting with probabilistic deep learning
COSIMA
Ocean and sea-ice model analysis tools and examples
Global ocean-sea ice coupled model configurations
Polaris
Provides infrastructure, test cases and analysis tasks related to the ocean, land-ice and sea-ice components of the Exascale Energy Earth System Model
SOmap
The goal of this package is to make publication quality round Southern Ocean maps in polar projections with little effort
Icebergs
Model large tabular icebergs submerged in the ocean known as Kinematic Iceberg Dynamics
Cryosphere / Glacier and Ice Sheets
PyTrx
Its primary purpose is to obtain velocities, surface areas, and distances from oblique, optical imagery of glacial environments
OGGM
A modular open source model for glacier dynamics
- GlaThiDa
Glacier Thickness Database
ALPGM
Regional glacier evolution model based on deep learning and parametrizations
Glacier Mapping From Satellite Imagery
Use computer vision to automatically segment debris and ice glaciers from satellite images
captoolkit
NASA's Cryosphere Altimetry Processing Toolkit
PISM
The Parallel Ice Sheet Model is an open source, parallel, high-resolution ice sheet model
Finite element modeling of glaciers and ice sheets
DeepBedMap
Using a deep neural network to better resolve the bed topography of Antarctica
Calculates the concentration, thickness, temperature, brine content and snow cover of an arbitrary number of ice thickness categories (including open water) as well as the motion of the complete pack
freshwater
Greenland liquid water runoff from 1958 through 2019
ecco_v4_py
A Python package that includes tools for loading and manipulating the ECCO v4 ocean and sea-ice state estimate
icepyx
Python tools for obtaining and working with ICESat-2 data
BedMachine
Matlab tools for loading, interpolating, and displaying BedMachine ice sheet topography
Iceberg Locations
Antarctic large iceberg positions derived from ASCAT and OSCAT-2
- SICOPOLIS
A 3-d dynamic/thermodynamic model that simulates the evolution of large ice sheets and ice caps
cosipy
Solves the energy balance at the surface and is coupled to an adaptive vertical multi-layer subsurface module
QGreenland
A free mapping tool to support interdisciplinary Greenland-focused research, teaching, decision making, and collaboration
Mapping and monitoring deep subglacial water activity in Antarctica using remote sensing and machine learning
LIVVkit
The land ice verification and validation toolkit
Deliver data about the mass balance of the Greenland ice sheet in near real-time
GLAFT
Python module for assessing glacier velocity maps using statistics- and physics-based metrics
Provide automated, low latency, global glacier flow and elevation change datasets
ODINN.jl
Global glacier model using Universal Differential Equations for climate-glacier interactions
Yelmo
A 3D ice-sheet-shelf model solving for the coupled dynamics and thermodynamics of the ice sheet system
WAVI.jl
A fast and friendly ice sheet model, written in Julia
SICE
An automated open source processing chain to determine daily albedo and other surface properties of glaciated areas
Iceberg Tracking Beacon
A low-cost, robust, and user-friendly ice drift tracking beacon based on the open-source electronics Arduino platform capable of providing long-term cryospheric observations
A low-cost, open-source glacier velocity measurement system intended for use with Precise Point Positioning techniques
CryoInTheCloud
Aim to establish a curated interactive computing platform and develop Cryosphere community expertise in open-soured and cloud-based platforms
polartoolkit
A Python package with the goal of making Polar (i.e. Antarctic, Arctic, Greenland) research more efficient, reproducible, and accessible
ISSM
A large-scale thermo-mechanical 2D/3D parallelized multi-purpose finite-element software dedicated to ice sheet and sea-level modeling
Houses the land-ice component of the U.S. Department of Energy's Energy Exascale Earth System Model known as MPAS-Albany Land Ice
Glacier flow model
Modeling glaciers on a digital elevation model based on mass balance and a modified D8 flow algorithm applied to ice
icepack
A library for modeling the flow of ice sheets and glaciers using the finite element method
Cryosphere / Snow and Permafrost
Planet Snowcover
A project that pairs airborne lidar and Planet Labs satellite imagery with cutting-edge computer vision techniques to identify snow-covered area at unprecedented spatial and temporal resolutions
smrt
Snow Microwave Radiative Transfer model to compute thermal emission and backscatter from snowpack
FSM2
The Flexible Snow Model is a multi-physics energy balance model of snow accumulation and melt, extending the Factorial Snow Model (Essery, 2015) with additional physics, driving and output options
- Teaspoon
A python library designed to make working with permafrost ground temperature time series data more straightforward, efficient, and reproduceable
BioSNICAR
Predicts the spectral albedo of snow and glacier ice between 200nm to 5000nm given information about the illumination conditions, ice structure and the type and concentration particulates
Permamodel
A collection of numerical permafrost models with a range of capability and complexity
- SNOWPACK
A multi-purpose snow and land-surface model, which focuses on a detailed description of the mass and energy exchange between the snow, the atmosphere and optionally with the vegetation cover and the soil
MuSA
A flexible data assimilation toolbox for experimental and operational snowpack reanalysis development
R toolbox to facilitate easy SNOTEL data exploration and downloads through a convenient shiny based GUI
sar_snowmelt_timing
Contains notebooks and tools to identify snowmelt timing using time series analysis of backscatter of Sentinel-1 C-band SAR
From Snow to Flow
Describe important dynamics that determine how snow turns into flow, and the charts show the connection between snowpack (measured as snow water equivalent) and streamflow (measured as discharge)
Hydrosphere / Freshwater and Hydrology
Raven
Made to help scientists run hydrological modeling experiments with climate change projections
RavenPy
A Python wrapper to setup and run the hydrologic modelling framework Raven
An R interface to the Greek National Data Bank for Hydrometeorological Information
WRF-Hydro
A community modeling system and framework for hydrologic modeling and model coupling
A community-contributed tool box for managing, analyzing, and visualizing WRF Hydro (and HydroDART) input and output files in R
PCR-GLOBWB_model
A large-scale hydrological model intended for global to regional studies
HydroShare
A collaborative website for better access to data and models in the hydrologic sciences
SOILWAT2
An ecosystem water balance simulation model
RivGraph
Extracting and quantifying graphical representations of river and delta channel networks from binary masks
WaterDetect
End-to-end algorithm to generate open water cover mask, specially conceived for L2A Sentinel 2 imagery from MAJA1 processor, without any a priori knowledge on the scene
FLAREr
Flexible, scalable, robust, and near-real time iterative ecological forecasts in lakes and reservoirs
- Buhayra
Obtaining water extent of small reservoirs in semi-arid regions from satellite data in real-time
A Julia package that provides a hydrological modeling framework, as well as several different vertical and lateral concepts that can be used to run hydrological simulations
ParFlow
An open-source, modular, parallel watershed flow model
River Runner
Visualize the path of a rain droplet from any point in the contiguous United States to its end point
- visGWDB
A framework for groundwater-level informatics
LakePy
Pythonic user-centered front-end to the Global Lake Level Database
rivr
Designed as an educational tool for students and instructors of undergraduate and graduate courses in open channel hydraulics
eWaterCycle
Makes it easier to use hydrological models without having intimate knowledge about how to install and run the models
Pastas
An open-source Python framework for the analysis of groundwater time series
VIC
A macroscale hydrologic model that solves full water and energy balances
Badlands
Basin and Landscape Dynamics is a long-term surface evolution model built to simulate landscape development, sediment transport and sedimentary basins formation from upstream regions down to marine environments
LAGOSNE
Interface to the LAke multi-scaled GeOSpatial & temporal database
RiverREM
Make river relative elevation models and REM visualizations from an input digital elevation model
- mHM
The mesoscale Hydrological Model
LISF
A software framework for high performance terrestrial hydrology modeling and data assimilation developed with the goal of integrating satellite and ground-based observational data products
Conceptual Functional Equivalent
A conceptual rainfall-runoff model with an implementation of the Basic Model Interface
NeuralHydrology
Python library to train neural networks with a strong focus on hydrological applications
Surface water network
A Python package to create and analyze surface water networks
Lekan
Provide a software that assists the user doing hydrological and hydraulic studies for flood mapping and forecasting, hydraulic structure design, or other tasks linked to natural surface flow
RUBEM
A distributed hydrological model to calculate monthly flows with changes in land use over time
pywatershed
A sustainable integrated, hydrologic modeling framework for the U.S. Geological Survey
pyMETRIC
A set of Python based tools developed for estimating and mapping evapotranspiration for large areas, utilizing the Landsat image archive
- SWAT
The Soil & Water Assessment Tool is a small watershed to river basin-scale model used to simulate the quality and quantity of surface and ground water and predict the environmental impact of land use, land management practices, and climate change
SWATrunR
Allows the user to control the essential parameters of a SWAT simulation run, such as model parameter changes, simulation time periods, or time intervals for printing output used for global soil and water assessment
SWATprepR
Developed to re-use water and nutrients in small agricultural catchments across different soil-climatic regions in Europe
HydroMap
Mapping of groundwater level for realistic flow flowpaths using semi-automated kriging
A statistical toolbox for data-driven insights into groundwater dynamics and aquifer properties. Many hundreds of bores can be easily analysed, all without any programming
basin3d
A generalized data synthesis model that applies across a variety of earth science observation types (hydrology, geochemistry, climate etc.)
hspfbintoolbox
A Python script and library of functions to read Hydrological Simulation Program Fortran (HSPF) binary files and print to screen
Download Water Data
Downloader for the Global Surface Water Data of the Copernicus Programme
pyOpenRiverCam
Surface velocity, object tracking, and river flow measurements in an open-source API
SHUD
A multi-process, multi-scale integrated hydrological model using the semi-discrete Finite Volume Method
PyFlowline
A mesh independent river network generator for hydrologic models
A mesh independent flow direction model for hydrologic models
Delineating watershed basins and computing attribute statistics using Google Earth Engine
An open source project to make working with MODFLOW groundwater models in Python easier
SuperflexPy
An open-source framework written in Python for constructing flexible, conceptual, distributed hydrological models
HydPy
An interactive framework for developing and applying different types of hydrological models, originally developed at the Ruhr-University Bochum for specific research purposes
An open-source hydrologic model, written in Python, designed to quantify and analyze global water availability
nlmod
Python package to build, run and visualize MODFLOW 6 groundwater models in the Netherlands
Centerline-Width
A Python package to find the centerline and width of rivers based on the latitude and longitude of the right and left bank
Extends British Columbia's Freshwater Atlas with PostgreSQL/PostGIS
HSPsquared
A Python port of the Hydrological Simulation Program - FORTRAN, which has been used worldwide for more than 40 years to support water resources planning and management
ClearWater-Riverine
A 2D water quality transporter model to calculate conservative advection and diffusion of constituents from an unstructured grid of flows
The Canadian Hydrological Model
A novel modular unstructured mesh based approach for hydrological modelling
Fast methods to work with hydro- and topography data in pure Python
SWOT-OpenToolkit
Community codes for processing SWOT data, to provide valuable data and information about the world's oceans and its terrestrial surface water such as lakes, rivers, and wetlands
An open-source Python package that facilitates the process of building and analyzing spatial geoscientific models with a focus on water system model
Watershed Workflow
Python workflows for data-rich, hyper-resolution simulations of hydrologic models on watersheds
RoGeR
Runoff Generation Research, is a process-based hydrological model that can be applied from plot to catchment scale
ATS
The Advanced Terrestrial Simulator is a code for solving ecosystem-based, integrated, distributed hydrology
xHydro
Effortlessly extract geospatial and watershed data from APIs, calibrate and execute hydrological models, perform optimal interpolation and frequency analysis on hydrological indicators, compute custom hydrological metrics, and analyze climate change impacts on hydrological data
A tile map showing a month of streamflow conditions across the U.S
Visualisation and story of the Delaware River Basin, highlighting the essential water needs of its people and industries, while showcasing the vital role of the rivers and estuary in supporting unique ecosystems, species and habitats where the river meets the ocean
Hy2DL
A python library to create hydrological models for rainfall-runoff prediction, which make use of deep learning methods
GEB
Coupling of an agent-based model which simulates millions individual people or households, a hydrological model, a vegetation model and a hydrodynamic model
WATex
A Python-based library primarily designed for Groundwater Exploration
tRIBS
The TIN-based Real-Time Integrated Basin Simulator is a fully-distributed, continuous hydrologic model operating on a Triangulated Irregular Network
Better Assessment Science Integrating Point and Nonpoint Sources is a multipurpose environmental analysis system designed to help regional, state, and local agencies perform watershed- and water quality-based studies
A hydro-ecological model that predicts the potential occurrence of (ground)water-dependent vegetation types in an area based on information about the (abiotic) site conditions
Provides a flexible and extensible parallel flow and reactive transport simulation capability for environmental applications
fluvgeo
An R Package for Performing Fluvial Geomrphology Analysis
Hydrosphere / Ocean Models
A numerical representation of the ocean fluid with applications from the process scale to the planetary circulation scale
MOM5
A numerical ocean model based on the hydrostatic primitive equations
Bergen Layered Ocean Model
Employs an isopycnic vertical coordinate, with near-isopycnic interior layers and variable density layers in the surface mixed boundary layer
Oceananigans.jl
Fast and friendly fluid dynamics on CPUs and GPUs
- NEMO
Nucleus for European Modelling of the Ocean is a state-of-the-art modeling framework for research activities and forecasting services in ocean and climate sciences
- GOLD
Stands for Generalized Ocean Layer Dynamics and is a hybrid coordinate finite volume ocean model code funded by NOAA and developed by the ocean group at NOAA-GFDL and Princeton University
Veros
Powerful tool that makes high-performance ocean modeling approachable and fun
MITgcm
A flexible non-hydrostatic formulation that efficiently simulates fluid phenomena over a wide range of scales
MITgcm.jl
Julia interface to MITgcm that allows user not only to analyze model output, but also to download the source code, build the model executable, modify run-time parameters, run model simulations, or verify model results against a benchmark
The Common Community Physics Package is designed to facilitate the implementation of physics innovations in state-of-the-art atmospheric models, the use of various models to develop physics, and the acceleration of transition of physics innovations to operational NOAA models
MOHID-Lagrangian
Mainly developed for oceanographic and fluvial modeling, application to atmospheric and other planetary settings should be trivial
A modular finite volumes water-modeling system written in ANSI-Fortran95 using an Object-oriented programming philosophy, integrating diverse mathematical models and supporting graphical user interfaces that manage all the pre- and post-processing
CDFTOOLS
A Fortran package for analysis and diagnostics on NEMO ocean model output
GOTM
The General Ocean Turbulence Model is an ambitious name for a one-dimensional water column model for marine and limnological applications
ROMS
A free-surface, terrain-following, primitive equations ocean model widely used by the scientific community for a diverse range of applications
pyroms
A collection of tools to process input and output files from the Regional Ocean Modeling System
Provides an end-to-end python interface to support reproducible research and construction of workflows involving the WRF-Hydro model
HYCOM
A three-dimensional depiction of the ocean state at fine resolution in real time, provision of boundary conditions for coastal and regional models, and provision of oceanic boundary conditions for a global coupled ocean-atmosphere prediction model
TrackEddy
Used to investigate trends of eddy kinetic energy in the ocean using satellite sea surface height anomaly
xroms
Work with ROMS ocean model output with xarray and calculate many derived variables with correct grid metrics in one line, including horizontal velocity, kinetic energy and eddy kinetic energy
SalishSeaNowcast
A collection of Python modules associated with running the SalishSeaCast ocean models system of daily nowcasts and forecasts
An R package for spatial statistical modeling and prediction on stream networks, including models based on in-stream distance
MagicBathyNet
A Multimodal Remote Sensing Dataset for Benchmarking Learning-based Bathymetry and Pixel-based Classification in Shallow Waters
Hydrosphere / Waves and Currents
leaflet-velocity
Create a canvas visualization layer for direction and intensity of arbitrary velocities (e.g. wind, ocean current)
OpenDrift
A software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere
dorado
Simulating passive Lagrangian particle transport over flow-fields from any 2D shallow-water hydrodynamic model using a weighted random walk methodology
Can be used to track passive and active particulates such as water, plankton, plastic and fish
wavespectra
An open source project for working with ocean wave spectral data
Generating a library of ocean turbulence large eddy simulation data to train ocean and climate models
dnora
A software for dynamical downscaling of wave products i.e., NORA3 wave hindcast and WW3 wave forecast from Norwegian Meteorological Institute and ERA5 from ECMWF
ecWAM
The ECMWF Ocean Wave Model describes the development and evolution of wind generated surface waves and their height, direction and period
Hydrosphere / Ocean Carbon and Temperature
CO2SYS
A MATLAB (or Octave) project to compute variables of ocean CO2 systems
PyCO2SYS
Marine carbonate system calculations in Python
FluxEngine
An open source atmosphere ocean gas flux data processing toolbox
seacarb
An R package that calculates various parameters of the carbonate system in seawater
- TSG-QC
Analysis and validation of underway Sea Surface Temperature and Sea Surface Salinity measurements from a SeaBird Thermosalinograph
Ocean Health Index Scores
Provide invaluable, comprehensive, and quantitative assessments of progress towards healthy and sustainable oceans
ERSEM
A marine biogeochemical and ecosystem model that describes the cycling of carbon, nitrogen, phosphorus, silicon, oxygen and iron through the lower trophic level pelagic and benthic ecosystems
A Julia package that provides ocean biogeochemistry modelers with an easy-to-use interface for creating and running models of the ocean system
Routines to model ocean carbonate system thermodynamics
cbsyst
A Python module for calculating seawater carbon and boron chemistry
Open Acidification Project
Apparatus to determine total alkalinity in sea water using an open-cell titration
m_mhw
Detect and analyse spatial marine heatwaves
AutoQC
A testing suite for automatic quality control checks of subsurface ocean temperature observations
marineHeatWaves
A module for Python which implements the Marine Heatwave definition of Hobday et al. (2016)
heatwaveR
Contains the original functions from the RmarineHeatWaves package that calculate and display marine heatwaves according to the definition of Hobday et al. (2016)
GSW-Python
This Python implementation of the Thermodynamic Equation of Seawater 2010
The Goal of this package is to make life easier when working with the Hobday et al. marine heatwave definition on large datasets
Calkulate is a Python package for finding total alkalinity from titration data using PyCO2SYS
Hydrosphere / Coastal and Reefs
py-wave-runup
A Python module which makes it easy for coastal engineers and scientists to test and use various empirical wave runup models which have been published in literature
CoastSat
Enables users to obtain time-series of shoreline position at any coastline worldwide from 30+ years of publicly available satellite imagery
PySAMOSA
A Python-based software for processing open ocean and coastal waveforms from SAR satellite altimetry to measure sea surface heights, wave heights, and wind speed for the oceans and inland waters
Digital Earth Australia Coastlines
Extracting tidally-constrained annual shorelines and robust rates of coastal change from freely available Earth observation data at continental scale
Thetis
An unstructured grid coastal ocean model built using the Firedrake finite element framework
OceanMesh2D
Precise distance-based two-dimensional automated mesh generation toolbox intended for coastal ocean/shallow water flow models
A Python package for the development of unstructured triangular meshes that are used in the simulation of coastal ocean circulation
AeoLiS
Simulating aeolian sediment transport in situations where supply-limiting factors are important, like in coastal environments
REEF3D
An efficiently parallelized hydrodynamics framework with a focus on coastal, marine and hydraulic engineering flows
pygetm
A Python rewrite of the General Estuarine Transport Model
PyGnome
It is designed to support oil and other hazardous material spills in the coastal environment
Coastwards
A global citizen science project to help scientists study the risks of sea-level rise
Coastal Carbon Network Data Library
Accelerating the pace of discovery in coastal wetland carbon science by providing our community with access to data, analysis tools, and synthesis opportunities
HyperCoast
A Python package for visualizing and analyzing hyperspetral data in coastal regions
baytrends
Evaluate long-term trends in the Chesapeake Bay using a Generalized Additive Modeling approach
BayDeltaSCHISM
An application of the 3D open source SCHISM hydrodynamic and water quality suite to the San Francisco Bay Delta estuary
OpenCTD
A low-cost, open-source CTD designed for budget-restricted scientists, educators, and researchers working in nearshore coastal ecosystems
A collaborative platform to develop regional costal models
Combines many sophisticated systems that each provide relative earth-system components necessary to investigate the dynamics of coastal storm impacts
Hydrosphere / Ocean and Hydrology Data Access
HyRiver
A Python software stack for retrieving hydroclimate data from web services
Retrieving and post-processing climate data from the Daymet Webservice
argopy
A global network of nearly 4000 autonomous probes measuring pressure, temperature and salinity from the surface to 2000m depth every 10 days
An R package to import Water Survey of Canada hydrometric data and make it tidy
OceansDB
A database of marine reference data like climatologies and bathymetry
stglib
Routines used by the USGS Coastal/Marine Hazards & Resources Program to process oceanographic time-series data
noaa_coops
A Python wrapper for the NOAA CO-OPS Tides & Currents Data and Metadata APIs
Ferret
An interactive computer visualization and analysis environment designed to meet the needs of oceanographers and meteorologists analyzing large and complex gridded datasets
Environmental data for Antarctic and Southern Ocean science
The Visualization and Analysis Platform for Ocean, Atmosphere and Solar Researchers
Ocean-Data-Map-Project
A Data Visualization tool that enables users to discover and view 3D ocean model output quickly and easily
OceanSpy
An open source and user-friendly Python package that enables scientists and interested amateurs to analyze and visualize ocean model datasets
oce
An R package for oceanographic processing
GPM-API
Provides an easy-to-use python interface to download, read, process and visualize most of the products of the Global Precipitation Measurement Mission (GPM) data archive
An open source project designed to facilitate access to a variety of online open data sources relevant for hydrologists and, in general, environmental scientists and practitioners
hydrobr
Help users select, download and clean data from pluvio- and fluviometric stations from the Brazilian National Water Agency
EMODnetWFS
Allow interrogation of and access to EMODnet(European Marine Observation and Data Network) geographic vector data in R though the EMODnet Web Feature Services
STOQS
Geospatial database visualization software for oceanographic measurement data
odp_sdk
Download queried ocean data easily and efficiently into data frames, for easy exploring and further processing in your data science project
AODN Portal
The gateway to Australian marine and climate science data
Tools and applications used to monitor sea-level rise
Ocean Networks Canada
Provides easy access to Ocean Networks Canada data in Python
Provides summaries of natural and anthropogenic landscape features for ~2.65 million streams, and their associated catchments, within the conterminous USA
cmocean
Colormap setup for standardizing commonly-plotting oceanographic variables
GlobalDeltaChange
A theoretical framework to predict delta morphology and delta change, and a set of codes to make this predictions on a global scale for about 11,000 deltas
WaterwayMap
River Basins from OpenStreetMap
gwavr
Allows the user to point and click on areas within the United States and get back hydrological data, e.g. flowlines, catchments, basin boundaries, comids, etc
OpenDCS
Open Data Collection System for Hydro/Meteorologic Data
Hydrocron
An API that repackages hydrology datasets from the Surface Water and Ocean Topography satellite into formats that make time-series analysis easier
EPyGrAM
Enhanced Python for Graphics and Analysis of Meteorological fields
Hydropandas
A Python package for reading, analyzing, and writing hydrological time series from a pandas DataFrame, with all of its wonderful features, and extended with custom methods and attributes related to hydrological time series
Offers a streamlined interface to access data from Marine Regions in R for researchers, marine scientists, and geospatial analysts seeking marine geographical information
pyTMD
Python-based tidal prediction software for estimating ocean, load, solid Earth and pole tides
A thin wrapper around erddapy with custom methods and plotting functionality to browse, fetch, and plot glider data
OPERA Applications
Contain several Jupyter notebooks that provide introductions and showcase applications of the OPERA products including flood mapping, water reservoir monitoring and monitoring wildfire evolution
Subset and download marine data from the EU Copernicus Marine Service Information to import data on the physical and biogeochemical state of the oceans without the need for external software
hf_hydrodata
This Python package is a product of the HydroFrame project and is designed to provide easy access to national hydrologic simulations generated using the National ParFlow model as well as a variety of other gridded model input datasets and point observations
pybomwater
Provides access to Web Data Services ( SOS2 ) station reference data and historical time series water data for stations across Australia, collected by the Bureau of Meteorology
Ocean Data and Information System
The Ocean InfoHub facilitates access to global oceans information, data and knowledge products for management and sustainable development
GroMoPo
Explore or share groundwater model data, knowledge, and insights through this unique portal of regional and global numerical groundwater models
A tool for comprehensive statistics and visualization of metocean data like wind, waves, ocean currents, tide levels, air and water temperature, sea ice, and more
hubeau
An R-package proposing a collection of function to help retrieve data from the French national databases on water
grundwasser-data
A Germany-wide analysis of groundwater levels between 1990 and 2021
Enhydris
A system for the storage and management of hydrological and meteorological time series
Atmosphere / Atmospheric Composition and Dynamics
qgs
Models the dynamics of a 2-layer quasi-geostrophic channel atmosphere on a beta-plane, coupled to a simple land or shallow-water ocean component
pyglow
A Python module that wraps several upper atmosphere climatological models written in FORTRAN
Mission Support System
A collaboration server to plan atmospheric research flights
MiMA
Model of an idealized Moist Atmosphere: Intermediate-complexity General Circulation Model with full radiation
Isca
A framework for the idealized modeling of the global circulation of planetary atmospheres at varying levels of complexity and realism
pyvortex
Equivalent Latitude and polar vortex edge calculation using Nash criteria
A library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools
WaveBreaking
A python package that provides detection, classification and tracking of Rossby Wave Breaking in weather and climate data
typhon
A collection of tools for atmospheric research with Python 3
Pace
A implementation of the FV3GFS / SHiELD atmospheric model developed by NOAA/GFDL using the GT4Py domain-specific language in Python
Project Horus
A Amateur Radio High Altitude Ballooning project
ANEMOI
Large-eddy simulation code written in CUDA Fortran for simulating atmospheric boundary layer flows
CIS
An open source command-line tool for easy collocation, visualization, analysis, and comparison of diverse gridded and ungridded datasets used in the atmospheric science
EMC²
An open source framework for atmospheric model and observational column comparison
Unidata Science Gateway
Provide the academic and research community an environment they can employ to access, analyze and visualize real-time and case study Earth system science data
SounderPy
A python package that helps you to access and plot vertical profile data for meteorological analysis
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
AC_tools
Contains functions and scripts used for working with atmospheric model output and observational data
ACT
The Atmospheric data Community Toolkit is an open source Python toolkit for working with atmospheric time-series datasets of varying dimensions
- Freva
A data search and analysis platform developed by the atmospheric science community for the atmospheric science community
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
A-Profiles
A python library dedicated to the analysis of atmospheric profilers measurements
The Lidar Radar Open Software Environment for Atmospheric Science
Calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods
jsmetrics
An open-source Python package containing implementations of various statistics and algorithms which have been developed to identify or characterise jet streams
pySonde
Converts Vaisala's radiosonde files (mwx) to netCDF4 and interpolates them if needed to a common height grid for easier processing
Provides a framework for testing parameterizations of clouds and turbulence
xinvert
A Python package to invert or solve many classical problems in atmospheric sciences and physical oceanography
A 200M-parameter, autoregressive machine learning emulator of an existing comprehensive 100-km resolution global atmospheric model
An implementation of the FV3GFS / SHiELD atmospheric model developed by NOAA/GFDL using the NDSL middleware in Python, itself based on GT4Py and DaCe
An atmospheric foundation machine learning model initially trained on vast amounts of data to predict atmospheric variables like temperature, which can then be adapted to specialized atmospheric forecasting tasks with relatively little additional data
AtmoRep
A stochastic model of atmosphere dynamics using large scale representation learning
Atmosphere / Atmospheric Dispersion and Transport
MPTRAC
A Lagrangian particle dispersion model for the analysis of atmospheric transport processes in the free troposphere and stratosphere
GRAL
A Lagrangian dispersion model with reasonable demands on computational times and sensible accuracy
SNAP
A lagrangian type atmospheric dispersion model specialized on modelling dispersion of radioactive debris
GasDispersion.jl
A set of tools for atmospheric dispersion modeling of gaseous releases, such as might occur during an emergency at a chemical plant or more routinely from a stack
CloudDrift
Accelerates the use of Lagrangian data for atmospheric, oceanic, and climate sciences
IPART
A Python package for automated Atmospheric River (AR) detection, axis finding and AR tracking from gridded Integrated Vapor Transport data
WAM2layers
Used to determine where precipitation originally evaporated (backtracking), or where evaporated moisture eventually ends up (forward tracking)
Atmosphere / Atmospheric Chemistry and Aerosol
Advance understanding of human and natural influences on the environment through a comprehensive, state-of-the-science, readily accessible global model of atmospheric composition
A Python-based toolkit containing useful functions for working specifically with the GEOS-Chem model of atmospheric chemistry and composition
PartMC
Particle-resolved Monte Carlo code for atmospheric aerosol simulation
PyCHAM
CHemistry with Aerosol Microphysics in Python box model for Windows, Linux and Mac
- Chemical Lagrangian Model of the Stratosphere
A world leader in simulating exchange processes in the atmosphere across transport barriers such as stratosphere-troposphere exchange
PyBox
A Python based box-model generator and simulator designed for atmospheric chemistry and aerosol studies
A unique chemistry module that can be implemented in any atmosphere model used at NCAR
PySDM
Pythonic particle-based warm-rain/aqueous-chemistry cloud microphysics package
pyrcel
An implementation of a simple, adiabatic cloud parcel model for use in aerosol-cloud interaction studies
ORAC
An optimal estimation retrieval scheme for the estimation of aerosol and cloud properties from a wide range of visible-infrared imaging satellites, such as MODIS, AATSR, AVHRR and SEVIRI
Allows a given chemical mechanism to be solved in atmospheric models with different aerosol representations
An open international initiative of scientists interested in the advancement of the understanding of the global aerosol and its impact on climate
py-smps
Python package for analyzing and visualizing size-resolved aerosol data from a variety of aerosol sizing instruments
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
APCEMM
Aims to assess the chemical and microphysical perturbations introduced by a conventional aircraft, equipped with gas turbine engines
EUREC4A Intake catalogue
Access to data from the EUREC4A field campaign, which aims to improve the understanding of the interplay between clouds, convection and circulation and their role in climate change
Standalone mini-app of the ECMWF cloud microphysics parameterization
UWLCM
A tool for numerical modeling of clouds using LES model of turbulence and Lagrangian cloud microphysics
CLEO
A library for Super-Droplet Model (SDM) cloud microphysics
CloudnetPy
A Python software designed for producing vertical profiles of cloud properties from ground-based remote sensing measurements
tobac
A Python package for identifiying, tracking and analysing of clouds and other meteorological phenomena in different types of gridded datasets
Atmosphere / Meteorological Observation and Forecast
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
METplus
A verification framework that spans a wide range of temporal (warn-on-forecast to climate) and spatial (storm to global) scales
WRF-ARW
The official repository for the Weather Research and Forecasting model
A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting Model
Open-Meteo
Global weather API for non-commercial use with hourly weather forecast
stationaRy
Get hourly meteorological data from one of thousands of global stations
This package makes it easier to search for and download multiple months/years of historical weather data from the Environment and Climate Change Canada (ECCC) website
metR
Several functions and utilities that make R better for handling meteorological data in the tidy data paradigm
climate
The goal of the climate R package is to automatize downloading of meteorological and hydrological data from publicly available repositories
rdwd
An R package to select, download and read climate data from the German Weather Service
A collection of tools in Python for reading, visualizing and performing calculations with weather data
wetterdienst
Trying to make access to weather data in Python feel like a warm summer breeze
The Advanced Weather Interactive Processing System is a meteorological display and analysis package originally developed by the National Weather Service and Raytheon
Python interface to Metview, a meteorological workstation and batch system for accessing, examining, manipulating and visualising meteorological data
Herbie
A python package that downloads recent and archived numerical weather prediction model output from different cloud archive sources
A Python package designed to add extreme weather events to existing weather data or projections
Fetch NCDC ISD, TMY3, or CZ2010 weather data that corresponds to ZIP Code Tabulation Areas or Latitude/Longitude
- met.3D
Interactive three-dimensional visualization of numerical ensemble weather predictions and similar numerical atmospheric model datasets
Tools for mirroring, manipulating and serving Global Weather for Agriculture data (AgERA5)
MeteoInfo
GIS and scientific computation environment for meteorological community
Rapid computation and visualisation of convective parameters from rawinsonde and Numerical weather prediction data
AtmoSwing
Allow predicting local meteorological variables of interest, such as the daily precipitation, based on synoptic variables
ufs-weather-model
Contains the model code and external links needed to build the Unified Forecast System atmosphere model and associated components, including the WaveWatch III model
WeatherBench 2
A framework for evaluating and comparing data-driven and traditional numerical weather forecasting models
MeteoHist
A Streamlit app to create interactive temperature and precipitation graphs for places around the world
A software that uses conditional verification tools to compare numerical weather prediction model outputs against point observations and, in this way, anticipate sub-grid variability and identify biases at grid scale
imdlib
Download and handle binary grided data from Indian Meterological department
A neural network that forecasts precipitation up to 8 hours into the future at the high spatial resolution of 1 km² and at the temporal resolution of 2 minutes with a latency in the order of second
jmastats
Download Weather Data from Japan Meteorological Agency Website
pyIEM
A collection of python support things that make my weather processing work, work
forest
Forecast and Observation Research and Evaluation Survey Tool
- AMBS
The Atmopsheric Machine Learning Benchmarking System aims to provide state-of-the-art video prediction methods applied to the meteorological domain
gis4wrf
A free and open source QGIS plug-in to help researchers and practitioners with their Advanced Research Weather Research and Forecasting modeling workflows
Weather Stations
A list of public weather stations everyone can edit and share
Analysis and product generation for meteorological data
PostWRF
Visualization and postprocessing of the WRF and ERA5 data
GraphCast
Learning skillful medium-range global weather forecasting
Data-driven approach for forecasting global weather using graph neural network
brightsky
A JSON API for Germany's meteorological service as part of their Open Data program
A website that provides weather data and forecasts for Iowa and the world
IMPROVER
A library of algorithms for meteorological post-processing and verification
OpenCastKit
Open-source solutions of global data-driven high-resolution weather forecasting
MSC AniMet
A simple tool enabling users to interact with MSC Open Data weather data and create custom weather animations for any area in the world
ifk-smhi
Python interface to the Swedish Meteorological and Hydrological Institute, which provides climate and weather data
Allows to get weather data from ASOS airports stations all around the globe
- WRaINfo
A software for real-time weather radar data processing, specifically designed for X-band weather radars of FURUNO
PyCINRAD
Decode CINRAD (China New Generation Weather Radar) data and visualize
A data model driven interactive toolkit for working with weather radar data
The primary GRIB encoding/decoding package used at European Centre for Medium-Range Weather Forecasts used in meteorology to store historical and forecast weather data
Plotting package to visualise meteorological data in GRIB, NetCDF, BUFR and ODB format
Flexible, command-line-driven software to quality control daily weather data and then calculate reference evapotranspiration
metloom
A python library created with the goal of consistent, simple sampling of meteorology and snow related point measurments from a variety of datasources across the Western US
fmi-weather-client
Simple client library for fetching weather information from Finnish Meteorological Institute
A package for comparing weather station data to gridded weather data that are hosted on Google Earth Engine
Skyrim
Allows you to run any large weather model with a consumer grade GPU
Neural-LAM
A repository of graph-based neural weather prediction models for Limited Area Modeling
OPENSENSE software sandbox
Collection of runable examples with software packages for processing opportunistic rainfall sensors
Foundation model for weather and climate, that employs an encoder-decoder-based architecture, incorporating concepts from various recent transformer models to effectively capture both regional and global dependencies in the input data
CRA5
Extreme Compression of ERA5 for Portable Global Climate and Weather Research via an Efficient Variational Transformer
flux-data-qaqc
Provides a framework to create reproducible workflows for validation and analysis of eddy covariance data
Atmosphere / Radiative Transfer
lowtran
Atmospheric absorption extinction, scatter and irradiance model in Python and Matlab
vSmartMOM.jl
A full end-to-end modular software suite for radiative transfer and related atmospheric analysis
- libRadtran
A collection of C and Fortran functions and programs for calculation of solar and thermal radiation in the Earth's atmosphere
A radiative transfer model for the millimeter and sub-millimeter spectral range
Py6S
A Python interface to the 6S Radiative Transfer Model
RTE+RRTMGP
A set of codes for computing radiative fluxes in planetary atmospheres
LBLRTM
Line-By-Line Radiative Transfer Model is an accurate and efficient line-by-line radiative transfer model derived from the Fast Atmospheric Signature Code
A Julia implementation of Rapid and accurate Radiative Transfer Model for General Circulation Models
Eradiate
A next-generation radiative transfer model for Earth observation applications
The Juelich Rapid Spectral Simulation Code (JURASSIC) is a fast infrared radiative transfer model for the analysis of atmospheric remote sensing measurements
Tenstream
A 3D radiative transfer solver for earth system models
reflective-potential
An empirical analysis of Earth's annual-average surface reflectivity potential
radis
A fast line-by-line code for high-resolution infrared molecular spectra
pyOSOAA
A python interface for the Ocean Successive Orders with Atmosphere radiative transfer
A radiation scheme suitable for use in atmospheric weather and climate models
RT1
A first order radiative transfer model for soil- and vegetation related parameter retrievals from radar-data
WOUDC Data Registry
A platform that manages Ozone and Ultraviolet Radiation data in support of the World Ozone and Ultraviolet Radiation Data Centre (WOUDC), one of six World Data Centres as part of the Global Atmosphere Watch programme of the WMO
Climate Change / Earth and Climate Modeling
A global atmosphere model targeted towards 3 km ("cloud resolving") resolution
ESMValTool
A community diagnostic and performance metrics tool for routine evaluation of Earth system models in World Climate Research Programme
A software framework for supporting the efficient development, construction, execution, and scientific interpretation of atmospheric, oceanic, and climate system models
global-workflow
Global Superstructure/Workflow currently supporting the Finite-Volume on a Cubed-Sphere Global Forecast System
pangeo
A community platform for Big Data geoscience
The images defined in this repository capture reproducible computing environments used by Pangeo Cloud
CMEPS
The Community Mediator for Earth Prediction Systems (CMEPS) is a NUOPC-compliant Mediator component used for coupling Earth system model component
A state-of-the-art fully coupled model of the Earth's climate including important biogeochemical and cryospheric processes
Diagnostics package constructed for supporting the diagnostics task of DOE's Energy Exascale Earth System Model (E3SM) project
Analysis framework and collection of process-oriented diagnostics for weather and climate simulations
Composed of separate models simultaneously simulating the Earth's atmosphere, ocean, land, river run-off, land-ice, and sea-ice, plus one central coupler/moderator component, it allows researchers to conduct fundamental research into the Earth's past, present, and future climate states
Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc)
The Global Environmental Multiscale Model
An integrated forecasting and data assimilation system developed by the Atmospheric Numerical Prediction Research Section, Meteorological Research Division, of Environment and Climate Change Canada
A library for numerical weather prediction and climate modeling
An open source, object-oriented, simple global climate carbon-cycle model
A Python interface for the simple global climate carbon-cycle model Hector
Norwegian Earth System Model and Documentation
CliMT
A Toolkit for building Earth system models in Python
climlab
A Python package for process-oriented climate modeling
FAIR
Finite Amplitude Impulse-Response simple climate-carbon-cycle model
A meteorological simulator and forcing disaggregator for hydrologic modeling and climate applications
ESMF
The Earth System Modeling Framework is a suite of software tools for developing high-performance, multi-component Earth science modeling applications
RegESM
Regional Earth System Model is designed to be a state-of-art coupled modeling system that allows using variety of different earth system model components as well as their integration with co-processing tool
MPAS
The Model for Prediction Across Scales is a collaborative project for developing atmosphere, ocean, and other earth-system simulation components for use in climate, regional climate, and weather studies
pymt
A Python toolkit for running and coupling Earth surface models
Uniform interface to climate models of varying complexity and completeness
Pymagicc
A Python wrapper around the reduced complexity climate model
DALES
Dutch Atmospheric Large-Eddy Simulation model
Earthformer
A space-time Transformer for Earth system forecasting that applies Deep Learning for various Earth system forecasting task
The first foundation model for weather and climate science
MAPL
A foundation layer of the GEOS architecture, whose original purpose is to supplement the Earth System Modeling Framework
MESMER
Stochastically creates Earth System Model-specific spatio-temporally correlated climate variable field realizations at a negligible computational cost
CMIP6_CVs
Core Controlled Vocabularies for use in CMIP6
earth2mip
A python framework that enables climate researchers and scientists to explore and experiment with AI models for weather and climate
sedproxy
An R package for modeling sediment archived climate proxy records
uDALES
Large-eddy-simulation software for urban flow, dispersion and microclimate modelling
Surface Urban Energy and Water Balance Scheme
Legacy dragonfly plugin for large-scale climate and urban heat island modeling
A Python application for modeling the urban heat island effect
pycontrails
Python library for modeling aviation climate impacts
LCZ4r
An R Package for Local Climate Zones and Urban Heat Island Analysis
PCMDI Metrics Package
Open-source Python package for Systematic Evaluation of Climate and Earth System Models
Used to generate experiments using the JEDI data assimilation system and NASA's Goddard Earth Observing System (GEOS) numerical weather forecast mode
TSMP
An open source scale-consistent, highly modular, massively parallel regional Earth system model
An R package to process heating and cooling degrees for the Global Change Analysis Model (GCAM) from various sources such as WRF and CMIP
Dinosaur
A spectral dynamical core for global atmospheric modeling written in JAX
A package for building hybrid ML+Physics atmospheric models for weather and climate simulations
A software framework for supporting the efficient development, construction, execution, and scientific interpretation of atmospheric, oceanic, and climate system models
CABLE
A land surface model, used to calculate the fluxes of momentum, energy, water and carbon between the land surface and the atmosphere and to model the major biogeochemical cycles of the land ecosystem
A Python-based package designed to get users up and running with AI weather and climate models fast. Our mission is to enable everyone to build, research and explore AI driven meteorology
Scores
A Python package of mathematical functions for the verification, evaluation and optimisation of forecasts, predictions or models, primarily supporting the meteorological, climatological and geoscientific communities
pyunicorn
An object-oriented Python package for advanced analysis and modelling of complex networks such as climate networks, a way of applying complex network theory to the climate system by assuming that each node represents a varying dynamical system
The Community Land Model is the land model for the Community Earth System Model, which formalises and quantifies concepts of ecological climatology
- ICON
A flexible, scalable, high-performance modelling framework for weather, climate and environmental prediction that provides actionable information for society and advances our understanding of the Earth's climate system
RegCM
This Regional Climate Model can be applied to any region of the World, with grid spacing of up to about 3 km, and for a wide range of studies, from process studies to paleoclimate and future climate simulation
gospl
Global Scalable Paleo Landscape Evolution Model is an library providing a scalable parallelised Python-based numerical model to simulate landscapes and basins reconstruction at global scale
ClimODE
Models precise weather evolution with value-conserving dynamics, learning global weather transport as a neural flow, which also enables estimating the uncertainty in predictions
ciceroscm
Python version of the CICERO-SCM simple climate model/emulator
Climate Change / Climate Data Standards
cf-conventions
The conventions for CF (Climate and Forecast) metadata are designed to promote the processing and sharing of files created with the NetCDF API
cf-python
A CF-compliant Earth Science data analysis library
The CF Checker is a utility that checks the contents of a NetCDF file complies with the Climate and Forecasts (CF) Metadata Convention
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
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
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
Produce CF-compliant netCDF files that fulfill the requirements of many of the climate community's standard model experiments
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
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
cf-xarray
An accessor for xarray objects that interprets CF attributes
Climate Change / Climate Data Access and Visualization
- CMIP6 Datasets
Provides an access to the outputs of the current phase 6 of the Coupled Model Intercomparison Project (CMIP). CMIP6 global climate models give a base to (almost) all we may know for the climate of the future
- climatedataguide
Search and access 212 datasets covering the Atmosphere, Ocean, Land and more. Explore climate indices, reanalyses and satellite data and understand their application to climate model metrics
An R interface to many National Oceanic and Atmospheric Administration data sources
Access and analyze historical weather and climate data with Python
loadeR
An R package for climate data access building on the NetCDF-Java API
easyclimate
Easy access to high-resolution daily climate data for Europe
Global Surface Summary of the Day Weather Data Client for R
IPCC AR6 Chapter 9 Figures
Code and data for all figures from Chapter 9 of the IPCC AR6
Datasets, code and virtual workspace for the Climate Change ATLAS
pylandtemp
Global land surface temperature and emissivity from NASA's Landsat satellite images
Python API to access the Copernicus Climate Data Store
Download data from the Oregon PRISM climate data project
climaemet
An interface to download the climatic data of the Spanish Meteorological Agency directly from R using their API and create scientific graphs
- Climate Data Store Toolbox
Dive into this wealth of information about the Earth's past, present and future climate
A quasi-global high-resolution rainfall data set, which incorporates satellite imagery and in-situ station data to create gridded rainfall time series for trend analysis and seasonal drought monitoring
ClimateSERVpy
Enables access to the ClimateSERV API where many types of climate data can be subset by area of interest, and time range, then either downloaded as tif, or NetCDf files, or the data can be statistically processed to render json values or csv
Provides easy access to the European Centre for Medium-Range Weather Forecasts web API services and Copernicus Climate Data Store from within R, matching and expanding upon the ECMWF Python tools
hockeystick
Make essential Climate Change datasets easily available to non-climate experts
Easily download and visualise climate data from New Zealand's National Climate Database
rWBclimate
An R interface for the World Bank climate data used in the World Bank climate knowledge portal
IceVarFigs
Weather and climate graphics for science communication
ClimateSatellite.jl
Julia package that downloads measurements and observational of climate satellite mission data
This web application allows development practitioners, scientists/researchers, and government decision-makers to visualize and download historical rainfall data, vegetation condition data, and 180-day forecasts of rainfall and temperature to improve understanding of, and make improved decisions for, issues related to agriculture and water availability
canadaHCD
Access Canadian Historical Climate Data from R
pygac
A Python package to read and calibrate NOAA and Metop AVHRR GAC and LAC data
Cate
A software for ingesting, operating on and visualizing all ESA Climate Change Initiative data
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
rsoi
An R package to download the most up to date climate indices
Fluid Earth
Open-source Visualization of Weather and Climate Data
climateR
An R package for getting point and gridded climate data by AOI
This toolbox allows you to easily access data and download hundreds of data sets associated with climate change for analysis in MATLAB
ClimateLearn
A Python library for accessing state-of-the-art climate data and machine learning models in a standardized, straightforward way
This public repository is a portal for climate data and information for ForestGEO sites
A global history of the climate highly accessible in the cloud
CleF
Searches the Earth System Grid Federation datasets stored at the Australian National Computational Infrastructure, both data published on the NCI ESGF node as well as files that are locally replicated from other ESGF nodes
Intake-esm
An intake plugin for parsing an Earth System Model catalog and loading assets into xarray datasets
GHCNData.jl
Helps access the Global Historical Climatological Network's daily data
get-station-data
A set of Python tools to make it easier to extract weather station data (e.g., temperature, precipitation) from the Global Historical Climatology Network Daily
OGD@MeteoSwiss
Open Data products released by the Federal Office of Meteorology and Climatology MeteoSwiss
ESGF PyClient
A Python package designed for interacting with the Earth System Grid Federation system
A package to simplify the download of ECMWF open data
ACCESS-NRI Intake Catalog
Aims to provide a way for Python users to discover and load data across a broad range of climate data products available on the Australian NCI supercomputer Gadi
TubeDB
Efficient and easy to use database for climate station observations. Store, check, fill, aggregate, visualize and access your time series data on-demand
climate-visuals
These graphics show different aspects of how the climate is changing
ColOpenData
A package that acquires and wrangles Colombian socioeconomic, geospatial and climate data
amadeus
A mechanism for data, environments, and user setup for common environmental and climate health datasets in R
HadCRUT5
Visualize the HadCRUT5 temperature, a gridded dataset of global historical surface temperature anomalies relative to a 1961-1990 reference period
Climate Foresight
A chatbot that answers questions about climate change impacts on planned human activities
urban-heat
Interactive urban heat island effect visualizations for European cities
Climate Change / Climate Data Processing and Analysis
Iris
A powerful, format-agnostic, community-driven Python package for analyzing and visualizing Earth science data
xCDAT
An extension of xarray for climate data analysis on structured grids
Geoclimate
Geospatial processing toolbox for environmental and climate studies
A series of command-line tools to make common data engineering tasks easier for researchers in climate and weather
OpenClimateGIS
A set of geoprocessing and calculation tools for CF-compliant climate datasets
Compiles the data into a uniform, csv-based data format following the standard established by the Integrated Assessment Modeling Consortium and used by IPCC WG3
icclim
Python library for climate indices and climate indicators calculation
clisops
Climate simulation operations
hyfo
Mainly focuses on data process and visualization in hydrology and climate forecasting
aospy
A Python package for automated analysis and management of gridded climate data
An R package that can generate gridded ASCII tables of climate (CIMP5) and weather data (GPM, TRMM, GLDAS) needed to drive various hydrological models (e.g. SWAT, VIC, RHESSys)
The NCAR Command Language is a scripting language for the analysis and visualization of climate and weather data
An open source project and Python package that provides verification metrics of deterministic (and probabilistic from properscoring) forecasts with xarray
Provides functions that automate importing CRU CL v. 2.0 climatology data into R
A Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes
epwshiftr
Create future EnergyPlus Weather files using CMIP6 data
NCO
Manipulates and analyzes data stored in netCDF-accessible formats
Contains the module python nco, which implements a Python style access to the NetCDF Operators (NCO)
semanticClimate
Conversion of IPCC documents into semantic form
A modern Python utility library for climate data collection and management
Paleoclimate
Analysis of Paleoclimate Data
GT4Py
Library for generating high-performance implementations of stencil kernels for weather and climate modeling from a domain-specific language
ClimoPy
A succinct toolset for analyzing climate data
tempestextremes
Extreme weather detection and characterization
xmip
Analysis ready CMIP6 data in python the easy way with pangeo tools
Allows for easy downloads of Daymet climate data directly to your R workspace or your computer
ClimSim
An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
CLIMaCCF
Provide an open-source, easy-to-use, and flexible software tool that efficiently calculates spatially and temporally resolved climate impact of aviation emissions by using algorithmic climate change functions
geomet-climate
Geospatial web services for Canadian climate data
- IPCC-WG1-Code
Code and Data of the Physical Science Basis Working Group (WG1) as part of Intergovernmental Panel on Climate Change (IPCC)
Contains functions for downloading climate and environmental data from open and free online datasets for any region of the world
Aims to facilitate access and download weather and climate data for Australia from Australian data sources
Climate Data Rescue
This application seeks to aid in the digitization of paper records through the crowd-sourced transcription of scanned image files, particularly documents ill-suited for Optical Character Recognition
Finch
A Web Processing Service for Climate Indicators
Command Line Interface to download ERA5 from Copernicus Climate Data Service
Sacpy
An effecient Statistical Analysis tool (e.g. regression, EOF, MCA) for Climate and Meteorology data
s2spy
A high-level python package integrating expert knowledge and artificial intelligence to boost (sub) seasonal forecasting
A climate change scenario-building analysis framework, built with Intake-esm catalogs and xarray-based packages such as xclim and xESMF
w2w
A WUDAPT-to-WRF python tool that injects World Urban Database and Access Portal Tools (WUDAPT)'s Local Climate Zone information into WRF
- Climate Tool
A tool for connecting together scientific information across climate, health and policy in the UK
freva
A data search and analysis platform developed by the atmospheric science community
Climate_Indices
Contains Python implementations of various climate index algorithms which provide a geographical and temporal picture of the severity of precipitation and temperature anomalies useful for climate monitoring and research
XCast
A free and open source climate forecasting toolkit written by Kyle Hall & Nachiketa Acharya, designed to help forecasters and earth scientists apply state-of-the-art postprocessing techniques to gridded data sets
Tool for evaluating atmospheric carbon dioxide concentrations as simulated by Earth system models
A Julia package offering basic functionality for analyzing data that are typically in the form used by climate sciences
A collection of commonly-used tools in climate science. Basics of climate field analysis are covered, with some forays into exploratory techniques associated with climate scenarios design
xgcm
A Python package for analyzing general circulation model output data
Analysis for simulations produced with Model for Prediction Across Scales (MPAS) components and the Energy Exascale Earth System Model (E3SM), which used those components
hn2016_falwa
A Python library for computing Finite-Amplitude Local Wave Activity from climate data
Aims to be the primary package used to analyze output from initialized dynamical forecast models, ranging from short-term weather forecasts to long-term climate forecasts
A library of derived climate variables, i.e. climate indicators, based on xarray
climpact
Calculate the ET-SCI climate extremes indices
CoPro
A machine-learning tool for conflict risk projections based on climate, environmental, and societal drivers
python-cmethods
Serves as a collection of different scale- and distribution-based bias correction techniques for climatic research
Climakitae
Enable a transition from climate vulnerability assessments to decision support for investor-owned utilities and other stakeholders
A dedicated Python package for dimensionality reduction in the realm of climate science, offering methods like PCA, known as EOF analysis within the field, and related variants
A specialized resource designed to tackle systematic errors or biases in Regional Climate Models
ibicus
Flexible and user-friendly toolkit for the bias correction of climate models and associated evaluation
A set of functions for calculating hydrological climate indices and statistics from tidy data, including a function for plotting geo-referenced results and mapping information
Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutions
Computation for Climate and Health research On Parallelized infrastructure is a Scalable GIS methods for environmental and climate data analysis
uxarray
Xarray extension for unstructured climate and global weather data analysis and visualization
CHAP
Designed to be used by researchers and public health professionals to forecast and assess the impact of climate on health outcomes
ccviR
A rapid assessment tool designed to allow a relative grouping of unrelated taxa by vulnerability to climate change and to highlight which factors contribute to the climate change vulnerability of individual species or groups of taxa
- Climate Data Operators
A collection of command line Operators to manipulate and analyse Climate and NWP model Data
index_calculator
Calculate climate indicators with standardized project-specific attributes
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 Downscaling
A simplified atmospheric model designed primarily for climate downscaling, atmospheric sensitivity tests, and hopefully educational uses
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)
KrigR
An R Package for downloading, preprocessing, and statistical downscaling of the European ERA5 dataset
Statistical downscaling and postprocessing models for climate and weather model simulations
TopoPyScale
Perform topography-based downscaling of climate data to the hillslope scale
ClimDown
A Climate Downscaling package for the R statistical programming language
Designed for climate and weather data analysis, empirical-statistical downscaling, and visualisation
Climate downscaling using CMIP6 data
A bundle of R packages for transparent climate data access, post-processing (including data collocation and bias correction / downscaling) and visualization
downscaleCMIP6
Global Downscaled Projections for Climate Impacts Research
PyESD
Downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets to point scale
A Python package for tackling diverse environmental prediction tasks with neural processes
Global reanalysis downscaling to regional scales by means of deep learning techniques
Climate Change / Natural Hazard and Storm
CLIMADA
Stands for CLIMate ADAptation and is a probabilistic natural catastrophe impact model, that also calculates averted damage (benefit) thanks to adaptation measures of any kind (from grey to green infrastructure, behavioural, etc.)
InaSAFE
QGIS plugin for estimating impact from natural disasters
PRISM
Assesses the potential risk and forecasts the impact of climate hazards on the most vulnerable communities, in order to design risk reduction activities and target disaster responses
Flood forecasting via the National Water Model
GLOCOFFS
An ADCIRC-based global storm tide modeling system providing real-time forecasts of coastal flooding
An ecosystem of data, models and code pipelines to tackle flooding with machine learning
CaMa
Designed to simulate the hydrodynamics in continental-scale rivers
Global Flood Database Scripts & Data
Used to produce the Global Flood Database and assess changes in population exposed to floods
LISFLOOD
A spatially distributed water resources model, developed by the Joint Research Centre of the European Commission since 1997
CanFlood
Flood Risk modelling toolbox for Canada
HYDRAFloods
An open source Python application for downloading, processing, and delivering surface water maps derived from remote sensing data
OasisLMF
An open source catastrophe modelling platform, free to use by anyone
CAMS
Critical Asset Management and Disaster Resilience for Islands, Cities, and Communities
StormEvents
Provides Python interfaces for observational data surrounding named storm events
Hagelslag
An object-based severe storm forecasting system that utilizing image processing and machine learning tools to derive calibrated probabilities of severe hazards from convection-allowing numerical weather prediction model output
HAFS
Hurricane Analysis and Forecast System
An R library that extracts information from Atlantic and east Pacific hurricanes and tropical storms
Estimates economic damages and impacts from climate change and sea level rise through the 21st century
FACTS
Repository for the Framework for Accessing Changes To Sea-level
FLOODPY
A free and open-source python toolbox for mapping of floodwater
A statistical-parametric model for assessing wind hazard from tropical cyclones
OpenQuake
Allows users to compute seismic hazard and seismic risk of earthquakes on a global scale
PiWind is a wind storm model for a small area of the UK
ThinkHazard!
Provides a general view of the hazards, for a given location, that should be considered in project design and implementation to promote disaster and climate resilience
Tropycal
A Python package intended to simplify the process of retrieving and analyzing tropical cyclone data, both for past storms and in real time
tcpyPI
A set of scripts and notebooks that compute and validate tropical cyclone (TC) potential intensity (PI) calculations in Python
Super-fast modelling of dynamic compound flooding in Coastal Systems
Creation of flood inundation raster libraries and rating curves from HEC-RAS models
BG_Flood
The model is designed to simulate flood/inundation caused by tsunami, river, rain, tide or storm surge (from wind stress or atm pressure differential) or any combination of these
TATHU
A Python package for tracking and analyzing the life cycle of thunderstorms
Provides a common description of the data used and produced in risk assessments, including hazard, exposure, vulnerability, and modelled loss, or impact, data
Global Flood Monitor
A global database of historic and real-time flood events based on social media
ASGS
Provides software infrastructure for automating coastal ocean modelling for real time hurricane decision support
An R package allowing to easily extract storm track data for given locations or areas of interests, to generate wind speed and direction fields, and to compute summary statistics characterising the behaviour of winds generated by tropical storms and cyclones
TREC
Allows users to efficiently assess the climate risk for transit stations within the context of the access it provides to vital services and regions
TECA
The Toolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection and analysis
Flood inundation mapping and evaluation software configured to work with U.S. National Water Model
Intensity duration frequency analysis
Reads the measurement data of the rainfall and calculates the distribution of the rainfall as a function of the return period and the duration for duration steps up to 12 hours
FwDET
Calculates floodwater depths using a digital elevation model and a flood extent polygon
Calculates floodwater depths using a digital elevation model and a flood extent polygon
FloodAdapt
A decision-support tool that seeks to advance and accelerate flooding-related adaptation planning
Infrastructure Risk Visualisation Tool
Aims to support climate adaptation decision-making by identifying spatial vulnerabilities and risks under current and future climate scenarios
Can be used to analyse environmental risks to infrastructure networks using global open data
A visualization tool designed to empower researchers, meteorologists, and enthusiasts with the ability to analyze and interpret tropical cyclone data effectively
ADCIRC
A system of computer programs for solving time-dependent, free-surface circulation and transport problems in two and three dimensions in applications such as storm surge and flood prediction
DamageScanner
A python toolkit for direct damage assessments for natural hazards
A collection of scripted tools developed to inform risk analytics for the World Bank's Country Climate and Development Report risk screening activities
A meticulously curated multi-temporal dataset spanning 32 global flood events, mapping over 63 billion areas of land
Climate Risk Assessment Book
Guides you through your regional Climate Risk Assessments and provides you with tools and datasets for the assessment
FReDT
Provide a better understanding of the degree of impact flood events can have on physical assets like buildings, roads, railways, transmission lines, etc
SynxFlow
Dynamically simulate flood inundation, landslides runout and debris flows using multiple CUDA-enabled GPUs
Humanitarian OpenStreetMap
Provide map data which revolutionises disaster management, reduces risks, and contributes to achievement of the Sustainable Development Goals
- FLEXTH
Flood extent enhancement and water depth estimation tool for satellite-derived inundation maps
Climate Change / Integrated Assessment and Climate Policy
The next generation climate policy analysis suite
Climate Policy Radar Methodology
Climate Policy Radar and Climate Change Laws of the World methodology documents
A versatile, dynamic systems-optimization modeling framework developed by the IIASA Energy, Climate, and Environment (ECE) Program since the 1980s
DICE.jl
The Dynamic Integrated model of Climate and the Economy model family are a popular and capable type of simple Integrated Assessment Model of climate change economics pioneered by William Nordhaus
LPJmL
Designed to simulate the global terrestrial carbon cycle and the response of carbon and vegetation patterns under climate change
Source code for figure generation and analysis of the ENGAGE netzero scenario analysis
pyam
A Python package for data-wrangling, analysis and visualization of integrated-assessment scenarios and energy systems modeling results
A dynamic-recursive model with technology-rich representations of the economy, energy sector, land use and water linked to a climate model that can be used to explore climate change mitigation policies including carbon taxes, carbon trading, regulations and accelerated deployment of energy technology
EXIOMOD
A macro-economic model that predicts the effects of public authority measures, shifts in consumer behaviour and associated enviromnetal impacts
remind
A numerical model that represents the future evolution of the world economies with a special focus on the development of the energy sector and the implications for our world climate
MadRat REMIND Input Data Package
Prepare EDGE Transport Data for the REMIND model
META 2021
Advanced integrated assessment model (SC-IAM), designed as a model-based meta-analysis of the effects of tipping points on the social cost of carbon
WorldDynamics.jl
Aims to provide a modern framework to investigate integrated assessment models of sustainable development, based on current software engineering and scientific machine learning techniques
Scenario analysis notebooks for the IPCC Special Report on Global Warming of 1.5°C
rwlts
Support governments in making decisions about the impact of human activities on the environment, planning the use of natural resources, conserving biodiversity and monitoring climate change
AI for Global Climate Cooperation
Modeling global cooperation in the RICE-N Integrated Assessment Model
Future Technology Transformation
Integrated assessment model with a realistic treatment of technology diffusion
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
GCAM-China
The Global Change Analysis Model with China provincial-level details
Natural Resources / Air Quality
- CAMx
A multi-scale photochemical modeling system for gas and particulate air pollution
Code base for the U.S. EPA's Community Multiscale Air Quality Model
A suite of software designed to facilitate the analysis and evaluation of predictions from meteorological and air quality models
- MLAir
Machine Learning on Air data is an environment that simplifies and accelerates the creation of new machine learning models for the analysis and forecasting of meteorological and air quality time-series
shoot-i-smoke
See your city's air pollution measured in daily cigarettes
airqmon
A macOS menu bar application that displays live air quality data from the nearest sensor station
AirCasting
The project aims to build a platform for gathering, visualization and sharing of environmental data
openair
An R package developed for the purpose of analyzing air quality data — or more generally atmospheric composition data
Combine the robust analytical methods found in openair with the highly capable leaflet package
airQualityMeter
Detects air particulate matter (PM - pm1, pm2.5, pm10) concentrations and sends data to an MQTT server
OpenAQ API Version 2
A web-accessible API that provides endpoints to query the real-time and historical air quality measurements on the platform
A tool to collect data for OpenAQ platform
SMOKE
Create emissions inputs for multiple air quality modeling systems with unmatched speed and flexibility
inmap
A multi-scale emissions-to-health impact model for fine particulate matter (PM2.5) that mechanistically evaluates air quality and health benefits of perturbations to baseline emissions
Designed to calculate air concentrations and deposition fields for major acidifying and eutrophying pollutants, photo-oxidants and particulate matter
Rpollution
The goal of Rpollution is to assemble R functions to analyze air pollution data
YETI
A bottom-up traffic emission calculation tool developed at the Institute for Advanced Sustainability Studies in Potsdam and built in Python
PM2.5-GNN
A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting
Interact with the UK AIR Pollution Database from DEFRA
rmweather
An R package to conduct meteorological/weather normalisation on air quality so trends and interventions can be investigated in a robust way
Safecast
Building out a network of sensors to monitor particulate matter in sizes PM1.0, PM2.5, PM10
West Oakland Air Quality Project
A platform for impacted communities to understand their local air quality and advocate for environmental justice
Sensor.Community
Making the world a better place through community driven, open environmental data
openSenseMap
Wikipedia for environmental data in order to awaken and promote education, environmental and climate protection
Estimation of a consistent range of adverse health and agricultural effects attributable to air pollution for a GCAM scenario
Import Air Quality Monitoring Data in a Fast and Easy Way
Ozone3
An open-source package to easily obtain real-time, historical, or forecasted air quality data for anywhere in the world
Retrieve data from the United States Environmental Protection Agency's Air Quality Systems
Download of air pollutants and meteorological information from CETESB QUALAR System for São Paulo, and MonitorAr Program, for Rio de Janeiro
AirQo
Develop hardware and software tools to help deliver Clean Air for All African Cities
AirMonitor
Utilities for working with hourly air quality monitoring data with a focus on small particulates PM2.5
Building an extensible, reproducible, test-driven, harmonised, open-source, versioned, ensemble model for air quality
CanAirIO
A citizen science project using mobile and static sensors to measure air quality with cell phones and low-cost technology
NAPS Data Analysis Toolbox
Canada National Air Pollution Surveillance Program data downloader, importer, extractor, analysis, and visualization toolbox
AirBase
An easy downloader for air quality data provided by the European Environment Agency
Air Quality Forecast
This end-to-end machine learning collaboration project is used to predict ozone and nitrogen dioxide levels in Utrecht as a form of timeseries regression
FHWA's DANA Tool
The Database for Air Quality and Noise Analysis (DANA) Tool provides traffic-related inputs to the Motor Vehicle Emission Simulator (MOVES) vehicle emissions model and the Traffic Noise Model (TNM)
Natural Resources / Water Supply and Quality
Used for single event or long-term (continuous) simulation of runoff quantity and quality from primarily urban areas
This R package is designed to obtain USGS or EPA water quality sample data, streamflow data and metadata directly from web services
An R package for the analysis of long-term changes in water quality and streamflow, including the water-quality method Weighted Regressions on Time, Discharge, and Season
Designed to enable computational evaluation of historical and emerging water network formulations and algorithms using a common platform
The program under development here seeks to effectively manage the traversal of a network of streams with defined hydraulic properties specifically for the purpose of hydraulic routing in an operational flood and water resources forecasting system
This framework includes an encapsulation strategy which focuses on the hydrologic data first, and then builds a functional abstraction of hydrologic behavior
This package is a growing set of tools for manipulation of hydrographic data using the NHDPlus data model
A team of volunteers at Code for Boston who are using data modeling, data visualization and machine learning to predict, visualize, and share data about the presence of hazardous drinking and surface water contaminants in the United States
HydroFunctions
A suite of convenience functions for working with hydrology data in an interactive Python session
The General Lake Model
A water balance and one-dimensional vertical stratification hydrodynamic model
nhdR
An R interface to the US National Hydrography Dataset
modflow6
Has been widely used by academics, private consultants, and government scientists to accurately, reliably, and efficiently simulate groundwater flow
- iMOD
An easy to use Graphical User Interface + an accelerated Deltares-version of MODFLOW with fast, flexible and consistent sub-domain modeling techniques
pysheds
Simple and fast watershed delineation in Python
WhiteboxTools
WhiteboxTools is an advanced geospatial data analysis platform
A Python package designed to simulate and analyze resilience of water distribution networks
An R package to analyze, summarize, and visualize daily streamflow data
KnowFlow
KnowFlow Automatic Water Monitoring device is an open source tool enabling everyone to have access to first hand water quality data with low cost
Groundwater Wells and Aquifers application for the Ministry of Environment in British Columbia
waterquality
A package designed to detect and quantify water quality and cyanobacterial harmful algal bloom (CHABs) from remotely sensed imagery
QGEP
A waste-water application based on QGIS in compliance with SIA-405
PooPyLab_Project
A biological wastewater treatment software
aguaclara
A Python package for designing and performing research on AguaClara water treatment plants
- RTC-Tools
A toolbox for control and optimization of water systems
EPANET
The Water Distribution System Hydraulic and Water Quality Analysis Toolkit
The real-time extension to the EPANET Hydraulic Toolkit
A Common programming framework for research and development in the growing field of smart water networks
pyswmm
Python Wrapper for Stormwater Management Model
SWMM5plus
Prototype Fortran 2008 engine for the EPA Storm Water Management Model
pystorms
Simulation Sandbox for the Design and Evaluation of Stormwater Control Algorithms
SELEN
An open source Fortran code for the numerical solution of the Sea Level Equation for a spherical, layered, rotating earth with viscoelastic rheology
rivamap
An Automated River Analysis and Mapping Engine
AWSM
Automated Water Supply Model was developed at the USDA Agricultural Research Service
A community-driven library of modules and algorithms for simulation of "aquatic ecodynamics": water quality, aquatic biogeochemsitry, biotic habitat and aquatic ecosystem dynamics
- DORiE
A Discontinuous Galerkin Solver for Soil Water Flow and Passive Solute Transport Based on DUNE
An R package for water quality thresholds and index calculation for British Columbia
Model My Watershed
A watershed-modeling web app for citizens, conservation practitioners, municipal decision-makers, educators, and students
AquaSat
A data set to enable remote sensing of water quality for inland waters
Facilitates searching and download of the Water Framework Directive reporting data for all waterbodies from the EA website
pyGSFLOW
A set of Python modules to run the GSFLOW integrated hydrologic model program
An R package to facilitate analysis and visualization of groundwater data from the British Columbia groundwater observation well network
GSFLOW-GRASS
Generates inputs for and runs the coupled groundwater-surface water model "GSFLOW"
GWHAT
A free, open source, and cross-platform interactive computer program whose main focus is the interpretation of observation well hydrographs
Soil-Water-Balance
A Modified Thornthwaite-Mather Soil-Water-Balance Code for Estimating Groundwater Recharge
R scripts for an indicator on long-term trends in groundwater levels in British Columbia published on Environmental Reporting British Columbia
- GSFLOW
A coupled Groundwater and Surface-water FLOW model based on the integration of the USGS Precipitation-Runoff Modeling System and the USGS Modular Groundwater Flow Model
PEST++
Software suite aimed at supporting complex numerical models in the context of decision support, with a focus on supporting environmental models like groundwater or surface water
An R package to download open water quality data from Environment and Climate Change Canada's National Long-term Water Quality Monitoring Data
Hydrologic AnalySis Package
This is a collection of R functions used by the Canadian Association Society for Hydrological Sciences
Liquid Prep
Offers an end-to-end solution for farmers looking to optimize their water usage; especially during times of drought
flopy
A Python package to create, run, and post-process MODFLOW-based models
PCRaster
A collection of tools and software libraries tailored to the construction of spatio-temporal environmental models
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
Assess water supply, water demand and environmental needs at global and regional level
- WWTP
EU28 Waste Water Treatment Plants
AWH-Geo
Tool and calculations for Global Potential of Harvesting Drinking Water from Air using Solar Energy
pySTEPS
An open-source and community-driven Python library for probabilistic precipitation nowcasting, i.e. short-term ensemble prediction systems
reservatoriosBR
R package for Brazilian reservoirs data
PyForecast
A statistical modeling tool used by Reclamation water managers and reservoir operators to train and build predictive models for seasonal inflows and streamflows
- pyWaPOR
Data manual and Algorithm to compute the evapotranspiration of large areas using remote sensing data
- HydroSHEDS
Seamless hydrographic data for global and regional applications
Provides Google Earth Engine Python API based implementation of the SSEBop ET model used within OpenET
SPEI
Computing the Standardized Precipitation-Evapotranspiration Index and other reference evapotranspiration
Interactive hydrodynamic solver for sewer/stormwater networks
Help developers compile and evaluate water quality data for samples collected from surface water monitoring sites on streams and lakes
wqtrends
R package to assess water quality trends with generalized additive models
pyet
Estimate reference and potential evaporation
SPEI
Calculate and visualize some popular drought indices such as the SPI, SPEI and SGI
GISWATER
This software connects different IT solutions and pre-existent databases allowing you to setup a high performance water management system in combination with hydraulic software
A water resources model, designed to be the replacement of the regional surface water modules Mozart and SIMRES in the Netherlands Hydrological Instrument
Pywr
Simulates customisable water allocation and operation rules throughout complex multi-purpose managed water systems at each user-defined time-step
A python translation of MOSART-WM, a model for water routing and reservoir management written in Fortran
A collection of water quality and vegetation process simulation modules designed to couple with water transport models
RAT
Uses satellite remote sensing data to monitor water surface area and water level changes in artificial reservoirs
A precipitation nowcasting model based on a latent diffusion model
WaterTAP
Create an open-source water treatment model library that is compatible with the IDAES Platform
Tool for modeling water resources in glacierized catchments
PyPES
A class hierarchy designed to represent configurations of process engineering systems, such as wastewater treatment or desalination plants
PARETO
An Optimization Framework for Produced Water Management and Beneficial Reuse
Provides a message passing interface to enable different subsystem models to communicate water flux and water quality information between each other, and self-contained representations of the key parts of the water cycle
ODM
Aims to improve wastewater monitoring through interoperable data by providing robust support for reporting of biological, toxic or other health hazards
Generate download and compile data from EPA ECOTOX database to generate aquatic life water quality benchmarks
Microplastic Data Portal
An Open Source project to increase access to microplastics data
R package for data validation and visualization with a focus on microplastic data
A visualization showing groundwater conditions as little peaks above or below their normal values
EPyT-Flow
Provides easy access to water distribution network simulations with a high level interface for generation of hydraulic and water quality scenario data
- LibreWater
A Small Scale Desalination and Water Purification Prototype that is powered by electric heating for scientific purpose and prototyping ahead according to the Libre Water Mission
Natural Resources / Soil and Land
SoilGrids250m
Global Spatial predictions of soil properties and classes at 250 m resolution
- SoilGrids
A system for automated soil mapping based on global soil profile and environmental covariate data at 250 m spatial resolution
Hyperspectral Soilmoisture Dataset
Hyperspectral benchmark dataset on soil moisture
soilReports
An R package that assists with the setup and operation of a collection of soil data summary, comparison, and evaluation reports
Algorithms for Quantitative Pedology is a collection of code, ideas, documentation, and examples wrapped-up into several R packages
Miscellaneous soil data management, summary, visualization, and conversion utilities to support soil survey
Simplified Access to NCSS Soil Databases
Landslides Detection
Machine learning tool to detect landslides from optical satellite imagery
pyTSEB
Contains Python code for Two Source Energy Balance models (Priestley-Taylor TSEB-PT, Dual Time Difference DTD and TSEB with component soil and canopy temperatures TSEB-2T) for estimating sensible and latent heat flux based on measurements of radiometric surface temperature
slga
Offers the ability to download geographic subsets of raster data from the Soil and Landscape Grid of Australia
An R package for acquisition and processing of NASA (Soil Moisture Active-Passive) SMAP data
DRIP-SLIP
Detecting Realtime Increased Precipitation / Sudden Landslide Identification Product
Readers and converters for ESA CCI Soil Moisture image and time series data
US_SoilGrids100m
Complete-coverage gridded predictions of soil properties (percent organic carbon, total nitrogen, bulk density, pH, and percent sand and clay) and classes (taxonomic great group and particle size in the control section) for the Conterminous U.S
Python Toolbox for the Evaluation of Soil Moisture Observations
Drought Indices Map
This project attempts to find an accessible and friendly way to visualize data of drought indices in Spain from 1961 until 2017
A Machine Learning Pipeline to Predict Vegetation Health
srdb
Global soil respiration database
Data, metadata, and software tools for the COSORE database of continuous soil respiration measurements
sidb
Contains information on laboratory soil incubation experiments, with emphasis on time series of CO2 release
ISRaD
Improve the use of radiocarbon as a constraint for understanding the soil carbon cycle
OpenFLUID
A software environment for modeling and simulation of complex landscape systems
A QGIS plugin that supports monitoring of land change, including changes in productivity, land cover, and soil organic carbon
pycoal
A Python toolkit for characterizing Coal and Open-pit surface mining impacts on American Lands
- stats_for_soil_survey
Lecture material on "Statistics for Pedologists"
Simsphere
A one-dimensional model that allows one to simulate the transfer of heat and moisture between plants, soil and atmosphere over a 24 hour day
CryoGrid3
A one-dimensional land surface model dedicated to simulate ground temperatures in permafrost environments
One-dimensional convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data
EarthML
Improving, documenting, and illustrating how to use other, freely available, general-purpose open source projects to solve problems in the earth sciences
- STEP
ESA is developing free open source toolboxes for the scientific exploitation of Earth Observation missions under the Scientific Exploitation of Operational Missions programme element
globsim
Using global reanalyses for permafrost simulation
An R package to create soil water balance simulation experiment
landscapemetrics
Landscape Metrics for Categorical Map Patterns in R
SCOPE
Simulation model for radiative transfer, photosynthesis and energy fluxes in vegetation and soil
A land use land cover disaggregation and change detection model
- OpenLandMap
Data, services and web-apps providing access and interactive visualizations of the TB of high resolution data produced by the OpenGeoHub Foundation and contributing organizations
An open-source Pythonic library to compute landscape metrics
R package to simulate neutral landscape models
LT-GEE
Google Earth Engine implementation of the LandTrendr spectral-temporal segmentation algorithm
Readers for the data from the International Soil Moisture Database
Platform for direct visualization, analysis and reporting of soil organic carbon predictions and changes over time
Soil Erosion Watch
A Google Earth Engine App to explore the state of the world's degraded soils
Land Matrix
Independent global land monitoring initiative that promotes transparency & accountability in decisions over large-scale land acquisitions
SITS
Enables users to apply machine learning techniques for classifying image time series obtained from earth observation data cubes
- iSDAsoil
Open access soil property map with 30m resolution for Africa
Landlab
An open source Python package for numerical modeling of Earth surface dynamics
Terraso
Develop an open source technology platform to help local community leaders practice Integrated Landscape Management
- Open Soil Spectral Library
Brings together soil scientists, spectroscopists, informaticians, data scientists and software engineers to overcome some of the current bottlenecks preventing wider and more efficient use of soil spectroscopy
OpenLand
Tool for Quantitative Analysis and Visualization of Land Use and Land Cover Change
cultionet
A library for semantic segmentation of cultivated land using a neural network
pygef
Simple parser for soil properties measurements
pydov
Aggregates data about soil, subsoil and groundwater of Flanders and makes them publicly available
ILAMB
Python software used in the International Land Model Benchmarking project
QA4SM
Provides an operational online validation service for soil moisture products
envalysis
An R package containing miscellaneous functions for data analysis in environmental chemistry and ecotoxicolog
Develop solutions to investigate soil survey correlation problems and update activities
LWFBrook90R
Simulates daily transpiration, interception, soil and snow evaporation, streamflow and soil water fluxes through a soil profile covered with vegetation
downscalr
An R package for downscaling of land-use and land-use change projections
droughtR
An R package for non-stationary meteorological drought monitoring
Functions to estimate weather variables at any position of a landscape
ausplotsR
Directly access plot-based data on vegetation and soils across Australia, with simple function calls to extract the data and merge them into species occurrence matrices for analysis or to calculate things like basal area and fractional cover
PyLUSAT
Intends to provide users with tools that can be used to conduct land-use suitability analysis
Contains several thousand unique spectral endmembers representing green vegetation, soil, non-photosynthetic vegetation, urban materials, and burned materials
The soil freeze-thaw model simulates the transport of heat in soil using a one-dimensional vertical column
soils
Collection of soil health data visualization and reporting tools, including a RStudio project template with everything you need to generate custom HTML and Microsoft Word reports for each participant in your soil health survey
rsi
Code for Retriving STAC Information, addressing Repeated Spatial Infelicities and interfacing with Rsome Spectral Indices
Create and run land models in integrated or standalone modes
A software package that supports the application of the Biome-BGCMuSo biogeochemical mode, which simulates the storage and fluxes of water, carbon and nitrogen between the ecosystem and the atmosphere, and within the components of the terrestrial ecosystem
A remote sensing algorithm which measures the photosynthetic, non-photosynthetic and bare earth components of a Landsat image
soiltexture
A toolbox for plotting, classifying and transforming soil texture data like clay, silt and sand contents
A widely-used state-of-the-art land surface model used in many research and operational weather and climate models
SMODERP2D
Distributed event-based model for surface and subsurface runoff and erosion
Implements The OPtical TRapezoid Model (OPTRAM) to derive soil moisture based on the linear relation between a vegetation index, i.e. NDVI, and Shortwave Infra-red
AquaBEHER
Estimation and Prediction of Wet Season Calendar and Soil Water Balance for Agriculture
Sustainable Development / Sustainable Development Goals
open-sdg
A platform for collecting and disseminating data for the Sustainable Development Goal global indicators
SustainBench
Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning
OSDG
Tool that assigns Sustainable Development Goals labels to your input
A public dataset of thousands of text excerpts, validated by OSDG Community Platform citizen scientists with respect to the Sustainable Development Goals
US Sustainable Development Goal indicators
U.S. National Reporting Platform for the Sustainable Development Goals
- The SDG Transformation Center
Science-based tools and analytics for SDG pathways, policies and financing
SDGmapR
R functions and datasets related to the mapping of text to the United Nations 17 Sustainable Development Goals
- Europe Sustainable Development Reports
Track the progress of the European Union and European Countries towards the Sustainable Development Goals
text2sdg
Multi-system analysis package that identifies SDGs in text, opening up the opportunity to monitor any type of text-based data
SDG Detector
Identify and visualize 17 Sustainable Development Goals and associated 169 Targets in text
Polish SDG reporting platform
Polish indicators for the Sustainable Development Goals of the 2030 Agenda
Sustainable Development / Population and Poverty
wopr
An R package and Shiny application to provide API access to the WorldPop Open Population Repository
censusdis
A Python package for discovering, loading, and analyzing U.S. Census demographic, economic, and geographic data and metadata with access to the full collection of data and maps the U.S. Census publishes via their APIs
Boosting Upward Mobility from Poverty
A multi-year effort to understand upward mobility from poverty and to work with local leaders to promote policies that boost upward mobility from poverty
UNICEF AI4D Relative Wealth Project
Aims to develop open datasets and machine learning models for poverty mapping estimation across nine countries in Southeast Asia
Social Income
Fighting global poverty with the help of everyday people and your coding skills
Justice40 Tool
A tool to identify disadvantaged communities due to environmental, socioeconomic and health burdens
Accessible Poverty Estimates
We utilize random forests regressions and features derived from a range of geospatial datasets (nighttime lights, landcover, OpenStreetMap features, and more) to produce estimates of development indicators such as household wealth/poverty
Describes how global and regional poverty rates are calculated
tidycensus
An R package that allows users to interface with the US Census Bureau's decennial Census and five-year American Community APIs and return tidyverse-ready data frames, optionally with simple feature geometry included
Allows R users to compute poverty and inequality indicators for more than 160 countries and regions from the World Bank's database of household surveys
Sustainable Development / Sustainable Investment
Integrated Valuation of Ecosystem Services and Tradeoffs
A family of tools for quantifying the values of natural capital in clear, credible, and practical ways
The REgional Model of INvestments and Development
A modular open source multi-regional model incorporating the economy, the climate system and a detailed representation of the energy sector
WHAT-IF
Water, Hydropower, Agriculture Tool for Investment and Financing decision support tool
r2dii.match
These tools implement in R a fundamental part of the software PACTA (Paris Agreement Capital Transition Assessment), which is a free tool that calculates the alignment between financial portfolios and climate scenarios
These tools help you to assess if a financial portfolio aligns with climate goals
SBTi Temperature Alignment tool
Helps companies and financial institutions to assess the temperature alignment of current targets, commitments, and investment and lending portfolios, and to use this information to develop targets for official validation
Real-Impact-Tracker-Methodology
A methodology to assess the Real Impact of funds on social and environmental issues
MimiFUND.jl
Used to perform cost-benefit and cost-effectiveness analyses of greenhouse gas emission reduction policies
Application and data for analyzing and structuring portfolios for climate investing
Contains the source code for the technology and financial models contained within the National Renewable Energy Laboratory's System Advisor Model
OS-Climate Data Commons
Collect, normalize and integrate climate and ESG data from public and private sources
- XDC Model
Enable users, or any intereted subject, to understand and familiarize with the basic concepts of the X-Degree Compatibility methodology
Designed for green finance and environmental risk research focused on data collecting and analyzing in green finance and environmental risk research and analysis
WikiRate
Facilitates research and analysis on complex topics in collaboration with partners, to make ESG data open, comparable and useful for all
Equinox
Supports the holistic risk management of sustainable finance projects
Measuring the alignment of financial portfolios with climate scenarios
Dataland
A decentralized ecosystem for raw ESG-data where market participants exchange ESG-data in a transparent way
Primarily designed to run 'bottom-up' calculations that model the impact of climate hazards on large numbers of individual assets including natural and operations
climate-finance
Is the python package to get, clean, and work with international public climate finance
- HeCo Invest
A digital collaborative platform pilot aimed to support filling the conservation financing gap in the Amazon Basin by optimizing project financing channels in this region
DEEP
Our goal is to reconfigure the economics of ecology by finding ways to fund and expand projects that sustain life on our planet
Greenlang
The first open-source component promoting transparency, interoperability, and collaboration in the ESG reporting domain
Sustainable Development / Knowledge Platforms
Climate Watch
Offers open data, visualizations and analysis to help policymakers, researchers and other stakeholders gather insights on countries' climate progress
- Appropedia
Shares knowledge to build rich, sustainable lives
- Open Hardware Observatory
Search engine and assessment platform for sustainable open hardware
- Open Source Ecology
Developing open source industrial machines that can be made for a fraction of commercial costs, and sharing the designs for free
ProjectDrawdown
The mission of Project Drawdown is to help the world reach "Drawdown"— the point in the future when levels of greenhouse gases in the atmosphere stop climbing and start to steadily decline, thereby stopping catastrophic climate change — as quickly, safely, and equitably as possible
NOAA-Affiliated-Projects
A list of GitHub accounts and repositories that are contributed to by National Oceanic and Atmospheric Administration staff from line offices and/or staff office throughout the organization
- Climatescape
Discover the organizations solving climate change
An open research project for data mining Open Access papers related to Climate Change
OpenClimate
An open source initiative exploring the application of distributed ledger technology and other emerging technologies, such as IoT, big data and machine learning, to the challenge of helping the world keep a transparent climate accounting system towards the climate targets
ModularSensors
This Arduino library gives environmental sensors a common interface of functions for use with Arduino-compatible dataloggers
- OpenSourceSeeds
Committed to re-establishing seed as a common good for all
- Transition Project
An Open Data Initiative designed to help enable rapid carbon abatement for cities worldwide
Climate Strike Software
Prevent oil and gas companies from co-opting your work and extracting more fossil fuels with this software license
- Climate Impact Lab
A team of economists, climate scientists, data engineers, and risk analysts are building the world's most comprehensive body of research quantifying the impacts of climate change, sector-by-sector and community-by-community around the world
Climate change in the contiguous United States
The Washington Post's analysis of NOAA climate change data for the contiguous United States
Regen Ledger
Providing a structured database of claims regarding ecological state and change of state
Stripe Climate Carbon Removal Purchases
Source materials supporting Stripe Climate carbon removal purchases
- Net Zero Tracker
Create the definitive global resource for collating, assessing and presenting the scale and quality of net zero pledges across nationals, sub-nationals, companies and other entities
- Credible Goals Database
A public goals database containing leading sustainability goals and commitments set by large companies globally
Digital Public Goods
Accelerate the attainment of the sustainable development goals in low- and middle-income countries by facilitating the discovery, development, use of, and investment in digital public goods
Official repository for Semantic Web for Earth and Environmental Terminology Ontologies
- U.S. Climate Resilience Toolkit
A website designed to help people find and use tools, information, and subject matter expertise to build climate resilience
Climatemind
Explore how your values and personal interests are being affected by climate change and shows you attractive solutions exist that you may not be aware of
Decarb My State
What does it take to decarbonize your state
STRESS Tool
Show climate risk on a map of the US, with the MIT Joint Program data
- Climate Change Tracker
Empower individuals and communities to take action against the global threat of climate change by providing a reliable, user-friendly platform for tracking and understanding its progression
- NATUR'ADAPT
A community interested in climate change and its impacts on nature, especially in protected natural areas
The Climate Tech Handbook
Help us build the most accessible and accurate climate tech resource on the planet
esa-climate-from-space
The role of the Climate from Space application is to increase the visibility of the Climate Change Initiative programme and the role of ESA satellite data in climate science
Discover a meaningful way to contribute to open source projects focused on climate technology and sustainability
A directory and analysis of the open source ecosystem in the areas of climate change, energy, biodiversity and natural resources
Hosts Jupyter Notebooks, Python scripts and workflows for analysing Digital Earth Australia (DEA) satellite data and derived products
A platform to build useful communities that aim to tackle social and environmenta problems
kartevonmorgen
We make all sustainable companies and change initiatives visible on the map of tomorrow
Education4Climate
A tool for crawling and analyzing data from higher education schools
On this site you'll find records, documents and details of compliance and enforcement activities undertaken by British Columbia natural resource agencies such as administrative sanctions, administrative penalties, court convictions, inspections, orders, violation tickets and community environmental justice forums
The aim of this work is to deliver a tool to a consortium around QuotaClimat, Climat Medias allowing them to quantify the media coverage of the climate crisis
Gold Mine Detector
Automated detection of artisanal gold mines in Sentinel-2 satellite imagery, with links to related journalism
Sustainable Development / Data Catalogs and Interfaces
- Climate Data Store
Dive into this wealth of information about the Earth's past, present and future climate
- Global Fishing Watch
We use cutting-edge technology to visualise, track and share data about global fishing activity in near real-time and for free
- Global Wind Atlas
Immediately start exploring windy areas
- Global Solar Atlas
Start exploring solar potential
- Food and Agriculture Organization Map Catalog
Allows to easily share geographically referenced thematic information between different organizations
- The Subak Data Catalogue
Exists to make climate data more discoverable, more trusted and more connected
EEA geospatial data catalogue
Discover and access easily the geospatial data catalogue of the European Environment Agency
- Radiant MLHub Python Client
Open community commons for geospatial training data, machine learning models, and standards to encourage collaboration and share information
- Global Environmental Database
Providing long-term monitoring data, data analysis results, output of models
Resource Watch
Features hundreds of data sets all in one place on the state of the planet's resources and citizens
- EarthData
Our vision is to make NASA's free and open Earth science data interactive, interoperable, and accessible for research and societal benefit both today and tomorrow
owidR
An R Package for Interacting with Data from Our World in Data
Custom Scripts Sentinel Hub
A repository of custom scripts to be used with Sentinel Hub
R tools to access open data from Eurostat, the statistical office of the European Union
An R API package that helps to retrieve data from Eurostat Geographic Information System of the Commission
Digital Earth Africa Notebooks
Using Earth observations to address social, environmental and economic changes on the Africa continent
- MeCCO
Open Database on the Media Coverage of Climate Change and Global Warming
Climate Action Plans
A simple, open database of local government climate action plan documents and emissions data
Notebooks and documentation for AI-for-Earth-managed datasets on Azure
- The POWER Project
Provides solar and meteorological data sets from NASA research for support of renewable energy, building energy efficiency and agricultural needs
A web application developed by NASA EOSDIS to enable data discovery, search, comparison, visualization, and access across EOSDIS' Earth Science data holdings
Combines a multi-petabyte catalog of global environmental data with intuitive APIs and a flexible scientific environment
- Global Energy Monitor
Studies the evolving international energy landscape, creating databases, reports, and interactive tools that enhance understanding
STAC Index
Find STAC Catalogs, Collections, APIs, Software and Tools
- Eumap
Comprises environmental, land cover, terrain, climatic, soil and vegetation layers covering the continental Europe at relatively fine spatial resolutions
- Open Data Science Europe Metadata Catalog
Building the Open Data Science Europe Portal, a freely-accessible viewer containing gridded layers for Europe at spatial resolutions of 30-m or better
EarthDataLab.jl
Julia interface for Reading from the Earth System Datacube
- The CEDA Archive
We host over 18 Petabytes of data from climate models, satellites, aircraft, met observations, and other sources
- Climate Data Dashboard of the ESA Climate Change Initiative
Access global climate data produced through the ESA's Climate Change Initiative
USGS
A python module for interfacing with the US Geological Survey's API
getSpatialData
Making it easy to query, preview, download and preprocess multiple kinds of satellite datasets via R
Smart Data Models
This Models describe the main entities involved with smart applications that deal with environmental issues
Use R to get data from the Environmental Protection Agency API
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
NEON
The National Ecological Observatory Network provides open data to understand changing ecosystems
Gives you access to real-time and historical surface-based weather and environmental observations for thousands of stations
NASA's Common Metadata Repository is a metadata catalog of NASA Earth Science data
satlas
Aims to provide open AI-generated geospatial data that is highly accurate, available globally, and updated on a frequent (monthly) basis
env_canada
Provides access to various data sources published by Environment and Climate Change Canada
DataONE
A community driven project providing access to data across multiple member repositories, supporting enhanced search and discovery of Earth and environmental data
R package for reading and writing data at DataONE data repositories
eeExtra
A ninja python package that unifies the Google Earth Engine ecosystem
rgee
An R binding package for calling Google Earth Engine API from within R
Search, download or stream NASA Earth science data with just a few lines of code
EODAG
Gives you an easy way to access products from more than 10 earth observation providers, with more than 50 different product types (Sentinel 1, Sentinel 2, Sentinel 3, Landsat, etc.) that can be searched and downloaded
A Python package for geospatial analysis and interactive mapping in a Jupyter environment
ecocomDP
A dataset design pattern for harmonizing ecological community surveys in a research question agnostic format from source datasets published across multiple repositories
R package implementing functions to automate downloading geospatial data available from several federated data sources in hydology, soil, climatology, cropland or landcover
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
GCIS
As a centralized catalog of all materials and data used for Global Change Information System products and climate assessments
ECHO
Contains Jupyter notebooks for processing the EPA's Environmenal Compliance History Online (ECHO) data from multiple EPA program in emissions, violations, inspections, and enforcement for the Clean Air Act, Clean Water Act, and Resouce Conservation and Recovery Act
The Meteorological Service of Canada Python API provides up-to-date information on past, present and future weather conditions, climate, water and environmental information over Canada and the world
Clay Foundation Model
Clay is a foundational model of Earth using a vision transformer architecture adapted to understand geospatial and temporal relations on Earth Observation data
NYC Environment and Health Data Portal
Shows how environments affect health in NYC, by publishing data and information that explain the connection
Environmental Outcomes Platform
An end-to-end solution for acquiring, managing, and interacting with environmental information to empower council services both internally and externally
PrithWe
A platform dedicated to helping individuals and businesses calculate and reduce their carbon footprint, providing tools and resources to promote sustainability and environmental awareness in everyday practices
A community driven project providing access to multiple Jupyter notebooks showcasing open environmental science
Developed collaboratively and mostly reusing existing open-source components, VEDA consolidates GIS delivery mechanisms, processing platforms, analysis services, and visualization tools and provides an ecosystem of open tools for addressing Earth science research and application needs through the public-facing VEDA Dashboard
Sustainable Development / Environmental Satellites
A python library for reading and manipulating meteorological remote sensing data and writing it to various image and data file formats
Download and process GOES-16 and GOES-17 data from NOAA's archive on AWS using Python
landsatxplore
Provides an interface to the EarthExplorer portal to search and download Landsat Collections scenes through a command-line interface or a Python API
Download and process satellite imagery in Python using Sentinel Hub services
sentinelsat
Makes searching, downloading and retrieving the metadata of Sentinel satellite images from the Copernicus Open Access Hub easy
MODIS
Provides automated access to the global online data archives LP DAAC, LAADS and NSIDC as well as processing capabilities such as file conversion, mosaicking, subsetting and time series
An R package for automatic download and preprocessing of MODIS Land Products Time-Series
Interface to the MODIS Land Products Subsets Web Services
pyModis
A Python library to download and process MODIS data from NASA server
A library for satellite image processing providing all of the functionality necessary for retrieving, and storing EUMETSAT data
openEO
Provides intuitive programming libraries to process a wide variety of earth observation datasets
xarray-sentinel
Easily access and explore the SAR data products of the Copernicus Sentinel-1 satellite mission in Python
noaa-apt
Receive and decode images from weather satellites via radio signals
harp
Data harmonization toolset for scientific earth observation data
ccplot
Command-line application for visualizing data from CloudSat and CALIPSO satellites
goestools
Tools to work with signals and files from GOES satellites
eodash
Combines the resources, technical knowledge and expertise of three partner agencies ESA, JAXA, and NASA to strengthen our global understanding of global environmental changes and other societal challenges impacting our planet
SlideRule Earth
Process ICESat2 datasets in the cloud through REST API calls to SlideRule web services
SpaceLiDAR
A Julia toolbox for ICESat, ICESat-2 and GEDI data to quickly search, download, and load filtered point data with relevant attributes from the .h5 granules of each data product
SNAP
The common software platform for the three Sentinel Toolboxes which are developed by the European Space Agency (ESA) for the scientific exploitation of the Sentinel-1, Sentinel-2 and Sentinel-3 missions
EOReader
A remote-sensing opensource python library reading optical and SAR constellations, loading and stacking bands, clouds, DEM and spectral indices in a sensor-agnostic way
LandsatTS
An R package to facilitate retrieval, cleaning, cross-calibration, and phenological modeling of Landsat time-series data
Dealing with Multiplatform Satellite Images from Landsat, MODIS, and Sentinel
- EnPT
An automated pre-processing pipeline for the new EnMAP hyperspectral satellite data
A Python package that provides a simple way to use nighttime lights data from NASA's Black Marble project that provides a product suite of daily, monthly and yearly global nighttime lights
cbers-2-stac
Create and keep up-to-date a STAC static catalog and API for CBERS-4/4A and Amazonia-1 images on AWS
cbers4asat
Python library to search and process images from the CBERS-04A and AMAZONIA-1 satellites, which provide remote sensing data for the observation and monitoring of deforestation, particularly in the Amazon region, and diversified agriculture throughout the national territory, with a high repetition rate, in order to act in synergy with existing environmental programmes
Sustainable Development / Taxonomy and Ontology
A global standard for energy grid assets management, power system operations modeling and physical energy commodity market
A domain ontology of the energy-system modeling context
ECTO
Modular environmental exposures ontology
A community-driven ontology for the representation of environments
EML
An open source, community oriented project dedicated to providing a high-quality metadata specification for describing data relevant to diverse disciplines that involve observational research like ecology, earth, and environmental science
taxonomy4good
A sustainability lexicon that provides the freedom to create custom taxonomies in addition to listed taxonomies
ecoCore
A standard vocabulary for the ecological community, a need expressed repeatedly over the past few years at workshops focused on ecological, environmental, and population-based semantics
Commonly used codes, categories, terminologies, and nomenclatures used in climate policy analysis in a nice Python package
Consists of a list of entities representing concepts used in batteries and electrochemistry
Plant-Pollinator Interactions Vocabulary
Plant-Pollinator Interactions is a standardized vocabulary maintained by the Brazilian Network on Plant-Pollinator Interactions
Plant Trait Ontology
A controlled vocabulary of describe phenotypic traits in plants
FOODON
Provides a neutral and ontology-driven standard for government agencies, industry, nonprofits and consumers to name and reference food products and their components throughout the food supply chain
Enabling the semantic interoperability of advanced building technologies needed to fully decarbonise buildings
CEON
The Circular Economy Ontology Network provides a shared vocabulary in the form of a network of ontologies to support efficient decentralized sharing of industry data in circular economies
Sustainable Development / Curated Lists
A curated list of APIs, open data and ML/AI projects on climate change
Linux Foundation Energy Landscape
This landscape is intended as a map to explore the open source projects in the energy sector, and also shows the member companies of the LF Energy Foundation
- Open Models
This page lists energy models published under open source licenses
Research, tools, code, libraries and training to for building applications that emit less carbon into our atmosphere
Awesome Sustainability Jobs
A curated list of companies in the sustainability sector that have jobs for devs
Awesome Spectral Indices
A ready-to-use curated list of Spectral Indices for Remote Sensing applications
Awesome Vegetation Index
List of reference, applications of common Vegetation Indices for Multi-spectral, hyper-spectral and UAV images
Community list of transit APIs, apps, datasets, research, and software
A curated list of awesome resources for coastal engineers and scientists
Awesome Agriculture
Open source technology for agriculture, farming, and gardening
Cryosphere Software, Data and Tools
A prototype of a curated list of awesome data sources, models, tools and organizations related to the Cryosphere and its subspheres
Awesome Clean Tech
Clean technology is any process, product, or service that reduces negative environmental impacts through significant energy efficiency improvements, the sustainable use of resources, or environmental protection activities
Awesome Open Atmospheric, Ocean, and Climate Science
Awesome Earth
"What can I do about the climate crisis?" Here are 326 things you can do
Awesome Open Geoscience
Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome
A curated list of tech projects against climate change - hoping to inspire disruptive technological climate action
Awesome Arctic Data
A curated list on data sources related to climate change in the arctic
Awesome Remote Sensing Change Detection
List of datasets, codes, and contests related to remote sensing change detection
Awesome-forests
A curated list of ground-truth forest datasets for the machine learning and forestry community
awesome-earth-engine-apps
An awesome list of all available Google Earth Engine Apps and user-specific App Galleries
awesome-gee-community-datasets
Community Datasets & Data Commons in Google Earth Engine
Urban & Regional Planning Resources
Community list of data & technology resources concerning the built environment and communities
Open Source Python Packages in Hydrology
Holds a list of open source Python packages interesting to Hydrologists
- PO.DAAC
NASA Earth Observing System Data and Information System data center managed by the Earth Science Data and Information System Project
Awesome Sentinel
A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites
A list of open geospatial datasets available on AWS, Earth Engine, Planetary Computer, and STAC Index
A collection of open source projects relevant for industrial ecology practitioners
- Energy Systems and Informatics Collection by ACM SIGEnergy
A curated list of publicly available datasets, models, and software for researchers and professionals who study energy systems and informatics
A curated list of tutorials, notebooks, software, datasets, courses, books, video lectures and papers specifically for Artificial Intelligence use cases in Earth Science
Callisto-Dataset-Collection
A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data
Awesome ERDDAP
A curated list of awesome Environmental Research Division's Data Access Program (ERDDAP) projects and deployments
Awesome Large Weather Models
A collection of articles on Large Weather Models (LWMs), to make it easier to find and learn
Provides functions to extract environmental point data from large global files or remote data servers and create time series at user-specified temporal resolution
GitHub's Green Software Directory
A simple and easy-to-use resource that all developers can use to adopt green software tools
OpenForest
An initiative to centralize open access forest monitoring datasets
Awesome Green AI
A curated list of awesome Green AI resources and tools to reduce the environmental impacts of using and deploying AI
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Featured in 4 awesome lists
Each link jumps to the spot where the list mentions open-sustainable-technology.
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