
[38;5;12m                                                                                                        [39m[38;2;255;187;0m[1m[4mOpen Sustainable Technology [0m
[38;5;14m[1m_Earth's[0m[38;5;14m[1m [0m[38;5;14m[1muniqueness[0m[38;5;14m[1m [0m[38;5;14m[1min[0m[38;5;14m[1m [0m[38;5;14m[1mcreating[0m[38;5;14m[1m [0m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mstable[0m[38;5;14m[1m [0m[38;5;14m[1menvironment[0m[38;5;14m[1m [0m[38;5;14m[1mfor[0m[38;5;14m[1m [0m[38;5;14m[1mlife[0m[38;5;14m[1m [0m[38;5;14m[1min[0m[38;5;14m[1m [0m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mcompletely[0m[38;5;14m[1m [0m[38;5;14m[1mhostile[0m[38;5;14m[1m [0m[38;5;14m[1mspace[0m[38;5;14m[1m [0m[38;5;14m[1mis[0m[38;5;14m[1m [0m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mmiracle.[0m[38;5;14m[1m [0m[38;5;14m[1mVarious[0m[38;5;14m[1m [0m[38;5;14m[1mlife[0m[38;5;14m[1m [0m[38;5;14m[1mforms[0m[38;5;14m[1m [0m[38;5;14m[1mhave[0m[38;5;14m[1m [0m[38;5;14m[1mtaken[0m[38;5;14m[1m [0m[38;5;14m[1mbillions[0m[38;5;14m[1m [0m[38;5;14m[1mof[0m[38;5;14m[1m [0m[38;5;14m[1myears[0m[38;5;14m[1m [0m[38;5;14m[1mto[0m[38;5;14m[1m [0m[38;5;14m[1mbuild[0m[38;5;14m[1m [0m[38;5;14m[1mup[0m[38;5;14m[1m [0m[38;5;14m[1mthe[0m[38;5;14m[1m [0m[38;5;14m[1mnatural[0m[38;5;14m[1m [0m[38;5;14m[1mresources[0m[38;5;14m[1m [0m[38;5;14m[1mhumans[0m[38;5;14m[1m [0m[38;5;14m[1mdepend[0m[38;5;14m[1m [0m[38;5;14m[1mon,[0m[38;5;14m[1m [0m[38;5;14m[1msuch[0m[38;5;14m[1m [0m[38;5;14m[1mas[0m[38;5;14m[1m [0m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mprotective[0m[38;5;14m[1m [0m
[38;5;14m[1matmosphere,[0m[38;5;14m[1m [0m[38;5;14m[1mfertile[0m[38;5;14m[1m [0m[38;5;14m[1msoil,[0m[38;5;14m[1m [0m[38;5;14m[1mstable[0m[38;5;14m[1m [0m[38;5;14m[1mweather,[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mclean[0m[38;5;14m[1m [0m[38;5;14m[1mdrinking[0m[38;5;14m[1m [0m[38;5;14m[1mwater.[0m[38;5;14m[1m [0m[38;5;14m[1mAs[0m[38;5;14m[1m [0m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mmovement[0m[38;5;14m[1m [0m[38;5;14m[1mto[0m[38;5;14m[1m [0m[38;5;14m[1mdemocratize[0m[38;5;14m[1m [0m[38;5;14m[1mtechnology[0m[38;5;14m[1m [0m[38;5;14m[1mdevelopment[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mknowledge[0m[38;5;14m[1m [0m[38;5;14m[1mcreation,[0m[38;5;14m[1m [0m[38;5;14m[1mopen[0m[38;5;14m[1m [0m[38;5;14m[1msource[0m[38;5;14m[1m [0m[38;5;14m[1mhas[0m[38;5;14m[1m [0m[38;5;14m[1mthe[0m[38;5;14m[1m [0m[38;5;14m[1mpotential[0m[38;5;14m[1m [0m[38;5;14m[1mto[0m[38;5;14m[1m [0m[38;5;14m[1mbecome[0m[38;5;14m[1m [0m[38;5;14m[1mthe[0m[38;5;14m[1m [0m[38;5;14m[1mcentral[0m[38;5;14m[1m [0m[38;5;14m[1mdriver[0m[38;5;14m[1m [0m[38;5;14m[1min[0m[38;5;14m[1m [0m[38;5;14m[1mpreserving[0m[38;5;14m[1m [0m[38;5;14m[1mthis[0m[38;5;14m[1m [0m[38;5;14m[1mstability.[0m[38;5;14m[1m [0m
[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mSustainable[0m[38;5;14m[1m [0m[38;5;14m[1mTechnology's[0m[38;5;14m[1m [0m[38;5;14m[1mmission[0m[38;5;14m[1m [0m[38;5;14m[1mis[0m[38;5;14m[1m [0m[38;5;14m[1mto[0m[38;5;14m[1m [0m[38;5;14m[1mgather[0m[38;5;14m[1m [0m[38;5;14m[1mprojects[0m[38;5;14m[1m [0m[38;5;14m[1mthat[0m[38;5;14m[1m [0m[38;5;14m[1mpreserve[0m[38;5;14m[1m [0m[38;5;14m[1mnatural[0m[38;5;14m[1m [0m[38;5;14m[1mecosystems[0m[38;5;14m[1m [0m[38;5;14m[1mthrough[0m[38;5;14m[1m [0m[38;5;14m[1mopen[0m[38;5;14m[1m [0m[38;5;14m[1mtechnology,[0m[38;5;14m[1m [0m[38;5;14m[1mmethods,[0m[38;5;14m[1m [0m[38;5;14m[1mdata,[0m[38;5;14m[1m [0m[38;5;14m[1mintelligence,[0m[38;5;14m[1m [0m[38;5;14m[1mknowledge[0m[38;5;14m[1m [0m[38;5;14m[1mor[0m[38;5;14m[1m [0m[38;5;14m[1mtools._[0m

[38;5;12m [39m[38;5;14m[1m![0m[38;5;14m[1m (https://badgen.net/badge/View/Spreadsheets/009485?scale=1.6)[0m[38;5;12m (https://docs.getgrist.com/gSscJkc5Rb1R/OpenSustaintech)[39m
[38;5;14m[1m![0m[38;5;14m[1m (https://badgen.net/badge/Download/Report/009485?scale=1.6)[0m[38;5;12m (https://raw.githubusercontent.com/protontypes/open-source-in-environmental-sustainability/main/OpenSourceSustainabilityEcosystem_080423.pdf) [39m
[38;5;14m[1m![0m[38;5;14m[1m (https://badgen.net/badge/Add/Project/009485?scale=1.6)[0m[38;5;12m (https://opensustain.tech/contributing/#contribution-guide)[39m

[38;5;12m [39m[38;5;12mYour[39m[38;5;12m [39m[38;5;12mcontribution[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12messential[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;14m[1mkeep[0m[38;5;14m[1m [0m[38;5;14m[1mthis[0m[38;5;14m[1m [0m[38;5;14m[1minitative[0m[38;5;14m[1m [0m[38;5;14m[1malive[0m[38;5;12m [39m[38;5;12m(https://opencollective.com/open-sustainable-technology).[39m[38;5;12m [39m[38;5;12mCreate[39m[38;5;12m [39m[38;5;14m[1ma[0m[38;5;14m[1m [0m[38;5;14m[1mpull[0m[38;5;14m[1m [0m[38;5;14m[1mrequest[0m[38;5;12m [39m[38;5;12m(https://github.com/protontypes/open-sustainable-technology/blob/main/CONTRIBUTING.md)[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12madd[39m[38;5;12m [39m[38;5;12ma[39m
[38;5;12mnew[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;14m[1msend[0m[38;5;14m[1m [0m[38;5;14m[1man[0m[38;5;14m[1m [0m[38;5;14m[1memail[0m[38;5;12m [39m[38;5;12m(mailto:tobias.augspurger@protontypes.eu)[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mgive[39m[38;5;12m [39m[38;5;12mfeedback,[39m[38;5;12m [39m[38;5;12mtips[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mideas[39m[38;5;12m [39m[38;5;12mconsidering[39m[38;5;12m [39m[38;5;14m[1mOpenSustain.tech[0m[38;5;12m [39m[38;5;12m(https://opensustain.tech/).[39m[38;5;12m [39m[38;5;12mAll[39m[38;5;12m [39m[38;5;12m_Good[39m[38;5;12m [39m[38;5;12mFirst[39m[38;5;12m [39m[38;5;12mIssue_[39m[38;5;12m [39m[38;5;12mlabelled[39m[38;5;12m [39m[38;5;12missues[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mlisted[39m[38;5;12m [39m[38;5;12mprojects[39m[38;5;12m [39m[38;5;12mwill[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m
[38;5;12mvisible[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;14m[1mClimateTriage.com[0m[38;5;12m [39m[38;5;12m(https://climatetriage.com/).[39m



[38;2;255;187;0m[4mContents[0m


[38;5;12m- [39m[38;5;14m[1mRenewable Energy[0m[38;5;12m (#renewable-energy)[39m
[38;5;12m  - [39m[38;5;14m[1mPhotovoltaics and Solar Energy[0m[38;5;12m (#photovoltaics-and-solar-energy)[39m
[38;5;12m  - [39m[38;5;14m[1mWind Energy[0m[38;5;12m (#wind-energy)[39m
[38;5;12m  - [39m[38;5;14m[1mHydro Energy[0m[38;5;12m (#hydro-energy)[39m
[38;5;12m  - [39m[38;5;14m[1mGeothermal Energy[0m[38;5;12m (#geothermal-energy)[39m
[38;5;12m  - [39m[38;5;14m[1mBioenergy[0m[38;5;12m (#bioenergy)[39m
[38;5;12m- [39m[38;5;14m[1mEnergy Storage[0m[38;5;12m (#energy-storage)[39m
[38;5;12m  - [39m[38;5;14m[1mBattery[0m[38;5;12m (#battery)[39m
[38;5;12m  - [39m[38;5;14m[1mHydrogen[0m[38;5;12m (#hydrogen)[39m
[38;5;12m- [39m[38;5;14m[1mEnergy Systems[0m[38;5;12m (#energy-systems)[39m
[38;5;12m  - [39m[38;5;14m[1mEnergy Modeling and Optimization[0m[38;5;12m (#energy-modeling-and-optimization)[39m
[38;5;12m  - [39m[38;5;14m[1mEnergy Distribution and Grids[0m[38;5;12m (#energy-distribution-and-grids)[39m
[38;5;12m  - [39m[38;5;14m[1mEnergy Monitoring and Management[0m[38;5;12m (#energy-monitoring-and-management)[39m
[38;5;12m  - [39m[38;5;14m[1mEnergy System Data Access[0m[38;5;12m (#energy-system-data-access)[39m
[38;5;12m- [39m[38;5;14m[1mConsumption[0m[38;5;12m (#consumption)[39m
[38;5;12m  - [39m[38;5;14m[1mBuildings and Heating[0m[38;5;12m (#buildings-and-heating)[39m
[38;5;12m  - [39m[38;5;14m[1mMobility and Transportation[0m[38;5;12m (#mobility-and-transportation)[39m
[38;5;12m  - [39m[38;5;14m[1mProduction and Industry[0m[38;5;12m (#production-and-industry)[39m
[38;5;12m  - [39m[38;5;14m[1mComputation and Communication[0m[38;5;12m (#computation-and-communication)[39m
[38;5;12m  - [39m[38;5;14m[1mAgriculture and Nutrition[0m[38;5;12m (#agriculture-and-nutrition)[39m
[38;5;12m- [39m[38;5;14m[1mEmissions[0m[38;5;12m (#emissions)[39m
[38;5;12m  - [39m[38;5;14m[1mCarbon Intensity and Accounting[0m[38;5;12m (#carbon-intensity-and-accounting)[39m
[38;5;12m  - [39m[38;5;14m[1mCarbon Offsets and Trading[0m[38;5;12m (#carbon-offsets-and-trading)[39m
[38;5;12m  - [39m[38;5;14m[1mCarbon Capture[0m[38;5;12m (#carbon-capture)[39m
[38;5;12m  - [39m[38;5;14m[1mEmission Observation and Modeling[0m[38;5;12m (#emission-observation-and-modeling)[39m
[38;5;12m- [39m[38;5;14m[1mIndustrial Ecology[0m[38;5;12m (#industrial-ecology)[39m
[38;5;12m  - [39m[38;5;14m[1mLife Cycle Assessment[0m[38;5;12m (#life-cycle-assessment)[39m
[38;5;12m  - [39m[38;5;14m[1mCircular Economy and Waste[0m[38;5;12m (#circular-economy-and-waste)[39m
[38;5;12m- [39m[38;5;14m[1mBiosphere[0m[38;5;12m (#biosphere)[39m
[38;5;12m  - [39m[38;5;14m[1mBiodiversity and Species Distribution[0m[38;5;12m (#biodiversity-and-species-distribution)[39m
[38;5;12m  - [39m[38;5;14m[1mConservation and Restoration[0m[38;5;12m (#conservation-and-restoration)[39m
[38;5;12m  - [39m[38;5;14m[1mForest Observation and Management[0m[38;5;12m (#forest-observation-and-management)[39m
[38;5;12m  - [39m[38;5;14m[1mPlants and Vegetation[0m[38;5;12m (#plants-and-vegetation)[39m
[38;5;12m  - [39m[38;5;14m[1mBiomass[0m[38;5;12m (#biomass)[39m
[38;5;12m  - [39m[38;5;14m[1mWildfire[0m[38;5;12m (#wildfire)[39m
[38;5;12m  - [39m[38;5;14m[1mMarine Life and Fishery[0m[38;5;12m (#marine-life-and-fishery)[39m
[38;5;12m  - [39m[38;5;14m[1mTerrestrial Animals[0m[38;5;12m (#terrestrial-animals)[39m
[38;5;12m- [39m[38;5;14m[1mCryosphere[0m[38;5;12m (#cryosphere)[39m
[38;5;12m  - [39m[38;5;14m[1mSea Ice[0m[38;5;12m (#sea-ice)[39m
[38;5;12m  - [39m[38;5;14m[1mGlacier and Ice Sheets[0m[38;5;12m (#glacier-and-ice-sheets)[39m
[38;5;12m  - [39m[38;5;14m[1mSnow and Permafrost[0m[38;5;12m (#snow-and-permafrost)[39m
[38;5;12m- [39m[38;5;14m[1mHydrosphere[0m[38;5;12m (#hydrosphere)[39m
[38;5;12m  - [39m[38;5;14m[1mFreshwater and Hydrology[0m[38;5;12m (#freshwater-and-hydrology)[39m
[38;5;12m  - [39m[38;5;14m[1mOcean Circulation Models[0m[38;5;12m (#ocean-circulation-models)[39m
[38;5;12m  - [39m[38;5;14m[1mWaves and Currents[0m[38;5;12m (#waves-and-currents)[39m
[38;5;12m  - [39m[38;5;14m[1mOcean Carbon and Temperature[0m[38;5;12m (#ocean-carbon-and-temperature)[39m
[38;5;12m  - [39m[38;5;14m[1mCoastal and Reefs[0m[38;5;12m (#coastal-and-reefs)[39m
[38;5;12m  - [39m[38;5;14m[1mOcean and Hydrology Data Access[0m[38;5;12m (#ocean-and-hydrology-data-access)[39m
[38;5;12m- [39m[38;5;14m[1mAtmosphere[0m[38;5;12m (#atmosphere)[39m
[38;5;12m  - [39m[38;5;14m[1mAtmospheric Composition and Dynamics[0m[38;5;12m (#atmospheric-composition-and-dynamics)[39m
[38;5;12m  - [39m[38;5;14m[1mAtmospheric Dispersion and Transport[0m[38;5;12m (#atmospheric-dispersion-and-transport)[39m
[38;5;12m  - [39m[38;5;14m[1mAtmospheric Chemistry and Aerosol[0m[38;5;12m (#atmospheric-chemistry-and-aerosol)[39m
[38;5;12m  - [39m[38;5;14m[1mMeteorological Observation and Forecast[0m[38;5;12m (#meteorological-observation-and-forecast)[39m
[38;5;12m  - [39m[38;5;14m[1mRadiative Transfer[0m[38;5;12m (#radiative-transfer)[39m
[38;5;12m- [39m[38;5;14m[1mClimate Change[0m[38;5;12m (#climate-change)[39m
[38;5;12m  - [39m[38;5;14m[1mEarth and Climate Modeling[0m[38;5;12m (#earth-and-climate-modeling)[39m
[38;5;12m  - [39m[38;5;14m[1mClimate Data Standards[0m[38;5;12m (#climate-data-standards)[39m
[38;5;12m  - [39m[38;5;14m[1mClimate Data Access and Visualization[0m[38;5;12m (#climate-data-access-and-visualization)[39m
[38;5;12m  - [39m[38;5;14m[1mClimate Data Processing and Analysis[0m[38;5;12m (#climate-data-processing-and-analysis)[39m
[38;5;12m  - [39m[38;5;14m[1mClimate Downscaling[0m[38;5;12m (#climate-downscaling)[39m
[38;5;12m  - [39m[38;5;14m[1mNatural Hazard and Storm[0m[38;5;12m (#natural-hazard-and-storm)[39m
[38;5;12m  - [39m[38;5;14m[1mIntegrated Assessment and Climate Policy[0m[38;5;12m (#integrated-assessment-and-climate-policy)[39m
[38;5;12m- [39m[38;5;14m[1mNatural Resources[0m[38;5;12m (#natural-resources)[39m
[38;5;12m  - [39m[38;5;14m[1mAir Quality[0m[38;5;12m (#air-quality)[39m
[38;5;12m  - [39m[38;5;14m[1mWater Supply[0m[38;5;12m (#water-supply)[39m
[38;5;12m  - [39m[38;5;14m[1mSoil and Land[0m[38;5;12m (#soil-and-land)[39m
[38;5;12m- [39m[38;5;14m[1mSustainable Development[0m[38;5;12m (#sustainable-development)[39m
[38;5;12m  - [39m[38;5;14m[1mSustainable Development Goals[0m[38;5;12m (#sustainable-development-goals)[39m
[38;5;12m  - [39m[38;5;14m[1mSustainable Investment[0m[38;5;12m (#sustainable-investment)[39m
[38;5;12m  - [39m[38;5;14m[1mKnowledge Platforms[0m[38;5;12m (#knowledge-platforms)[39m
[38;5;12m  - [39m[38;5;14m[1mData Catalogs and Interfaces[0m[38;5;12m (#data-catalogs-and-interfaces)[39m
[38;5;12m  - [39m[38;5;14m[1mEnvironmental Satellites[0m[38;5;12m (#environmental-satellites)[39m
[38;5;12m  - [39m[38;5;14m[1mTaxonomy and Ontology[0m[38;5;12m (#taxonomy-and-ontology)[39m
[38;5;12m  - [39m[38;5;14m[1mCurated Lists[0m[38;5;12m (#curated-lists)[39m
[38;5;12m- [39m[38;5;14m[1mContributors[0m[38;5;12m (#contributors)[39m
[38;5;12m- [39m[38;5;14m[1mArtwork and License[0m[38;5;12m (#artwork-and-license)[39m



[38;2;255;187;0m[4mRenewable Energy[0m
[38;2;255;187;0m[4mPhotovoltaics and Solar Energy[0m
[38;5;12m- [39m[38;5;14m[1mpvlib-python[0m[38;5;12m (https://github.com/pvlib/pvlib-python) - A set of documented functions for simulating the performance of photovoltaic energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mpvfactors[0m[38;5;12m (https://github.com/SunPower/pvfactors) - Open source view-factor model for diffuse shading and bifacial PV modeling.[39m
[38;5;12m- [39m[38;5;14m[1mgsee[0m[38;5;12m (https://github.com/renewables-ninja/gsee) - Global Solar Energy Estimator.[39m
[38;5;12m- [39m[38;5;14m[1mPVMismatch[0m[38;5;12m (https://github.com/SunPower/PVMismatch) - An explicit Python PV system IV & PV curve trace calculator which can also calculate mismatch.[39m
[38;5;12m- [39m[38;5;14m[1mrdtools[0m[38;5;12m (https://github.com/NREL/rdtools) - An open source library to support reproducible technical analysis of time series data from photovoltaic energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mMachine-Learning-for-Solar-Energy-Prediction[0m[38;5;12m (https://github.com/ColasGael/Machine-Learning-for-Solar-Energy-Prediction) - Predict the power production of a solar panel farm from weather measurements using machine learning.[39m
[38;5;12m- [39m[38;5;14m[1melpv-dataset[0m[38;5;12m (https://github.com/zae-bayern/elpv-dataset) - A dataset of functional and defective solar cells extracted from EL images of solar modules.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mfeedinlib[0m[38;5;12m [39m[38;5;12m(https://github.com/oemof/feedinlib)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mimplementations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mphotovoltaic[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcalculate[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mPV[39m[38;5;12m [39m[38;5;12minstallation[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mgiven[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mradiation.[39m[38;5;12m [39m[38;5;12mFurthermore[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12mcontains[39m[38;5;12m [39m[38;5;12mall[39m[38;5;12m [39m[38;5;12mnecessary[39m[38;5;12m [39m
[38;5;12mpre-calculations.[39m
[38;5;12m- [39m[38;5;14m[1mphotovoltaic[0m[38;5;12m (https://github.com/pvedu/photovoltaic) - A Python library used in photovoltaics.[39m
[38;5;12m- [39m[38;5;14m[1mpvcaptest[0m[38;5;12m (https://github.com/pvcaptest/pvcaptest) - Collection of functions and Jupyter Notebooks to partially automate running a capacity test following ASTM E2848.[39m
[38;5;12m- [39m[38;5;14m[1mpvtrace[0m[38;5;12m (https://github.com/danieljfarrell/pvtrace) - Optical ray tracing for luminescent materials and spectral converter photovoltaic devices.[39m
[38;5;12m- [39m[38;5;14m[1mSolarPILOT[0m[38;5;12m (https://github.com/NREL/SolarPILOT) - Solar power tower layout and optimization tool.[39m
[38;5;12m- [39m[38;5;14m[1msolar-data-tools[0m[38;5;12m (https://github.com/slacgismo/solar-data-tools) - Data analysis tools for working with historical PV solar time-series data sets.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSolarPV-DER-simulation-utility[0m[38;5;12m [39m[38;5;12m(https://github.com/tdcosim/SolarPV-DER-simulation-tool)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAllows[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mrun[39m[38;5;12m [39m[38;5;12mdynamics[39m[38;5;12m [39m[38;5;12msimulations[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mphotovoltaic[39m[38;5;12m [39m[38;5;12mdistributed[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mresource[39m[38;5;12m [39m[38;5;12mconnected[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mstiff[39m[38;5;12m [39m[38;5;12mvoltage[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mexternal[39m
[38;5;12mprogram.[39m
[38;5;12m- [39m[38;5;14m[1mbifacial_radiance[0m[38;5;12m (https://github.com/NREL/bifacial_radiance) - Toolkit for working with RADIANCE for the ray-trace modeling of Bifacial Photovoltaics.[39m
[38;5;12m- [39m[38;5;14m[1mautoXRD[0m[38;5;12m (https://github.com/PV-Lab/autoXRD) - A Python package for automatic XRD pattern classification of thin-films, tweaked for small and class-imbalanced datasets.[39m
[38;5;12m- [39m[38;5;14m[1mBayesProcess[0m[38;5;12m (https://github.com/PV-Lab/BayesProcess) - A Python package for Physics informed Bayesian network inference using neural network surrogate model for matching process / variable / performance in solar cells.[39m
[38;5;12m- [39m[38;5;14m[1msolcore5[0m[38;5;12m (https://github.com/qpv-research-group/solcore5) - A multi-scale, Python-based library for the modeling of solar cells and semiconductor materials.[39m
[38;5;12m- [39m[38;5;14m[1msolax[0m[38;5;12m (https://github.com/squishykid/solax) - Read energy usage data from the real-time API on Solax solar inverters.[39m
[38;5;12m- [39m[38;5;14m[1mbifacialvf[0m[38;5;12m (https://github.com/NREL/bifacialvf) - Bifacial PV View Factor model for system performance calculation.[39m
[38;5;12m- [39m[38;5;14m[1msolaR[0m[38;5;12m (https://github.com/oscarperpinan/solar) - Allows for reproducible research both for photovoltaics systems performance and solar radiation.[39m
[38;5;12m- [39m[38;5;14m[1mSolarTherm[0m[38;5;12m (https://github.com/SolarTherm/SolarTherm) - Solar thermal power/fuel station performance simulation and optimization using Modelica.[39m
[38;5;12m- [39m[38;5;14m[1mLibreSolar[0m[38;5;12m (https://github.com/LibreSolar/bms-firmware) - Firmware for LibreSolar BMS boards based on bq769x0 or ISL94202.[39m
[38;5;12m- [39m[38;5;14m[1mCharge Controller Firmware[0m[38;5;12m (https://github.com/LibreSolar/charge-controller-firmware) - Firmware for LibreSolar MPPT/PWM charge controllers.[39m
[38;5;12m- [39m[38;5;14m[1mpvoutput[0m[38;5;12m (https://github.com/openclimatefix/pvoutput) - Python code for downloading PV data from PVOutput.org.[39m
[38;5;12m- [39m[38;5;14m[1msolarpy[0m[38;5;12m (https://github.com/aqreed/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".[39m
[38;5;12m- [39m[38;5;14m[1msolariot[0m[38;5;12m (https://github.com/meltaxa/solariot) - Leverage your IoT enabled Solar PV Inverter to stream your solar energy usage data to a real time dashboard.[39m
[38;5;12m- [39m[38;5;14m[1mpvanalytics[0m[38;5;12m (https://github.com/pvlib/pvanalytics) - Quality control, filtering, feature labeling, and other tools for working with data from photovoltaic energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mIonMonger[0m[38;5;12m (https://github.com/PerovskiteSCModelling/IonMonger) - A free and fast perovskite solar cell simulator with coupled ion vacancy and charge carrier dynamics in one dimension.[39m
[38;5;12m- [39m[38;5;14m[1mrayflare[0m[38;5;12m (https://github.com/qpv-research-group/rayflare) - Provide a flexible, user-friendly Python environment to model complex optical stacks, with a focus on solar cells.[39m
[38;5;12m- [39m[38;5;14m[1mpv-terms[0m[38;5;12m (https://github.com/DuraMAT/pv-terms) - Contains nomenclature for PV-relevant terms that are used in modeling and data analysis for PV systems.[39m
[38;5;12m- [39m[38;5;14m[1mStatisticalClearSky[0m[38;5;12m (https://github.com/slacgismo/StatisticalClearSky) - Statistical estimation of a clear sky signal from PV system power data.[39m
[38;5;12m- [39m[38;5;14m[1mPhotovoltaic_Fault_Detector[0m[38;5;12m (https://github.com/RentadroneCL/Photovoltaic_Fault_Detector) - Model-definition is a deep learning application for fault detection in photovoltaic plants.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mnasapower[0m[38;5;12m [39m[38;5;12m(https://github.com/ropensci/nasapower)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12mquick[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12measy[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mautomate[39m[38;5;12m [39m[38;5;12mdownloading[39m[38;5;12m [39m[38;5;12mNASA-POWER[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mmeteorology,[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclimatology[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12msession[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mtidy[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mframe[39m[38;5;12m [39m[38;5;12mtibble[39m[38;5;12m [39m[38;5;12mobject[39m[38;5;12m [39m
[38;5;12mfor[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mpurposes.[39m
[38;5;12m- [39m[38;5;14m[1mpvcompare[0m[38;5;12m (https://github.com/greco-project/pvcompare) - A model for comparing the benefits of different PV technologies in a specified local energy system in different energy supply scenarios.[39m
[38;5;12m- [39m[38;5;14m[1mSolTrace[0m[38;5;12m (https://github.com/NREL/SolTrace) - A software tool developed at NREL to model concentrating solar power (CSP) systems and analyze their optical performance.[39m
[38;5;12m- [39m[38;5;14m[1mCarrierCapture.jl[0m[38;5;12m (https://github.com/WMD-group/CarrierCapture.jl) - A set of codes to compute carrier capture and recombination rates in semiconducting compounds like solar cells.[39m
[38;5;12m- [39m[38;5;14m[1mhoneybee[0m[38;5;12m (https://github.com/ladybug-tools/honeybee) - A Python library to create, run and visualize the results of daylight (RADIANCE) and energy analysis (EnergyPlus/OpenStudio).[39m
[38;5;12m- [39m[38;5;14m[1mMPPT-Solar-Charger[0m[38;5;12m (https://github.com/danjulio/MPPT-Solar-Charger) - Supporting documentation and software for the MPPT Solar Charger.[39m
[38;5;12m- [39m[38;5;14m[1mTonatiuh[0m[38;5;12m (https://github.com/iat-cener/tonatiuh) - A Monte Carlo ray tracer for the optical simulation of solar concentrating systems.[39m
[38;5;12m- [39m[38;5;14m[1mPV4GER[0m[38;5;12m (https://github.com/kdmayer/3D-PV-Locator) - Aims at democratizing and accelerating the access to photovoltaic systems data in Germany and beyond.[39m
[38;5;12m- [39m[38;5;14m[1mPV Free[0m[38;5;12m (https://github.com/BreakingBytes/pvfree) - A public API for PV modeling parameters.[39m
[38;5;12m- [39m[38;5;14m[1mPysolar[0m[38;5;12m (https://github.com/pingswept/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.[39m
[38;5;12m- [39m[38;5;14m[1mPV_ICE[0m[38;5;12m (https://github.com/NREL/PV_ICE) - An open-source tool to quantify Solar Photovoltaics (PV) Energy and Mass Flows in the Circular Economy, from a Reliability and Lifetime approach.[39m
[38;5;12m- [39m[38;5;14m[1mSolar electricity Nowcasting[0m[38;5;12m (https://github.com/openclimatefix/nowcasting) - Build the world's best near-term forecasting system for solar electricity generation.[39m
[38;5;12m- [39m[38;5;14m[1mSolar Forecast Arbiter[0m[38;5;12m (https://github.com/SolarArbiter/solarforecastarbiter-core) - Core data gathering, validation, processing, and reporting package for the Solar Forecast Arbiter.[39m
[38;5;12m- [39m[38;5;14m[1mpv-system-profiler[0m[38;5;12m (https://github.com/slacgismo/pv-system-profiler) - Estimating PV array location and orientation from real-world power datasets.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mA[0m[38;5;14m[1m [0m[38;5;14m[1mGlobal[0m[38;5;14m[1m [0m[38;5;14m[1mInventory[0m[38;5;14m[1m [0m[38;5;14m[1mof[0m[38;5;14m[1m [0m[38;5;14m[1mCommercial-,[0m[38;5;14m[1m [0m[38;5;14m[1mIndustrial-,[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mUtility-Scale[0m[38;5;14m[1m [0m[38;5;14m[1mPhotovoltaic[0m[38;5;14m[1m [0m[38;5;14m[1mSolar[0m[38;5;14m[1m [0m[38;5;14m[1mGenerating[0m[38;5;14m[1m [0m[38;5;14m[1mUnits[0m[38;5;12m [39m[38;5;12m(https://github.com/Lkruitwagen/solar-pv-global-inventory)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mUsed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mproduce[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12minventory[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mutility-scale[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mphotovoltaic[39m[38;5;12m [39m
[38;5;12mgenerating[39m[38;5;12m [39m[38;5;12mstation.[39m
[38;5;12m- [39m[38;5;14m[1mdGen[0m[38;5;12m (https://github.com/NREL/dgen) - Forecast PV adoption based on user specified configurations like electricity rate prices, electricity load growth, solar resource factors, and much more.[39m
[38;5;12m- [39m[38;5;14m[1mSOLECTRUS[0m[38;5;12m (https://github.com/solectrus/solectrus) - An alternative photovoltaic dashboard that visualizes the yield and consumption.[39m
[38;5;12m- [39m[38;5;14m[1mpvdeg[0m[38;5;12m (https://github.com/NREL/PVDegradationTools) - Set of tools to calculate degradation responses and degradation related parameters for PV.[39m
[38;5;12m- [39m[38;5;14m[1msolarthing[0m[38;5;12m (https://github.com/wildmountainfarms/solarthing) - An application that can monitor data from a variety of solar charge controllers and inverters.[39m
[38;5;12m- [39m[38;5;14m[1msolXpect[0m[38;5;12m (https://github.com/woheller69/solxpect) - Android app to forecast the output of your photovoltaic system (PV) or balcony pv using data from Open-Meteo.com.[39m
[38;5;12m- [39m[38;5;14m[1mSolar Stations[0m[38;5;12m (https://github.com/AssessingSolar/solarstations) - A catalog of high-quality solar radiation monitoring stations.[39m
[38;5;12m- [39m[38;5;14m[1mOTSun[0m[38;5;12m (https://github.com/bielcardona/OTSun) - A python package that uses the Monte Carlo Forward Ray Tracing for the optical analysis of Solar Thermal Collectors and Solar Cells.[39m
[38;5;12m- [39m[38;5;14m[1mpvOps[0m[38;5;12m (https://github.com/sandialabs/pvOps) - Contains a series of functions to facilitate fusion of text-based data with time series production data collected at photovoltaic sites.[39m
[38;5;12m- [39m[38;5;14m[1mCSP.guru[0m[38;5;12m (https://github.com/repolicy/csp-guru) - An open-source database of concentrating solar power plants of the world for energy modellers and analysts.[39m
[38;5;12m- [39m[38;5;14m[1mQuartz Solar Forecast[0m[38;5;12m (https://github.com/openclimatefix/Open-Source-Quartz-Solar-Forecast) - The aim of the project is to build an open source PV forecast that is free and easy to use.[39m

[38;2;255;187;0m[4mWind Energy[0m
[38;5;12m- [39m[38;5;14m[1mDSWE[0m[38;5;12m (https://github.com/TAMU-AML/DSWE-Package) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mIEA-15-240-RWT[0m[38;5;12m (https://github.com/IEAWindTask37/IEA-15-240-RWT) - A 15 MW reference wind turbine repository developed in conjunction with IEA Wind.[39m
[38;5;12m- [39m[38;5;14m[1mwindpowerlib[0m[38;5;12m (https://github.com/wind-python/windpowerlib) - A library to model the output of wind turbines and farms.[39m
[38;5;12m- [39m[38;5;14m[1mturbinesFoam[0m[38;5;12m (https://github.com/turbinesFoam/turbinesFoam) - A library for simulating wind and marine hydrokinetic turbines in OpenFOAM using the actuator line method.[39m
[38;5;12m- [39m[38;5;14m[1mnalu-wind[0m[38;5;12m (https://github.com/Exawind/nalu-wind) - Solver for wind farm simulations targeting exascale computational platforms.[39m
[38;5;12m- [39m[38;5;14m[1mopenfast[0m[38;5;12m (https://github.com/OpenFAST/openfast) - A multi-physics, multi-fidelity tool for simulating the coupled dynamic response of wind turbines and wind farms.[39m
[38;5;12m- [39m[38;5;14m[1mamr-wind[0m[38;5;12m (https://github.com/Exawind/amr-wind) - A massively parallel, block-structured adaptive-mesh, incompressible flow solver for wind turbine and wind farm simulations.[39m
[38;5;12m- [39m[38;5;14m[1mOpenOA[0m[38;5;12m (https://github.com/NREL/OpenOA) - This library provides a framework for working with large time series data from wind plants, such as SCADA.[39m
[38;5;12m- [39m[38;5;14m[1mROSCO[0m[38;5;12m (https://github.com/NREL/ROSCO) - NREL's Reference OpenSource Controller for wind turbine applications.[39m
[38;5;12m- [39m[38;5;14m[1mfloris[0m[38;5;12m (https://github.com/NREL/floris) - A controls-oriented engineering wake modeling framework for evaluating the impact of wind farm controls on AEP and wind farm design.[39m
[38;5;12m- [39m[38;5;14m[1mPyWake[0m[38;5;12m (https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake) - An AEP calculator for wind farms implemented in Python including a collection of wake models.[39m
[38;5;12m- [39m[38;5;14m[1mWISDEM[0m[38;5;12m (https://github.com/WISDEM/WISDEM) - Wind Plant Integrated System Design and Engineering Model.[39m
[38;5;12m- [39m[38;5;14m[1mWOMBAT[0m[38;5;12m (https://github.com/WISDEM/WOMBAT) - Windfarm Operations & Maintenance cost-Benefit Analysis Tool.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mLandBOSSE[0m[38;5;12m [39m[38;5;12m(https://github.com/WISDEM/LandBOSSE)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mLand-based[39m[38;5;12m [39m[38;5;12mBalance-of-System[39m[38;5;12m [39m[38;5;12mSystems[39m[38;5;12m [39m[38;5;12mEngineering[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mengineering[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mestimates[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mbalance-of-system[39m[38;5;12m [39m[38;5;12mcosts[39m[38;5;12m [39m[38;5;12massociated[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12minstalling[39m[38;5;12m [39m[38;5;12mutility[39m[38;5;12m [39m[38;5;12mscale[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mplants[39m
[38;5;12m(10,[39m[38;5;12m [39m[38;5;12m1.5[39m[38;5;12m [39m[38;5;12mMW[39m[38;5;12m [39m[38;5;12mturbines[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mlarger).[39m
[38;5;12m- [39m[38;5;14m[1mTopFarm2[0m[38;5;12m (https://gitlab.windenergy.dtu.dk/TOPFARM/TopFarm2) - A Python package developed by DTU Wind Energy to help with wind-farm optimizations.[39m
[38;5;12m- [39m[38;5;14m[1mBasicDTUController[0m[38;5;12m (https://gitlab.windenergy.dtu.dk/OpenLAC/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.[39m
[38;5;12m- [39m[38;5;14m[1mWindEnergyToolbox[0m[38;5;12m (https://gitlab.windenergy.dtu.dk/toolbox/WindEnergyToolbox) - A collection of Python scripts that facilitate working with (potentially a lot) of HAWC2,HAWCStab2, FAST or other text input based simulation tools.[39m
[38;5;12m- [39m[38;5;14m[1mwindfarmGA[0m[38;5;12m (https://github.com/YsoSirius/windfarmGA) - Genetic algorithm to optimize the layout of wind farms.[39m
[38;5;12m- [39m[38;5;14m[1mwtphm[0m[38;5;12m (https://github.com/lkev/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.[39m
[38;5;12m- [39m[38;5;14m[1mAirfoilPreppy[0m[38;5;12m (https://github.com/WISDEM/AirfoilPreppy) - A Python module for pre-processing and evaluating aerodynamic airfoil data, primarily for wind turbine applications.[39m
[38;5;12m- [39m[38;5;14m[1mDraco[0m[38;5;12m (https://github.com/sintel-dev/Draco) - A collection of end-to-end solutions for machine learning problems commonly found in monitoring wind energy production system.[39m
[38;5;12m- [39m[38;5;14m[1mpyconturb[0m[38;5;12m (https://gitlab.windenergy.dtu.dk/pyconturb/pyconturb) - Constrained Stochastic Turbulence for Wind Energy Applications.[39m
[38;5;12m- [39m[38;5;14m[1mORBIT[0m[38;5;12m (https://github.com/WISDEM/ORBIT) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mWindTurbineClassification[0m[38;5;12m (https://github.com/nmstreethran/WindTurbineClassification) - Specification of 'normal' wind turbine operating behaviour for rapid anomaly detection.[39m
[38;5;12m- [39m[38;5;14m[1mANYstructure[0m[38;5;12m (https://github.com/audunarn/ANYstructure) - Offshore Steel structure calculation tool with automatic optimization and report generation.[39m
[38;5;12m- [39m[38;5;14m[1mSHARPy[0m[38;5;12m (https://github.com/ImperialCollegeLondon/sharpy) - Simulation of High Aspect Ratio aeroplanes and wind turbines in Python.[39m
[38;5;12m- [39m[38;5;14m[1mWindSE[0m[38;5;12m (https://github.com/NREL/WindSE) - A Python package that uses a FEniCS backend to perform wind farm simulations and optimization.[39m
[38;5;12m- [39m[38;5;14m[1mWEIS[0m[38;5;12m (https://github.com/WISDEM/WEIS) - WEIS is a framework that combines multiple tools to enable design optimization of floating offshore wind turbines.[39m
[38;5;12m- [39m[38;5;14m[1mpyNuMAD[0m[38;5;12m (https://github.com/sandialabs/pyNuMAD) - An object-oriented, open-source software written in Python which facilitates the creation and analysis of three-dimensional models of wind turbine blades. [39m
[38;5;12m- [39m[38;5;14m[1mHAMS[0m[38;5;12m (https://github.com/YingyiLiu/HAMS) - An open-source computer program for the analysis of wave diffraction and radiation of three-dimensional floating or submerged structures.[39m
[38;5;12m- [39m[38;5;14m[1mbrightwind[0m[38;5;12m (https://github.com/brightwind-dev/brightwind) - A Python library aims to empower wind resource analysts and establish a common industry standard toolset.[39m
[38;5;12m- [39m[38;5;14m[1mNRWAL[0m[38;5;12m (https://github.com/NREL/NRWAL) - A library of offshore wind cost equations.[39m
[38;5;12m- [39m[38;5;14m[1mwelib[0m[38;5;12m (https://github.com/ebranlard/welib) - Wind energy library, python and matlab tools for wind turbines analyses.[39m
[38;5;12m- [39m[38;5;14m[1mdigital_wra_data_standard[0m[38;5;12m (https://github.com/IEA-Task-43/digital_wra_data_standard) - This standard data model and associated tools are intended as universal building blocks for Wind Energy Resource Assessment applications.[39m
[38;5;12m- [39m[38;5;14m[1mawebox[0m[38;5;12m (https://github.com/awebox/awebox) - Modelling and optimal control of single- and multiple-kite systems for airborne wind energy.[39m
[38;5;12m- [39m[38;5;14m[1mCCBlade.jl[0m[38;5;12m (https://github.com/byuflowlab/CCBlade.jl) - A blade element momentum method for propellers and turbines.[39m
[38;5;12m- [39m[38;5;14m[1mlidarwind[0m[38;5;12m (https://github.com/jdiasn/lidarwind) - Retrieve wind speed and direction profiles from Doppler lidar observations from the WindCube-200s.[39m
[38;5;12m- [39m[38;5;14m[1mFLOWUnsteady[0m[38;5;12m (https://github.com/byuflowlab/FLOWUnsteady) - An interactional aerodynamics and acoustics solver for multirotor aircraft and wind energy.[39m
[38;5;12m- [39m[38;5;14m[1mstochLAB[0m[38;5;12m (https://github.com/HiDef-Aerial-Surveying/stochLAB) - A tool to run collision risk models for seabirds on offshore wind farms.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mResearch[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mForecasting[0m[38;5;12m [39m[38;5;12m(https://github.com/erf-model/ERF)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mDesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12mcomputational[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mexploration[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12minvestigation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mphysics[39m[38;5;12m [39m[38;5;12mparameterizations[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnumerical[39m[38;5;12m [39m[38;5;12mstrategies,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m
[38;5;12mcharacterize[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mflow[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mimpacts[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mability[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mturbines[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mextract[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12menergy.[39m
[38;5;12m- [39m[38;5;14m[1mFLOWFarm.jl[0m[38;5;12m (https://github.com/byuflowlab/FLOWFarm.jl) - Wind farm simulation tool for gradient-based optimization.[39m
[38;5;12m- [39m[38;5;14m[1mfoxes[0m[38;5;12m (https://github.com/FraunhoferIWES/foxes) - A modular wind farm simulation and wake modelling toolbox which is based on engineering wake models.[39m

[38;2;255;187;0m[4mHydro Energy[0m
[38;5;12m- [39m[38;5;14m[1mWecOptTool[0m[38;5;12m (https://github.com/sandialabs/WecOptTool) - Allows users to perform wave energy converter device design optimization studies with constrained optimal control.[39m
[38;5;12m- [39m[38;5;14m[1mCACTUS[0m[38;5;12m (https://github.com/sandialabs/CACTUS) - A turbine performance simulation code, based on a free wake vortex method, to study wind turbines and marine hydrokinetic devices.[39m
[38;5;12m- [39m[38;5;14m[1mhydro-power-database[0m[38;5;12m (https://github.com/energy-modelling-toolkit/hydro-power-database) - Collects basic information on all the European hydro-power plants.[39m
[38;5;12m- [39m[38;5;14m[1mMHKiT-Python[0m[38;5;12m (https://github.com/MHKiT-Software/MHKiT-Python) - Provides the marine renewable energy community tools for data processing, visualization, quality control, resource assessment, and device performance.[39m
[38;5;12m- [39m[38;5;14m[1mhydropowerlib[0m[38;5;12m (https://github.com/hydro-python/hydropowerlib) - Designed to calculate feed-in time series of run-of-the-river hydropower plants.[39m
[38;5;12m- [39m[38;5;14m[1mHydroPowerSimulations.jl[0m[38;5;12m (https://github.com/NREL-Sienna/HydroPowerSimulations.jl) - Contains extensions on PowerSystems.jl and PowerSimulations.jl to enable enhanced hydropower representations.[39m
[38;5;12m- [39m[38;5;14m[1mOpenHPL[0m[38;5;12m (https://github.com/OpenSimHub/OpenHPL) - An open source hydropower library that consists of hydropower unit models and is modeled using Modelica.[39m
[38;5;12m- [39m[38;5;14m[1mWEC-Sim[0m[38;5;12m (https://github.com/WEC-Sim/WEC-Sim) - Wave Energy Converter Simulator is an open source code for simulating wave energy converters.[39m
[38;5;12m- [39m[38;5;14m[1mBEMRosetta[0m[38;5;12m (https://github.com/BEMRosetta/BEMRosetta) - Used to model hydrodynamic forces in offshore devices like ships, offshore wind platforms and wave energy converters.[39m
[38;5;12m- [39m[38;5;14m[1mCapytaine[0m[38;5;12m (https://github.com/capytaine/capytaine) - A Python package for the simulation of the interaction between water waves and floating bodies in frequency domain.[39m
[38;5;12m- [39m[38;5;14m[1mDOLPHYN[0m[38;5;12m (https://github.com/macroenergy/Dolphyn.jl) - Evaluates investments and operations across the bulk supply chain for electricity and Hydrogen including production, storage, transmission, conditioning, and end-use consumption.[39m

[38;2;255;187;0m[4mGeothermal Energy[0m
[38;5;12m- [39m[38;5;14m[1mpygfunction[0m[38;5;12m (https://github.com/MassimoCimmino/pygfunction) - An open source toolbox for the evaluation of thermal response factors of geothermal borehole fields.[39m
[38;5;12m- [39m[38;5;14m[1mGHEtool[0m[38;5;12m (https://github.com/wouterpeere/GHEtool) - GHEtool is an open source Python package that contains all the functionalities needed to deal with borefield design.[39m
[38;5;12m- [39m[38;5;14m[1mOpenGeoSys 6[0m[38;5;12m (https://gitlab.opengeosys.org/ogs/ogs) - 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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFEHM[0m[38;5;12m [39m[38;5;12m(https://github.com/lanl/FEHM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mHas[39m[38;5;12m [39m[38;5;12mproved[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mvaluable[39m[38;5;12m [39m[38;5;12masset[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mvariety[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mprojects[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mnational[39m[38;5;12m [39m[38;5;12minterest[39m[38;5;12m [39m[38;5;12mincluding[39m[38;5;12m [39m[38;5;12mEnvironmental[39m[38;5;12m [39m[38;5;12mRemediation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mNevada[39m[38;5;12m [39m[38;5;12mTest[39m[38;5;12m [39m[38;5;12mSite,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mLANL[39m[38;5;12m [39m[38;5;12mGroundwater[39m[38;5;12m [39m[38;5;12mProtection[39m[38;5;12m [39m[38;5;12mProgram,[39m[38;5;12m [39m[38;5;12mgeologic[39m[38;5;12m [39m[38;5;12mCO2[39m[38;5;12m [39m
[38;5;12msequestration,[39m[38;5;12m [39m[38;5;12mEnhanced[39m[38;5;12m [39m[38;5;12mGeothermal[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mprograms,[39m[38;5;12m [39m[38;5;12mOil[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mGas[39m[38;5;12m [39m[38;5;12mproduction,[39m[38;5;12m [39m[38;5;12mNuclear[39m[38;5;12m [39m[38;5;12mWaste[39m[38;5;12m [39m[38;5;12mIsolation,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mArctic[39m[38;5;12m [39m[38;5;12mPermafrost.[39m
[38;5;12m- [39m[38;5;14m[1mthermo[0m[38;5;12m (https://github.com/CalebBell/thermo) - Thermodynamics, phase equilibrium, transport properties and chemical database component of Chemical Engineering Design Library.[39m
[38;5;12m- [39m[38;5;14m[1mwaiwera[0m[38;5;12m (https://github.com/waiwera/waiwera) - A parallel, open-source geothermal flow simulator.[39m
[38;5;12m- [39m[38;5;14m[1mfractoolbox[0m[38;5;12m (https://github.com/ICWallis/fractoolbox) - Python tools for structural geology and borehole image analysis which includes data handling, frequency and geometric analysis, and reservoir geomechanics.[39m
[38;5;12m- [39m[38;5;14m[1mGeoThermalCloud.jl[0m[38;5;12m (https://github.com/SmartTensors/GeoThermalCloud.jl) - A repository containing all the data and codes required to demonstrate applications of machine learning methods for geothermal exploration.[39m
[38;5;12m- [39m[38;5;14m[1mGOLEM[0m[38;5;12m (https://github.com/ajacquey/golem) - A numerical simulator for modelling coupled Thermo-Hydro-Mechanical processes in faulted geothermal reservoirs.[39m
[38;5;12m- [39m[38;5;14m[1mGround Heat Exchanger Design Tool[0m[38;5;12m (https://github.com/j-c-cook/ghedt) - A package with the novel capability of automatically selecting ground heat exchanger configurations based on polygonal land constraints.[39m

[38;2;255;187;0m[4mBioenergy[0m
[38;5;12m- [39m[38;5;14m[1mbiogas[0m[38;5;12m (https://github.com/sashahafner/biogas) - Tools for biogas research in R: process biogas data and predict biogas production.[39m
[38;5;12m- [39m[38;5;14m[1mbiosteam[0m[38;5;12m (https://github.com/BioSTEAMDevelopmentGroup/biosteam) - The Biorefinery Simulation and Techno-Economic Analysis Modules.[39m
[38;5;12m- [39m[38;5;14m[1mBETYdb[0m[38;5;12m (https://github.com/PecanProject/bety) - Web-interface to the Biofuel Ecophysiological Traits and Yields Database.[39m

[38;2;255;187;0m[4mEnergy Storage[0m
[38;2;255;187;0m[4mBattery[0m
[38;5;12m- [39m[38;5;14m[1mbslib[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/bslib) - Database with battery parameters based on PerMod as well as functions in order to simulate battery storages. [39m
[38;5;12m- [39m[38;5;14m[1mimpedance.py[0m[38;5;12m (https://github.com/ECSHackWeek/impedance.py) - A Python package for working with electro-chemical impedance data.[39m
[38;5;12m- [39m[38;5;14m[1mPyBaMM[0m[38;5;12m (https://github.com/pybamm-team/PyBaMM) - Fast and flexible physics-based battery models in Python.[39m
[38;5;12m- [39m[38;5;14m[1mliionpack[0m[38;5;12m (https://github.com/pybamm-team/liionpack) - A battery pack simulation tool that uses the PyBaMM framework.[39m
[38;5;12m- [39m[38;5;14m[1mENNOID-BMS[0m[38;5;12m (https://github.com/EnnoidMe/ENNOID-BMS) - Open Source: Modular BMS based on LTC68XX & STM32 MCU for up to 400V EV battery pack.[39m
[38;5;12m- [39m[38;5;14m[1mcellpy[0m[38;5;12m (https://github.com/jepegit/cellpy) - Extract and tweak data from electro-chemical tests of battery cells.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBatterySense[0m[38;5;12m [39m[38;5;12m(https://github.com/rlogiacco/BatterySense)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12msimple[39m[38;5;12m [39m[38;5;12mArduino[39m[38;5;12m [39m[38;5;12mlibrary[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmonitor[39m[38;5;12m [39m[38;5;12mbattery[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mbattery[39m[38;5;12m [39m[38;5;12mpowered[39m[38;5;12m [39m[38;5;12mprojects,[39m[38;5;12m [39m[38;5;12mbeing[39m[38;5;12m [39m[38;5;12mLiPo,[39m[38;5;12m [39m[38;5;12mLiIon,[39m[38;5;12m [39m[38;5;12mNiCd[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12many[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mbattery[39m[38;5;12m [39m[38;5;12mtype,[39m[38;5;12m [39m[38;5;12msingle[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mcells:[39m[38;5;12m [39m[38;5;12mif[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m
[38;5;12mcan[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mArduino[39m[38;5;12m [39m[38;5;12myou[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mmonitor[39m[38;5;12m [39m[38;5;12mit.[39m
[38;5;12m- [39m[38;5;14m[1mbeep[0m[38;5;12m (https://github.com/TRI-AMDD/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.[39m
[38;5;12m- [39m[38;5;14m[1msnl-quest[0m[38;5;12m (https://github.com/sandialabs/snl-quest) - An open source, Python-based software application suite for energy storage simulation and analysis developed by Sandia National Laboratories.[39m
[38;5;12m- [39m[38;5;14m[1msimses[0m[38;5;12m (https://gitlab.lrz.de/open-ees-ses/simses) - Software for techno-economic Simulation of Stationary Energy Storage Systems.[39m
[38;5;12m- [39m[38;5;14m[1mCAEBAT OAS[0m[38;5;12m (https://vibe.ornl.gov/#introduction) - A flexible, robust, and computationally scalable open-architecture framework that integrates multi-physics and multi- scale battery models.[39m
[38;5;12m- [39m[38;5;14m[1muniversal-battery-database[0m[38;5;12m (https://github.com/Samuel-Buteau/universal-battery-database) - The Universal Battery Database is an open source software for managing Lithium-ion cell data.[39m
[38;5;12m- [39m[38;5;14m[1mopen_BEA[0m[38;5;12m (https://gitlab.lrz.de/open-ees-ses/openbea) - Open Battery Models for Electrical Grid Applications.[39m
[38;5;12m- [39m[38;5;14m[1mlp_opt[0m[38;5;12m (https://gitlab.lrz.de/open-ees-ses/lp_opt) - Linear Programming Optimization Tool for Battery Energy Storage Systems.[39m
[38;5;12m- [39m[38;5;14m[1mSLIDE[0m[38;5;12m (https://github.com/Battery-Intelligence-Lab/SLIDE) - SLIDE is a C++ code that simulates degradation of lithium ion cell.[39m
[38;5;12m- [39m[38;5;14m[1mequiv-circ-model[0m[38;5;12m (https://github.com/batterysim/equiv-circ-model) - An equivalent circuit model for a battery cell, module, and pack.[39m
[38;5;12m- [39m[38;5;14m[1mISEAFramework[0m[38;5;12m (https://git.rwth-aachen.de/isea/framework) - Allows coupled electrical-thermal simulations of single storage systems (e.g. lithium ion batteries or double layer capacitors) or complete storage system packs.[39m
[38;5;12m- [39m[38;5;14m[1mAmpere[0m[38;5;12m (https://github.com/nealde/Ampere) - Advanced Model Package for ElectRochemical Experiments.[39m
[38;5;12m- [39m[38;5;14m[1m3d_milp[0m[38;5;12m (https://github.com/ElektrikAkar/3d_milp) - Energy Arbitrage Optimization With Battery Storage.[39m
[38;5;12m- [39m[38;5;14m[1mLIONSIMBA[0m[38;5;12m (https://github.com/lionsimbatoolbox/LIONSIMBA) - A Matlab framework based on a finite volume model suitable for Li-ion battery design, simulation, and control.[39m
[38;5;12m- [39m[38;5;14m[1memobpy[0m[38;5;12m (https://gitlab.com/diw-evu/emobpy/emobpy) - An open tool for creating battery-electric vehicle time series from empirical data.[39m
[38;5;12m- [39m[38;5;14m[1mBattMo[0m[38;5;12m (https://github.com/BattMoTeam/BattMo) - The Battery Modelling Toolbox (BattMo) is a resource for continuum modelling of electrochemical devices in MATLAB.[39m
[38;5;12m- [39m[38;5;14m[1mLiBRA[0m[38;5;12m (https://github.com/BradyPlanden/LiiBRA.jl) - Create reduced-order state-space models for lithium-ion batteries utilising realisation algorithms.[39m
[38;5;12m- [39m[38;5;14m[1mPyBOP[0m[38;5;12m (https://github.com/pybop-team/PyBOP) - Provides a comprehensive suite of tools for parameterisation and optimisation of battery models.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMPET[0m[38;5;12m [39m[38;5;12m(https://github.com/TRI-AMDD/mpet)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mRun[39m[38;5;12m [39m[38;5;12msimulations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mbatteries[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mporous[39m[38;5;12m [39m[38;5;12melectrodes[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mporous[39m[38;5;12m [39m[38;5;12melectrode[39m[38;5;12m [39m[38;5;12mtheory,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mvolume-averaged,[39m[38;5;12m [39m[38;5;12mmultiscale[39m[38;5;12m [39m[38;5;12mapproach[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcapture[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcoupled[39m[38;5;12m [39m[38;5;12mbehavior[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12melectrolyte[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mactive[39m[38;5;12m [39m
[38;5;12mmaterial[39m[38;5;12m [39m[38;5;12mwithin[39m[38;5;12m [39m[38;5;12melectrodes.[39m
[38;5;12m- [39m[38;5;14m[1mBIG-MAP[0m[38;5;12m (https://github.com/BIG-MAP/big-map-registry) - The Battery Interface Genome Materials Acceleration Platform is promoting accelerated discovery of novel battery materials.[39m

[38;2;255;187;0m[4mHydrogen[0m
[38;5;12m- [39m[38;5;14m[1mOPEM[0m[38;5;12m (https://github.com/ECSIM/opem) - A modeling tool for evaluating the performance of proton exchange membrane fuel cells.[39m
[38;5;12m- [39m[38;5;14m[1mgopem[0m[38;5;12m (https://github.com/ECSIM/gopem) - GOPEM is a graphical user interface of OPEM.[39m
[38;5;12m- [39m[38;5;14m[1mpem-dataset1[0m[38;5;12m (https://github.com/ECSIM/pem-dataset1) - Proton Exchange Membrane Fuel Cell Dataset.[39m
[38;5;12m- [39m[38;5;14m[1mHIM[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/HIM) - Hydrogen Infrastructure model for the analysis of spatially resolved hydrogen infrastructure pathways.[39m
[38;5;12m- [39m[38;5;14m[1mpandapipes[0m[38;5;12m (https://github.com/e2nIEE/pandapipes) - A pipeflow calculation tool that complements pandapower in the simulation of multi energy grids, in particular heat and gas networks.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mHydrogen[0m[38;5;14m[1m [0m[38;5;14m[1mRisk[0m[38;5;14m[1m [0m[38;5;14m[1mAssessment[0m[38;5;14m[1m [0m[38;5;14m[1mModels[0m[38;5;12m [39m[38;5;12m(https://github.com/sandialabs/hyram)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mfirst-ever[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mtoolkit[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mintegrates[39m[38;5;12m [39m[38;5;12mdeterministic[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mprobabilistic[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mquantifying[39m[38;5;12m [39m[38;5;12maccident[39m[38;5;12m [39m[38;5;12mscenarios,[39m[38;5;12m [39m[38;5;12mpredicting[39m[38;5;12m [39m[38;5;12mphysical[39m[38;5;12m [39m[38;5;12meffects,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mcharacterizing[39m[38;5;12m [39m[38;5;12mhydrogen[39m[38;5;12m [39m[38;5;12mhazards[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mpeople[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mstructures.[39m
[38;5;12m- [39m[38;5;14m[1mGasModels.jl[0m[38;5;12m (https://github.com/lanl-ansi/GasModels.jl) - A Julia/JuMP Package for Gas Network Optimization.[39m
[38;5;12m- [39m[38;5;14m[1mSciGRID_gas[0m[38;5;12m (https://www.gas.scigrid.de/) - Methods to create an automated network model of the European gas transportation network.[39m
[38;5;12m- [39m[38;5;14m[1mVehicle with Fuel Cell Powertrain[0m[38;5;12m (https://github.com/mathworks/Fuel-Cell-Vehicle-Model-Simscape) - Fuel cell electric vehicle with battery model and cooling system.[39m
[38;5;12m- [39m[38;5;14m[1mVirtualFCS[0m[38;5;12m (https://github.com/Virtual-FCS/VirtualFCS) - A Modelica library for hybrid hydrogen fuel cell and battery power systems.[39m

[38;2;255;187;0m[4mEnergy Systems[0m
[38;2;255;187;0m[4mEnergy Modeling and Optimization[0m
[38;5;12m- [39m[38;5;14m[1mOpen Energy System Models[0m[38;5;12m (https://en.wikipedia.org/wiki/Open_energy_system_models) - Used to explore future energy systems and are often applied to questions involving energy and climate policy.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPyPSA[0m[38;5;12m [39m[38;5;12m(https://github.com/PyPSA/PyPSA)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mfree[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mtoolbox[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msimulating[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12moptimizing[39m[38;5;12m [39m[38;5;12mmodern[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12minclude[39m[38;5;12m [39m[38;5;12mfeatures[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mconventional[39m[38;5;12m [39m[38;5;12mgenerators[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12munit[39m[38;5;12m [39m[38;5;12mcommitment,[39m[38;5;12m [39m[38;5;12mvariable[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mgeneration,[39m[38;5;12m [39m
[38;5;12mstorage[39m[38;5;12m [39m[38;5;12munits,[39m[38;5;12m [39m[38;5;12mcoupling[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msectors,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmixed[39m[38;5;12m [39m[38;5;12malternating[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdirect[39m[38;5;12m [39m[38;5;12mcurrent[39m[38;5;12m [39m[38;5;12mnetworks.[39m
[38;5;12m- [39m[38;5;14m[1mPyPSA-Eur[0m[38;5;12m (https://github.com/PyPSA/pypsa-eur) - A Sector-Coupled Open Optimization Model of the European Transmission System.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Energy System Databases[0m[38;5;12m (https://en.wikipedia.org/wiki/Open_energy_system_databases) - Employ open data methods to collect, clean, and republish energy-related datasets for open use.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mwhobs-server[0m[38;5;12m [39m[38;5;12m(https://github.com/PyPSA/whobs-server)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcode[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12monline[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mzero-direct-emission[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mwind,[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mstorage[39m[38;5;12m [39m[38;5;12m(using[39m[38;5;12m [39m[38;5;12mbatteries[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12melectrolysed[39m[38;5;12m [39m[38;5;12mhydrogen[39m[38;5;12m [39m[38;5;12mgas)[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m
[38;5;12mbaseload[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mdemand,[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcost[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12massumptions[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mchoice.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSystem[0m[38;5;14m[1m [0m[38;5;14m[1mAdvisor[0m[38;5;14m[1m [0m[38;5;14m[1mModel[0m[38;5;12m [39m[38;5;12m(https://github.com/NREL/SAM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mprogram[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12mprojects.[39m[38;5;12m [39m[38;5;12mIt[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mkinds[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mrenewable[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfinancial[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mresidential,[39m[38;5;12m [39m[38;5;12mcommercial,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mutility-scale[39m[38;5;12m [39m[38;5;12mprojects.[39m
[38;5;12m- [39m[38;5;14m[1mopenTEPES[0m[38;5;12m (https://github.com/IIT-EnergySystemModels/openTEPES) - Determines the investment plans of new facilities (generators, ESS and lines) for supplying the forecasted demand at minimum cost.[39m
[38;5;12m- [39m[38;5;14m[1mPowerGenome[0m[38;5;12m (https://github.com/PowerGenome/PowerGenome) - A tool to quickly and easily create inputs for power systems models.[39m
[38;5;12m- [39m[38;5;14m[1mload_forecasting[0m[38;5;12m (https://github.com/pyaf/load_forecasting) - Load forecasting on Delhi area electric power load using ARIMA, RNN, LSTM and GRU models.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mREopt_API[0m[38;5;12m [39m[38;5;12m(https://github.com/NREL/REopt_API)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mOffers[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msubset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mfeatures[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mNREL's[39m[38;5;12m [39m[38;5;12mmore[39m[38;5;12m [39m[38;5;12mcomprehensive[39m[38;5;12m [39m[38;5;12mREopt[39m[38;5;12m [39m[38;5;12mmodel.[39m[38;5;12m [39m[38;5;12mBoth[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12mconcurrent,[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mtechnology[39m[38;5;12m [39m[38;5;12mintegration[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mcapabilities[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m
[38;5;12morganizations[39m[38;5;12m [39m[38;5;12mmeet[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mcost[39m[38;5;12m [39m[38;5;12msavings[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mperformance[39m[38;5;12m [39m[38;5;12mgoals.[39m
[38;5;12m- [39m[38;5;14m[1mpandapower[0m[38;5;12m (https://github.com/e2nIEE/pandapower) - An easy to use open source tool for power system modeling, analysis and optimization with a high degree of automation.[39m
[38;5;12m- [39m[38;5;14m[1murbs[0m[38;5;12m (https://github.com/tum-ens/urbs) - A linear optimization model for distributed energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mDispa-SET[0m[38;5;12m (https://github.com/energy-modelling-toolkit/Dispa-SET) - Allows to model a power system at any level of detail e.g. micro-grid, region, country, continent.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCalliope[0m[38;5;12m [39m[38;5;12m(https://github.com/calliope-project/calliope)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfocus[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mflexibility,[39m[38;5;12m [39m[38;5;12mhigh[39m[38;5;12m [39m[38;5;12mspatial[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemporal[39m[38;5;12m [39m[38;5;12mresolution,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mability[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mexecute[39m[38;5;12m [39m[38;5;12mmany[39m[38;5;12m [39m[38;5;12mruns[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msame[39m[38;5;12m [39m[38;5;12mbase[39m[38;5;12m [39m[38;5;12mmodel,[39m[38;5;12m [39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mclear[39m[38;5;12m [39m[38;5;12mseparation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmodel.[39m
[38;5;12m- [39m[38;5;14m[1mEuro-Calliope[0m[38;5;12m (https://github.com/calliope-project/euro-calliope) - A model of the European electricity system built using Calliope.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOSeMOSYS[0m[38;5;12m [39m[38;5;12m(https://github.com/OSeMOSYS/OSeMOSYS)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mlong-run[39m[38;5;12m [39m[38;5;12mintegrated[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mplanning.[39m[38;5;12m [39m[38;5;12mIt[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mbeen[39m[38;5;12m [39m[38;5;12memployed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mscale[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcontinents[39m[38;5;12m [39m[38;5;12m(African[39m[38;5;12m [39m[38;5;12mPower[39m
[38;5;12mPools,[39m[38;5;12m [39m[38;5;12mSouth[39m[38;5;12m [39m[38;5;12mAmerica,[39m[38;5;12m [39m[38;5;12mEU28+2)[39m[38;5;12m [39m[38;5;12mdown[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mscale[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcountries,[39m[38;5;12m [39m[38;5;12mregions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mvillages.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mREVUB[0m[38;5;12m [39m[38;5;12m(https://github.com/VUB-HYDR/REVUB)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mmain[39m[38;5;12m [39m[38;5;12mobjective[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mhow[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12moperation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhydropower[39m[38;5;12m [39m[38;5;12mplants[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mrenewable[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mmixes[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mvariable[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12mreliable[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12msupply[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mload-following[39m[38;5;12m [39m[38;5;12mservices.[39m
[38;5;12m- [39m[38;5;14m[1mFINE[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/FINE) - Provides a framework for modeling, optimizing and assessing energy systems.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCoMPAS[0m[38;5;12m [39m[38;5;12m(https://github.com/com-pas/compas-architecture)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mFormed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mcomponents[39m[38;5;12m [39m[38;5;12mrelated[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mIEC[39m[38;5;12m [39m[38;5;12m61850[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12m(profile[39m[38;5;12m [39m[38;5;12mmanagement)[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mconfiguration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mindustry[39m[38;5;12m [39m[38;5;12mProtection[39m[38;5;12m [39m[38;5;12mAutomation[39m[38;5;12m [39m[38;5;12mand[39m
[38;5;12mControl[39m[38;5;12m [39m[38;5;12mSystem.[39m
[38;5;12m- [39m[38;5;14m[1mPowerSimulations.jl[0m[38;5;12m (https://github.com/NREL-Sienna/PowerSimulations.jl) - A Julia package for power system modeling and simulation of Power Systems operations.[39m
[38;5;12m- [39m[38;5;14m[1mPowerSystems.jl[0m[38;5;12m (https://github.com/NREL-Sienna/PowerSystems.jl) - Provides a rigorous data model using Julia structures to enable power systems analysis and modeling.[39m
[38;5;12m- [39m[38;5;14m[1mDistAIX[0m[38;5;12m (https://git.rwth-aachen.de/acs/public/simulation/DistAIXFramework/distaix) - A simulator for cyber-physical power systems that makes use of high performance computing techniques to scale up the simulation.[39m
[38;5;12m- [39m[38;5;14m[1mnempy[0m[38;5;12m (https://github.com/UNSW-CEEM/nempy) - Aims to enhance the Australian electricity industries modeling and analytical capabilities.[39m
[38;5;12m- [39m[38;5;14m[1mNEMO[0m[38;5;12m (https://github.com/bje-/NEMO) - The National Electricity Market Optimizer is a chronological dispatch model for testing and optimizing different portfolios of conventional and renewable electricity generation technologies.[39m
[38;5;12m- [39m[38;5;14m[1mGlobalEnergyGIS[0m[38;5;12m (https://github.com/niclasmattsson/GlobalEnergyGIS) - Generates input data for energy models on renewable energy in arbitrary world regions using public datasets.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAntares[0m[38;5;14m[1m [0m[38;5;14m[1mSimulator[0m[38;5;12m [39m[38;5;12m(https://github.com/AntaresSimulatorTeam/Antares_Simulator)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mOpen[39m[38;5;12m [39m[38;5;12mSource[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12msimulator[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mquantify[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12madequacy[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12meconomic[39m[38;5;12m [39m[38;5;12mperformance[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12minterconnected[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems,[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mshort[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mremote[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m
[38;5;12mhorizons.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mHELICS[0m[38;5;12m [39m[38;5;12m(https://github.com/GMLC-TDC/HELICS)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mToday[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcore[39m[38;5;12m [39m[38;5;12muses[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mdomain,[39m[38;5;12m [39m[38;5;12mwhere[39m[38;5;12m [39m[38;5;12mthere[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mextensive[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mgrowing[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mwide-range[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12melectric[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem,[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m[38;5;12mgas,[39m[38;5;12m [39m[38;5;12mcommunications[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcontrol-schemes,[39m[38;5;12m [39m
[38;5;12mtransportation,[39m[38;5;12m [39m[38;5;12mbuildings,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrelated[39m[38;5;12m [39m[38;5;12mdomain[39m[38;5;12m [39m[38;5;12mtools.[39m
[38;5;12m- [39m[38;5;14m[1moemof-solph[0m[38;5;12m (https://github.com/oemof/oemof-solph) - A model generator for energy system modeling and optimization.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1moemof-thermal[0m[38;5;12m [39m[38;5;12m(https://github.com/oemof/oemof-thermal)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthermal[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mcomponents[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mextension[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12moemof.solph,[39m[38;5;12m [39m[38;5;12me.g.[39m[38;5;12m [39m[38;5;12mcompression[39m[38;5;12m [39m[38;5;12mheat[39m[38;5;12m [39m[38;5;12mpumps,[39m[38;5;12m [39m[38;5;12mconcentrating[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mplants,[39m[38;5;12m [39m[38;5;12mthermal[39m[38;5;12m [39m[38;5;12mstorage[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mthermal[39m[38;5;12m [39m
[38;5;12mcollectors.[39m
[38;5;12m- [39m[38;5;14m[1mVILLASnode[0m[38;5;12m (https://git.rwth-aachen.de/acs/public/villas/node) - Connecting real-time power grid simulation equipment.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mopenENTRANCE[0m[38;5;12m [39m[38;5;12m(https://github.com/openENTRANCE/openentrance)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mHorizon[39m[38;5;12m [39m[38;5;12m2020[39m[38;5;12m [39m[38;5;12mopenENTRANCE[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12maims[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mdeveloping,[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdisseminating[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mopen,[39m[38;5;12m [39m[38;5;12mtransparent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mintegrated[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12massessing[39m[38;5;12m [39m[38;5;12mlow-carbon[39m[38;5;12m [39m[38;5;12mtransition[39m[38;5;12m [39m
[38;5;12mpathways[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mEurope.[39m
[38;5;12m- [39m[38;5;14m[1mJoulia.jl[0m[38;5;12m (https://github.com/JuliaEnergy/Joulia.jl) - A Large-Scale Spatial Power System Model for Julia.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mIDAES[0m[38;5;14m[1m [0m[38;5;14m[1mToolkit[0m[38;5;12m [39m[38;5;12m(https://github.com/IDAES/idaes-pse)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12mmulti-scale,[39m[38;5;12m [39m[38;5;12msimulation-based,[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mcomputational[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdesign,[39m[38;5;12m [39m[38;5;12manalysis,[39m[38;5;12m [39m[38;5;12moptimization,[39m[38;5;12m [39m[38;5;12mscale-up,[39m[38;5;12m [39m[38;5;12moperation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtroubleshooting[39m[38;5;12m [39m
[38;5;12mof[39m[38;5;12m [39m[38;5;12minnovative,[39m[38;5;12m [39m[38;5;12madvanced[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems.[39m
[38;5;12m- [39m[38;5;14m[1mTemoa[0m[38;5;12m (https://github.com/TemoaProject/temoa) - Tools for Energy Model Optimization and Analysis (Temoa) is an open source modeling framework for conducting energy system analysis.[39m
[38;5;12m- [39m[38;5;14m[1mPowerSystemDataModel[0m[38;5;12m (https://github.com/ie3-institute/PowerSystemDataModel) - Provides an extensive data model capable of modeling energy systems with high granularity e.g. for bottom-up simulations.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mantaresViz[0m[38;5;12m [39m[38;5;12m(https://github.com/rte-antares-rpackage/antaresViz)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mVisualize[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mresults[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mAntares,[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mOpen[39m[38;5;12m [39m[38;5;12mSource[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12msimulator[39m[38;5;12m [39m[38;5;12mmeant[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12manybody[39m[38;5;12m [39m[38;5;12mplacing[39m[38;5;12m [39m[38;5;12mvalue[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mquantifying[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12madequacy[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12meconomic[39m[38;5;12m [39m
[38;5;12mperformance[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12minterconnected[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems,[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mshort[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mremote[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mhorizons.[39m
[38;5;12m- [39m[38;5;14m[1mantaresRead[0m[38;5;12m (https://github.com/rte-antares-rpackage/antaresRead) - Import, manipulate and explore the results of an Antares simulation.[39m
[38;5;12m- [39m[38;5;14m[1mSpine-Toolbox[0m[38;5;12m (https://github.com/spine-tools/Spine-Toolbox) - An application to define, manage, and execute various energy system simulation models.[39m
[38;5;12m- [39m[38;5;14m[1mdemandlib[0m[38;5;12m (https://github.com/oemof/demandlib) - With the demandlib you can create power and heat profiles for various sectors by scaling them to your desired demand.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mdieter_py[0m[38;5;12m [39m[38;5;12m(https://gitlab.com/diw-evu/dieter_public/dieterpy)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msector[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mbeen[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12minvestigate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mrole[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mstorage[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msector[39m[38;5;12m [39m[38;5;12mcoupling[39m[38;5;12m [39m[38;5;12moptions[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12mscenarios[39m[38;5;12m [39m[38;5;12mwith[39m
[38;5;12mhigh[39m[38;5;12m [39m[38;5;12mshares[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mrenewable[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msources.[39m
[38;5;12m- [39m[38;5;14m[1mOMEGAlpes[0m[38;5;12m (https://gricad-gitlab.univ-grenoble-alpes.fr/omegalpes/omegalpes) - Aims to be an energy systems modeling tool for linear optimization (LP, MILP).[39m
[38;5;12m- [39m[38;5;14m[1mdeflex[0m[38;5;12m (https://github.com/reegis/deflex) - Flexible multi-regional energy system model for heat, power and mobility.[39m
[38;5;12m- [39m[38;5;14m[1menergy-py-linear[0m[38;5;12m (https://github.com/ADGEfficiency/energy-py-linear) - Optimizing energy systems using mixed integer linear programming.[39m
[38;5;12m- [39m[38;5;14m[1mswitch-model[0m[38;5;12m (https://github.com/switch-model/switch) - Optimal planning model for power systems with large shares of renewable energy.[39m
[38;5;12m- [39m[38;5;14m[1mAnyMOD.jl[0m[38;5;12m (https://github.com/leonardgoeke/AnyMOD.jl) - Creating large scale energy system models with multiple periods of capacity expansion formulated as linear optimization problems.[39m
[38;5;12m- [39m[38;5;14m[1mFlexiGIS[0m[38;5;12m (https://github.com/FlexiGIS/FlexiGIS) - Extracts, filters and categorizes the geo-referenced urban energy infrastructure and allocates the required decentralized storage in urban settings.[39m
[38;5;12m- [39m[38;5;14m[1mEMMA[0m[38;5;12m (https://neon.energy/emma/) - A techno-economic model of the north-west European power market covering France, Benelux, Germany and Poland.[39m
[38;5;12m- [39m[38;5;14m[1mreVX[0m[38;5;12m (https://github.com/NREL/reVX) - Renewable Energy Potential(V) eXchange Toot.[39m
[38;5;12m- [39m[38;5;14m[1mCapacityExpansion.jl[0m[38;5;12m (https://github.com/YoungFaithful/CapacityExpansion.jl) - Future energy system planning (Generation and Transmission Capacity Expansion Planning) in Julia.[39m
[38;5;12m- [39m[38;5;14m[1mDPsim[0m[38;5;12m (https://github.com/sogno-platform/dpsim) - A solver library for dynamic power system simulation.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGenX[0m[38;5;12m [39m[38;5;12m(https://github.com/GenXProject/GenX)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mhighly-configurable,[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mresource[39m[38;5;12m [39m[38;5;12mcapacity[39m[38;5;12m [39m[38;5;12mexpansion[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mincorporates[39m[38;5;12m [39m[38;5;12mseveral[39m[38;5;12m [39m[38;5;12mstate-of-the-art[39m[38;5;12m [39m[38;5;12mpractices[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mplanning[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12moffer[39m[38;5;12m [39m[38;5;12mimproved[39m[38;5;12m [39m
[38;5;12mdecision[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mchanging[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mlandscape.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mPlatform[0m[38;5;12m [39m[38;5;12m(https://github.com/OpenEnergyPlatform/oeplatform)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mensure[39m[38;5;12m [39m[38;5;12mquality,[39m[38;5;12m [39m[38;5;12mtransparency[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mreproducibility[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mresearch.[39m[38;5;12m [39m[38;5;12mIt[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcollection[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mvarious[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mworking[39m[38;5;12m [39m
[38;5;12mwith[39m[38;5;12m [39m[38;5;12menergy-related[39m[38;5;12m [39m[38;5;12mdata.[39m
[38;5;12m- [39m[38;5;14m[1moemof[0m[38;5;12m (https://github.com/oemof/oemof) - Open Energy Modelling Framework - A Python toolbox for energy system modeling and optimization. A community driven, modular, flexible and generic software project.[39m
[38;5;12m- [39m[38;5;14m[1mpyGRETA[0m[38;5;12m (https://github.com/tum-ens/pyGRETA) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mRESKit[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/RESKit) - A toolkit to help generate renewable energy generation time series for energy systems analysis.[39m
[38;5;12m- [39m[38;5;14m[1mPowSyBl[0m[38;5;12m (https://github.com/powsybl/powsybl-core) - An open source framework written in Java, that makes it easy to write complex software for power systems simulations and analysis.[39m
[38;5;12m- [39m[38;5;14m[1mPowSyBl Open Load Flow[0m[38;5;12m (https://github.com/powsybl/powsybl-open-loadflow) - An open source implementation of the load flow API that can be found in PowSyBl Core. It supports AC Newtow-Raphson and linear DC calculation methods.[39m
[38;5;12m- [39m[38;5;14m[1mPyPowSyBl[0m[38;5;12m (https://github.com/powsybl/pypowsybl) - A Python library for modelling and simulating power grids by providing bindings to the powsybl Java framework.[39m
[38;5;12m- [39m[38;5;14m[1mmatpower[0m[38;5;12m (https://github.com/MATPOWER/matpower) - A package of M-files for solving power flow, continuation power flow and optimal power flow problems using MATLAB or Octave.[39m
[38;5;12m- [39m[38;5;14m[1menergyRt[0m[38;5;12m (https://github.com/energyRt/energyRt) - Making Energy Systems Modeling as simple as a linear regression in R.[39m
[38;5;12m- [39m[38;5;14m[1mMVS[0m[38;5;12m (https://github.com/rl-institut/multi-vector-simulator) - The multi-vector simulator allows the evaluation of local sector-coupled energy systems that include the energy carriers electricity, heat and/or gas.[39m
[38;5;12m- [39m[38;5;14m[1mPowNet[0m[38;5;12m (https://github.com/Critical-Infrastructure-Systems-Lab/PowNet) - A least-cost optimization model for simulating the Unit Commitment and Economic Dispatch of large-scale (regional to country) power systems.[39m
[38;5;12m- [39m[38;5;14m[1mOpenIPSL[0m[38;5;12m (https://github.com/OpenIPSL/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mRAMP[0m[38;5;12m [39m[38;5;12m(https://github.com/RAMP-project/RAMP)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mbottom-up[39m[38;5;12m [39m[38;5;12mstochastic[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhigh-resolution[39m[38;5;12m [39m[38;5;12mmulti-energy[39m[38;5;12m [39m[38;5;12mprofiles,[39m[38;5;12m [39m[38;5;12mconceived[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mcontexts[39m[38;5;12m [39m[38;5;12mwhere[39m[38;5;12m [39m[38;5;12monly[39m[38;5;12m [39m[38;5;12mrough[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mabout[39m[38;5;12m [39m[38;5;12musers'[39m[38;5;12m [39m[38;5;12mbehaviour[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m
[38;5;12mobtainable.[39m
[38;5;12m- [39m[38;5;14m[1mPOMATO[0m[38;5;12m (https://github.com/richard-weinhold/pomato) - An easy to use tool for the comprehensive analysis of the modern electricity market.[39m
[38;5;12m- [39m[38;5;14m[1mPowerGAMA[0m[38;5;12m (https://bitbucket.org/harald_g_svendsen/powergama/wiki/Home) - A lightweight simulation tool for high level analyses of renewable energy integration in large power systems.[39m
[38;5;12m- [39m[38;5;14m[1mreV[0m[38;5;12m (https://github.com/NREL/reV) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mopenCEM[0m[38;5;12m (https://github.com/openCEMorg/openCEM) - Capacity Expansion Model and Optimiser for the Australian National Energy Market.[39m
[38;5;12m- [39m[38;5;14m[1menergy-py[0m[38;5;12m (https://github.com/ADGEfficiency/energy-py) - Reinforcement learning for energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mglaes[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/glaes) - Geospatial Land Availability for Energy Systems.[39m
[38;5;12m- [39m[38;5;14m[1monsset[0m[38;5;12m (https://github.com/OnSSET/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.[39m
[38;5;12m- [39m[38;5;14m[1mCityLearn[0m[38;5;12m (https://github.com/intelligent-environments-lab/CityLearn) - Official reinforcement learning environment for demand response and load shaping.[39m
[38;5;12m- [39m[38;5;14m[1mrl-testbed-for-energyplus[0m[38;5;12m (https://github.com/IBM/rl-testbed-for-energyplus) - Reinforcement Learning Testbed for Power Consumption Optimization using EnergyPlus.[39m
[38;5;12m- [39m[38;5;14m[1mtsam[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/tsam) - A Python package which uses different machine learning algorithms for the aggregation of time series.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTimeSeriesClustering[0m[38;5;12m [39m[38;5;12m(https://github.com/holgerteichgraeber/TimeSeriesClustering.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12msimple[39m[38;5;12m [39m[38;5;12mintegration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmulti-dimensional[39m[38;5;12m [39m[38;5;12mtime-series[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12m(e.g.[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mattributes[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mavailability,[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mavailability,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mdemand)[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msingle[39m[38;5;12m [39m[38;5;12maggregation[39m[38;5;12m [39m[38;5;12mprocess.[39m
[38;5;12m- [39m[38;5;14m[1mGridPath[0m[38;5;12m (https://github.com/blue-marble/gridpath) - A versatile simulation and optimization platform for power-system planning and operations.[39m
[38;5;12m- [39m[38;5;14m[1mANDES[0m[38;5;12m (https://github.com/curent/andes) - Power system transient dynamics simulation with symbolic modeling and numerical analysis.[39m
[38;5;12m- [39m[38;5;14m[1mREISE.jl[0m[38;5;12m (https://github.com/Breakthrough-Energy/REISE.jl) - Renewable Energy Integration Simulation Engine.[39m
[38;5;12m- [39m[38;5;14m[1mESDL[0m[38;5;12m (https://github.com/EnergyTransition/ESDL) - A modelling language created for the components in an energy system and their relations towards each other.[39m
[38;5;12m- [39m[38;5;14m[1mTransactive Energy Service System[0m[38;5;12m (https://github.com/slacgismo/TESS) - A platform to design, deploy, and operate transactive energy systems in electric utility retail environments.[39m
[38;5;12m- [39m[38;5;14m[1mMinpower[0m[38;5;12m (https://github.com/adamgreenhall/minpower) - An open source toolkit for students and researchers in power systems.[39m
[38;5;12m- [39m[38;5;14m[1mTIMES-Ireland Model[0m[38;5;12m (https://github.com/MaREI-EPMG/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.[39m
[38;5;12m- [39m[38;5;14m[1mFrictionless Energy data[0m[38;5;12m (https://sentinel-energy.github.io/friendly_data/) - Common medium to facilitate the flow of data between energy and environmental models in a way that can be automated.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Modeling Framework[0m[38;5;12m (https://github.com/dpinney/omf) - A set of Python libraries for simulating power systems behavior with an emphasis on cost-benefit analysis of emerging technologies.[39m
[38;5;12m- [39m[38;5;14m[1mPSP-UFU[0m[38;5;12m (https://github.com/Thales1330/PSP) - Open-Source Software with advanced GUI features and CAD tools for electrical power system studies.[39m
[38;5;12m- [39m[38;5;14m[1mEnergy Policy Simulator[0m[38;5;12m (https://github.com/EnergyInnovation/eps-us) - The open-source United States Energy Policy Simulator estimates environmental and economic impacts of hundreds of climate and energy policies.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSTEF[0m[38;5;12m (https://github.com/OpenSTEF/openstef) - A Python package which is used to make short term forecasts for the energy sector.[39m
[38;5;12m- [39m[38;5;14m[1mEIAdata[0m[38;5;12m (https://github.com/Matt-Brigida/EIAdata) - Provides programmatic access to the Energy Information Administration's API.[39m
[38;5;12m- [39m[38;5;14m[1mEnergy System Technology Data[0m[38;5;12m (https://github.com/PyPSA/technology-data) - Compilation of assumptions about energy system technologies such as cost, efficiency and lifetime that can be read by energy system modelling software.[39m
[38;5;12m- [39m[38;5;14m[1mAsset-level Transition Risk in the Global Coal, Oil, and Gas Supply Chains[0m[38;5;12m (https://github.com/Lkruitwagen/global-fossil-fuel-supply-chain) - The global fossil fuel supply chain, mapped at the asset-level.[39m
[38;5;12m- [39m[38;5;14m[1mdraf[0m[38;5;12m (https://github.com/DrafProject/draf) - Analysis and decision support framework for local multi-energy hubs focusing on demand response.[39m
[38;5;12m- [39m[38;5;14m[1mGENeSYS-MOD[0m[38;5;12m (https://git.tu-berlin.de/genesysmod/genesys-mod-public) - An open-source energy system model, originally based on the Open-Source Energy Modeling System (OSeMOSYS) framework, with various additions.[39m
[38;5;12m- [39m[38;5;14m[1mPyPSA-Earth[0m[38;5;12m (https://github.com/pypsa-meets-earth/pypsa-earth) - An Open Optimisation Model of the Earth Energy System.[39m
[38;5;12m- [39m[38;5;14m[1mtell[0m[38;5;12m (https://github.com/IMMM-SFA/tell) - An open-source Python package to model future hourly total electricity loads.[39m
[38;5;12m- [39m[38;5;14m[1mAMIRIS[0m[38;5;12m (https://gitlab.com/dlr-ve/esy/amiris/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.[39m
[38;5;12m- [39m[38;5;14m[1mAMIRIS-Py[0m[38;5;12m (https://gitlab.com/dlr-ve/esy/amiris/amiris-py) - Python tools for the electricity market model AMIRIS.[39m
[38;5;12m- [39m[38;5;14m[1mPREP-SHOT[0m[38;5;12m (https://github.com/PREP-NexT/PREP-SHOT) - A transparent, modular, and open-source Energy Capacity Expansion Model.[39m
[38;5;12m- [39m[38;5;14m[1mHYBRID[0m[38;5;12m (https://github.com/idaholab/HYBRID) - A modeling toolset to assess the integration and economic viability of Integrated Energy Systems.[39m
[38;5;12m- [39m[38;5;14m[1mFAME[0m[38;5;12m (https://gitlab.com/fame-framework/fame-core) - Its purpose is supporting the rapid development and fast execution of complex agent-based energy system simulations.[39m
[38;5;12m- [39m[38;5;14m[1mREMix[0m[38;5;12m (https://gitlab.com/dlr-ve/esy/remix/framework) - The main focus is on the broad techno-economical assessment of possible future[39m
[38;5;12menergy system designs and analysis of interactions between technologies.[39m
[38;5;12m- [39m[38;5;14m[1mStorageVET[0m[38;5;12m (https://github.com/epri-dev/StorageVET) - A valuation model for analysis of energy storage technologies and some other energy resources paired with storage.[39m
[38;5;12m- [39m[38;5;14m[1mOpenDER[0m[38;5;12m (https://github.com/epri-dev/OpenDER) - Aims to accurately represent steady-state and dynamic behaviors of inverter-based distributed energy resources.[39m
[38;5;12m- [39m[38;5;14m[1mHOPP[0m[38;5;12m (https://github.com/NREL/HOPP) - Assesses optimal designs for the deployment of utility-scale hybrid energy plants, particularly considering wind, solar and storage.[39m
[38;5;12m- [39m[38;5;14m[1mETM Pro[0m[38;5;12m (https://github.com/quintel/etmodel) - Professional interface of the Energy Transition model.[39m
[38;5;12m- [39m[38;5;14m[1mMESMO[0m[38;5;12m (https://github.com/mesmo-dev/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.[39m
[38;5;12m- [39m[38;5;14m[1mASSUME[0m[38;5;12m (https://github.com/assume-framework/assume) - An open-source toolbox for agent-based simulations of European electricity markets, with a primary focus on the German market setup.[39m
[38;5;12m- [39m[38;5;14m[1mNemoMod.jl[0m[38;5;12m (https://github.com/sei-international/NemoMod.jl) - A high performance, open-source energy system optimization modeling tool developed in Julia.[39m
[38;5;12m- [39m[38;5;14m[1mReEDS[0m[38;5;12m (https://github.com/NREL/ReEDS-2.0) - A capacity planning and dispatch model for the North American electricity system.[39m
[38;5;12m- [39m[38;5;14m[1m24/7 CFE[0m[38;5;12m (https://github.com/PyPSA/247-cfe) - This project explores the means, costs and impacts of 24/7 Carbon-Free Energy procurement in Europe.[39m
[38;5;12m- [39m[38;5;14m[1mpypsa-usa[0m[38;5;12m (https://github.com/PyPSA/pypsa-usa) - An open-source power systems model of the bulk transmission systems in the United States.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDynaωo[0m[38;5;12m [39m[38;5;12m(https://github.com/dynawo/dynawo)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mstakeholders[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mtransparent,[39m[38;5;12m [39m[38;5;12mflexible,[39m[38;5;12m [39m[38;5;12minteroperable[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrobust[39m[38;5;12m [39m[38;5;12msuite[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcould[39m[38;5;12m [39m[38;5;12mease[39m[38;5;12m [39m[38;5;12mcollaboration[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcooperation[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem[39m
[38;5;12mcommunity.[39m
[38;5;12m- [39m[38;5;14m[1mTIMES_model[0m[38;5;12m (https://github.com/etsap-TIMES/TIMES_model) - A bottom-up optimization model used for the exploration of possible energy futures based on contrasted scenarios.[39m
[38;5;12m- [39m[38;5;14m[1mMUSE_OS[0m[38;5;12m (https://github.com/EnergySystemsModellingLab/MUSE_OS) - A open source agent-based modelling environment that can be used to simulate change in an energy system over time.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTulipaEnergyModel.jl[0m[38;5;12m [39m[38;5;12m(https://github.com/TulipaEnergy/TulipaEnergyModel.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mmarket[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mits[39m[38;5;12m [39m[38;5;12mcoupling[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msectors[39m[38;5;12m [39m[38;5;12m(e.g.,[39m[38;5;12m [39m[38;5;12mhydrogen,[39m[38;5;12m [39m[38;5;12mheat,[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m[38;5;12mgas,[39m[38;5;12m [39m[38;5;12metc.)[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmain[39m
[38;5;12mobjective[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdetermine[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12moptimal[39m[38;5;12m [39m[38;5;12minvestment[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12moperation[39m[38;5;12m [39m[38;5;12mdecisions[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mtypes[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12massets.[39m
[38;5;12m- [39m[38;5;14m[1mEnergy Transition Engine[0m[38;5;12m (https://github.com/quintel/etengine) - Calculation engine for the Energy Transition Model.[39m
[38;5;12m- [39m[38;5;14m[1mpommesdispatch[0m[38;5;12m (https://github.com/pommes-public/pommesdispatch) - A bottom-up fundamental power market model for the German electricity sector.[39m


[38;2;255;187;0m[4mEnergy Distribution and Grids[0m
[38;5;12m- [39m[38;5;14m[1mSimBench[0m[38;5;12m (https://github.com/e2nIEE/simbench) - The objective of the research project SimBench is the development of a benchmark dataset to support research in grid planning and operation.[39m
[38;5;12m- [39m[38;5;14m[1mEgret[0m[38;5;12m (https://github.com/grid-parity-exchange/Egret) - A Python-based package for electrical grid optimization based on the Pyomo optimization modeling language.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mSmart[0m[38;5;14m[1m [0m[38;5;14m[1mGrid[0m[38;5;14m[1m [0m[38;5;14m[1mPlatform[0m[38;5;12m [39m[38;5;12m(https://github.com/OSGP/open-smart-grid-platform)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen,[39m[38;5;12m [39m[38;5;12mgeneric,[39m[38;5;12m [39m[38;5;12mscalable[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mindependent[39m[38;5;12m [39m[38;5;12m'Internet[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mThings'[39m[38;5;12m [39m[38;5;12mplatform,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12menables[39m[38;5;12m [39m[38;5;12mvarious[39m[38;5;12m [39m[38;5;12mconnected[39m[38;5;12m [39m[38;5;12msmart[39m[38;5;12m [39m[38;5;12mobjects[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpublic[39m[38;5;12m [39m[38;5;12mspace[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12measily[39m[38;5;12m [39m
[38;5;12mcontrolled[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmonitored.[39m
[38;5;12m- [39m[38;5;14m[1mPowerModels.jl[0m[38;5;12m (https://github.com/lanl-ansi/PowerModels.jl) - Designed to enable computational evaluation of emerging power network formulations and algorithms in a common platform.[39m
[38;5;12m- [39m[38;5;14m[1mPowerModelsAnnex.jl[0m[38;5;12m (https://github.com/lanl-ansi/PowerModelsAnnex.jl) - An extension of PowerModels.jl that provides a home for open source sharing of preliminary and/or exploratory methods in power system optimization.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPower[0m[38;5;14m[1m [0m[38;5;14m[1mGrid[0m[38;5;14m[1m [0m[38;5;14m[1mLib[0m[38;5;12m [39m[38;5;12m(https://github.com/power-grid-lib/pglib-opf)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mbenchmark[39m[38;5;12m [39m[38;5;12mlibrary[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mcurated[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmaintained[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mIEEE[39m[38;5;12m [39m[38;5;12mPES[39m[38;5;12m [39m[38;5;12mTask[39m[38;5;12m [39m[38;5;12mForce[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mBenchmarks[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mValidation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mEmerging[39m[38;5;12m [39m[38;5;12mPower[39m[38;5;12m [39m[38;5;12mSystem[39m[38;5;12m [39m[38;5;12mAlgorithms[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mevaluate[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m
[38;5;12mwell[39m[38;5;12m [39m[38;5;12mestablished[39m[38;5;12m [39m[38;5;12mversion[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mAC[39m[38;5;12m [39m[38;5;12mOptimal[39m[38;5;12m [39m[38;5;12mPower[39m[38;5;12m [39m[38;5;12mFlow[39m[38;5;12m [39m[38;5;12mproblem.[39m
[38;5;12m- [39m[38;5;14m[1mpypownet[0m[38;5;12m (https://github.com/MarvinLer/pypownet) - A power network simulator with a Reinforcement Learning-focused usage.[39m
[38;5;12m- [39m[38;5;14m[1mGrid2Op[0m[38;5;12m (https://github.com/rte-france/Grid2Op) - A testbed platform to model sequential decision making in power systems.[39m
[38;5;12m- [39m[38;5;14m[1meDisGo[0m[38;5;12m (https://github.com/openego/eDisGo/) - Optimization of flexibility options and grid expansion for distribution grids based on PyPSA.[39m
[38;5;12m- [39m[38;5;14m[1moffgridders[0m[38;5;12m (https://github.com/rl-institut/offgridders) - Models and optimizes capacity & dispatch of electricity supply systems, off-grid or connected to a (weak) central grid.[39m
[38;5;12m- [39m[38;5;14m[1mRTS-GMLC[0m[38;5;12m (https://github.com/GridMod/RTS-GMLC) - Reliability Test System of the Grid Modernization Lab Consortium.[39m
[38;5;12m- [39m[38;5;14m[1mopenmodelica-microgrid-gym[0m[38;5;12m (https://github.com/upb-lea/openmodelica-microgrid-gym) - An OpenAI Gym Environment for Microgrids.[39m
[38;5;12m- [39m[38;5;14m[1mOpenDSS[0m[38;5;12m (https://sourceforge.net/projects/electricdss/) - An electric power Distribution System Simulator for supporting distributed resource integration and grid modernization efforts.[39m
[38;5;12m- [39m[38;5;14m[1mPowerDynamics.jl[0m[38;5;12m (https://github.com/JuliaEnergy/PowerDynamics.jl) - Provides all the tools you need to create a dynamic power grid model and analyze it.[39m
[38;5;12m- [39m[38;5;14m[1mInfrastructureSystems.jl[0m[38;5;12m (https://github.com/NREL-Sienna/InfrastructureSystems.jl) - Provides utilities to support data models for infrastructure modeling in NREL-SIIP.[39m
[38;5;12m- [39m[38;5;14m[1mopenleadr[0m[38;5;12m (https://github.com/OpenLEADR/openleadr-python) - Open Automated Demand Response (OpenADR) is an open and interoperable information exchange model and emerging smart grid standard.[39m
[38;5;12m- [39m[38;5;14m[1mGridCal[0m[38;5;12m (https://github.com/SanPen/GridCal) - Aims to be a complete platform for power systems research and simulation.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mpyehub[0m[38;5;12m [39m[38;5;12m(https://gitlab.com/energyincities/python-ehub)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython-based,[39m[38;5;12m [39m[38;5;12mmodular[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnestable[39m[38;5;12m [39m[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mHub[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12m(balancing[39m[38;5;12m [39m[38;5;12mdemand[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msupply,[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mcapacity[39m[38;5;12m [39m[38;5;12msizing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mflows[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mMixed-Integer[39m[38;5;12m [39m[38;5;12mLinear[39m[38;5;12m [39m
[38;5;12mProgramming).[39m
[38;5;12m- [39m[38;5;14m[1morigin[0m[38;5;12m (https://github.com/energywebfoundation/origin) - A set of toolkits that together provide a system for issuance and management of Energy Attribute Certificates.[39m
[38;5;12m- [39m[38;5;14m[1mGrid Singularity Energy Exchange[0m[38;5;12m (https://github.com/gridsingularity/gsy-e) - An interface to download and deploy interconnected, grid-aware energy marketplaces.[39m
[38;5;12m- [39m[38;5;14m[1mBackbone[0m[38;5;12m (https://gitlab.vtt.fi/backbone/backbone) - A generic energy network optimization tool written in GAMS.[39m
[38;5;12m- [39m[38;5;14m[1mAPIS[0m[38;5;12m (https://github.com/SonyCSL/APIS) - Build a microgrid that utilizes variable renewable energy as the main power source and enhances the resilience of the power system.[39m
[38;5;12m- [39m[38;5;14m[1mpython-microgrid[0m[38;5;12m (https://github.com/ahalev/python-microgrid) - A Python library to generate and simulate a large number of microgrids.[39m
[38;5;12m- [39m[38;5;14m[1mSciGRID[0m[38;5;12m (https://power.scigrid.de/) - The focus will be on the European transmission grids, but the methods will be applicable more generally.[39m
[38;5;12m- [39m[38;5;14m[1mmosaik[0m[38;5;12m (https://gitlab.com/mosaik/mosaik) - A flexible Smart Grid co-simulation framework.[39m
[38;5;12m- [39m[38;5;14m[1mSmartGridToolbox[0m[38;5;12m (https://gitlab.com/SmartGridToolbox/SmartGridToolbox) - Designed to provide an extensible and flexible starting point for developing a wide variety of smart grid simulations and other applications.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOPEN[0m[38;5;12m [39m[38;5;12m(https://github.com/EPGOxford/OPEN)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mcombines[39m[38;5;12m [39m[38;5;12mdistributed[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mresource[39m[38;5;12m [39m[38;5;12mmodelling[39m[38;5;12m [39m[38;5;12m(e.g.[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mPV[39m[38;5;12m [39m[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12msources,[39m[38;5;12m [39m[38;5;12mbattery[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mstorage[39m[38;5;12m [39m[38;5;12msystems,[39m[38;5;12m [39m[38;5;12melectric[39m[38;5;12m [39m[38;5;12mvehicles),[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mmarket[39m[38;5;12m [39m[38;5;12mmodelling,[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mflow[39m[38;5;12m [39m
[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmulti-period[39m[38;5;12m [39m[38;5;12moptimisation[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mscheduling[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mresources.[39m
[38;5;12m- [39m[38;5;14m[1mGridLAB-D[0m[38;5;12m (https://github.com/arras-energy/gridlabd) - A simulation platform for future electricity distribution power systems.[39m
[38;5;12m- [39m[38;5;14m[1mGym-ANM[0m[38;5;12m (https://github.com/robinhenry/gym-anm) - Design Reinforcement Learning environments that model Active Network Management tasks in electricity distribution networks.[39m
[38;5;12m- [39m[38;5;14m[1mSEAPATH[0m[38;5;12m (https://github.com/seapath/meta-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.[39m
[38;5;12m- [39m[38;5;14m[1mTools for the iTEM databases[0m[38;5;12m (https://github.com/transportenergy/database) - Contains tools for two databases maintained by iTEM, the International Transport Energy Modeling consortium.[39m
[38;5;12m- [39m[38;5;14m[1mPowerSimData[0m[38;5;12m (https://github.com/Breakthrough-Energy/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.[39m
[38;5;12m- [39m[38;5;14m[1mSIMONA[0m[38;5;12m (https://github.com/ie3-institute/simona) - Provides a simulation toolbox to run and implement large-scale agent-based electricity grid simulations with focus on distribution grids.[39m
[38;5;12m- [39m[38;5;14m[1mPower Grid Model[0m[38;5;12m (https://github.com/PowerGridModel/power-grid-model) -  A library for steady-state distribution power system analysis distributed for Python and C.[39m
[38;5;12m- [39m[38;5;14m[1mElectricGrid.jl[0m[38;5;12m (https://github.com/upb-lea/ElectricGrid.jl) - A time domain electrical energy grid modeling and simulation tool with a focus on the control of power electronics converters.[39m
[38;5;12m- [39m[38;5;14m[1mPowerModelsACDC.jl[0m[38;5;12m (https://github.com/Electa-Git/PowerModelsACDC.jl) - A a Julia/JuMP/PowerModels package with models for DC lines, meshed DC networks, and AC DC converters.[39m
[38;5;12m- [39m[38;5;14m[1mFlexPlan.jl[0m[38;5;12m (https://github.com/Electa-Git/FlexPlan.jl) - An open-source Julia tool for transmission and distribution expansion planning considering storage and demand flexibility.[39m
[38;5;12m- [39m[38;5;14m[1mEasy SimAuto[0m[38;5;12m (https://github.com/mzy2240/ESA) - An easy-to-use Power System Analysis Automation Platform atop PowerWorld's Simulator Automation Server.[39m
[38;5;12m- [39m[38;5;14m[1mGElectrical[0m[38;5;12m (https://github.com/manuvarkey/GElectrical) - A free and opensource electrical system analysis software for LV/MV electrical distribution networks.[39m
[38;5;12m- [39m[38;5;14m[1mElectra[0m[38;5;12m (https://github.com/Alkia/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.[39m
[38;5;12m- [39m[38;5;14m[1mSESMG[0m[38;5;12m (https://github.com/SESMG/SESMG) - An energy system model generator with the focus on the optimization of urban energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mGridPACK[0m[38;5;12m (https://github.com/GridOPTICS/GridPACK) - An open-source high-performance package for simulation of large-scale electrical grids.[39m
[38;5;12m- [39m[38;5;14m[1mCLOVER[0m[38;5;12m (https://github.com/CLOVER-energy/CLOVER) - A minigrid simulation and optimisation for supporting rural electrification in developing countries.[39m
[38;5;12m- [39m[38;5;14m[1mExaGO[0m[38;5;12m (https://github.com/pnnl/ExaGO) - High-performance power grid optimization for stochastic, security-constrained, and multi-period ACOPF problems.[39m

[38;2;255;187;0m[4mEnergy Monitoring and Management [0m
[38;5;12m- [39m[38;5;14m[1mOpen Energy Dashboard[0m[38;5;12m (https://github.com/OpenEnergyDashboard/OED) - Open Energy Dashboard is a user-friendly way to display energy information from smart energy meter.[39m
[38;5;12m- [39m[38;5;14m[1mOpenEMS[0m[38;5;12m (https://github.com/OpenEMS/openems) - Open Source Energy Management System.[39m
[38;5;12m- [39m[38;5;14m[1meemeter[0m[38;5;12m (https://github.com/openeemeter/eemeter) - An open source Python package for implementing and developing standard methods for calculating normalized metered energy consumption and avoided energy use.[39m
[38;5;12m- [39m[38;5;14m[1mOperatorFabric[0m[38;5;12m (https://github.com/opfab/operatorfabric-core) - A modular, extensible, industrial-strength and field-tested platform for use in electricity, water and other utility operations.[39m
[38;5;12m- [39m[38;5;14m[1menergy-sparks[0m[38;5;12m (https://github.com/Energy-Sparks/energy-sparks) - An open source application that is designed to help schools improve their energy efficiency.[39m
[38;5;12m- [39m[38;5;14m[1memonpi[0m[38;5;12m (https://github.com/openenergymonitor/emonpi) - The OpenEnergyMonitor system has the capability to monitor electrical energy use / generation, temperature and humidity.[39m
[38;5;12m- [39m[38;5;14m[1mEmonLib[0m[38;5;12m (https://github.com/openenergymonitor/EmonLib) - Arduino Energy Monitoring Library.[39m
[38;5;12m- [39m[38;5;14m[1mEmoncms[0m[38;5;12m (https://github.com/emoncms/emoncms) - A powerful open source web application for processing, logging and visualizing energy, temperature and other environmental data.[39m
[38;5;12m- [39m[38;5;14m[1mFlexMeasures[0m[38;5;12m (https://github.com/FlexMeasures/flexmeasures) - A platform for building energy flexibility services with forecasting and scheduling, written in Python & offering a USEF-conform API.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGreen[0m[38;5;14m[1m [0m[38;5;14m[1mMonitoring[0m[38;5;14m[1m [0m[38;5;14m[1mStack[0m[38;5;12m [39m[38;5;12m(https://github.com/cisco-open/green-monitoring)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen-source[39m[38;5;12m [39m[38;5;12mstack[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mmonitors[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mnetwork,[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mcenter[39m[38;5;12m [39m[38;5;12m(compute[39m[38;5;12m [39m[38;5;12m/[39m[38;5;12m [39m[38;5;12mstorage)[39m[38;5;12m [39m[38;5;12minfrastructure,[39m[38;5;12m [39m[38;5;12mthird-party[39m[38;5;12m [39m[38;5;12mdevices[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexternal[39m[38;5;12m [39m[38;5;12msources[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12munderstand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12menergy[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mits[39m[38;5;12m [39m[38;5;12mrelation[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mtraffic[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mbandwidth,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcost[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mfootprint[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mvarious[39m[38;5;12m [39m[38;5;12mlevels[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mgranularity.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSTM32[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mMonitoring[0m[38;5;12m [39m[38;5;12m(https://github.com/openenergymonitor/STM32)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mfollowing[39m[38;5;12m [39m[38;5;12mresources[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mwork[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mprogress[39m[38;5;12m [39m[38;5;12mguide[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mSTM32[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mmonitoring,[39m[38;5;12m [39m[38;5;12mbeing[39m[38;5;12m [39m[38;5;12mwritten[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mpart[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdevelopment[39m[38;5;12m [39m[38;5;12mwork[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mnext[39m[38;5;12m [39m
[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mOpenEnergyMonitor[39m[38;5;12m [39m[38;5;12mhardware.[39m
[38;5;12m- [39m[38;5;14m[1mEHMASS[0m[38;5;12m (https://github.com/davidusb-geek/emhass) - Energy Management for Home Assistant, is a Python module designed to optimize your home energy interfacing with Home Assistant.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Energy View[0m[38;5;12m (https://github.com/JPHutchins/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.[39m
[38;5;12m- [39m[38;5;14m[1mSolarNetwork[0m[38;5;12m (https://github.com/SolarNetwork/solarnetwork-node) - Flexible platform for the monitoring and control of energy assets, meters, sensors, weather stations, EV chargers, market pricing, load optimization, and more.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPowerCalc[0m[38;5;12m [39m[38;5;12m(https://github.com/bramstroker/homeassistant-powercalc)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCustom[39m[38;5;12m [39m[38;5;12mcomponent[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mHome[39m[38;5;12m [39m[38;5;12mAssistant[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mestimate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12m(as[39m[38;5;12m [39m[38;5;12mvirtual[39m[38;5;12m [39m[38;5;12mmeters)[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mlights,[39m[38;5;12m [39m[38;5;12mfans,[39m[38;5;12m [39m[38;5;12msmart[39m[38;5;12m [39m[38;5;12mspeakers[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mdevices,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mdon't[39m[38;5;12m [39m[38;5;12mhave[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m
[38;5;12mbuilt-in[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mmeter.[39m
[38;5;12m- [39m[38;5;14m[1mhomeassistant-alphaESS[0m[38;5;12m (https://github.com/CharlesGillanders/homeassistant-alphaESS) - Monitor your energy generation, storage, and usage data using the official Open API from Alpha ESS.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSmartMeter[0m[38;5;12m (https://github.com/EnAccess/OpenSmartMeter) - Low-cost & OEM agnostic GSM prepaid smart energy meter with a customizable API.[39m

[38;2;255;187;0m[4mEnergy System Data Access[0m
[38;5;12m- [39m[38;5;14m[1mOpenNEM[0m[38;5;12m (https://github.com/opennem/opennem-fe) - Aims to make the wealth of public Australian Electricity Market data more accessible to a wider audience.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Power System Data[0m[38;5;12m (https://open-power-system-data.org/data-sources) - A list of primary data sources that are helpful for power system modeling of Europe.[39m
[38;5;12m- [39m[38;5;14m[1mThe Public Utility Data Liberation Project[0m[38;5;12m (https://github.com/catalyst-cooperative/pudl) - Makes the US' energy data easier to access and use.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Power Plant Database[0m[38;5;12m (https://github.com/wri/global-power-plant-database) - A comprehensive, global and open source database of power plants.[39m
[38;5;12m- [39m[38;5;14m[1mentsoe-py[0m[38;5;12m (https://github.com/EnergieID/entsoe-py) - A Python client for the ENTSO-E API (European Network of Transmission System Operators for Electricity).[39m
[38;5;12m- [39m[38;5;14m[1mtime series[0m[38;5;12m (https://github.com/Open-Power-System-Data/time_series) - Contains scripts that compile time series data of the European power system.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mrenewable[0m[38;5;14m[1m [0m[38;5;14m[1mpower[0m[38;5;14m[1m [0m[38;5;14m[1mplant[0m[38;5;12m [39m[38;5;12m(https://github.com/Open-Power-System-Data/renewable_power_plants)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mscripts[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcreate[39m[38;5;12m [39m[38;5;12mlists[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mrenewable[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mplants[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mGermany,[39m[38;5;12m [39m[38;5;12mDenmark,[39m[38;5;12m [39m[38;5;12mFrance[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mPoland,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdaily[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mseries[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcumulated[39m[38;5;12m [39m[38;5;12minstalled[39m
[38;5;12mcapacity[39m[38;5;12m [39m[38;5;12mper[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mtype[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mGermany.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mconventional[0m[38;5;14m[1m [0m[38;5;14m[1mpower[0m[38;5;14m[1m [0m[38;5;14m[1mplants[0m[38;5;12m [39m[38;5;12m(https://github.com/Open-Power-System-Data/conventional_power_plants)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mconventional[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mplants[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mGermany[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mselected[39m[38;5;12m [39m[38;5;12mEuropean[39m[38;5;12m [39m[38;5;12mcountries.[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12minclude[39m[38;5;12m [39m[38;5;12mindividual[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m
[38;5;12mplants[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mtechnical[39m[38;5;12m [39m[38;5;12mcharacteristics.[39m
[38;5;12m- [39m[38;5;14m[1mopen-MaStR[0m[38;5;12m (https://github.com/OpenEnergyPlatform/open-MaStR) - Download and process German energy data from BNetzA database Marktstammdatenregister.[39m
[38;5;12m- [39m[38;5;14m[1mpowerplantmatching[0m[38;5;12m (https://github.com/PyPSA/powerplantmatching) - A toolset for cleaning, standardizing and combining multiple power plant databases.[39m
[38;5;12m- [39m[38;5;14m[1mGeoNuclearData[0m[38;5;12m (https://github.com/cristianst85/GeoNuclearData) - Database with information about Nuclear Power Plants worldwide.[39m
[38;5;12m- [39m[38;5;14m[1mpyEIA[0m[38;5;12m (https://github.com/thomastu/pyEIA) - An Energy Information Administration API Python client for researchers who need data.[39m
[38;5;12m- [39m[38;5;14m[1mEIA[0m[38;5;12m (https://github.com/ropensci/eia) - An R package wrapping the US Energy Information Administration open data API.[39m
[38;5;12m- [39m[38;5;14m[1matlite[0m[38;5;12m (https://github.com/PyPSA/atlite) - Light-weight version of Aarhus RE Atlas for converting weather data to power systems data.[39m
[38;5;12m- [39m[38;5;14m[1mNYISOToolkit[0m[38;5;12m (https://github.com/m4rz910/NYISOToolkit) - A collection of modules for accessing power system data, generating statistics, and creating visualizations from the New York Independent System Operator.[39m
[38;5;12m- [39m[38;5;14m[1mUKgrid[0m[38;5;12m (https://github.com/RamiKrispin/UKgrid) - An R data package with the UK National Grid historical demand for electricity between April 2005 and October 2019.[39m
[38;5;12m- [39m[38;5;14m[1mUSgrid[0m[38;5;12m (https://github.com/RamiKrispin/USgrid) - The hourly demand and supply of electricity in the US.[39m
[38;5;12m- [39m[38;5;14m[1mESIOS[0m[38;5;12m (https://github.com/SanPen/ESIOS) - Comprehensive library to access the Spanish electricity market entity in Python.[39m
[38;5;12m- [39m[38;5;14m[1menergy-data[0m[38;5;12m (https://github.com/owid/energy-data) - Data on global energy consumption (primary energy, per capita, and growth rates), energy mix, electricity mix and other relevant metrics.[39m
[38;5;12m- [39m[38;5;14m[1mOpenEI[0m[38;5;12m (https://openei.org/wiki/Main_Page) - A knowledge-sharing online community dedicated to connecting people with the latest information and data on energy resources from around the world.[39m
[38;5;12m- [39m[38;5;14m[1mPower grid frequency data base[0m[38;5;12m (https://osf.io/by5hu/) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mdisaggregator[0m[38;5;12m (https://github.com/DemandRegioTeam/disaggregator) - A set of tools for processing of spatial and temporal disaggregations of demands of electricity, heat and natural gas.[39m
[38;5;12m- [39m[38;5;14m[1mThe FfE Open Data Portal[0m[38;5;12m (http://opendata.ffe.de/) - Offers an overview of free datasets for modelling energy demand and generation.[39m
[38;5;12m- [39m[38;5;14m[1meiapy[0m[38;5;12m (https://github.com/systemcatch/eiapy) - A simple wrapper for the U.S. Energy Information Administration API. [39m
[38;5;12m- [39m[38;5;14m[1mPower Station Dictionary[0m[38;5;12m (https://github.com/OSUKED/Power-Station-Dictionary) - A power station dictionary that enables mapping between various naming conventions and associated plant metadata.[39m
[38;5;12m- [39m[38;5;14m[1mElexonDataPortal[0m[38;5;12m (https://github.com/OSUKED/ElexonDataPortal) - Wrapper for the Balancing Mechanism Reporting Service API to balance power flowing on to and off from the electricity Transmission System in Great Britain.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Energy Tracker[0m[38;5;12m (https://gitlab.com/diw-evu/oet/openenergytracker) - An open data platform for monitoring and visualizing energy policy targets.[39m
[38;5;12m- [39m[38;5;14m[1mgridstatus[0m[38;5;12m (https://github.com/kmax12/gridstatus) - Provides standardized API to access energy data from the major Independent System Operators in the United States.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1msup3r[0m[38;5;12m [39m[38;5;12m(https://github.com/NREL/sup3r)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mSuper[39m[38;5;12m [39m[38;5;12mResolution[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mRenewable[39m[38;5;12m [39m[38;5;12mResource[39m[38;5;12m [39m[38;5;12mData[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12muses[39m[38;5;12m [39m[38;5;12mgenerative[39m[38;5;12m [39m[38;5;12madversarial[39m[38;5;12m [39m[38;5;12mnetworks[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcreate[39m[38;5;12m [39m[38;5;12msynthetic[39m[38;5;12m [39m[38;5;12mhigh-resolution[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msolar[39m[38;5;12m [39m[38;5;12mspatiotemporal[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mcoarse[39m[38;5;12m [39m[38;5;12mlow-resolution[39m[38;5;12m [39m
[38;5;12minputs.[39m
[38;5;12m- [39m[38;5;14m[1mEnergyData.Info[0m[38;5;12m (https://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.[39m
[38;5;12m- [39m[38;5;14m[1mEMILE[0m[38;5;12m (https://github.com/cityssm/EMILE) - An application to aggregate energy consumption data across several municipal assets and report usage to monitor and manage emissions.[39m
[38;5;12m- [39m[38;5;14m[1mfeo-client[0m[38;5;12m (https://github.com/transition-zero/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;14m[1m [0m[38;5;14m[1mAccess[0m[38;5;14m[1m [0m[38;5;14m[1mTools[0m[38;5;12m [39m[38;5;12m(https://github.com/openEDI/open-data-access-tools)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mimprove[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mautomate[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhigh-value[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mdatasets[39m[38;5;12m [39m[38;5;12macross[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mU.S.[39m[38;5;12m [39m[38;5;12mDepartment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mEnergy's[39m[38;5;12m [39m[38;5;12mprograms,[39m[38;5;12m [39m[38;5;12moffices,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnational[39m[38;5;12m [39m[38;5;12mlaboratories,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mresearchers[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mindustry[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12maccelerate[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12madvance[39m[38;5;12m [39m[38;5;12minnovation.[39m

[38;2;255;187;0m[4mConsumption[0m
[38;2;255;187;0m[4mBuildings and Heating [0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mscout[0m[38;5;12m [39m[38;5;12m(https://github.com/trynthink/scout)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mestimating[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12muse,[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12memissions,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcapital[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12moperating[39m[38;5;12m [39m[38;5;12mcost[39m[38;5;12m [39m[38;5;12mimpacts[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mefficiency[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdemand[39m[38;5;12m [39m[38;5;12mflexibility[39m[38;5;12m [39m[38;5;12mtechnologies[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mU.S.[39m[38;5;12m [39m[38;5;12mresidential[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mcommercial[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12msectors.[39m
[38;5;12m- [39m[38;5;14m[1mBOPTEST[0m[38;5;12m (https://github.com/ibpsa/project1-boptest) - The Building Optimization Testing (BOPTEST) Framework enables the assessment and benchmarking of control algorithms for building energy management.[39m
[38;5;12m- [39m[38;5;14m[1mBOPTEST-Gym[0m[38;5;12m (https://github.com/ibpsa/project1-boptest-gym) - The OpenAI-Gym interface of the BOPTEST framework facilitates the assessment and benchmarking of RL algorithms for building energy management.[39m
[38;5;12m- [39m[38;5;14m[1mHPXML to Home Energy Score Translator[0m[38;5;12m (https://github.com/NREL/hescore-hpxml) - This translator script takes an HPXML file or directory of files as an input and generates HEScore inputs from it.[39m
[38;5;12m- [39m[38;5;14m[1mLoadProfileGenerator[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/LoadProfileGenerator) - A program for generating load curves for residential consumers. Agent-based and extremely detailed.[39m
[38;5;12m- [39m[38;5;14m[1mThe-building-data-genome-project[0m[38;5;12m (https://github.com/buds-lab/the-building-data-genome-project) - A collection of non-residential buildings for performance analysis and algorithm benchmarking.[39m
[38;5;12m- [39m[38;5;14m[1mEnergyPlus[0m[38;5;12m (https://github.com/NREL/EnergyPlus) - A whole building energy simulation program that engineers, architects, and researchers use to model both energy consumption and water usage in buildings.[39m
[38;5;12m- [39m[38;5;14m[1mOpenStudio[0m[38;5;12m (https://github.com/NREL/OpenStudio) - A cross-platform collection of software tools to support whole building energy modeling using EnergyPlus and advanced daylight analysis using Radiance.[39m
[38;5;12m- [39m[38;5;14m[1mBEMServer[0m[38;5;12m (https://github.com/HIT2GAP-EU-PROJECT/bemserver) - An open source Python server to deploy energy management solutions for buildings.[39m
[38;5;12m- [39m[38;5;14m[1mSEED[0m[38;5;12m (https://github.com/SEED-platform/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.[39m
[38;5;12m- [39m[38;5;14m[1mHPWHsim[0m[38;5;12m (https://github.com/bigladder/HPWHsim) - An open source simulation model for Heat Pump Water Heaters (HPWH).[39m
[38;5;12m- [39m[38;5;14m[1mOpenStudio-ERI[0m[38;5;12m (https://github.com/NREL/OpenStudio-ERI) - Calculates an Energy Rating Index (ERI) via an OpenStudio/EnergyPlus-based workflow. Building information is provided through an HPXML file.[39m
[38;5;12m- [39m[38;5;14m[1mOpenStudio-HPXML[0m[38;5;12m (https://github.com/NREL/OpenStudio-HPXML) - Modeling of residential buildings in EnergyPlus using OpenStudio/HPXML.[39m
[38;5;12m- [39m[38;5;14m[1mAixLib[0m[38;5;12m (https://github.com/RWTH-EBC/AixLib) - A Modelica model library for building performance simulations.[39m
[38;5;12m- [39m[38;5;14m[1mTEASER[0m[38;5;12m (https://github.com/RWTH-EBC/TEASER) - Tool for Energy Analysis and Simulation for Efficient Retrofit.[39m
[38;5;12m- [39m[38;5;14m[1mpyCity[0m[38;5;12m (https://github.com/RWTH-EBC/pyCity) - A Python package for data handling and scenario generation of city districts and urban energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mIDEAS[0m[38;5;12m (https://github.com/open-ideas/IDEAS) - A Modelica model library for integrated building or district energy simulations.[39m
[38;5;12m- [39m[38;5;14m[1mtespy[0m[38;5;12m (https://github.com/oemof/tespy) - Provides a powerful simulation toolkit for thermal engineering plants such as power plants, district heating systems or heat pumps.[39m
[38;5;12m- [39m[38;5;14m[1mRC_BuildingSimulator[0m[38;5;12m (https://github.com/architecture-building-systems/RC_BuildingSimulator) - A Resistance Capacitance Model for an Energetic Simulation of a Building.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCity[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mAnalyst[0m[38;5;12m [39m[38;5;12m(https://github.com/architecture-building-systems/CityEnergyAnalyst)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mHelps[39m[38;5;12m [39m[38;5;12myou[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12manalyze[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12meffects[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12mretrofits,[39m[38;5;12m [39m[38;5;12mland-use[39m[38;5;12m [39m[38;5;12mplanning,[39m[38;5;12m [39m[38;5;12mdistrict[39m[38;5;12m [39m[38;5;12mheating[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcooling[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrenewable[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m
[38;5;12mcosts,[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mneighborhoods[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdistricts.[39m
[38;5;12m- [39m[38;5;14m[1mModelica Buildings library[0m[38;5;12m (https://github.com/lbl-srg/modelica-buildings) - A free and open source library with dynamic simulation models for building energy and control systems.[39m
[38;5;12m- [39m[38;5;14m[1mNYCBuildingEnergyUse[0m[38;5;12m (https://github.com/mdh266/NYCBuildingEnergyUse) - Predict the emission of greenhouse gases from buildings by looking at their age, and water consumption as well as other energy consumption metrics.[39m
[38;5;12m- [39m[38;5;14m[1mHotmaps[0m[38;5;12m (https://github.com/HotMaps/Hotmaps-toolbox-service) - The open source mapping and planning tool for heating and cooling.[39m
[38;5;12m- [39m[38;5;14m[1mBuildSysPro[0m[38;5;12m (https://github.com/EDF-Lab/BuildSysPro) - EDF's Modelica library for buildings, districts and energy systems modeling.[39m
[38;5;12m- [39m[38;5;14m[1mMPCPy[0m[38;5;12m (https://github.com/lbl-srg/MPCPy) - The Python-based open source platform for model predictive control in buildings.[39m
[38;5;12m- [39m[38;5;14m[1mobc[0m[38;5;12m (https://github.com/lbl-srg/obc) - Performance Evaluation, Specification, Deployment and Verification of Building Control Sequences.[39m
[38;5;12m- [39m[38;5;14m[1mEnergy Signature Analyser[0m[38;5;12m (https://gitlab.com/energyincities/energy-signature-analyser) - A toolbox to analyze energy signatures of buildings and compare the signatures of all buildings within an entire building stock.[39m
[38;5;12m- [39m[38;5;14m[1mBuildingSystems[0m[38;5;12m (https://github.com/UdK-VPT/BuildingSystems) - The Modelica open source BuildingSystems library is developed for dynamic simulation of the energetic behavior of single rooms, buildings and whole districts.[39m
[38;5;12m- [39m[38;5;14m[1mmodelica-ibpsa[0m[38;5;12m (https://github.com/ibpsa/modelica-ibpsa) - A Modelica library for building and district energy systems developed within IBPSA Project 1.[39m
[38;5;12m- [39m[38;5;14m[1mteb[0m[38;5;12m (https://github.com/TEB-model/teb) - A library to calculate the urban surface energy balance at neighborhood scale assuming a simplified canyon geometry.[39m
[38;5;12m- [39m[38;5;14m[1mtsib[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/tsib) - A Python package that builds up on different databases and models for creating consistent demand and production time series of residential buildings.[39m
[38;5;12m- [39m[38;5;14m[1mDHNx[0m[38;5;12m (https://github.com/oemof/DHNx) - This package provides an open toolbox for district heating and cooling network optimization and simulation models.[39m
[38;5;12m- [39m[38;5;14m[1mThe Building Data Genome 2 Data-Set[0m[38;5;12m (https://github.com/buds-lab/building-data-genome-project-2) - Whole building non-residential hourly energy meter data from the Great Energy Predictor III competition.[39m
[38;5;12m- [39m[38;5;14m[1mBESOS[0m[38;5;12m (https://gitlab.com/energyincities/besos) - A collection of modules for the simulation and optimization of buildings and urban energy systems.[39m
[38;5;12m- [39m[38;5;14m[1mpythermalcomfort[0m[38;5;12m (https://github.com/CenterForTheBuiltEnvironment/pythermalcomfort) - Package to calculate several thermal comfort indices (e.g. PMV, PPD, SET, adaptive) and convert physical variables.[39m
[38;5;12m- [39m[38;5;14m[1mcomfort_tool[0m[38;5;12m (https://github.com/CenterForTheBuiltEnvironment/comfort_tool) - A web interface for comfort model calculations and visualizations according to ASHRAE Standard-55, EN Standard 16798 and ISO Standard 7730.[39m
[38;5;12m- [39m[38;5;14m[1mresstock[0m[38;5;12m (https://github.com/NREL/resstock) - Helping states, municipalities, utilities, and manufacturers identify which building stock improvements save the most energy and money.[39m
[38;5;12m- [39m[38;5;14m[1mDSMR-reader[0m[38;5;12m (https://github.com/dsmrreader/dsmr-reader) - Used for reading the smart meter DSMR (Dutch Smart Meter Requirements) P1 port yourself at your home.[39m
[38;5;12m- [39m[38;5;14m[1mMultiscale Solar Water Heating[0m[38;5;12m (https://github.com/LBNL-ETA/MSWH) - Solar water heating system modeling and simulation for individual and community scale projects.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1meplusr[0m[38;5;12m [39m[38;5;12m(https://github.com/hongyuanjia/eplusr)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mrich[39m[38;5;12m [39m[38;5;12mtoolkit[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mwhole[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mprogram[39m[38;5;12m [39m[38;5;12mEnergyPlus[39m[38;5;12m [39m[38;5;12mdirectly[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mR,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12menables[39m[38;5;12m [39m[38;5;12mprogrammatic[39m[38;5;12m [39m[38;5;12mnavigation,[39m[38;5;12m [39m[38;5;12mmodification[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mEnergyPlus,[39m[38;5;12m [39m[38;5;12mconducts[39m[38;5;12m [39m
[38;5;12mparametric[39m[38;5;12m [39m[38;5;12msimulations[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mretrieves[39m[38;5;12m [39m[38;5;12moutputs.[39m
[38;5;12m- [39m[38;5;14m[1mBrick[0m[38;5;12m (https://github.com/BrickSchema/Brick) - An open-source effort to standardize semantic descriptions of the physical, logical and virtual assets in buildings and the relationships between them.[39m
[38;5;12m- [39m[38;5;14m[1mBETTER[0m[38;5;12m (https://github.com/LBNL-JCI-ICF/better) - Building Efficiency Targeting Tool for Energy Retrofits.[39m
[38;5;12m- [39m[38;5;14m[1mNILM[0m[38;5;12m (https://github.com/nilmtk/nilmtk) - Non-Intrusive Load Monitoring is the process of estimating the energy consumed by individual appliances given just a whole-house power meter reading.[39m
[38;5;12m- [39m[38;5;14m[1mvolkszaehler.org[0m[38;5;12m (https://github.com/volkszaehler/volkszaehler.org) - A free smart meter implementation with focus on data privacy.[39m
[38;5;12m- [39m[38;5;14m[1mModBus Measurement Daemon[0m[38;5;12m (https://github.com/volkszaehler/mbmd) - A daemon for collecting measurement data from smart meters and grid inverters over modbus.[39m
[38;5;12m- [39m[38;5;14m[1mHiSim[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/HiSim) - Simulation and analysis of household scenarios using modern components as alternative to fossil fuel based ones.[39m
[38;5;12m- [39m[38;5;14m[1mhplib[0m[38;5;12m (https://github.com/FZJ-IEK3-VSA/hplib) - Database with efficiency parameters from public Heatpump Keymark datasets as well as parameter-sets and functions in order to simulate heat pumps.[39m
[38;5;12m- [39m[38;5;14m[1mThermofeel[0m[38;5;12m (https://github.com/ecmwf/thermofeel) - A library to calculate human thermal comfort indexes.[39m
[38;5;12m- [39m[38;5;14m[1mCBE Clima Tool[0m[38;5;12m (https://github.com/CenterForTheBuiltEnvironment/clima) - A web-based application built to support the need of architects and engineers interested in climate-adapted design.[39m
[38;5;12m- [39m[38;5;14m[1mKiva[0m[38;5;12m (https://github.com/bigladder/kiva) - Used to calculate heat loss and gain on a timestep basis from building foundations.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMacquette[0m[38;5;12m [39m[38;5;12m(https://gitlab.com/retrofitcoop/macquette)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mwhole[39m[38;5;12m [39m[38;5;12mhouse[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12mtool,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mproduce[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mreport[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mhouseholders[39m[38;5;12m [39m[38;5;12munder[39m[38;5;12m [39m[38;5;12mhow[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mhome[39m[38;5;12m [39m[38;5;12mperforms[39m[38;5;12m [39m[38;5;12mnow[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mterms[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhow[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12mmight[39m[38;5;12m [39m
[38;5;12mbe[39m[38;5;12m [39m[38;5;12mimproved.[39m
[38;5;12m- [39m[38;5;14m[1mUrban Multi-scale Environmental Predictor[0m[38;5;12m (https://github.com/UMEP-dev/UMEP) - A climate service tool, designed for researchers and service providers presented as a plugin for QGIS.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1meensight[0m[38;5;12m [39m[38;5;12m(https://github.com/hebes-io/eensight)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mimplements[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmeasurement[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mverification[39m[38;5;12m [39m[38;5;12m(M&V)[39m[38;5;12m [39m[38;5;12mmethodology[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mbeen[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mH2020[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mSENSEI[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mSmart[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mServices[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mImprove[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m
[38;5;12mEfficiency[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEuropean[39m[38;5;12m [39m[38;5;12mBuilding[39m[38;5;12m [39m[38;5;12mStock.[39m
[38;5;12m- [39m[38;5;14m[1mPointER[0m[38;5;12m (https://github.com/kdmayer/PointER) - A LiDAR-Derived Point Cloud Dataset of One Million English Buildings Linked to Energy Characteristics.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mpredyce[0m[38;5;12m [39m[38;5;12m(https://gitlab.com/polito-edyce-prelude/predyce)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mIs[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m[38;5;12mevolution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mconventional[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mPerformance[39m[38;5;12m [39m[38;5;12mCertification[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mreal[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12mperformance[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcomfort,[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mcapturing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mbuilding's[39m[38;5;12m [39m
[38;5;12mdynamic[39m[38;5;12m [39m[38;5;12mbehaviour,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msame[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12mtransparent[39m[38;5;12m [39m[38;5;12mfeedback,[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mintuitive[39m[38;5;12m [39m[38;5;12minterface.[39m
[38;5;12m- [39m[38;5;14m[1mEUReCA[0m[38;5;12m (https://github.com/BETALAB-team/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.[39m
[38;5;12m- [39m[38;5;14m[1mebcpy[0m[38;5;12m (https://github.com/RWTH-EBC/ebcpy) - Provides generic functions and classes commonly used for the analysis and optimization of energy systems, buildings and indoor climate.[39m
[38;5;12m- [39m[38;5;14m[1mnmecr[0m[38;5;12m (https://github.com/kW-Labs/nmecr) - Builds upon the energy efficiency community's past efforts to model complex and nuanced building energy use profiles.[39m
[38;5;12m- [39m[38;5;14m[1mSAM[0m[38;5;12m (https://github.com/HoareLea/SAM) - An open-source software designed to help engineers create analytical models of energy-efficient buildings.[39m
[38;5;12m- [39m[38;5;14m[1mMeirim[0m[38;5;12m (https://github.com/meirim-org/meirim) - A open-source smart city application that facilitates transparency in urban planning.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBetter[0m[38;5;14m[1m [0m[38;5;14m[1mThermostat[0m[38;5;12m [39m[38;5;12m(https://github.com/KartoffelToby/better_thermostat)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mcustom[39m[38;5;12m [39m[38;5;12mcomponent[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mHome[39m[38;5;12m [39m[38;5;12mAssistant[39m[38;5;12m [39m[38;5;12mwill[39m[38;5;12m [39m[38;5;12madd[39m[38;5;12m [39m[38;5;12mcrucial[39m[38;5;12m [39m[38;5;12mfeatures[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mclimate-controlling[39m[38;5;12m [39m[38;5;12mThermostatic[39m[38;5;12m [39m[38;5;12mRadiator[39m[38;5;12m [39m[38;5;12mValves[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msave[39m[38;5;12m [39m[38;5;12myou[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mwork[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcreating[39m[38;5;12m [39m
[38;5;12mautomations[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12msmart.[39m
[38;5;12m- [39m[38;5;14m[1mA Carbon Tool[0m[38;5;12m (https://github.com/arup-group/a-carbon-tool) - An open source web application that enables users to estimate embodied carbon equivalent content from Building Information Models.[39m
[38;5;12m- [39m[38;5;14m[1mCarboLifeCalc[0m[38;5;12m (https://github.com/DavidVeld/CarboLifeCalc) - An embodied carbon calculator for the built environment.[39m
[38;5;12m- [39m[38;5;14m[1mHeatpumpMonitor.org[0m[38;5;12m (https://github.com/openenergymonitor/heatpumpmonitor.org) - An open source initiative to share and compare heat pump performance data.[39m

[38;2;255;187;0m[4mMobility and Transportation[0m
[38;5;12m- [39m[38;5;14m[1mstplanr[0m[38;5;12m (https://github.com/ropensci/stplanr) - A package for sustainable transport planning with R.[39m
[38;5;12m- [39m[38;5;14m[1mCO2MPAS-TA[0m[38;5;12m (https://github.com/JRCSTU/CO2MPAS-TA) - CO2MPAS is backward-looking longitudinal-dynamics CO2 and fuel-consumption simulator for light-duty vehicles.[39m
[38;5;12m- [39m[38;5;14m[1mGEARSHIFT[0m[38;5;12m (https://code.europa.eu/jrc-ldv/jrshift) - Generate WLTC gear-shifts based on vehicle characteristics.[39m
[38;5;12m- [39m[38;5;14m[1mocpp[0m[38;5;12m (https://github.com/mobilityhouse/ocpp) - Python implementation of the Open Charge Point Protocol.[39m
[38;5;12m- [39m[38;5;14m[1mMaaS Global[0m[38;5;12m (https://github.com/maasglobal/maas-schemas) - Mobility as a Service API - data model, tests and validation.[39m
[38;5;12m- [39m[38;5;14m[1mCoopCycle[0m[38;5;12m (https://github.com/coopcycle/coopcycle-web) - A self-hosted platform to order meals in your neighborhood and get them delivered by bike couriers.[39m
[38;5;12m- [39m[38;5;14m[1mEVNotify[0m[38;5;12m (https://github.com/EVNotify/EVNotify) - Allows you to monitor your electric vehicle and lets you notify when the specified preset state of charge has been achieved.[39m
[38;5;12m- [39m[38;5;14m[1micare[0m[38;5;12m (https://github.com/diowa/icare) - An open source carpooling platform used as a basis for our commercial product Company Carpool.[39m
[38;5;12m- [39m[38;5;14m[1mCarpoolear[0m[38;5;12m (https://github.com/STS-Rosario/carpoolear) - The first Argentine Facebook app that allows the users of this social network to share car trips with other users.[39m
[38;5;12m- [39m[38;5;14m[1mUTD19[0m[38;5;12m (https://utd19.ethz.ch/) - Largest multi-city traffic dataset publicly available.[39m
[38;5;12m- [39m[38;5;14m[1mOpenEVSE[0m[38;5;12m (https://github.com/OpenEVSE/open_evse) - Firmware for OpenEVSE: Open Source Hardware J1772 Electric Vehicle Supply Equipment.[39m
[38;5;12m- [39m[38;5;14m[1mOpenEVSE WiFi gateway[0m[38;5;12m (https://github.com/OpenEVSE/ESP8266_WiFi_v2.x) - Uses an ESP8266 (ESP-12) which communicates with the OpenEVSE controller via serial utilizing the existing RAPI API serial interface.[39m
[38;5;12m- [39m[38;5;14m[1mDeepMove[0m[38;5;12m (https://github.com/vonfeng/DeepMove) - Predicting Human Mobility with Attentional Recurrent Networks.[39m
[38;5;12m- [39m[38;5;14m[1mmobility-data-specification[0m[38;5;12m (https://github.com/openmobilityfoundation/mobility-data-specification) - A data standard to enable communication between mobility companies and local governments.[39m
[38;5;12m- [39m[38;5;14m[1mOpenConcept[0m[38;5;12m (https://github.com/mdolab/openconcept) - A toolkit for conceptual MDAO of aircraft with unconventional propulsion architectures.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Charge Map[0m[38;5;12m (https://github.com/openchargemap/ocm-system) - The global public registry of electric vehicle charging locations.[39m
[38;5;12m- [39m[38;5;14m[1mEVCC[0m[38;5;12m (https://github.com/evcc-io/evcc) - An extensible EV Charge Controller with PV integration implemented in Go.[39m
[38;5;12m- [39m[38;5;14m[1mSteVe[0m[38;5;12m (https://github.com/steve-community/steve) - Provides basic functions for the administration of charge points, user data and RFID cards for user authentication and was tested successfully in operation.[39m
[38;5;12m- [39m[38;5;14m[1mRISE-V2G[0m[38;5;12m (https://github.com/SwitchEV/RISE-V2G) - The only fully-featured reference implementation of the Vehicle-2-Grid communication interface ISO 15118.[39m
[38;5;12m- [39m[38;5;14m[1msimobility[0m[38;5;12m (https://github.com/sash-ko/simobility) - A human-friendly Python framework that helps scientists and engineers to prototype and compare fleet optimization algorithms (autonomous and human-driven vehicles).[39m
[38;5;12m- [39m[38;5;14m[1mMobiVoc[0m[38;5;12m (https://github.com/vocol/mobivoc) - An open vocabulary for future-oriented mobility solutions.[39m
[38;5;12m- [39m[38;5;14m[1mTransportr[0m[38;5;12m (https://github.com/grote/Transportr) - The public transport companion that respects your privacy and your freedom.[39m
[38;5;12m- [39m[38;5;14m[1mOneBusAway[0m[38;5;12m (https://github.com/OneBusAway/onebusaway-android) - The Open Source platform for Real Time Transit Info.[39m
[38;5;12m- [39m[38;5;14m[1mnode-gtfs[0m[38;5;12m (https://github.com/BlinkTagInc/node-gtfs) - Import GTFS transit data into SQLite and query routes, stops, times, fares and more.[39m
[38;5;12m- [39m[38;5;14m[1mPublic Transport Enabler[0m[38;5;12m (https://github.com/schildbach/public-transport-enabler) - Unleash public transport data in your Java project.[39m
[38;5;12m- [39m[38;5;14m[1mosm2gtfs[0m[38;5;12m (https://github.com/grote/osm2gtfs) - Turn OpenStreetMap data and schedule information into GTFS.[39m
[38;5;12m- [39m[38;5;14m[1mQuetzal[0m[38;5;12m (https://github.com/systragroup/quetzal) - A modeling library designed for transport planning and traffic forecasts.[39m
[38;5;12m- [39m[38;5;14m[1mquetzal_germany[0m[38;5;12m (https://github.com/marlinarnz/quetzal_germany) - A four step transport model for Germany using the quetzal transport modeling suite.[39m
[38;5;12m- [39m[38;5;14m[1mOpenMobility[0m[38;5;12m (https://openmobility.eclipse.org/) - Driving the Evolution and Broad Adoption of Open Source Mobility Modeling and Simulation Technologies.[39m
[38;5;12m- [39m[38;5;14m[1mNoiseModelling[0m[38;5;12m (https://github.com/Universite-Gustave-Eiffel/NoiseModelling) - A free and open source model to compute noise maps.[39m
[38;5;12m- [39m[38;5;14m[1mNoiseCapture[0m[38;5;12m (https://github.com/Universite-Gustave-Eiffel/NoiseCapture) - Android App dedicated to the measurement of environmental noise.[39m
[38;5;12m- [39m[38;5;14m[1mCyclOSM[0m[38;5;12m (https://github.com/cyclosm/cyclosm-cartocss-style) - A CartoCSS map style designed with cycling in mind.[39m
[38;5;12m- [39m[38;5;14m[1mGym Electric Motor[0m[38;5;12m (https://github.com/upb-lea/gym-electric-motor) - An OpenAI Gym Environment for Electric Motors.[39m
[38;5;12m- [39m[38;5;14m[1mBEAM[0m[38;5;12m (https://github.com/LBNL-UCB-STI/beam) - The Framework for Modeling Behavior, Energy, Autonomy, and Mobility in Transportation Systems.[39m
[38;5;12m- [39m[38;5;14m[1mWoBike[0m[38;5;12m (https://github.com/ubahnverleih/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.[39m
[38;5;12m- [39m[38;5;14m[1mmulticycles[0m[38;5;12m (https://github.com/PierrickP/multicycles) - Aggregates on one map, more than 100 share vehicles like bikes, scooters, mopeds and cars.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mpybikes[0m[38;5;12m [39m[38;5;12m(https://github.com/eskerda/pybikes)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mscrape[39m[38;5;12m [39m[38;5;12mbike[39m[38;5;12m [39m[38;5;12msharing[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mwebsites[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mAPIs,[39m[38;5;12m [39m[38;5;12mthus[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcoherent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mgeneralized[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclasses[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmethods[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12msort[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12minformation.[39m
[38;5;12m- [39m[38;5;14m[1mChargyDesktopApp[0m[38;5;12m (https://github.com/OpenChargingCloud/ChargyDesktopApp) - Chargy is a transparency software for secure and transparent e-mobility charging processes, as defined by the German "Eichrecht".[39m
[38;5;12m- [39m[38;5;14m[1mWWCP_OCPP[0m[38;5;12m (https://github.com/OpenChargingCloud/WWCP_OCPP) - Connectivity between the World Wide Charging Protocol (WWCP) and the Open Charge Point Protocol (OCPP v1.6/v2.0).[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mWWCP_Core[0m[38;5;12m [39m[38;5;12m(https://github.com/OpenChargingCloud/WWCP_Core)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mWorld[39m[38;5;12m [39m[38;5;12mWide[39m[38;5;12m [39m[38;5;12mCharging[39m[38;5;12m [39m[38;5;12mProtocol[39m[38;5;12m [39m[38;5;12mSuite[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcollection[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mprotocols[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12morder[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mconnect[39m[38;5;12m [39m[38;5;12mmarket[39m[38;5;12m [39m[38;5;12mactors[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12me-mobility[39m[38;5;12m [39m[38;5;12msolutions[39m[38;5;12m [39m[38;5;12mvia[39m[38;5;12m [39m[38;5;12mscalable[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msecure[39m[38;5;12m [39m[38;5;12mInternet[39m[38;5;12m [39m
[38;5;12mprotocols.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mopenv2g[0m[38;5;12m [39m[38;5;12m(https://openv2g.sourceforge.net/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mobjective[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mstart[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mprimarily[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mISO[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mIEC[39m[38;5;12m [39m[38;5;12mstandardization[39m[38;5;12m [39m[38;5;12mprocess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mspecify[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mso[39m[38;5;12m [39m[38;5;12mcalled[39m[38;5;12m [39m[38;5;12m"Vehicle[39m[38;5;12m [39m[38;5;12m2[39m[38;5;12m [39m[38;5;12mGrid[39m[38;5;12m [39m[38;5;12mCommunication[39m[38;5;12m [39m[38;5;12mInterface"[39m[38;5;12m [39m[38;5;12m(V2G[39m[38;5;12m [39m[38;5;12mCI)[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mbecame[39m[38;5;12m [39m
[38;5;12mthe[39m[38;5;12m [39m[38;5;12mISO[39m[38;5;12m [39m[38;5;12mIEC[39m[38;5;12m [39m[38;5;12m15118[39m[38;5;12m [39m[38;5;12mspecification[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mnow.[39m
[38;5;12m- [39m[38;5;14m[1mRAMP-mobility[0m[38;5;12m (https://github.com/RAMP-project/RAMP-mobility) - A novel application of the RAMP main engine for generating bottom-up stochastic electric vehicles load profiles.[39m
[38;5;12m- [39m[38;5;14m[1mPCT[0m[38;5;12m (https://github.com/ITSLeeds/pct/) - The goal is to increase the accessibility and reproducibility of the data produced by the Propensity to Cycle Tool (PCT).[39m
[38;5;12m- [39m[38;5;14m[1mgoat[0m[38;5;12m (https://github.com/goat-community/goat) - A tool capable of modeling walking and cycling accessibility.[39m
[38;5;12m- [39m[38;5;14m[1mgtfs-router[0m[38;5;12m (https://github.com/UrbanAnalyst/gtfsrouter) - An R package for routing with GTFS (General Transit Feed Specification) data.[39m
[38;5;12m- [39m[38;5;14m[1mCityFlow[0m[38;5;12m (https://github.com/cityflow-project/CityFlow/) - A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario.[39m
[38;5;12m- [39m[38;5;14m[1mComplete_Street_Rule[0m[38;5;12m (https://github.com/d-wasserman/Complete_Street_Rule) - An ArcGIS CityEngine scenario oriented design tool intended to enable users to quickly create procedural generated multimodal streets.[39m
[38;5;12m- [39m[38;5;14m[1mtesla_powerwall[0m[38;5;12m (https://github.com/jrester/tesla_powerwall) - Python Tesla Powerwall API for consuming a local endpoint.[39m
[38;5;12m- [39m[38;5;14m[1mVehicle Energy Dataset[0m[38;5;12m (https://github.com/gsoh/VED) - A large-scale dataset for vehicle energy consumption research.[39m
[38;5;12m- [39m[38;5;14m[1mgbfs[0m[38;5;12m (https://github.com/MobilityData/gbfs) - Documentation for the General Bikeshare Feed Specification, a standardized data feed for shared mobility system availability.[39m
[38;5;12m- [39m[38;5;14m[1mBike Index[0m[38;5;12m (https://github.com/bikeindex/bike_index) - Bike registration that works: online, powerful, free.[39m
[38;5;12m- [39m[38;5;14m[1mgo-ocpp[0m[38;5;12m (https://github.com/voltbras/go-ocpp) - v1.5 and v1.6 Open Charge Point Protocol implementation in Golang.[39m
[38;5;12m- [39m[38;5;14m[1mEVMap[0m[38;5;12m (https://github.com/ev-map/EVMap) - Android app to access the goingelectric.de electric vehicle charging station directory.[39m
[38;5;12m- [39m[38;5;14m[1memobility-smart-charging[0m[38;5;12m (https://github.com/SAP/emobility-smart-charging) - Smart charging algorithms with REST API for electric vehicle fleets.[39m
[38;5;12m- [39m[38;5;14m[1mopen-ev-data[0m[38;5;12m (https://github.com/chargeprice/open-ev-data) - Open Dataset of Electric Vehicle specs.[39m
[38;5;12m- [39m[38;5;14m[1mBikeshareClient[0m[38;5;12m (https://github.com/andmos/BikeshareClient) - Dotnet library for integrating with GBFS bikeshare systems.[39m
[38;5;12m- [39m[38;5;14m[1mGrowing Urban Bicycle Networks[0m[38;5;12m (https://github.com/mszell/bikenwgrowth) - Source code for the paper Growing Urban Bicycle Networks, exploring algorithmically the limitations of urban bicycle network growth.[39m
[38;5;12m- [39m[38;5;14m[1mA/B Street[0m[38;5;12m (https://github.com/a-b-street/abstreet) - A traffic simulation game exploring how small changes to roads affect cyclists, transit users, pedestrians, and drivers.[39m
[38;5;12m- [39m[38;5;14m[1menviroCar[0m[38;5;12m (https://github.com/enviroCar/enviroCar-app) - An Android App for collecting car sensor data for the enviroCar platform.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEVerest[0m[38;5;12m [39m[38;5;12m(https://github.com/EVerest/everest)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mstack[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mEV[39m[38;5;12m [39m[38;5;12mcharging[39m[38;5;12m [39m[38;5;12minfrastructure[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mfirmware[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcloud:[39m[38;5;12m [39m[38;5;12mOCPP,[39m[38;5;12m [39m[38;5;12mISO[39m[38;5;12m [39m[38;5;12m15118,[39m[38;5;12m [39m[38;5;12mSunSpec,[39m[38;5;12m [39m[38;5;12mModbus,[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mmanagement[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mload[39m[38;5;12m [39m[38;5;12mbalancing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mentire[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m
[38;5;12mmiddle-ware[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mMQTT.[39m[38;5;12m [39m[38;5;12mPart[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mLinux[39m[38;5;12m [39m[38;5;12mFoundation[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mecosystem.[39m
[38;5;12m- [39m[38;5;14m[1mStreetmix[0m[38;5;12m (https://github.com/streetmix/streetmix) - Makes it easy for people to design public spaces together.[39m
[38;5;12m- [39m[38;5;14m[1m3Dstreet[0m[38;5;12m (https://github.com/3DStreet/3dstreet) - Creates 3D visualizations of your 2D Streetmix.net streets.[39m
[38;5;12m- [39m[38;5;14m[1mTransitland[0m[38;5;12m (https://github.com/transitland/transitland-atlas) -  An open data platform that collects GTFS, GTFS Realtime, and other open data feeds from transit providers around the world.[39m
[38;5;12m- [39m[38;5;14m[1mcyclestreets[0m[38;5;12m (https://github.com/cyclestreets/cyclestreets-r) - The goal of cyclestreets is to provide a simple R interface to the CycleStreets routing service.[39m
[38;5;12m- [39m[38;5;14m[1mTransportation Fuels Reporting System[0m[38;5;12m (https://github.com/bcgov/tfrs) - An online application for fuel suppliers to manage their compliance obligations under the Greenhouse Gas Reduction.[39m
[38;5;12m- [39m[38;5;14m[1mEV Footprint[0m[38;5;12m (https://github.com/Traace-co/ev-footprint) - A simulation of the true impact on climate and CO2 emissions of an electric car vs a traditional gasoline car.[39m
[38;5;12m- [39m[38;5;14m[1mMobility[0m[38;5;12m (https://github.com/mobility-team/mobility) - An open-source solution to compute the carbon emissions due to the mobility of a local population.[39m
[38;5;12m- [39m[38;5;14m[1mSpiceEV[0m[38;5;12m (https://github.com/rl-institut/spice_ev) - Simulation Program for Individual Charging Events of Electric Vehicles.[39m
[38;5;12m- [39m[38;5;14m[1mEV Fleet Simulator[0m[38;5;12m (https://gitlab.com/eputs/ev-fleet-sim) - Predict the energy usage of a fleet of electric vehicles.[39m
[38;5;12m- [39m[38;5;14m[1mmotulator[0m[38;5;12m (https://github.com/aalto-electric-drives/motulator) - Simulation models for an induction motor, a synchronous reluctance motor, and a permanent-magnet synchronous motor.[39m
[38;5;12m- [39m[38;5;14m[1mALTRIOS[0m[38;5;12m (https://github.com/NREL/altrios) - Fully integrated, open-source software tool to evaluate strategies for deploying advanced locomotive technologies and associated infrastructure for cost-effective decarbonization.[39m


[38;2;255;187;0m[4mProduction and Industry[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mbtp-ai-sustainability-bootcamp[0m[38;5;12m [39m[38;5;12m(https://github.com/SAP-samples/btp-ai-sustainability-bootcamp)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mShowcasing[39m[38;5;12m [39m[38;5;12mSAP[39m[38;5;12m [39m[38;5;12mpartners[39m[38;5;12m [39m[38;5;12mhow[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12madd[39m[38;5;12m [39m[38;5;12mIntelligence[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mSustainability[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12myour[39m[38;5;12m [39m[38;5;12mindustry[39m[38;5;12m [39m[38;5;12mcloud[39m[38;5;12m [39m[38;5;12msolutions[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mSAP[39m[38;5;12m [39m[38;5;12mBusiness[39m[38;5;12m [39m[38;5;12mTechnology[39m[38;5;12m [39m
[38;5;12mPlatform.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAMO-Tools-Desktop[0m[38;5;12m [39m[38;5;12m(https://github.com/ORNL-AMO/AMO-Tools-Desktop)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m  [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mefficiency[39m[38;5;12m [39m[38;5;12mcalculation[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mindustrial[39m[38;5;12m [39m[38;5;12mequipment[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mpumps,[39m[38;5;12m [39m[38;5;12mfurnaces,[39m[38;5;12m [39m[38;5;12mfans,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmotors,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mindustrial[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m
[38;5;12msteam.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mIndustry[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mTool[0m[38;5;12m [39m[38;5;12m(https://github.com/NREL/Industry-Energy-Tool)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcalculator[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mNREL[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mprojecting[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mefficiency[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfuel[39m[38;5;12m [39m[38;5;12mswitching[39m[38;5;12m [39m[38;5;12mscenarios[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mU.S.[39m[38;5;12m [39m[38;5;12mindustrial[39m[38;5;12m [39m[38;5;12msector[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mCensus[39m[38;5;12m [39m
[38;5;12mRegion[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcounty-level.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCalTRACK[0m[38;5;12m [39m[38;5;12m(https://github.com/openeemeter/caltrack)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mMethods[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtransparent[39m[38;5;12m [39m[38;5;12mstakeholder[39m[38;5;12m [39m[38;5;12mprocess[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12muses[39m[38;5;12m [39m[38;5;12mempirical[39m[38;5;12m [39m[38;5;12mtesting[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdefine[39m[38;5;12m [39m[38;5;12mreplicable[39m[38;5;12m [39m[38;5;12mmethods[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcalculating[39m[38;5;12m [39m[38;5;12mnormalized[39m[38;5;12m [39m[38;5;12mmetered[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m
[38;5;12musing[39m[38;5;12m [39m[38;5;12meither[39m[38;5;12m [39m[38;5;12mmonthly[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12minterval[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mexisting[39m[38;5;12m [39m[38;5;12mconditions[39m[38;5;12m [39m[38;5;12mbaseline.[39m
[38;5;12m- [39m[38;5;14m[1mOpenModelica[0m[38;5;12m (https://github.com/OpenModelica/OpenModelica) - An open source Modelica-based modeling and simulation environment intended for industrial and academic usage.[39m

[38;2;255;187;0m[4mComputation and Communication[0m
[38;5;12m- [39m[38;5;14m[1mEco-CI[0m[38;5;12m (https://github.com/green-coding-berlin/eco-ci-energy-estimation) - Estimating the energy consumption of CI / CD pipelines on GitHub and GitLab.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGreen[0m[38;5;14m[1m [0m[38;5;14m[1mMetrics[0m[38;5;14m[1m [0m[38;5;14m[1mTool[0m[38;5;12m [39m[38;5;12m(https://github.com/green-coding-berlin/green-metrics-tool)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12msuite[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmeasure,[39m[38;5;12m [39m[38;5;12mdisplay[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcompare[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mCO2[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcontainerized[39m[38;5;12m [39m[38;5;12msoftware.[39m[38;5;12m [39m[38;5;12mExternal[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12mmeters[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m
[38;5;12mRAPL[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12malso[39m[38;5;12m [39m[38;5;12mML-estimation[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12msupported.[39m
[38;5;12m- [39m[38;5;14m[1mScaphandre[0m[38;5;12m (https://github.com/hubblo-org/scaphandre) - An open source software agent to track energy consumption of ICT services from the servers.[39m
[38;5;12m- [39m[38;5;14m[1mTracarbon[0m[38;5;12m (https://github.com/fvaleye/tracarbon) - Tracarbon tracks your device's energy consumption and calculates your carbon emissions using your location.[39m
[38;5;12m- [39m[38;5;14m[1mH2020 CATALYST[0m[38;5;12m (https://gitlab.com/project-catalyst) - Converting data centres in energy flexibility ecosystems.[39m
[38;5;12m- [39m[38;5;14m[1mEnergy-Languages[0m[38;5;12m (https://github.com/greensoftwarelab/Energy-Languages) - The complete set of tools for energy consumption analysis of programming languages, using Computer Language Benchmark Game.[39m
[38;5;12m- [39m[38;5;14m[1menergyusage[0m[38;5;12m (https://github.com/responsibleproblemsolving/energy-usage) - A Python package that measures the environmental impact of computation.[39m
[38;5;12m- [39m[38;5;14m[1mCPU Energy Meter[0m[38;5;12m (https://github.com/sosy-lab/cpu-energy-meter) - A Linux tool that allows to monitor power consumption of Intel CPUs at fine time intervals.[39m
[38;5;12m- [39m[38;5;14m[1mPowerAPI[0m[38;5;12m (https://github.com/powerapi-ng/powerapi) - A middleware toolkit for building software-defined power meters.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGreenFrame[0m[38;5;12m [39m[38;5;12m(https://github.com/marmelab/greenframe-cli)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmeasure[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mfootprint[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12mscenario[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mgiven[39m[38;5;12m [39m[38;5;12mwebsite[39m[38;5;12m [39m[38;5;12mapplication.[39m[38;5;12m [39m[38;5;12mGreenFrame[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mable[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmeasure[39m[38;5;12m [39m[38;5;12mCPU,[39m[38;5;12m [39m[38;5;12mmemory[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12musage[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mDocker[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mKubernetes[39m[38;5;12m [39m
[38;5;12mcontainers.[39m[38;5;12m [39m[38;5;12mBy[39m[38;5;12m [39m[38;5;12mmeasuring[39m[38;5;12m [39m[38;5;12mresource[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdockerized[39m[38;5;12m [39m[38;5;12mE2E[39m[38;5;12m [39m[38;5;12mtests,[39m[38;5;12m [39m[38;5;12mGreenFrame[39m[38;5;12m [39m[38;5;12mallows[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcompare[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mconsumption[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mapp[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m[38;5;12mits[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mversions.[39m
[38;5;12m- [39m[38;5;14m[1mpatch-node[0m[38;5;12m (https://github.com/patch-technology/patch-node) - The road to global carbon-neutrality will be through programmatic compensation.[39m
[38;5;12m- [39m[38;5;14m[1mco2.js[0m[38;5;12m (https://github.com/thegreenwebfoundation/co2.js) - A npm module for accessing the green web API, and estimating the carbon emissions from using digital services.[39m
[38;5;12m- [39m[38;5;14m[1mnvidia-co2[0m[38;5;12m (https://github.com/kylemcdonald/nvidia-co2) - Adds gCO2eq emissions to nvidia-smi.[39m
[38;5;12m- [39m[38;5;14m[1mThe Low Impact Website[0m[38;5;12m (https://github.com/Organic-Basics/ob-low-impact-website) - Reduces data transfer by up to 70% in comparison to our regular website.[39m
[38;5;12m- [39m[38;5;14m[1mCloud Carbon Footprint[0m[38;5;12m (https://github.com/cloud-carbon-footprint/cloud-carbon-footprint) - A tool to estimate energy use (kilowatt-hours) and carbon emissions (metric tons CO2e) from public cloud usage.[39m
[38;5;12m- [39m[38;5;14m[1mpyJoules[0m[38;5;12m (https://github.com/powerapi-ng/pyJoules) - A software toolkit to measure the energy footprint of a host machine along the execution of a piece of Python code.[39m
[38;5;12m- [39m[38;5;14m[1mCarbon free energy for Google Cloud regions[0m[38;5;12m (https://github.com/GoogleCloudPlatform/region-carbon-info) - Contains sustainability characteristics of Google Cloud regions in a machine readable format.[39m
[38;5;12m- [39m[38;5;14m[1mFEEP[0m[38;5;12m (https://invent.kde.org/teams/eco/feep) -  Improve the energy efficiency of free and open source software.[39m
[38;5;12m- [39m[38;5;14m[1mLEAF[0m[38;5;12m (https://github.com/dos-group/leaf) - Simulator for modeling energy consumption in cloud, fog, and edge computing environments.[39m
[38;5;12m- [39m[38;5;14m[1methereum-nft-activity[0m[38;5;12m (https://github.com/kylemcdonald/ethereum-nft-activity) - Estimate the total emissions for popular CryptoArt platforms.[39m
[38;5;12m- [39m[38;5;14m[1mkube-green[0m[38;5;12m (https://github.com/kube-green/kube-green) - A k8s operator to reduce CO2 footprint of your clusters.[39m
[38;5;12m- [39m[38;5;14m[1mKepler[0m[38;5;12m (https://github.com/sustainable-computing-io/kepler) - Uses eBPF to probe energy related system stats and exports as Prometheus metrics.[39m
[38;5;12m- [39m[38;5;14m[1mSoftware Carbon Intensity Specification[0m[38;5;12m (https://github.com/Green-Software-Foundation/sci) - A specification that describes how to calculate a carbon intensity for software applications.[39m
[38;5;12m- [39m[38;5;14m[1mPrinciples of Green Software Engineering[0m[38;5;12m (https://github.com/jawache/principles-green) - Are a core set of competencies needed to define, build and run sustainable software applications.[39m
[38;5;12m- [39m[38;5;14m[1mgrid-intensity-go[0m[38;5;12m (https://github.com/thegreenwebfoundation/grid-intensity-go) - A tool written in go to help you factor carbon intensity into decisions about where and when to run computing jobs.[39m
[38;5;12m- [39m[38;5;14m[1mEco2AI[0m[38;5;12m (https://github.com/sb-ai-lab/Eco2AI) - A Python library which accumulates statistics about power consumption and CO2 emission during running code.[39m
[38;5;12m- [39m[38;5;14m[1mimpact[0m[38;5;12m (https://github.com/mlco2/impact/) - Compute your ML model's emissions with our calculator and add the results to your paper with our generated LaTeX template.[39m
[38;5;12m- [39m[38;5;14m[1mCodeCarbon[0m[38;5;12m (https://github.com/mlco2/codecarbon) - Track emissions from Compute and recommend ways to reduce their impact on the environment.[39m
[38;5;12m- [39m[38;5;14m[1mexperiment-impact-tracker[0m[38;5;12m (https://github.com/Breakend/experiment-impact-tracker) - Meant to be a simple drop-in method to track energy usage, carbon emissions, and compute utilization of your system.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEnvironmental[0m[38;5;14m[1m [0m[38;5;14m[1mFootprint[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;12m [39m[38;5;12m(https://github.com/Boavizta/environmental-footprint-data)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mreference[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mmuch[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mpossible[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12morganizations[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mevaluate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mfootprint[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12msystems,[39m[38;5;12m [39m
[38;5;12mapplications[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdigital[39m[38;5;12m [39m[38;5;12mservices.[39m
[38;5;12m- [39m[38;5;14m[1mCarbonalyser[0m[38;5;12m (https://github.com/carbonalyser/Carbonalyser) - Allows to visualize the electricity consumption and greenhouse gases emissions that your Internet browsing leads to.[39m
[38;5;12m- [39m[38;5;14m[1mcarbontracker[0m[38;5;12m (https://github.com/lfwa/carbontracker) - Track and predict the energy consumption and carbon footprint of training deep learning models.[39m
[38;5;12m- [39m[38;5;14m[1mgreen-ai[0m[38;5;12m (https://github.com/daviddao/green-ai) - The Green AI Standard aims to develop a standard and raise awareness for best environmental practices in AI research and development.[39m
[38;5;12m- [39m[38;5;14m[1mCarbon Aware SDK[0m[38;5;12m (https://github.com/Green-Software-Foundation/carbon-aware-sdk/) - Helps you build the carbon aware software solutions with the intelligence to use the greenest energy sources.[39m
[38;5;12m- [39m[38;5;14m[1mecoCode[0m[38;5;12m (https://github.com/green-code-initiative/ecoCode) - Reduce the environmental footprint of your programs with this cutting-edge SonarQube plugin.[39m
[38;5;12m- [39m[38;5;14m[1mPowerJoular[0m[38;5;12m (https://github.com/joular/powerjoular) - Allows monitoring power consumption of multiple platforms and processes.[39m
[38;5;12m- [39m[38;5;14m[1mGreen Algorithms[0m[38;5;12m (https://github.com/GreenAlgorithms/green-algorithms-tool) - Aims at promoting more environmentally sustainable computational science.[39m
[38;5;12m- [39m[38;5;14m[1mCamunda Carbon Reductor[0m[38;5;12m (https://github.com/envite-consulting/camunda-carbon-reductor) - Allows you to time shift your processes' carbon emissions when energy is clean while still fulfilling the requested service level agreement.[39m
[38;5;12m- [39m[38;5;14m[1mQuell[0m[38;5;12m (https://github.com/rollthecloudinc/quell) - The Content Management Software that combats climate change stopping web carbon production in its tracks.[39m
[38;5;12m- [39m[38;5;14m[1mVessim[0m[38;5;12m (https://github.com/dos-group/vessim) - It lets users connect domain-specific simulators for energy system components like renewable power generation, energy storage, and power flow analysis with real software and hardware.[39m
[38;5;12m- [39m[38;5;14m[1mEcoindex_cli[0m[38;5;12m (https://github.com/cnumr/ecoindex_cli) - This tool provides an easy way to analyze websites with Ecoindex from your local computer using multi-threading.[39m
[38;5;12m- [39m[38;5;14m[1mZeus[0m[38;5;12m (https://github.com/ml-energy/zeus) - A Framework for Deep Learning Energy Measurement and Optimization.[39m
[38;5;12m- [39m[38;5;14m[1mperun[0m[38;5;12m (https://github.com/Helmholtz-AI-Energy/perun) - Calculates the energy consumption of Python scripts by sampling usage statistics from your hardware components.[39m
[38;5;12m- [39m[38;5;14m[1mWeb Sustainability Guidelines[0m[38;5;12m (https://github.com/w3c/sustyweb) - The draft specification for our Web Sustainability Guidelines and any supplementary documentation, including our introduction to Web Sustainability.[39m
[38;5;12m- [39m[38;5;14m[1mGEOPM[0m[38;5;12m (https://github.com/geopm/geopm) - Serves as a framework for investigating energy and power optimizations geared towards heterogeneous high performance computing platforms.[39m
[38;5;12m- [39m[38;5;14m[1mEcoSonar[0m[38;5;12m (https://github.com/Accenture/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.[39m
[38;5;12m- [39m[38;5;14m[1mCarbon Tools[0m[38;5;12m (https://github.com/dvelasquez/carbon-tools) - A set of CO2 footprint tools to measure the impact of the code we ship.[39m
[38;5;12m- [39m[38;5;14m[1mCNCF Green Reviews WG[0m[38;5;12m (https://github.com/cncf-tags/green-reviews-tooling) - Project Repository for the WG Green Reviews which is part of the CNCF TAG Environmental Sustainability.[39m
[38;5;12m- [39m[38;5;14m[1mHBERT[0m[38;5;12m (https://github.com/HawkinsbrownArch/HBERT) - A open source Revit plug in that measure the embodied carbons of materials applied within a Revit model.[39m
[38;5;12m- [39m[38;5;14m[1mCloudScanner[0m[38;5;12m (https://github.com/Boavizta/cloud-scanner) - Get Boavizta impact data for your AWS cloud account usage.[39m

[38;2;255;187;0m[4mAgriculture and Nutrition[0m
[38;5;12m- [39m[38;5;14m[1mFarmbot[0m[38;5;12m (https://github.com/FarmBot/Farmbot-Web-App) - Humanity's open-source CNC farming machine.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOBIA4RTM[0m[38;5;12m [39m[38;5;12m(https://github.com/lukasValentin/OBIA4RTM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mplant[39m[38;5;12m [39m[38;5;12mparameter[39m[38;5;12m [39m[38;5;12mretrieval[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mrelevant[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12msmart[39m[38;5;12m [39m[38;5;12mfarming[39m[38;5;12m [39m[38;5;12mapplications[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mradiative[39m[38;5;12m [39m[38;5;12mtransfer[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mobject-based[39m[38;5;12m [39m[38;5;12mimage[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mdirectly[39m[38;5;12m [39m[38;5;12maddresses[39m[38;5;12m [39m[38;5;12mactual[39m[38;5;12m [39m
[38;5;12muser[39m[38;5;12m [39m[38;5;12mneeds[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpolicy[39m[38;5;12m [39m[38;5;12mdemands[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mhighly[39m[38;5;12m [39m[38;5;12mefficient,[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mscalable[39m[38;5;12m [39m[38;5;12mway.[39m
[38;5;12m- [39m[38;5;14m[1mDSSAT Cropping System Model[0m[38;5;12m (https://github.com/DSSAT/dssat-csm-os) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mMAgPIE[0m[38;5;12m (https://github.com/magpiemodel/magpie) - Model of Agricultural Production and its Impact on the Environment.[39m
[38;5;12m- [39m[38;5;14m[1mOBI[0m[38;5;12m (https://github.com/AgroCares/Open-Bodem-Index-Calculator) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mCycles[0m[38;5;12m (https://github.com/PSUmodeling/Cycles) - A daily time-step agroecosystem model that simulates the biophysical processes and management practices occurring within cropping systems and other land uses.[39m
[38;5;12m- [39m[38;5;14m[1mApsimX[0m[38;5;12m (https://github.com/APSIMInitiative/ApsimX) - An agricultural modeling framework used extensively worldwide.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mResilience[0m[38;5;14m[1m [0m[38;5;14m[1mAtlas[0m[38;5;12m [39m[38;5;12m(https://github.com/ConservationInternational/resilienceatlas)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12minteractive[39m[38;5;12m [39m[38;5;12manalytical[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12munderstanding[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mextent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mseverity[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msome[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mkey[39m[38;5;12m [39m[38;5;12mstressors[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mshocks[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12maffecting[39m[38;5;12m [39m[38;5;12mrural[39m[38;5;12m [39m
[38;5;12mlivelihoods,[39m[38;5;12m [39m[38;5;12mproduction[39m[38;5;12m [39m[38;5;12msystems,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mecosystems[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mSahel,[39m[38;5;12m [39m[38;5;12mHorn[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mAfrica[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mSouth[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mSoutheast[39m[38;5;12m [39m[38;5;12mAsia.[39m
[38;5;12m- [39m[38;5;14m[1mmonica[0m[38;5;12m (https://github.com/zalf-rpm/monica) - A dynamic, process-based simulation model which describes transport and bio-chemical turn-over of carbon, nitrogen and water in agro-ecosystems.[39m
[38;5;12m- [39m[38;5;14m[1mOpenFarm[0m[38;5;12m (https://github.com/openfarmcc/OpenFarm) - A free and open database and web application for farming and gardening knowledge.[39m
[38;5;12m- [39m[38;5;14m[1mAgridat[0m[38;5;12m (https://github.com/kwstat/agridat) - An extensive collection of datasets from agricultural experiments.[39m
[38;5;12m- [39m[38;5;14m[1mKarrot[0m[38;5;12m (https://github.com/karrot-dev/karrot-frontend) - Web application for organization of foodsaving groups worldwide.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mopenfoodnetwork[0m[38;5;12m [39m[38;5;12m(https://github.com/openfoodfoundation/openfoodnetwork)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12monline[39m[38;5;12m [39m[38;5;12mmarketplace[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mlocal[39m[38;5;12m [39m[38;5;12mfood.[39m[38;5;12m [39m[38;5;12mIt[39m[38;5;12m [39m[38;5;12menables[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mindependent[39m[38;5;12m [39m[38;5;12monline[39m[38;5;12m [39m[38;5;12mfood[39m[38;5;12m [39m[38;5;12mstores[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mconnects[39m[38;5;12m [39m[38;5;12mfarmers[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfood[39m[38;5;12m [39m[38;5;12mhubs[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mindividuals[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mlocal[39m[38;5;12m [39m
[38;5;12mbusinesses.[39m
[38;5;12m- [39m[38;5;14m[1mpowerplant[0m[38;5;12m (https://github.com/Ecohackerfarm/powerplant) - Provides intelligent planting suggestions which maximize positive crop interaction for the mutual benefit of all your crops.[39m
[38;5;12m- [39m[38;5;14m[1mTrefle[0m[38;5;12m (https://github.com/treflehq/trefle-api) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mHappyPlants[0m[38;5;12m (https://github.com/morkro/happy-plants) - Creating your own plant database in a visual way.[39m
[38;5;12m- [39m[38;5;14m[1mdormancyR[0m[38;5;12m (https://github.com/EduardoFernandezC/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.[39m
[38;5;12m- [39m[38;5;14m[1mseedr[0m[38;5;12m (https://github.com/efernandezpascual/seedr) - An R package that provides functions to fit hydro and thermal time germination models.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mplantFEM[0m[38;5;12m [39m[38;5;12m(https://github.com/kazulagi/plantFEM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mplant[39m[38;5;12m [39m[38;5;12msimulator[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mFinite[39m[38;5;12m [39m[38;5;12mElement[39m[38;5;12m [39m[38;5;12mMethod,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mtargets[39m[38;5;12m [39m[38;5;12mcrops[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mfields.[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12mmulti-physical[39m[38;5;12m [39m[38;5;12msimulations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12magriculture[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcanopies,[39m[38;5;12m [39m[38;5;12mplants,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12morgans[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12mfarmers,[39m[38;5;12m [39m[38;5;12mbreeders,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12magronomists.[39m
[38;5;12m- [39m[38;5;14m[1mopenfoodfacts-server[0m[38;5;12m (https://github.com/openfoodfacts/openfoodfacts-server) - Open Food Facts is a collaborative, free and open database of food products from around the world.[39m
[38;5;12m- [39m[38;5;14m[1mramlegacy[0m[38;5;12m (https://www.ramlegacy.org/) - A compilation of stock assessment results for commercially exploited marine populations from around the world.[39m
[38;5;12m- [39m[38;5;14m[1mFABIO[0m[38;5;12m (https://github.com/fineprint-global/fabio) - Forestry and Agriculture Biomass Input-Output Tables.[39m
[38;5;12m- [39m[38;5;14m[1mGrowstuff[0m[38;5;12m (https://github.com/Growstuff/growstuff) - Open source and open data platform that can predict when your plantings will be ready to harvest.[39m
[38;5;12m- [39m[38;5;14m[1mFarmOS[0m[38;5;12m (https://farmos.org/) - Open source web-based application for farm management, planning, and record keeping.[39m
[38;5;12m- [39m[38;5;14m[1mIs-Vegan[0m[38;5;12m (https://github.com/hmontazeri/is-vegan) - Helps you to find out which food ingredients are vegan / non-vegan.[39m
[38;5;12m- [39m[38;5;14m[1mAgroMo[0m[38;5;12m (https://github.com/hollorol/AgroMo) - An Integrated Assessment and Modelling software that integrates a crop, biogeochemical and a agro-economical model.[39m
[38;5;12m- [39m[38;5;14m[1mCropHarvest[0m[38;5;12m (https://github.com/nasaharvest/cropharvest) - Collects data from a variety of agricultural land use datasets and remote sensing products.[39m
[38;5;12m- [39m[38;5;14m[1mBreizhCrops[0m[38;5;12m (https://github.com/dl4sits/BreizhCrops) - A Satellite Time Series Dataset for Crop Type Identification.[39m
[38;5;12m- [39m[38;5;14m[1mVeganify[0m[38;5;12m (https://github.com/frontendnetwork/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. [39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSentinels[0m[38;5;14m[1m [0m[38;5;14m[1mfor[0m[38;5;14m[1m [0m[38;5;14m[1mCommon[0m[38;5;14m[1m [0m[38;5;14m[1mAgriculture[0m[38;5;14m[1m [0m[38;5;14m[1mPolicy[0m[38;5;12m [39m[38;5;12m(https://github.com/Sen2Agri/Sen2Agri-System)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEuropean[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mnational[39m[38;5;12m [39m[38;5;12mstakeholders[39m[38;5;12m [39m[38;5;12mvalidated[39m[38;5;12m [39m[38;5;12malgorithms,[39m[38;5;12m [39m[38;5;12mproducts,[39m[38;5;12m [39m[38;5;12mworkflows[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mbest[39m[38;5;12m [39m[38;5;12mpractices[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12magriculture[39m[38;5;12m [39m
[38;5;12mmonitoring[39m[38;5;12m [39m[38;5;12mrelevant[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmanagement.[39m[38;5;12m [39m
[38;5;12m- [39m[38;5;14m[1mEuroCrops[0m[38;5;12m (https://github.com/maja601/EuroCrops) - A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.[39m
[38;5;12m- [39m[38;5;14m[1mFarmVibes.AI[0m[38;5;12m (https://github.com/microsoft/farmvibes-ai) - Can develop rich geospatial insights for agriculture and sustainability.[39m
[38;5;12m- [39m[38;5;14m[1magrolib[0m[38;5;12m (https://github.com/ARPA-SIMC/agrolib) - A set of libraries for agrometeorological modeling and climate analysis.[39m
[38;5;12m- [39m[38;5;14m[1mFIELDimageR[0m[38;5;12m (https://github.com/OpenDroneMap/FIELDimageR) - A Tool to Analyze Images From Agricultural Field Trials and Lab in R.[39m
[38;5;12m- [39m[38;5;14m[1mAquaCrop[0m[38;5;12m (https://github.com/aquacropos/aquacrop) - A free open-source tool for assessing climate and water impacts on agriculture.[39m
[38;5;12m- [39m[38;5;14m[1mPCSE[0m[38;5;12m (https://github.com/ajwdewit/pcse) - A framework developed for implementing crop simulation models developed in Wageningen.[39m
[38;5;12m- [39m[38;5;14m[1mclimatrends[0m[38;5;12m (https://github.com/AgrDataSci/climatrends) - Provides methods to compute precipitation and temperature indices for climate models in ecology.[39m
[38;5;12m- [39m[38;5;14m[1mAgroecology-Map[0m[38;5;12m (https://github.com/marcelo-soares-souza/Agroecology-Map) -  A technological platform that allows the mapping and exchange of Agroecological and Agroforestry experiences.[39m
[38;5;12m- [39m[38;5;14m[1mosiris[0m[38;5;12m (https://github.com/JGCRI/osiris) - A R package to process climate impacts on agricultural yields for the Global Change Analysis Model.[39m
[38;5;12m- [39m[38;5;14m[1mPoPS[0m[38;5;12m (https://github.com/ncsu-landscape-dynamics/rpops) - This is the R package for simulating spread of pests and pathogens.[39m
[38;5;12m- [39m[38;5;14m[1mDiCRA[0m[38;5;12m (https://github.com/undpindia/dicra) - Provides open access to key geospatial datasets pertinent to climate resilient agriculture.[39m
[38;5;12m- [39m[38;5;14m[1mOpenOlitor[0m[38;5;12m (https://github.com/OpenOlitor/openolitor-server) - Administration platform for Community Supported Agriculture and for direct selling farming projects based on a subscription model.[39m
[38;5;12m- [39m[38;5;14m[1mGrimgrains[0m[38;5;12m (https://github.com/hundredrabbits/Grimgrains) - A Plant-based cooking website.[39m
[38;5;12m- [39m[38;5;14m[1mextractOz[0m[38;5;12m (https://github.com/DPIRD-FSI/extractOz) - Extract the Global Runoff Data Centre agroecological zone, major soil order and weather data from your GPS sampling points.[39m
[38;5;12m- [39m[38;5;14m[1mPyAEZ[0m[38;5;12m (https://github.com/gicait/PyAEZ) - A python package consisted of many algorithms related to Agro-ecological zoning (AEZ) framework.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCRITERIA3D[0m[38;5;12m [39m[38;5;12m(https://github.com/ARPA-SIMC/CRITERIA3D)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mIncludes[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mnumerical[39m[38;5;12m [39m[38;5;12msolution[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthree-dimensional[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mheat[39m[38;5;12m [39m[38;5;12mflow[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msoil,[39m[38;5;12m [39m[38;5;12mcoupled[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msubsurface[39m[38;5;12m [39m[38;5;12mflow,[39m[38;5;12m [39m[38;5;12mmeteorological[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12minterpolation,[39m[38;5;12m [39m[38;5;12mradiation[39m[38;5;12m [39m[38;5;12mbudget,[39m[38;5;12m [39m[38;5;12mcrop[39m
[38;5;12mdevelopment[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcrop[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12muptake.[39m
[38;5;12m- [39m[38;5;14m[1mCRITERIA1D[0m[38;5;12m (https://github.com/ARPA-SIMC/CRITERIA1D) - Agro-hydrological model that simulates one-dimensional water flow in variable saturation soils, crop development, root water extraction and irrigation water needs.[39m
[38;5;12m- [39m[38;5;14m[1mS4A[0m[38;5;12m (https://github.com/Orion-AI-Lab/S4A) - A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning.[39m
[38;5;12m- [39m[38;5;14m[1mLiteFarm[0m[38;5;12m (https://github.com/LiteFarmOrg/LiteFarm) - A platform joining farmers and scientists together for participatory assessment of social, environmental and economic outputs of farming systems.[39m
[38;5;12m- [39m[38;5;14m[1mbiotrade[0m[38;5;12m (https://gitlab.com/bioeconomy/forobs/biotrade/) - Analyses international trade of bio-based products with a focus on the agriculture and forestry sectors.[39m
[38;5;12m- [39m[38;5;14m[1mPyETo[0m[38;5;12m (https://github.com/woodcrafty/PyETo) - A Python library for calculating reference crop evapotranspiration, sometimes referred to as potential evapotranspiration.[39m
[38;5;12m- [39m[38;5;14m[1mDynACof[0m[38;5;12m (https://github.com/VEZY/DynACof) - Process-based model computes plot-scale Net Primary Productivity, carbon allocation, growth, yield, energy, and water balance of coffee plantations according to management.[39m
[38;5;12m- [39m[38;5;14m[1mWorldCereal[0m[38;5;12m (https://github.com/WorldCereal/worldcereal-classification) - An efficient, agile and robust EO based system for timely global crop monitoring at field scale. [39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAgML[0m[38;5;12m [39m[38;5;12m(https://github.com/Project-AgML/AgML)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mpublic[39m[38;5;12m [39m[38;5;12magricultural[39m[38;5;12m [39m[38;5;12mdatasets[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcommon[39m[38;5;12m [39m[38;5;12magricultural[39m[38;5;12m [39m[38;5;12mdeep[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mtasks,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mbenchmarks[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpretrained[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mability[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mgenerate[39m[38;5;12m [39m[38;5;12msynthetic[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12mannotations.[39m
[38;5;12m- [39m[38;5;14m[1mBroccoli[0m[38;5;12m (https://github.com/flauschtrud/broccoli) - A free eco-friendly recipe app for building your recipe collection, distraction free cooking and seasonal ingredients.[39m
[38;5;12m- [39m[38;5;14m[1mepicrop[0m[38;5;12m (https://codeberg.org/adamhsparks/epicrop) - Simulation modelling of crop diseases using a Susceptible-Exposed-Infectious-Removed (SEIR) model in R.[39m
[38;5;12m- [39m[38;5;14m[1mrnassqs[0m[38;5;12m (https://github.com/ropensci/rnassqs) - Allows users to access the USDA's National Agricultural Statistics Service Quick Stats data through their API.[39m
[38;5;12m- [39m[38;5;14m[1mfoodsharing[0m[38;5;12m (https://gitlab.com/foodsharing-dev/foodsharing) -  A platform and initiative against food waste.[39m
[38;5;12m- [39m[38;5;14m[1mCover Crop Species Selector[0m[38;5;12m (https://github.com/precision-sustainable-ag/dst-selector) - Used to help farmers select a cover crop that fits their goals and constraints.[39m
[38;5;12m- [39m[38;5;14m[1mAgIsoStack-plus-plus[0m[38;5;12m (https://github.com/Open-Agriculture/AgIsoStack-plus-plus) - ISO-11783 stack for smart agricultural machinery communication.[39m
[38;5;12m- [39m[38;5;14m[1mTeikei[0m[38;5;12m (https://github.com/teikei/teikei) - A web application and API that maps out community-supported agriculture in Germany, Switzerland, and Austria, based on crowdsourced data.[39m
[38;5;12m- [39m[38;5;14m[1mPyCrop2ML[0m[38;5;12m (https://github.com/AgriculturalModelExchangeInitiative/PyCrop2ML) - A free, open-source library for defining and sharing CropML models used to represent the various biological processes involved in crop models.[39m
[38;5;12m- [39m[38;5;14m[1mCropbox.jl[0m[38;5;12m (https://github.com/cropbox/Cropbox.jl) - Provides a domain specific language for developing crop models.[39m
[38;5;12m- [39m[38;5;14m[1mMAIZSIM[0m[38;5;12m (https://github.com/USDA-ARS-ACSL/MAIZSIM) - A mechanistic model of maize growth, development and yield.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCarob[0m[38;5;12m [39m[38;5;12m(https://github.com/reagro/carob)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCreate[39m[38;5;12m [39m[38;5;12mreproducible[39m[38;5;12m [39m[38;5;12mworkflows[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mreshape[39m[38;5;12m [39m[38;5;12mprimary[39m[38;5;12m [39m[38;5;12magricultural[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mexperiments[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msurveys[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mformat,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12maggregate[39m[38;5;12m [39m[38;5;12mindividual[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12msets[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mlarger[39m[38;5;12m [39m[38;5;12mcollections[39m
[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mfurther[39m[38;5;12m [39m[38;5;12mresearch.[39m

[38;2;255;187;0m[4mEmissions[0m
[38;2;255;187;0m[4mCarbon Intensity and Accounting [0m
[38;5;12m- [39m[38;5;14m[1mNMF.earth app[0m[38;5;12m (https://github.com/NMF-earth/nmf-app) - iOS & Android app to understand and reduce your carbon footprint.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEnergyPATHWAYS[0m[38;5;12m [39m[38;5;12m(https://github.com/energyPATHWAYS/EnergyPATHWAYS)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12menergyPATHWAYS[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mprofessional,[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mplanning[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mevaluating[39m[38;5;12m [39m[38;5;12mlong-term,[39m[38;5;12m [39m[38;5;12meconomy-wide[39m[38;5;12m [39m[38;5;12mgreenhouse[39m[38;5;12m [39m[38;5;12mgas[39m[38;5;12m [39m[38;5;12mmitigation[39m[38;5;12m [39m
[38;5;12mscenarios.[39m
[38;5;12m- [39m[38;5;14m[1mblockchain-carbon-accounting[0m[38;5;12m (https://github.com/opentaps/blockchain-carbon-accounting) - Code of the Carbon Accounting and Certification Working Group.[39m
[38;5;12m- [39m[38;5;14m[1mfootprint[0m[38;5;12m (https://github.com/acircleda/footprint) - An R package to calculate carbon footprints from air travel based on IATA airport codes or latitude and longitude.[39m
[38;5;12m- [39m[38;5;14m[1mintensegRid[0m[38;5;12m (https://github.com/KKulma/intensegRid) - Provides information on national and regional carbon intensity, the amount of carbon emitted per unit of energy consumed, for the UK.[39m
[38;5;12m- [39m[38;5;14m[1mcarbonintensity-api[0m[38;5;12m (https://github.com/jnioche/carbonintensity-api) - Rust library to retrieve regional carbon intensity data from the UK National Grid.[39m
[38;5;12m- [39m[38;5;14m[1mSilicone[0m[38;5;12m (https://github.com/GranthamImperial/silicone) - Automated filling of detail in reported emission scenarios.[39m
[38;5;12m- [39m[38;5;14m[1mOpenClimate[0m[38;5;12m (https://github.com/Open-Earth-Foundation/OpenClimate) - Independent Climate Accounting Network in support of Paris Agreement goals.[39m
[38;5;12m- [39m[38;5;14m[1mScope3[0m[38;5;12m (https://github.com/scope3data/methodology) - Build a framework where the media and advertising industry can collaborate on best practices for measuring emissions from the advertising value chain.[39m
[38;5;12m- [39m[38;5;14m[1mNEMED[0m[38;5;12m (https://github.com/UNSW-CEEM/NEMED) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mSteel Emissions Reporting Guidance[0m[38;5;12m (https://github.com/RMI/steel-guidance) - RMI's steel emissions accounting and data exchange guidance.[39m
[38;5;12m- [39m[38;5;14m[1mcarbonr[0m[38;5;12m (https://github.com/IDEMSInternational/carbonr) - A package in R to conveniently calculate carbon-equivalent emissions.[39m
[38;5;12m- [39m[38;5;14m[1mPledge4Future[0m[38;5;12m (https://github.com/pledge4future/WePledge) - Allows you to calculate your work related CO2e emissions from heating and electricity consumptions as well as business trips and commuting.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTravel[0m[38;5;14m[1m [0m[38;5;14m[1mImpact[0m[38;5;14m[1m [0m[38;5;14m[1mModel[0m[38;5;12m [39m[38;5;12m(https://github.com/google/travel-impact-model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mDescribes[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12massumptions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12minput[39m[38;5;12m [39m[38;5;12mspecifications[39m[38;5;12m [39m[38;5;12mbehind[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mTravel[39m[38;5;12m [39m[38;5;12mImpact[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12m(TIM),[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mstate[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mart[39m[38;5;12m [39m[38;5;12memission[39m[38;5;12m [39m[38;5;12mestimation[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mGoogle's[39m[38;5;12m [39m[38;5;12mTravel[39m[38;5;12m [39m
[38;5;12mSustainability[39m[38;5;12m [39m[38;5;12mteam[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mcompiled[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mseveral[39m[38;5;12m [39m[38;5;12mexternal[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12msource.[39m
[38;5;12m- [39m[38;5;14m[1mProfit and emission database[0m[38;5;12m (https://docs.google.com/spreadsheets/d/19MQbZbrCu4HpAWe6NU92CioYQ7KE8FvD9vl-r9qSjJg/) - A free public database on large corporate emissions and profits.[39m
[38;5;12m- [39m[38;5;14m[1mec0lint[0m[38;5;12m (https://github.com/ec0lint/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mKubernetes[0m[38;5;14m[1m [0m[38;5;14m[1mCarbon[0m[38;5;14m[1m [0m[38;5;14m[1mIntensity[0m[38;5;14m[1m [0m[38;5;14m[1mExporter[0m[38;5;12m [39m[38;5;12m(https://github.com/Azure/kubernetes-carbon-intensity-exporter)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mexporter[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mKubernetes[39m[38;5;12m [39m[38;5;12moperators[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mleverage[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mintensity[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12m3rd[39m[38;5;12m [39m[38;5;12mparty[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcarbon-aware[39m[38;5;12m [39m
[38;5;12mworkload[39m[38;5;12m [39m[38;5;12mscheduling.[39m
[38;5;12m- [39m[38;5;14m[1mElectricity Maps[0m[38;5;12m (https://github.com/tmrowco/electricitymap-contrib) - A real-time visualization of the CO2 emissions from electricity consumption.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mGrid[0m[38;5;14m[1m [0m[38;5;14m[1mEmissions[0m[38;5;14m[1m [0m[38;5;14m[1mInitiative[0m[38;5;12m [39m[38;5;12m(https://github.com/singularity-energy/open-grid-emissions)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mSeeks[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mfill[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcritical[39m[38;5;12m [39m[38;5;12mneed[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mhigh-quality,[39m[38;5;12m [39m[38;5;12mpublicly-accessible,[39m[38;5;12m [39m[38;5;12mhourly[39m[38;5;12m [39m[38;5;12mgrid[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mGHG[39m[38;5;12m [39m[38;5;12maccounting,[39m[38;5;12m [39m
[38;5;12mpolicymaking,[39m[38;5;12m [39m[38;5;12macademic[39m[38;5;12m [39m[38;5;12mresearch,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mattribute[39m[38;5;12m [39m[38;5;12mcertificate[39m[38;5;12m [39m[38;5;12mmarkets.[39m
[38;5;12m- [39m[38;5;14m[1mgridemissions[0m[38;5;12m (https://github.com/jdechalendar/gridemissions) - Displays the hourly carbon footprint of the US electricity system.[39m
[38;5;12m- [39m[38;5;14m[1mpyELQ[0m[38;5;12m (https://github.com/sede-open/pyELQ) - Detect, localize, and quantify methane emissions from concentration and wind measurements.[39m

[38;2;255;187;0m[4mCarbon Offsets and Trading [0m
[38;5;12m- [39m[38;5;14m[1mCarbon Dioxide Removal Database[0m[38;5;12m (https://github.com/carbonplan/cdr-database) - Open science reports on carbon removal projects and technologies.[39m
[38;5;12m- [39m[38;5;14m[1mNational Carbon Credit Registry[0m[38;5;12m (https://github.com/undp/carbon-registry) - As an online database using national and international standards for quantifying and verifying greenhouse gas emissions reductions by programmes.[39m
[38;5;12m- [39m[38;5;14m[1mforest-risks[0m[38;5;12m (https://github.com/carbonplan/forest-risks) - Statistical models of forest carbon potential and risks.[39m
[38;5;12m- [39m[38;5;14m[1mGuardian[0m[38;5;12m (https://github.com/hashgraph/guardian) - Provides auditable, traceable, reproducible records that document the emission process and lifecycle of carbon credits, which reduce fraud in the ESG market.[39m
[38;5;12m- [39m[38;5;14m[1mNCX Harvest Deferral Methodology[0m[38;5;12m (https://github.com/ncx-co/ifm_deferred_harvest) - Documents, Data, and Code for the NCX Methodology For Improved Forest Management Through Short-Term Harvest Deferral.[39m
[38;5;12m- [39m[38;5;14m[1mPRTR[0m[38;5;12m (https://github.com/sykefi/PRTR) - A project for handling the European Pollutant Release and Transfer Register (E-PRTR) data and publishing it as a national web service.[39m
[38;5;12m- [39m[38;5;14m[1mETS-Watch[0m[38;5;12m (https://github.com/OSUKED/ETS-Watch) - Provides a Python client for retrieving the latest data on the EU Emissions Trading System market and its participants.[39m
[38;5;12m- [39m[38;5;14m[1mWorld Carbon Pricing Database[0m[38;5;12m (https://github.com/g-dolphin/WorldCarbonPricingDatabase) - This dataset contains information on carbon pricing mechanisms (carbon taxes or cap-and-trade) introduced around the world since 1990.[39m
[38;5;12m- [39m[38;5;14m[1melmada[0m[38;5;12m (https://github.com/DrafProject/elmada) - Dynamic electricity carbon emission factors and prices for Europe.[39m
[38;5;12m- [39m[38;5;14m[1meu_cbm_hat[0m[38;5;12m (https://gitlab.com/bioeconomy/eu_cbm/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.[39m

[38;2;255;187;0m[4mCarbon Capture[0m
[38;5;12m- [39m[38;5;14m[1mClimateMARGO.jl[0m[38;5;12m (https://github.com/ClimateMARGO/ClimateMARGO.jl) - A Julia implementation of MARGO, an idealized framework for optimization of climate change control strategies.[39m
[38;5;12m- [39m[38;5;14m[1mOceanBioME.jl[0m[38;5;12m (https://github.com/OceanBioME/OceanBioME.jl) - A tool to study the effectiveness and impacts of ocean carbon dioxide removal strategies.[39m
[38;5;12m- [39m[38;5;14m[1mCDRMEx[0m[38;5;12m (https://github.com/hsbay/cdrmex) - Carbon Dioxide Removal Modeling Experiments.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpenIAM[0m[38;5;12m [39m[38;5;12m(https://gitlab.com/NRAP/OpenIAM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mintegrated[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mNational[39m[38;5;12m [39m[38;5;12mRisk[39m[38;5;12m [39m[38;5;12mAssessment[39m[38;5;12m [39m[38;5;12mPartnership[39m[38;5;12m [39m[38;5;12mPhase[39m[38;5;12m [39m[38;5;12mII[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mfacilitate[39m[38;5;12m [39m[38;5;12mrisk[39m[38;5;12m [39m[38;5;12massessment,[39m[38;5;12m [39m[38;5;12mmanagement[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcontainment[39m[38;5;12m [39m[38;5;12massurance[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mgeologic[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m
[38;5;12msequestration[39m[38;5;12m [39m[38;5;12mprojects.[39m
[38;5;12m- [39m[38;5;14m[1mFOQUS[0m[38;5;12m (https://github.com/CCSI-Toolset/FOQUS) - Framework for Optimization and Quantification of Uncertainty and Surrogates.[39m
[38;5;12m- [39m[38;5;14m[1mGEOS[0m[38;5;12m (https://github.com/GEOS-DEV/GEOS) - A simulation framework for modeling coupled flow, transport, and geomechanics in the subsurface.[39m

[38;2;255;187;0m[4mEmission Observation and Modeling[0m
[38;5;12m- [39m[38;5;14m[1mCarbon Mapper[0m[38;5;12m (https://carbonmapper.org/) - Accelerate local climate action globally by locating, quantifying and tracking methane leaks and CO2 point-sources from space.[39m
[38;5;12m- [39m[38;5;14m[1mghg emissions indicator[0m[38;5;12m (https://github.com/bcgov/ghg-emissions-indicator) - R scripts for a greenhouse gases emissions indicator published on Environmental Reporting British Columbia.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDuMux[0m[38;5;12m [39m[38;5;12m(https://git.iws.uni-stuttgart.de/dumux-repositories/dumux)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mBased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mDUNE[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmultitude[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mnumerical[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12mdiscretization[39m[38;5;12m [39m[38;5;12mmethods[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcomplex[39m[38;5;12m [39m[38;5;12mnon-linear[39m[38;5;12m [39m[38;5;12mphenomena,[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m
[38;5;12mCO2[39m[38;5;12m [39m[38;5;12msequestration,[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mremediation,[39m[38;5;12m [39m[38;5;12mdrug[39m[38;5;12m [39m[38;5;12mdelivery[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mcancer[39m[38;5;12m [39m[38;5;12mtherapy[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmore.[39m
[38;5;12m- [39m[38;5;14m[1moco2peak[0m[38;5;12m (https://github.com/dataforgoodfr/batch7_satellite_ges/) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mCO2 Emission Datasets[0m[38;5;12m (https://www.che-project.eu/data-portal) - 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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGlobal[0m[38;5;14m[1m [0m[38;5;14m[1mCarbon[0m[38;5;14m[1m [0m[38;5;14m[1mBudget[0m[38;5;12m [39m[38;5;12m(https://github.com/openclimatedata/global-carbon-budget)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mannual[39m[38;5;12m [39m[38;5;12mliving[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mpublication[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mcycle[39m[38;5;12m [39m[38;5;12msources[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msinks,[39m[38;5;12m [39m[38;5;12mgenerated[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12msources[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12morganisations[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m
[38;5;12mgroups.[39m
[38;5;12m- [39m[38;5;14m[1memissions-api[0m[38;5;12m (https://github.com/emissions-api/emissions-api) - A solution that provides simple access to emissions data of climate-relevant gases.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1meixport[0m[38;5;12m [39m[38;5;12m(https://github.com/atmoschem/eixport)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12mfunctions[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mread[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mVEIN[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mformats[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexport[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mappropriate[39m[38;5;12m [39m[38;5;12mformat[39m[38;5;12m [39m[38;5;12msuitable[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m
[38;5;12mmodels.[39m
[38;5;12m- [39m[38;5;14m[1mEmissV[0m[38;5;12m (https://github.com/atmoschem/EmissV) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mvein[0m[38;5;12m (https://gitlab.com/ibarraespinosa/vein) - An R package to estimate Vehicular Emissions INventories.[39m
[38;5;12m- [39m[38;5;14m[1mThe Community Emissions Data System[0m[38;5;12m (https://github.com/JGCRI/CEDS) - Produces consistent estimates of global air emissions species over the industrial era (1750 - present).[39m
[38;5;12m- [39m[38;5;14m[1mPyChEmiss[0m[38;5;12m (https://github.com/quishqa/PyChEmiss) - A Python script to create the wrfchemi file from local emissions needed to run WRF-Chem model.[39m
[38;5;12m- [39m[38;5;14m[1mco2-data[0m[38;5;12m (https://github.com/owid/co2-data) - Data on CO2 and greenhouse gas emissions by Our World in Data.[39m
[38;5;12m- [39m[38;5;14m[1mX-STILT[0m[38;5;12m (https://github.com/uataq/X-STILT) - An atmospheric transport model that deals with vertically integrated column CO2 and potentially other trace gases.[39m
[38;5;12m- [39m[38;5;14m[1mstilt[0m[38;5;12m (https://github.com/uataq/stilt) - An open source Lagrangian particle dispersion model which is widely used to simulate the transport of pollution and greenhouse gases through the atmosphere.[39m
[38;5;12m- [39m[38;5;14m[1mOpenGHG[0m[38;5;12m (https://github.com/openghg/openghg) - A cloud platform for greenhouse gas data analysis and collaboration.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Carbon Watch[0m[38;5;12m (https://github.com/OpenCarbonWatch/Website) - We monitor greenhouse gases emission reports published by organizations, along with their legal obligations and their own commitments, and track them over time.[39m
[38;5;12m- [39m[38;5;14m[1mMethane-detection-from-hyperspectral-imagery[0m[38;5;12m (https://github.com/satish1901/Methane-detection-from-hyperspectral-imagery) - Deep Learning based Remote Sensing Methods for Methane Detection in Airborne Hyperspectral Imagery.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMethane[0m[38;5;14m[1m [0m[38;5;14m[1mSource[0m[38;5;14m[1m [0m[38;5;14m[1mFinder[0m[38;5;12m [39m[38;5;12m(https://methane.jpl.nasa.gov/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mExplore,[39m[38;5;12m [39m[38;5;12manalyze,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdownload[39m[38;5;12m [39m[38;5;12mmethane[39m[38;5;12m [39m[38;5;12mplumes[39m[38;5;12m [39m[38;5;12mdetected[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mairborne[39m[38;5;12m [39m[38;5;12mplatforms[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minteractive[39m[38;5;12m [39m[38;5;12mmap[39m[38;5;12m [39m[38;5;12malongside[39m[38;5;12m [39m[38;5;12mVISTA[39m[38;5;12m [39m[38;5;12minfrastructure,[39m[38;5;12m [39m[38;5;12mgridded[39m[38;5;12m [39m[38;5;12mmethane[39m[38;5;12m [39m[38;5;12mestimates,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m
[38;5;12madditional[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mlayers.[39m
[38;5;12m- [39m[38;5;14m[1mdeep-smoke-machine[0m[38;5;12m (https://github.com/CMU-CREATE-Lab/deep-smoke-machine) - Deep learning models and dataset for recognizing industrial smoke emissions.[39m
[38;5;12m- [39m[38;5;14m[1mRibbit Network Frog Sensor[0m[38;5;12m (https://github.com/Ribbit-Network/ribbit-network-frog-hardware) - The sensor for the world's largest crowdsourced network of open-source, low-cost, CO2 Gas Detection Sensors.[39m
[38;5;12m- [39m[38;5;14m[1mFIRECAM[0m[38;5;12m (https://github.com/tianjialiu/FIRECAM) - An online app for end-users to diagnose and explore regional differences in fire emissions from five global fire emissions inventories.[39m
[38;5;12m- [39m[38;5;14m[1mESTA[0m[38;5;12m (https://github.com/mmb-carb/ESTA) - A command-line tool for processing raw emissions data into spatially and temporally-allocated emissions inventories, suitable for photochemicaly modeling or other analysis.[39m
[38;5;12m- [39m[38;5;14m[1mFlyingClimate[0m[38;5;12m (https://github.com/milankl/FlyingClimate) - Model the CO2 and non-CO2 effects like nitrogen oxide emissions and contrail formation to analyse aviation's total warming footprint.[39m
[38;5;12m- [39m[38;5;14m[1mIndustrial Smoke Plume Detection[0m[38;5;12m (https://github.com/HSG-AIML/IndustrialSmokePlumeDetection) - Characterization of Industrial Smoke Plumes from Remote Sensing Data.[39m
[38;5;12m- [39m[38;5;14m[1mEDGAR[0m[38;5;12m (https://edgar.jrc.ec.europa.eu/) - Emissions Database for Global Atmospheric Research.[39m
[38;5;12m- [39m[38;5;14m[1mOpenGHGMap[0m[38;5;12m (https://openghgmap.net/) - A city-level CO2 emissions inventory for Europe.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mIntegrated[0m[38;5;14m[1m [0m[38;5;14m[1mCarbon[0m[38;5;14m[1m [0m[38;5;14m[1mObservation[0m[38;5;14m[1m [0m[38;5;14m[1mSystem[0m[38;5;12m [39m[38;5;12m(https://github.com/ICOS-Carbon-Portal/pylib)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProduces[39m[38;5;12m [39m[38;5;12mstandardised[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mgreenhouse[39m[38;5;12m [39m[38;5;12mgas[39m[38;5;12m [39m[38;5;12mconcentrations[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12matmosphere,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mfluxes[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12matmosphere,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mearth[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12moceans.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGlobal[0m[38;5;14m[1m [0m[38;5;14m[1mDatabase[0m[38;5;14m[1m [0m[38;5;14m[1mof[0m[38;5;14m[1m [0m[38;5;14m[1mCement,[0m[38;5;14m[1m [0m[38;5;14m[1mIron[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mSteel[0m[38;5;14m[1m [0m[38;5;14m[1mProduction[0m[38;5;14m[1m [0m[38;5;14m[1mAssets[0m[38;5;12m [39m[38;5;12m(https://www.cgfi.ac.uk/spatial-finance-initiative/geoasset-project/geoasset-databases/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mGlobal[39m[38;5;12m [39m[38;5;12mDatabase[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mCement,[39m[38;5;12m [39m[38;5;12mIron[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mSteel[39m[38;5;12m [39m[38;5;12mProduction[39m[38;5;12m [39m[38;5;12mAssets[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m
[38;5;12minformation[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mcement[39m[38;5;12m [39m[38;5;12mproduction[39m[38;5;12m [39m[38;5;12mplants[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12moperational[39m[38;5;12m [39m[38;5;12mtoday.[39m
[38;5;12m- [39m[38;5;14m[1mThe Global Registry of Fossil Fuels[0m[38;5;12m (https://github.com/fossilfuelregistry/portal-v2) - Open Source database of oil, gas and coal production and reserves globally, expressed in CO2-equivalent.[39m
[38;5;12m- [39m[38;5;14m[1mEasy-ERA5-Trck[0m[38;5;12m (https://github.com/lzhenn/easy-era5-trck) - A super lightweight Lagrangian model for calculating millions of trajectories using ERA5 data. [39m
[38;5;12m- [39m[38;5;14m[1mGRACED[0m[38;5;12m (https://carbonmonitor-graced.com/) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mECAM[0m[38;5;12m (https://github.com/icra/ecam) - Water and wastewater utility operators can assess their greenhouse gas emissions and energy consumption.[39m
[38;5;12m- [39m[38;5;14m[1mEmissions Modeling Framework[0m[38;5;12m (https://github.com/USEPA/emf) - A client-server system designed to store information related to emissions modeling, with integrated quality control processes.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMOVES[0m[38;5;12m [39m[38;5;12m(https://github.com/USEPA/EPA_MOVES_Model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mstate-of-the-science[39m[38;5;12m [39m[38;5;12memission[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mestimates[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mmobile[39m[38;5;12m [39m[38;5;12msources[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mnational,[39m[38;5;12m [39m[38;5;12mcounty,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mlevel[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcriteria[39m[38;5;12m [39m[38;5;12mair[39m[38;5;12m [39m[38;5;12mpollutants,[39m[38;5;12m [39m[38;5;12mgreenhouse[39m[38;5;12m [39m[38;5;12mgases,[39m[38;5;12m [39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12mair[39m[38;5;12m [39m[38;5;12mtoxics,[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12munder[39m[38;5;12m [39m[38;5;12mEPA's[39m[38;5;12m [39m[38;5;12mOpen[39m[38;5;12m [39m[38;5;12mSource[39m[38;5;12m [39m[38;5;12mSoftware[39m[38;5;12m [39m[38;5;12mpolicy.[39m
[38;5;12m- [39m[38;5;14m[1mEPA_ALPHA_Model[0m[38;5;12m (https://github.com/USEPA/EPA_ALPHA_Model) - Evaluate the Greenhouse Gas emissions of Light-Duty vehicles.[39m
[38;5;12m- [39m[38;5;14m[1mgtfs2emis[0m[38;5;12m (https://github.com/ipeaGIT/gtfs2emis) - Estimating public transport emissions from GTFS data.[39m
[38;5;12m- [39m[38;5;14m[1mHEMCO[0m[38;5;12m (https://github.com/geoschem/HEMCO) -  Computing atmospheric emissions from different sources, regions, and species on a user-defined grid.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMethaneMapper[0m[38;5;12m [39m[38;5;12m(https://github.com/UCSB-VRL/MethaneMapper-Spectral-Absorption-aware-Hyperspectral-Transformer-for-Methane-Detection)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mfast[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maccurate[39m[38;5;12m [39m[38;5;12mdeep[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12msolution[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mmethane[39m[38;5;12m [39m[38;5;12mdetection[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mairborne[39m[38;5;12m [39m[38;5;12mhyperspectral[39m[38;5;12m [39m
[38;5;12mimagery.[39m
[38;5;12m- [39m[38;5;14m[1mPyra[0m[38;5;12m (https://github.com/tum-esm/pyra) - Automated EM27/SUN Greenhouse Gas Measurement Software.[39m
[38;5;12m- [39m[38;5;14m[1mEMIT-Data-Resources[0m[38;5;12m (https://github.com/nasa/EMIT-Data-Resources) - Built to help scientists understand how dust affects climate, the EMIT can also pinpoint emissions of the potent greenhouse gas.[39m
[38;5;12m- [39m[38;5;14m[1mIntegrated Methane Inversion[0m[38;5;12m (https://github.com/geoschem/integrated_methane_inversion) - Contains the source code for setting up and running the Integrated Methane Inversion with GEOS-Chem.[39m
[38;5;12m- [39m[38;5;14m[1meCalc[0m[38;5;12m (https://github.com/equinor/ecalc) - A software tool for calculation of energy demand and greenhouse gas emissions from oil and gas production and processing.[39m
[38;5;12m- [39m[38;5;14m[1mforest-offsets[0m[38;5;12m (https://github.com/carbonplan/forest-offsets) - Includes our libraries and scripts for analyzing California's compliance forest carbon offsets program.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFossil[0m[38;5;14m[1m [0m[38;5;14m[1mShipment[0m[38;5;14m[1m [0m[38;5;14m[1mTracker[0m[38;5;12m [39m[38;5;12m(https://github.com/energyandcleanair/fossil_shipment_tracker)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12mdecision-makers,[39m[38;5;12m [39m[38;5;12mjournalists[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcampaigning[39m[38;5;12m [39m[38;5;12morganizations[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mhelps[39m[38;5;12m [39m[38;5;12midentify[39m[38;5;12m [39m[38;5;12mfossil[39m[38;5;12m [39m[38;5;12mfuel[39m[38;5;12m [39m
[38;5;12mshipments[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mRussia.[39m
[38;5;12m- [39m[38;5;14m[1mUNFCCC DI API[0m[38;5;12m (https://github.com/pik-primap/unfccc_di_api) - Data access to the total greenhouse gas emissions by country reported to the United Nations Framework Convention on Climate Change (UNFCCC).[39m
[38;5;12m- [39m[38;5;14m[1mSTARCOP[0m[38;5;12m (https://github.com/spaceml-org/STARCOP) - Semantic Segmentation of Methane Plumes with Hyperspectral Machine Learning models.[39m
[38;5;12m- [39m[38;5;14m[1mClean Air Markets API Portal[0m[38;5;12m (https://github.com/USEPA/cam-api-portal) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mgoFlux[0m[38;5;12m (https://github.com/Qepanna/goFlux) -  A user-friendly way to calculate greenhouse gas fluxes in soil yourself, regardless of user experience.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mKlimatkollen[0m[38;5;12m [39m[38;5;12m(https://github.com/Klimatbyran/klimatkollen)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mweb[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mdisplays[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mwithin[39m[38;5;12m [39m[38;5;12mmunicipalities[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mSweden,[39m[38;5;12m [39m[38;5;12malong[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mpipeline[39m[38;5;12m [39m[38;5;12munder[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mwill[39m[38;5;12m [39m[38;5;12mfind,[39m[38;5;12m [39m[38;5;12mextract,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mlist[39m[38;5;12m [39m
[38;5;12memissions[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mcompanies.[39m
[38;5;12m- [39m[38;5;14m[1mbonsai_ipcc[0m[38;5;12m (https://gitlab.com/bonsamurais/bonsai/util/ipcc) - Enables users to calculate national greenhouse gas (GHG) inventories based on the guidelines provided by the International Panel on Climate Change.[39m

[38;2;255;187;0m[4mIndustrial Ecology[0m
[38;2;255;187;0m[4mLife Cycle Assessment[0m
[38;5;12m- [39m[38;5;14m[1mexiobase[0m[38;5;12m (https://www.exiobase.eu/) - A global and detailed Multi-Regional Environmentally Extended Supply-Use Table (MR-SUT) and Input-Output Table (MR-IOT).[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mbonsai[0m[38;5;12m [39m[38;5;12m(https://github.com/BONSAMURAIS/bonsai)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12maim[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mBONSAI[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mreliable,[39m[38;5;12m [39m[38;5;12munbiased[39m[38;5;12m [39m[38;5;12msustainability[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mproducts[39m[38;5;12m [39m[38;5;12m(product[39m[38;5;12m [39m[38;5;12mfootprints)[39m[38;5;12m [39m[38;5;12mreadily[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfreely[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12mwhenever[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwherever[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mneeded[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m
[38;5;12mproduct[39m[38;5;12m [39m[38;5;12mcomparisons[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdecisions.[39m
[38;5;12m- [39m[38;5;14m[1mbrightway2[0m[38;5;12m (https://github.com/brightway-lca/brightway2) - An open source framework for life cycle assessment.[39m
[38;5;12m- [39m[38;5;14m[1mActivity Browser[0m[38;5;12m (https://github.com/LCA-ActivityBrowser/activity-browser) - An open source and free software for Life Cycle Assessment extending the brightway2 framework.[39m
[38;5;12m- [39m[38;5;14m[1mEOS-AYCE[0m[38;5;12m (https://gitlab.com/eaternity/eos) - Eaternity's software platform serving as an open-source environmental operating system (EOS) for all you can eat (AYCE) for climate.[39m
[38;5;12m- [39m[38;5;14m[1mcarculator[0m[38;5;12m (https://github.com/romainsacchi/carculator) - Prospective environmental and economic life cycle assessment of vehicles made blazing fast.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mElectricity[0m[38;5;14m[1m [0m[38;5;14m[1mLife[0m[38;5;14m[1m [0m[38;5;14m[1mCycle[0m[38;5;14m[1m [0m[38;5;14m[1mInventory[0m[38;5;12m [39m[38;5;12m(https://github.com/USEPA/ElectricityLCI)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12muses[39m[38;5;12m [39m[38;5;12mstandardized[39m[38;5;12m [39m[38;5;12mfacility[39m[38;5;12m [39m[38;5;12mrelease[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mgeneration[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcreate[39m[38;5;12m [39m[38;5;12mregionalized[39m[38;5;12m [39m[38;5;12mlife[39m[38;5;12m [39m[38;5;12mcycle[39m[38;5;12m [39m[38;5;12minventory[39m[38;5;12m [39m[38;5;12m(LCI)[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mgeneration,[39m[38;5;12m [39m[38;5;12mmix[39m
[38;5;12mof[39m[38;5;12m [39m[38;5;12mgeneration,[39m[38;5;12m [39m[38;5;12mmix[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mconsumption,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdistribution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12melectricity[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mend[39m[38;5;12m [39m[38;5;12musers[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUS,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12membedded[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mprocesses[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mupstream[39m[38;5;12m [39m[38;5;12mfuel[39m[38;5;12m [39m[38;5;12mproduction[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12minfrastructure.[39m
[38;5;12m- [39m[38;5;14m[1muslci-content[0m[38;5;12m (https://github.com/uslci-admin/uslci-content) - Supplementary content for the U.S. Life Cycle Inventory Database.[39m
[38;5;12m- [39m[38;5;14m[1mOpenLCA[0m[38;5;12m (https://github.com/GreenDelta/olca-app) - An open source and free software for Sustainability and Life Cycle Assessment.[39m
[38;5;12m- [39m[38;5;14m[1mopenlca-python-tutorial[0m[38;5;12m (https://github.com/GreenDelta/openlca-python-tutorial) - Explains the usage of the openLCA API from Python.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGlobal[0m[38;5;14m[1m [0m[38;5;14m[1mLCA[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;14m[1m [0m[38;5;14m[1mAccess[0m[38;5;14m[1m [0m[38;5;14m[1mNetwork[0m[38;5;12m [39m[38;5;12m(https://www.globallcadataaccess.org/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mGathers[39m[38;5;12m [39m[38;5;12mlife[39m[38;5;12m [39m[38;5;12mcycle[39m[38;5;12m [39m[38;5;12mdataset[39m[38;5;12m [39m[38;5;12mproviders[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mstakeholders[39m[38;5;12m [39m[38;5;12mwho[39m[38;5;12m [39m[38;5;12mshare[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mgoal[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mimproving[39m[38;5;12m [39m[38;5;12msustainability-related[39m[38;5;12m [39m[38;5;12mdecisions[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12menhanced,[39m[38;5;12m [39m[38;5;12minteroperable[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mglobal[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mLCA[39m[38;5;12m [39m[38;5;12mdatasets.[39m
[38;5;12m- [39m[38;5;14m[1mBioSTEAM_LCA[0m[38;5;12m (https://github.com/scyjth/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.[39m
[38;5;12m- [39m[38;5;14m[1mFederal LCA Commons[0m[38;5;12m (https://www.lcacommons.gov/) - A central point of access to a collection of data repositories for use in Life Cycle Assessment.[39m
[38;5;12m- [39m[38;5;14m[1mTrase[0m[38;5;12m (https://github.com/Vizzuality/trase) - Brings unprecedented transparency to commodity supply chains revealing new pathways towards achieving a deforestation-free economy.[39m
[38;5;12m- [39m[38;5;14m[1mQSDsan[0m[38;5;12m (https://github.com/QSD-Group/QSDsan) - A package for the quantitative sustainable design of sanitation and resource recovery systems.[39m
[38;5;12m- [39m[38;5;14m[1mpremise[0m[38;5;12m (https://github.com/polca/premise) - Coupling Integrated Assessment Models output with Life Cycle Assessment.[39m
[38;5;12m- [39m[38;5;14m[1museeior[0m[38;5;12m (https://github.com/USEPA/useeior) - Estimating potential environmental impacts of goods and services in the US economy.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mfedelemflowlist[0m[38;5;12m [39m[38;5;12m(https://github.com/USEPA/Federal-LCA-Commons-Elementary-Flow-List)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mgenerates[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mstandardized[39m[38;5;12m [39m[38;5;12melementary[39m[38;5;12m [39m[38;5;12mflow[39m[38;5;12m [39m[38;5;12mlist[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mlife[39m[38;5;12m [39m[38;5;12mcycle[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12m(LCA)[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mmappings[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m
[38;5;12mconvert[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12msources.[39m
[38;5;12m- [39m[38;5;14m[1mpymrio[0m[38;5;12m (https://github.com/IndEcol/pymrio) - Multi-Regional Input-Output Analysis in Python.[39m
[38;5;12m- [39m[38;5;14m[1mflowsa[0m[38;5;12m (https://github.com/USEPA/flowsa) - Library that attributes resource use, waste, emissions, and loss to economic sectors.[39m
[38;5;12m- [39m[38;5;14m[1mLCIA formatter[0m[38;5;12m (https://github.com/USEPA/LCIAformatter) - A Python tool for standardizing the format and flows of life cycle impact assessment data.[39m
[38;5;12m- [39m[38;5;14m[1mLCAx[0m[38;5;12m (https://github.com/ocni-dtu/lcax) - The goal for LCAx is to make an open, machine and human-readable data format for exchanging LCA results, EPD's and assemblies.[39m
[38;5;12m- [39m[38;5;14m[1mecobalyse[0m[38;5;12m (https://github.com/MTES-MCT/ecobalyse) - Ecobalyse makes it possible to understand and calculate the ecological impacts of the products distributed in France.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mlca_algebraic[0m[38;5;12m [39m[38;5;12m(https://github.com/oie-mines-paristech/lca_algebraic)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mlibrary[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msmall[39m[38;5;12m [39m[38;5;12mlayer[39m[38;5;12m [39m[38;5;12mabove[39m[38;5;12m [39m[38;5;12mbrightway2,[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdefinition[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mparametric[39m[38;5;12m [39m[38;5;12minventories[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mfast[39m[38;5;12m [39m[38;5;12mcomputation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mLCA[39m[38;5;12m [39m[38;5;12mimpacts,[39m[38;5;12m [39m[38;5;12msuitable[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12mmonte-carlo[39m[38;5;12m [39m[38;5;12manalyis.[39m
[38;5;12m- [39m[38;5;14m[1mpyLCAIO[0m[38;5;12m (https://github.com/maximeagez/pylcaio) - An object class to hybridize lifecycle assessment and environmentally extended input-output (EEIO) databases.[39m
[38;5;12m- [39m[38;5;14m[1mUN/CEFACT CRM[0m[38;5;12m (https://github.com/uncefact/project-crm) - Critical raw materials traceability & transparency project.[39m
[38;5;12m- [39m[38;5;14m[1mDoughnut Biotool[0m[38;5;12m (https://github.com/NFrancart/doughnut-biotool) - A tool to calculate a building project's impacts on biodiversity over the entire life cycle.[39m
[38;5;12m- [39m[38;5;14m[1msaleos[0m[38;5;12m (https://github.com/Bonface-Osoro/saleos) - Sustainability Analytics for Low Earth Orbit Satellites.[39m
[38;5;12m- [39m[38;5;14m[1mMARIO[0m[38;5;12m (https://github.com/it-is-me-mario/MARIO) - Perform impact analysis using regional input-output tables and models.[39m

[38;2;255;187;0m[4mCircular Economy and Waste[0m
[38;5;12m- [39m[38;5;14m[1mONEARMY[0m[38;5;12m (https://github.com/ONEARMY/precious-plastic) - A series of tools for the Precious Plastic community to collaborate around the world and tackle plastic waste.[39m
[38;5;12m- [39m[38;5;14m[1mTrash-ICRA19[0m[38;5;12m (https://conservancy.umn.edu/handle/11299/214366) - A Bounding Box Labeled Dataset of Underwater Trash.[39m
[38;5;12m- [39m[38;5;14m[1mTACO[0m[38;5;12m (https://github.com/pedropro/TACO) - Trash Annotations in Context Dataset Toolkit.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mcircularity.ID[0m[38;5;14m[1m [0m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;14m[1m [0m[38;5;14m[1mStandard[0m[38;5;12m [39m[38;5;12m(https://github.com/circularfashion/cf-circularity-id-standard)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mrepresents[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mresults[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfindings[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mextensive[39m[38;5;12m [39m[38;5;12msix-year[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mneeds[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mstakeholders[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfashion[39m[38;5;12m [39m
[38;5;12mindustry[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12machieve[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcircular[39m[38;5;12m [39m[38;5;12meconomy.[39m
[38;5;12m- [39m[38;5;14m[1mRecycleNet[0m[38;5;12m (https://github.com/sangminwoo/RecycleNet) - Effective trash classification model using only a small number of annotated images.[39m
[38;5;12m- [39m[38;5;14m[1mtrashnet[0m[38;5;12m (https://github.com/garythung/trashnet) - Dataset of images of trash. Torch-based CNN for garbage image classification.[39m
[38;5;12m- [39m[38;5;14m[1mOpenLitterMap[0m[38;5;12m (https://github.com/OpenLitterMap/openlittermap-web) - An open, interactive and accessible database of the world's litter and plastic pollution.[39m
[38;5;12m- [39m[38;5;14m[1mRecyclebot[0m[38;5;12m (https://www.appropedia.org/Recyclebot) - An open source waste plastic extruder that creates 3D printer filament from waste plastic and natural polymers.[39m
[38;5;12m- [39m[38;5;14m[1mpycirk[0m[38;5;12m (https://github.com/CMLPlatform/pycirk) - Model Circular Economy policy and technological interventions in Environmentally Extended Input-Output Analysis.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Plastic Navigator[0m[38;5;12m (https://github.com/WWF-Deutschland/marine-plastic-explorer) - Visualises the most recent and high-resolution data of current scientific publications on marine plastic pollution.[39m
[38;5;12m- [39m[38;5;14m[1mmarine_debris_ML[0m[38;5;12m (https://github.com/NASA-IMPACT/marine_debris_ML) - Marine debris detection with commercial satellite imagery and deep learning.[39m
[38;5;12m- [39m[38;5;14m[1mADVECT[0m[38;5;12m (https://github.com/TheOceanCleanupAlgorithms/ADVECT) - A whole-ocean marine debris transport model which is built to handle millions of particles and terabytes of data.[39m
[38;5;12m- [39m[38;5;14m[1mSurfrider Plastic Origins[0m[38;5;12m (https://github.com/surfriderfoundationeurope/The-Plastic-Origins-Project) - A citizen science project that uses AI to map plastic pollution in European rivers and share its data publicly.[39m
[38;5;12m- [39m[38;5;14m[1mMARIDA[0m[38;5;12m (https://github.com/marine-debris/marine-debris.github.io) - A marine debris-oriented dataset on Sentinel-2 satellite images.[39m
[38;5;12m- [39m[38;5;14m[1mDetect waste[0m[38;5;12m (https://github.com/wimlds-trojmiasto/detect-waste) - Detecting plastic waste in the environment to combat environmental pollution and promote circular economy.[39m
[38;5;12m- [39m[38;5;14m[1mSantiago.jl[0m[38;5;12m (https://github.com/santiago-sanitation-systems/Santiago.jl) - A Julia package to generate appropriate sanitation system options.[39m
[38;5;12m- [39m[38;5;14m[1mRaMa-Scene[0m[38;5;12m (https://github.com/CMLPlatform/ramascene) - RaMa-Scene a web-platform to analyse Environmentally Extended Input-Output data and generate scenarios.[39m
[38;5;12m- [39m[38;5;14m[1mSwolfPy[0m[38;5;12m (https://github.com/SwolfPy-Project/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTrashMob[0m[38;5;12m [39m[38;5;12m(https://github.com/TrashMob-eco/TrashMob)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mwebsite[39m[38;5;12m [39m[38;5;12mdedicated[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12morganizing[39m[38;5;12m [39m[38;5;12mgroups[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mpeople[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mclean[39m[38;5;12m [39m[38;5;12mup[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld[39m[38;5;12m [39m[38;5;12mwe[39m[38;5;12m [39m[38;5;12mlive[39m[38;5;12m [39m[38;5;12min.[39m[38;5;12m [39m[38;5;12mUsers[39m[38;5;12m [39m[38;5;12mcreate[39m[38;5;12m [39m[38;5;12mcleanup[39m[38;5;12m [39m[38;5;12mevents,[39m[38;5;12m [39m[38;5;12mpublicize[39m[38;5;12m [39m[38;5;12mthem,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrecruit[39m[38;5;12m [39m[38;5;12mpeople[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mjoin[39m[38;5;12m [39m[38;5;12mup,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mask[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12massistance[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mcommunities[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpartners.[39m
[38;5;12m- [39m[38;5;14m[1mHaztrak[0m[38;5;12m (https://github.com/USEPA/haztrak) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSpecy[0m[38;5;12m (https://github.com/wincowgerDEV/OpenSpecy-package) - Raman and (FT)IR spectral analysis tool for plastic particles and other environmental samples.[39m
[38;5;12m- [39m[38;5;14m[1mwaste_flow[0m[38;5;12m (https://github.com/xapple/waste_flow) - A python package for retrieving and analyzing data concerning the waste management of European countries.[39m
[38;5;12m- [39m[38;5;14m[1mThe Clothing Loop[0m[38;5;12m (https://github.com/the-clothing-loop/website) - An initiative that offers an easy way for people to swap clothes with others in their own neighborhood.[39m
[38;5;12m- [39m[38;5;14m[1mprommis[0m[38;5;12m (https://github.com/prommis/prommis) - Process Optimization and Modeling for Minerals Sustainability.[39m

[38;2;255;187;0m[4mBiosphere[0m

[38;2;255;187;0m[4mBiodiversity and Species Distribution[0m
[38;5;12m- [39m[38;5;14m[1mrgbif[0m[38;5;12m (https://github.com/ropensci/rgbif) - Interface to the Global Biodiversity Information Facility API.[39m
[38;5;12m- [39m[38;5;14m[1mtaxize[0m[38;5;12m (https://github.com/ropensci/taxize) - Allows users to search over many taxonomic data sources for species names (scientific and common) and download up and downstream taxonomic hierarchical information.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Biotic Interactions[0m[38;5;12m (https://github.com/globalbioticinteractions/globalbioticinteractions) - Global Biotic Interactions provides access to existing species interaction datasets.[39m
[38;5;12m- [39m[38;5;14m[1mrredlist[0m[38;5;12m (https://github.com/ropensci/rredlist) - An R client for the IUCN Red List of threatened and endangered species.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBIRDS[0m[38;5;12m [39m[38;5;12m(https://github.com/GreenswayAB/BIRDS)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mbeen[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msystematizing[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mreview[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12morder[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mevaluate[39m[38;5;12m [39m[38;5;12mwhether[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12mobservation[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mfit-for-use[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mtake[39m[38;5;12m [39m[38;5;12mdecisions[39m[38;5;12m [39m[38;5;12mupon[39m[38;5;12m [39m[38;5;12mits[39m[38;5;12m [39m
[38;5;12muse[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mfurther[39m[38;5;12m [39m[38;5;12manalysis.[39m
[38;5;12m- [39m[38;5;14m[1mspocc[0m[38;5;12m (https://github.com/ropensci/spocc) - An R package to query and collect species occurrence data from many sources.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mrobis[0m[38;5;12m [39m[38;5;12m(https://github.com/iobis/robis/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mBuild[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmaintain[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12malliance[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcollaborates[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mcommunities[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mfacilitate[39m[38;5;12m [39m[38;5;12mfree[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mof,[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mbiogeographic[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12minformation[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mmarine[39m[38;5;12m [39m[38;5;12mlife.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mredlistr[0m[38;5;12m [39m[38;5;12m(https://github.com/red-list-ecosystem/redlistr)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcontains[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12msuitable[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcalculating[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmetrics[39m[38;5;12m [39m[38;5;12mrequired[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mmaking[39m[38;5;12m [39m[38;5;12massessments[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mecosystems[39m[38;5;12m [39m[38;5;12magainst[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mIUCN[39m[38;5;12m [39m[38;5;12mRed[39m[38;5;12m [39m[38;5;12mList[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mThreatened[39m[38;5;12m [39m[38;5;12mSpecies[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mIUCN[39m[38;5;12m [39m[38;5;12mRed[39m[38;5;12m [39m[38;5;12mList[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mEcosystems[39m[38;5;12m [39m[38;5;12mcategories[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcriteria.[39m
[38;5;12m- [39m[38;5;14m[1mALA4R[0m[38;5;12m (https://github.com/AtlasOfLivingAustralia/ALA4R) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mbiodivMapR[0m[38;5;12m (https://github.com/jbferet/biodivMapR) - An R package for α- and β-diversity mapping using remotely-sensed images.[39m
[38;5;12m- [39m[38;5;14m[1mDiversiTree[0m[38;5;12m (https://github.com/DiversiTree/TreeDiversity) - Help urban foresters, planners, greeners, and ecologists in quantifying tree ecosystem diversity in cities.[39m
[38;5;12m- [39m[38;5;14m[1mmobr[0m[38;5;12m (https://github.com/MoBiodiv/mobr) - Tools for analyzing changes in biodiversity across scales.[39m
[38;5;12m- [39m[38;5;14m[1mWildbook[0m[38;5;12m (https://github.com/WildMeOrg/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.[39m
[38;5;12m- [39m[38;5;14m[1mWildBook-ia[0m[38;5;12m (https://github.com/WildMeOrg/wildbook-ia) -  Builds open software and artificial intelligence for the conservation research community; pairs with the Wildbook project.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mWild[0m[38;5;14m[1m [0m[38;5;14m[1mMe[0m[38;5;14m[1m [0m[38;5;14m[1mScout[0m[38;5;12m [39m[38;5;12m(https://github.com/WildMeOrg/scout)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12mstructure[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mprocessing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmanagement[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mphotographs[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12maerial[39m[38;5;12m [39m[38;5;12msurveys[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12msupport[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12manimal[39m[38;5;12m [39m[38;5;12mcensus[39m[38;5;12m [39m[38;5;12mefforts,[39m[38;5;12m [39m[38;5;12mcombining[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexpertise[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mget[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m
[38;5;12maccurate[39m[38;5;12m [39m[38;5;12manimal[39m[38;5;12m [39m[38;5;12mcounts[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mquickly[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mpossible.[39m
[38;5;12m- [39m[38;5;14m[1mWild Me Scoutbot[0m[38;5;12m (https://github.com/WildMeOrg/scoutbot) - Open models for animal count and classification from aerial surveys; pairs with the Scout project.[39m
[38;5;12m- [39m[38;5;14m[1mPEcAn[0m[38;5;12m (https://github.com/PecanProject/pecan) - The Predictive Ecosystem Analyzer is an integrated ecological bioinformatics toolbox.[39m
[38;5;12m- [39m[38;5;14m[1mmapme.biodiversity[0m[38;5;12m (https://github.com/mapme-initiative/mapme.biodiversity) - Efficient analysis of spatial biodiversity datasets for global portfolios.[39m
[38;5;12m- [39m[38;5;14m[1mspatialEco[0m[38;5;12m (https://github.com/jeffreyevans/spatialEco) - R package for spatial analysis and modelling of ecological systems.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBiodiverse[0m[38;5;12m [39m[38;5;12m(https://github.com/shawnlaffan/biodiverse)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mspatial[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdiversity[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mindices[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mtaxonomic,[39m[38;5;12m [39m[38;5;12mphylogenetic,[39m[38;5;12m [39m[38;5;12mtrait[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmatrix-based[39m[38;5;12m [39m[38;5;12mrelationships,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mrelated[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemporal[39m[38;5;12m [39m
[38;5;12mvariations.[39m
[38;5;12m- [39m[38;5;14m[1mNaturtag[0m[38;5;12m (https://github.com/pyinat/naturtag) - A tool for nature photographers that adds useful metadata to describe the organisms in your photos.[39m
[38;5;12m- [39m[38;5;14m[1mIUCNN[0m[38;5;12m (https://github.com/IUCNN/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.[39m
[38;5;12m- [39m[38;5;14m[1mIPT[0m[38;5;12m (https://github.com/gbif/ipt) - Global Biodiversity Information Facility and used to publish and share biodiversity datasets through the GBIF network. [39m
[38;5;12m- [39m[38;5;14m[1menmSdmX[0m[38;5;12m (https://github.com/adamlilith/enmSdmX) - A set of tools in R for implementing species distribution models and ecological niche models.[39m
[38;5;12m- [39m[38;5;14m[1msdmTMB[0m[38;5;12m (https://github.com/pbs-assess/sdmTMB/) - An R package that fits spatial and spatiotemporal predictive-processes for species distribution models.[39m
[38;5;12m- [39m[38;5;14m[1mENMwizard[0m[38;5;12m (https://github.com/HemingNM/ENMwizard) - Advanced Tecniques for Ecological Niche Modeling Made Easy.[39m
[38;5;12m- [39m[38;5;14m[1mflexsdm[0m[38;5;12m (https://github.com/sjevelazco/flexsdm) - Useful tools for constructing species distribution models.[39m
[38;5;12m- [39m[38;5;14m[1mDarwin Core[0m[38;5;12m (https://github.com/tdwg/dwc) - Standard for sharing of information about biological diversity.[39m
[38;5;12m- [39m[38;5;14m[1miNaturalist[0m[38;5;12m (https://github.com/inaturalist/inaturalist) - Helps you identify the plants and animals around you.[39m
[38;5;12m- [39m[38;5;14m[1mpyinaturalist[0m[38;5;12m (https://github.com/pyinat/pyinaturalist) - Python client for iNaturalist, a community science platform that helps people get involved in the natural world by observing and identifying the living things around them.[39m
[38;5;12m- [39m[38;5;14m[1miNaturalistReactNative[0m[38;5;12m (https://github.com/inaturalist/iNaturalistReactNative) - Official iNaturalist client written in React Native that will eventually replace our existing iOS and Android apps.[39m
[38;5;12m- [39m[38;5;14m[1mTaxonWorks[0m[38;5;12m (https://github.com/SpeciesFileGroup/taxonworks) - An integrated web-based workbench for taxonomists and biodiversity scientists.[39m
[38;5;12m- [39m[38;5;14m[1mENMTML[0m[38;5;12m (https://github.com/andrefaa/ENMTML) - An R package for an integrated construction of Ecological Niche Models.[39m
[38;5;12m- [39m[38;5;14m[1mbdc[0m[38;5;12m (https://github.com/brunobrr/bdc) - A toolkit for standardizing, integrating, and cleaning biodiversity data.[39m
[38;5;12m- [39m[38;5;14m[1mWallace[0m[38;5;12m (https://github.com/wallaceEcoMod/wallace) - A modular platform for reproducible modeling of species niches and distributions, written in R.[39m
[38;5;12m- [39m[38;5;14m[1mENMeval[0m[38;5;12m (https://github.com/jamiemkass/ENMeval) - R package for automated runs and evaluations of ecological niche models.[39m
[38;5;12m- [39m[38;5;14m[1mBioDiversityHub BC[0m[38;5;12m (https://github.com/bcgov/biohubbc) - The source of British Columbia's species inventory data.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Names Verifier[0m[38;5;12m (https://github.com/gnames/gnverifier) - Verifies scientific names against more than 100 biodiversity databases.[39m
[38;5;12m- [39m[38;5;14m[1mDISPLACE_GUI[0m[38;5;12m (https://github.com/frabas/DISPLACE_GUI) - A Scientific Research Software for Spatial Fisheries and Natural Resource Management.[39m
[38;5;12m- [39m[38;5;14m[1mGBIF Alert[0m[38;5;12m (https://github.com/riparias/gbif-alert) - A GBIF-based early alert system for invasive species.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mpython-dwca-reader[0m[38;5;12m [39m[38;5;12m(https://github.com/BelgianBiodiversityPlatform/python-dwca-reader)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mread[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mparse[39m[38;5;12m [39m[38;5;12mDarwin[39m[38;5;12m [39m[38;5;12mCore[39m[38;5;12m [39m[38;5;12mArchive[39m[38;5;12m [39m[38;5;12m(DwC-A)[39m[38;5;12m [39m[38;5;12mfiles,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mproduced[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mGBIF[39m[38;5;12m [39m[38;5;12mwebsite,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mIPT[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmany[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m
[38;5;12minformatics[39m[38;5;12m [39m[38;5;12mtools.[39m
[38;5;12m- [39m[38;5;14m[1mBirdNET-Analyzer[0m[38;5;12m (https://github.com/kahst/BirdNET-Analyzer) - A deep learning solution for avian diversity monitoring.[39m
[38;5;12m- [39m[38;5;14m[1mspecify7[0m[38;5;12m (https://github.com/specify/specify7) - A biological collections data management platform.[39m
[38;5;12m- [39m[38;5;14m[1mgbifdb[0m[38;5;12m (https://github.com/ropensci/gbifdb) - Provide a relational database interface to a parquet based serializations of gbif's AWS snapshots of its public data.[39m
[38;5;12m- [39m[38;5;14m[1mdiversitree[0m[38;5;12m (https://github.com/richfitz/diversitree) - Includes a number of comparative phylogenetic methods, mostly focussing on analysing diversification and character evolution.[39m
[38;5;12m- [39m[38;5;14m[1mrmangal[0m[38;5;12m (https://github.com/ropensci/rmangal) - Retrieve and explore data from the ecological interactions database MANGAL.[39m
[38;5;12m- [39m[38;5;14m[1mEcoReleve[0m[38;5;12m (https://gitlab.com/natural-solutions/reneco/ecoreleve-data) - A free and open source biodiversity data entry software.[39m
[38;5;12m- [39m[38;5;14m[1mSpeciesDistributionToolkit[0m[38;5;12m (https://github.com/PoisotLab/SpeciesDistributionToolkit.jl) - A collection of Julia packages forming a toolkit meant to deal with species distribution data.[39m
[38;5;12m- [39m[38;5;14m[1mtidysdm[0m[38;5;12m (https://github.com/EvolEcolGroup/tidysdm) -  A Species Distribution Models in R.[39m
[38;5;12m- [39m[38;5;14m[1mGeoNature-citizen[0m[38;5;12m (https://github.com/PnX-SI/GeoNature-citizen) - A free and Open Source web solution for citizen science projects for biodiversity data collection.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mgalah[0m[38;5;12m [39m[38;5;12m(https://github.com/AtlasOfLivingAustralia/galah-R)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12minterface[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mhosted[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mliving[39m[38;5;12m [39m[38;5;12matlases;[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12morganisations[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mshare[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcommon[39m[38;5;12m [39m[38;5;12mcodebase,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mact[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mnodes[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mGlobal[39m[38;5;12m [39m[38;5;12mBiodiversity[39m[38;5;12m [39m[38;5;12mInformation[39m
[38;5;12mFacility.[39m
[38;5;12m- [39m[38;5;14m[1melapid[0m[38;5;12m (https://github.com/earth-chris/elapid) - Species distribution modeling tools, including a python implementation of Maxent.[39m
[38;5;12m- [39m[38;5;14m[1mReMobidyc[0m[38;5;12m (https://github.com/ReMobidyc/ReMobidyc) - A multi-agent simulator for individual-based modeling in population dynamics and ecotoxicology.[39m
[38;5;12m- [39m[38;5;14m[1mTSX[0m[38;5;12m (https://github.com/nesp-tsr3-1/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.[39m
[38;5;12m- [39m[38;5;14m[1mvak[0m[38;5;12m (https://github.com/vocalpy/vak) - A neural network framework for animal acoustic communication and bioacoustics.[39m
[38;5;12m- [39m[38;5;14m[1mscikit-maad[0m[38;5;12m (https://github.com/scikit-maad/scikit-maad) - Enables quantitative analysis of environmental audio, offering tools for processing, segmenting, and computing acoustic features.[39m
[38;5;12m- [39m[38;5;14m[1mSMBD[0m[38;5;12m (https://github.com/ioos/bio_data_guide) - Facilitate a community of practice for aligning marine biological data to Darwin Core for sharing to Ocean Biodiversity Information System (OBIS).[39m
[38;5;12m- [39m[38;5;14m[1mDiversity.jl[0m[38;5;12m (https://github.com/EcoJulia/Diversity.jl) - Provides functionality for measuring alpha, beta and gamma diversity of metacommunities (e.g. ecosystems) and their constituent subcommunities.[39m
[38;5;12m- [39m[38;5;14m[1mentropart[0m[38;5;12m (https://github.com/EricMarcon/entropart) - An R package that provides functions to calculate alpha, beta and gamma diversity of communities, including phylogenetic and functional diversity.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mportalcasting[0m[38;5;12m [39m[38;5;12m(https://github.com/weecology/portalcasting)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12mdeployment,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mevaluation[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12mhow[39m[38;5;12m [39m[38;5;12mecological[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12mtime,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfocus[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mwidely[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mlong-term[39m[38;5;12m [39m[38;5;12mstudy[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mmammal[39m[38;5;12m [39m[38;5;12mpopulation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcommunity[39m[38;5;12m [39m[38;5;12mdynamics.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSoundscape[0m[38;5;12m (https://github.com/kitzeslab/opensoundscape) - A free and open source Python utility library analyzing bioacoustic data.[39m
[38;5;12m- [39m[38;5;14m[1mwildRtrax[0m[38;5;12m (https://github.com/ABbiodiversity/wildRtrax) - An R package for environmental sensor data management and analytics.[39m
[38;5;12m- [39m[38;5;14m[1mSSDM[0m[38;5;12m (https://github.com/sylvainschmitt/SSDM) - A package to map species richness and endemism based on stacked species distribution models.[39m
[38;5;12m- [39m[38;5;14m[1mrotl[0m[38;5;12m (https://github.com/ropensci/rotl) - An R package to interact with the Open Tree of Life data APIs.[39m
[38;5;12m- [39m[38;5;14m[1mCoordinateCleaner[0m[38;5;12m (https://github.com/ropensci/CoordinateCleaner) - Automated flagging of common spatial and temporal errors in biological and palaeontological collection data, for the use in conservation, ecology and palaeontology.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mbiomod2[0m[38;5;12m [39m[38;5;12m(https://github.com/biomodhub/biomod2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcomputer[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mensemble[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12mdistributions,[39m[38;5;12m [39m[38;5;12menabling[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtreatment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mrange[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmethodological[39m[38;5;12m [39m[38;5;12muncertainties[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mexamination[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mspecies-environment[39m[38;5;12m [39m[38;5;12mrelationships.[39m
[38;5;12m- [39m[38;5;14m[1mENMTools[0m[38;5;12m (https://github.com/danlwarren/ENMTools) - This package implements various tests, visualizations, and metrics for use with environmental niche models (ENMs) and species distribution models (SDMs).[39m
[38;5;12m- [39m[38;5;14m[1made4[0m[38;5;12m (https://github.com/sdray/ade4) - Analysis of Ecological Data for Exploratory and Euclidean Methods in Environmental Sciences.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mletsR[0m[38;5;12m [39m[38;5;12m(https://github.com/macroecology/letsR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAllow[39m[38;5;12m [39m[38;5;12musers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbuild[39m[38;5;12m [39m[38;5;12mpresence-absence[39m[38;5;12m [39m[38;5;12mmatrices,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mprimary[39m[38;5;12m [39m[38;5;12manalytical[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mmacroecology,[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mspecies'[39m[38;5;12m [39m[38;5;12mgeographical[39m[38;5;12m [39m[38;5;12mdistributions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmerge[39m[38;5;12m [39m[38;5;12mthem[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mspecies'[39m[38;5;12m [39m[38;5;12mtraits,[39m[38;5;12m [39m[38;5;12mconservation[39m[38;5;12m [39m
[38;5;12minformation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mspatial[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mlayers.[39m
[38;5;12m- [39m[38;5;14m[1mspOccupancy[0m[38;5;12m (https://github.com/doserjef/spOccupancy) - Fits single-species, multi-species, and integrated spatial occupancy models using Markov Chain Monte Carlo.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTrenchR[0m[38;5;12m [39m[38;5;12m(https://github.com/trenchproject/TrenchR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mFacilitates[39m[38;5;12m [39m[38;5;12mmicroclimate[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mtranslate[39m[38;5;12m [39m[38;5;12mweather[39m[38;5;12m [39m[38;5;12mstation[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mconditions[39m[38;5;12m [39m[38;5;12mexperienced[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12morganisms[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mbiophysical[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mpredict[39m[38;5;12m [39m[38;5;12morganismal[39m[38;5;12m [39m[38;5;12mbody[39m[38;5;12m [39m
[38;5;12mtemperatures[39m[38;5;12m [39m[38;5;12mgiven[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mconditions.[39m
[38;5;12m- [39m[38;5;14m[1mNicheMapR[0m[38;5;12m (https://github.com/mrke/NicheMapR) - Modelling the thermodynamic constraints on life.[39m
[38;5;12m- [39m[38;5;14m[1mD-EcoImpact[0m[38;5;12m (https://github.com/Deltares/D-EcoImpact) - A Python based kernel to perform spatialenvironmental impact assessment.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBionomia[0m[38;5;12m [39m[38;5;12m(https://github.com/bionomia/bionomia)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mParse[39m[38;5;12m [39m[38;5;12mpeople[39m[38;5;12m [39m[38;5;12mnames[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m[38;5;12moccurrence[39m[38;5;12m [39m[38;5;12mdata,[39m[38;5;12m [39m[38;5;12mapply[39m[38;5;12m [39m[38;5;12mbasic[39m[38;5;12m [39m[38;5;12mregular[39m[38;5;12m [39m[38;5;12mexpressions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mheuristics[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdisambiguate[39m[38;5;12m [39m[38;5;12mthem,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mthese[39m[38;5;12m [39m[38;5;12moccurrence[39m[38;5;12m [39m[38;5;12mrecords[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mentities[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m
[38;5;12mclaimed[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mpeople[39m[38;5;12m [39m[38;5;12mvia[39m[38;5;12m [39m[38;5;12mORCID.[39m
[38;5;12m- [39m[38;5;14m[1mDigiVol[0m[38;5;12m (https://github.com/AtlasOfLivingAustralia/volunteer-portal) - Harness the power of online volunteers to digitise biodiversity data that is locked up in biodiversity collections, field notebooks and survey sheets.[39m
[38;5;12m- [39m[38;5;14m[1mibis.iSDM[0m[38;5;12m (https://github.com/iiasa/ibis.iSDM) - Provides a series of convenience functions to fit integrated Species Distribution Models.[39m
[38;5;12m- [39m[38;5;14m[1mbaRulho[0m[38;5;12m (https://github.com/maRce10/baRulho) - An R package to quantify habitat-induced degradation of (animal) acoustic signals.[39m

[38;2;255;187;0m[4mConservation and Restoration[0m
[38;5;12m- [39m[38;5;14m[1mforestatrisk[0m[38;5;12m (https://github.com/ghislainv/forestatrisk) - A Python package to model and forecast the risk of deforestation.[39m
[38;5;12m- [39m[38;5;14m[1mworldpa[0m[38;5;12m (https://github.com/FRBCesab/worldpa) - R interface to the World Database on Protected Areas.[39m
[38;5;12m- [39m[38;5;14m[1mpywdpa[0m[38;5;12m (https://github.com/ghislainv/pywdpa) - Python interface to the World Database on Protected Areas.[39m
[38;5;12m- [39m[38;5;14m[1mwdpar[0m[38;5;12m (https://github.com/prioritizr/wdpar) - R Interface to the World Database on Protected Areas.[39m
[38;5;12m- [39m[38;5;14m[1mPlant-for-the-Planet[0m[38;5;12m (https://github.com/Plant-for-the-Planet-org/planet-webapp) - Allows you to plant trees with over 100 reforestation projects around the world.[39m
[38;5;12m- [39m[38;5;14m[1mTree Mapper App[0m[38;5;12m (https://github.com/Plant-for-the-Planet-org/treemapper) - Tree Mapper extends the Plant-for-the-Planet App and allows on site coordinate submission during plantation.[39m
[38;5;12m- [39m[38;5;14m[1mContinuous Reforestation[0m[38;5;12m (https://github.com/protontypes/continuous-reforestation) - A GitHub Action for planting trees within your development workflow using the Reforestation as a Service (RaaS) API developed by DigitalHumani.[39m
[38;5;12m- [39m[38;5;14m[1mforestatrisk[0m[38;5;12m (https://github.com/ghislainv/forestatrisk-tropics) - Modelling and forecasting deforestation in the tropics.[39m
[38;5;12m- [39m[38;5;14m[1mTree Tracker[0m[38;5;12m (https://github.com/protect-earth/tree-tracker-ios) - Used by people who plant trees so they don't have to manually type coordinates with pictures they took.[39m
[38;5;12m- [39m[38;5;14m[1mFSDL Deforestation Detection[0m[38;5;12m (https://github.com/karthikraja95/fsdl_deforestation_detection) - A deep learning approach to detecting deforestation risk, using satellite images and a deep learning model.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Reforestation Opportunity Assessment[0m[38;5;12m (https://github.com/forc-db/GROA) - Quantify carbon sequestration in naturally regenerating forests around the world.[39m
[38;5;12m- [39m[38;5;14m[1mEU forest tree point data[0m[38;5;12m (https://gitlab.com/openlandmap/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. [39m
[38;5;12m- [39m[38;5;14m[1mTreetracker[0m[38;5;12m (https://github.com/Greenstand/treetracker-android) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mgfcanalysis[0m[38;5;12m (https://github.com/azvoleff/gfcanalysis) - Tools for working with Global Forest Change dataset.[39m
[38;5;12m- [39m[38;5;14m[1mCalifornia Forest Observatory[0m[38;5;12m (https://github.com/forestobservatory/cfo-api) - Python wrappers for accessing Forest Observatory data via the Salo API.[39m
[38;5;12m- [39m[38;5;14m[1mprioritizr[0m[38;5;12m (https://github.com/prioritizr/prioritizr) - Uses mixed integer linear programming techniques to provide a flexible interface for building and solving conservation planning problems.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEcoSISTEM.jl[0m[38;5;12m [39m[38;5;12m(https://github.com/EcoJulia/EcoSISTEM.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mJulia[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12mfunctionality[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msimulating[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12mundergoing[39m[38;5;12m [39m[38;5;12mdynamic[39m[38;5;12m [39m[38;5;12mbiological[39m[38;5;12m [39m[38;5;12mprocesses[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mbirth,[39m[38;5;12m [39m[38;5;12mdeath,[39m[38;5;12m [39m[38;5;12mcompetition[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdispersal,[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m
[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mchanges[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhabitat.[39m
[38;5;12m- [39m[38;5;14m[1moneimpact[0m[38;5;12m (https://github.com/NINAnor/oneimpact) - Provides tools for the assessment of cumulative impacts of multiple infrastructure and land use modifications in ecological studies.[39m
[38;5;12m- [39m[38;5;14m[1mgrainscape[0m[38;5;12m (https://github.com/achubaty/grainscape) - Efficient Modelling of Landscape Connectivity, Habitat, and Protected Area Networks.[39m
[38;5;12m- [39m[38;5;14m[1mrestoptr[0m[38;5;12m (https://github.com/dimitri-justeau/restoptr) - Aims to identify priority areas for restoration efforts using optimization algorithms.[39m
[38;5;12m- [39m[38;5;14m[1mADRIA.jl[0m[38;5;12m (https://github.com/open-AIMS/ADRIA.jl) -  A multi-criteria decision support platform for informing reef restoration and adaptation interventions.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mlterdatasampler[0m[38;5;12m [39m[38;5;12m(https://github.com/lter/lterdatasampler)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvide[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mcommunity,[39m[38;5;12m [39m[38;5;12mpolicy[39m[38;5;12m [39m[38;5;12mmakers,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msociety[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mknowledge[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpredictive[39m[38;5;12m [39m[38;5;12munderstanding[39m[38;5;12m [39m[38;5;12mnecessary[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mconserve,[39m[38;5;12m [39m[38;5;12mprotect,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmanage[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mnation's[39m[38;5;12m [39m
[38;5;12mecosystems,[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mbiodiversity,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mservices[39m[38;5;12m [39m[38;5;12mthey[39m[38;5;12m [39m[38;5;12mprovide.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mHalf[0m[38;5;14m[1m [0m[38;5;14m[1mEarth[0m[38;5;12m [39m[38;5;12m(https://github.com/Vizzuality/half-earth-v3)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minteractive[39m[38;5;12m [39m[38;5;12msummary[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mprogress[39m[38;5;12m [39m[38;5;12mtoward[39m[38;5;12m [39m[38;5;12mHalf-Earth[39m[38;5;12m [39m[38;5;12mgoal,[39m[38;5;12m [39m[38;5;12moffered[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mcontextualise[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mdatasets[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mbiodiversity,[39m[38;5;12m [39m[38;5;12mhuman[39m[38;5;12m [39m[38;5;12mencroachment,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mprotection.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mtrack2KBA[0m[38;5;12m [39m[38;5;12m(https://github.com/BirdLifeInternational/track2kba)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mcomprised[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mfunctions[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mfacilitate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12midentification[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mareas[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mimportance[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mbiodiversity,[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mKey[39m[38;5;12m [39m[38;5;12mBiodiversity[39m[38;5;12m [39m[38;5;12mAreas[39m[38;5;12m [39m[38;5;12m(KBAs),[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m
[38;5;12mindividual[39m[38;5;12m [39m[38;5;12mtracking[39m[38;5;12m [39m[38;5;12mdata.[39m
[38;5;12m- [39m[38;5;14m[1moceandatr[0m[38;5;12m (https://github.com/emlab-ucsb/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.[39m

[38;2;255;187;0m[4mForest Observation and Management[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mECOSTRESS[0m[38;5;12m [39m[38;5;12m(https://ecostress.jpl.nasa.gov/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mimages[39m[38;5;12m [39m[38;5;12macquired[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mECOSTRESS[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmost[39m[38;5;12m [39m[38;5;12mdetailed[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12mimages[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mever[39m[38;5;12m [39m[38;5;12macquired[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mspace[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmeasure[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mindividual[39m[38;5;12m [39m[38;5;12mfarmers[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12mplants.[39m
[38;5;12m- [39m[38;5;14m[1mtreeseg[0m[38;5;12m (https://github.com/apburt/treeseg/) - Developed to near-automatically extract tree-level point clouds from high-density larger-area lidar point clouds acquired in forests.[39m
[38;5;12m- [39m[38;5;14m[1mfgeo[0m[38;5;12m (https://github.com/forestgeo/fgeo) - Analyze forest diversity and dynamics.[39m
[38;5;12m- [39m[38;5;14m[1mSEPAL[0m[38;5;12m (https://github.com/openforis/sepal) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mForest Carbon database[0m[38;5;12m (https://github.com/forc-db/ForC) - Global Forest Carbon Database.[39m
[38;5;12m- [39m[38;5;14m[1mTreeLS[0m[38;5;12m (https://github.com/tiagodc/TreeLS) - High performance R functions for forest data processing based on Terrestrial Laser Scanning (but not only) point clouds.[39m
[38;5;12m- [39m[38;5;14m[1mTreeQSM[0m[38;5;12m (https://github.com/InverseTampere/TreeQSM) - Quantitative Structure Models of Single Trees from Laser Scanner Data.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Forest Watch[0m[38;5;12m (https://github.com/wri/gfw) - An online, global and near real-time forest monitoring tool.[39m
[38;5;12m- [39m[38;5;14m[1mgfw-mapbuilder[0m[38;5;12m (https://github.com/wri/gfw-mapbuilder) - A library to build custom Forest Atlas web applications.[39m
[38;5;12m- [39m[38;5;14m[1mlidR[0m[38;5;12m (https://github.com/r-lidar/lidR) - An R package for airborne LiDAR data manipulation and visualization for forestry application.[39m
[38;5;12m- [39m[38;5;14m[1mDigital Forestry Toolbox[0m[38;5;12m (https://github.com/mparkan/Digital-Forestry-Toolbox) - A collection of digital forestry tools for Matlab/Octave.[39m
[38;5;12m- [39m[38;5;14m[1mpyfor[0m[38;5;12m (https://github.com/brycefrank/pyfor) - Tools for analyzing aerial point clouds of forest data.[39m
[38;5;12m- [39m[38;5;14m[1mDeepForest[0m[38;5;12m (https://github.com/weecology/DeepForest) - Python Package for Tree Crown Detection in Airborne RGB imagery.[39m
[38;5;12m- [39m[38;5;14m[1mNeonTreeEvaluation[0m[38;5;12m (https://github.com/weecology/NeonTreeEvaluation) - Benchmark dataset for tree detection for airborne RGB, Hyperspectral and LIDAR imagery.[39m
[38;5;12m- [39m[38;5;14m[1mcanopyLazR[0m[38;5;12m (https://github.com/akamoske/canopyLazR) - An R package that estimates leaf area density and leaf area index from airborne LiDAR point clouds.[39m
[38;5;12m- [39m[38;5;14m[1mforestlas[0m[38;5;12m (https://github.com/philwilkes/forestlas) - Code for generating metrics of forest vertical structure from airborne LiDAR data.[39m
[38;5;12m- [39m[38;5;14m[1mOpenTreeMap[0m[38;5;12m (https://github.com/OpenTreeMap/otm-core) - A collaborative platform for crowdsourced tree inventory, ecosystem services calculations, urban forestry analysis and community engagement.[39m
[38;5;12m- [39m[38;5;14m[1mDeepTreeAttention[0m[38;5;12m (https://github.com/weecology/DeepTreeAttention) - Hyperspectral Image Classification with Attention Aided CNNs.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSimRoot[0m[38;5;12m (https://gitlab.com/rootmodels/OpenSimRoot) - Source code for simulating root architecture, nutrient and water uptake and more.[39m
[38;5;12m- [39m[38;5;14m[1mforestmangr[0m[38;5;12m (https://github.com/sollano/forestmangr) - An R package for forest mensuration and management.[39m
[38;5;12m- [39m[38;5;14m[1mFATES[0m[38;5;12m (https://github.com/NGEET/fates) - A cohort model of vegetation competition and co-existence, allowing a representation of the biosphere which accounts for the division of the land surface into successional stages.[39m
[38;5;12m- [39m[38;5;14m[1mDetecTree[0m[38;5;12m (https://github.com/martibosch/detectree) - A Pythonic library to classify tree/non-tree pixels from aerial imagery.[39m
[38;5;12m- [39m[38;5;14m[1mSentinel-Tree-Cover[0m[38;5;12m (https://github.com/wri/sentinel-tree-cover) - This project maps tree extent at the ten-meter scale using open source artificial intelligence and satellite imagery.[39m
[38;5;12m- [39m[38;5;14m[1mBioverse Labs[0m[38;5;12m (https://github.com/Bioverse-Labs/deep-learning) - Python scripts using usual frameworks in Deep Learning for pattern recognition on forest environments.[39m
[38;5;12m- [39m[38;5;14m[1mrGEDI[0m[38;5;12m (https://github.com/carlos-alberto-silva/rGEDI) - An R Package for NASA's Global Ecosystem Dynamics Investigation (GEDI) Data Visualization and Processing.[39m
[38;5;12m- [39m[38;5;14m[1mdetectreeRGB[0m[38;5;12m (https://github.com/shmh40/detectreeRGB) - Tree crown delineation from RGB imagery, coupled with methods to delineate tree crowns from LiDAR data.[39m
[38;5;12m- [39m[38;5;14m[1mForesToolboxRS[0m[38;5;12m (https://github.com/ytarazona/ForesToolboxRS) - Remote Sensing Tools for Forest Monitoring.[39m
[38;5;12m- [39m[38;5;14m[1mGieß den Kiez[0m[38;5;12m (https://github.com/technologiestiftung/giessdenkiez-de) - Enable coordinated citizen participation in the irrigation of urban trees.[39m
[38;5;12m- [39m[38;5;14m[1mForest Structural Complexity Tool[0m[38;5;12m (https://github.com/SKrisanski/FSCT) - Allowing plot scale measurements to be extracted automatically from most high-resolution forest point clouds from a variety of sensor sources.[39m
[38;5;12m- [39m[38;5;14m[1mForest Scenario Planner[0m[38;5;12m (https://github.com/Ecotrust/forestplanner) - An online tool for forest management scenario planning.[39m
[38;5;12m- [39m[38;5;14m[1mspanner[0m[38;5;12m (https://github.com/bi0m3trics/spanner) - Utilities to support landscape-, forest-, and tree-related data collection, manipulation, analysis, modelling, and visualization. [39m
[38;5;12m- [39m[38;5;14m[1mForestTools[0m[38;5;12m (https://github.com/andrew-plowright/ForestTools) - Detect and segment individual tree from remotely sensed data.[39m
[38;5;12m- [39m[38;5;14m[1mrFIA[0m[38;5;12m (https://github.com/hunter-stanke/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.[39m
[38;5;12m- [39m[38;5;14m[1mForest Vegetation Simulator[0m[38;5;12m (https://github.com/USDAForestService/ForestVegetationSimulator) - A family of individual-tree, distance-independent, forest growth simulation models.[39m
[38;5;12m- [39m[38;5;14m[1mPYFOREST[0m[38;5;12m (https://github.com/cp-PYFOREST/Land-Use-Assessment) - Informing Forest Conservation Regulations in Paraguay.[39m
[38;5;12m- [39m[38;5;14m[1mDetectree2[0m[38;5;12m (https://github.com/PatBall1/detectree2) - Automatic tree crown delineation based on the Detectron2 implementation of Mask R-CNN.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mallometric[0m[38;5;12m [39m[38;5;12m(https://github.com/allometric/allometric)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThousands[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mallometric[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mexist[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtechnical[39m[38;5;12m [39m[38;5;12mforestry[39m[38;5;12m [39m[38;5;12mliterature,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mallometric[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12marchiving[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12mvast[39m[38;5;12m [39m[38;5;12marray[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m
[38;5;12mrobust[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mstructured[39m[38;5;12m [39m[38;5;12mformat.[39m
[38;5;12m- [39m[38;5;14m[1m3D Forest[0m[38;5;12m (https://github.com/VUKOZ-OEL/3d-forest) - Visualization, processing and analysis of Lidar point clouds, mainly focused on forest environment.[39m
[38;5;12m- [39m[38;5;14m[1mdatazoom.amazonia[0m[38;5;12m (https://github.com/datazoompuc/datazoom.amazonia) - Facilitates access to official Brazilian Amazon data, including agriculture, deforestation, production.[39m
[38;5;12m- [39m[38;5;14m[1msgsR[0m[38;5;12m (https://github.com/tgoodbody/sgsR) - A structurally guided sampling toolbox for LiDAR-based forest inventories.[39m
[38;5;12m- [39m[38;5;14m[1mr3PG[0m[38;5;12m (https://github.com/trotsiuk/r3PG) - An R package for forest growth simulation using the 3-PG process-based model.[39m
[38;5;12m- [39m[38;5;14m[1mOur Forests Tomorrow[0m[38;5;12m (https://github.com/developmentseed/our-forests-tomorrow) - Visualizing European forests future.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mA[0m[38;5;14m[1m [0m[38;5;14m[1mhigh-resolution[0m[38;5;14m[1m [0m[38;5;14m[1mcanopy[0m[38;5;14m[1m [0m[38;5;14m[1mheight[0m[38;5;14m[1m [0m[38;5;14m[1mmodel[0m[38;5;14m[1m [0m[38;5;14m[1mof[0m[38;5;14m[1m [0m[38;5;14m[1mthe[0m[38;5;14m[1m [0m[38;5;14m[1mEarth[0m[38;5;12m [39m[38;5;12m(https://github.com/langnico/global-canopy-height-model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mestimates[39m[38;5;12m [39m[38;5;12mcanopy[39m[38;5;12m [39m[38;5;12mtop[39m[38;5;12m [39m[38;5;12mheight[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mevery[39m[38;5;12m [39m[38;5;12mSentinel-2[39m[38;5;12m [39m[38;5;12mimage[39m[38;5;12m [39m[38;5;12mpixel[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwas[39m[38;5;12m [39m[38;5;12mtrained[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12msparse[39m[38;5;12m [39m[38;5;12mGEDI[39m[38;5;12m [39m[38;5;12mLIDAR[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m
[38;5;12mreference.[39m
[38;5;12m- [39m[38;5;14m[1mmedfate[0m[38;5;12m (https://github.com/emf-creaf/medfate) - Functions to simulate Mediterranean forest functioning and dynamics using cohort-based description of vegetation.[39m
[38;5;12m- [39m[38;5;14m[1mOpenTrees.org[0m[38;5;12m (https://github.com/stevage/OpenTrees) - A data visualisation of millions of publicly maintained trees around the world.[39m
[38;5;12m- [39m[38;5;14m[1mSeedlot Selection Tool[0m[38;5;12m (https://github.com/consbio/seedlot-selection-tool) - A GIS mapping program designed to help forest managers match seedlots with planting sites based on climatic information.[39m
[38;5;12m- [39m[38;5;14m[1mForestGapR[0m[38;5;12m (https://github.com/carlos-alberto-silva/ForestGapR) - An R Package for Airborne Laser Scanning-derived Tropical Forest Gaps Analysis.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCBM-CFS3[0m[38;5;12m [39m[38;5;12m(https://github.com/cat-cfs/libcbm_py)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mCarbon[39m[38;5;12m [39m[38;5;12mBudget[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mCanadian[39m[38;5;12m [39m[38;5;12mForest[39m[38;5;12m [39m[38;5;12mSector[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12maspatial,[39m[38;5;12m [39m[38;5;12mstand-[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mlandscape-level[39m[38;5;12m [39m[38;5;12mmodelling[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12minternational[39m[38;5;12m [39m[38;5;12mreporting[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mforest[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mbalance[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mCanada's[39m[38;5;12m [39m[38;5;12mmanaged[39m[38;5;12m [39m[38;5;12mforest.[39m
[38;5;12m- [39m[38;5;14m[1mFORTLS[0m[38;5;12m (https://github.com/Molina-Valero/FORTLS) - Detect and segment individual tree from remotely sensed data.[39m
[38;5;12m- [39m[38;5;14m[1mdplR[0m[38;5;12m (https://github.com/AndyBunn/dplR) - A package for R that performs tree-ring analyses such as detrending, chronology building, and crossdating.[39m
[38;5;12m- [39m[38;5;14m[1mLandR[0m[38;5;12m (https://github.com/PredictiveEcology/LandR/) - These models simulate forest vegetation dynamics based on LANDIS-II, and incorporate fire and insect disturbance, as well as other important ecological processes.[39m
[38;5;12m- [39m[38;5;14m[1mMangrove Atlas[0m[38;5;12m (https://github.com/Vizzuality/mangrove-atlas) - An online platform that provides the remote sensing data and tools for monitoring mangroves necessary for this.[39m
[38;5;12m- [39m[38;5;14m[1m3DFin[0m[38;5;12m (https://github.com/3DFin/3DFin) - A free software for automatic computation of tree parameters in terrestrial point clouds.[39m
[38;5;12m- [39m[38;5;14m[1mRprebasso[0m[38;5;12m (https://github.com/ForModLabUHel/Rprebasso) - Predict the growth and carbon balance of the forest ecosystem.[39m
[38;5;12m- [39m[38;5;14m[1mdfoliatR[0m[38;5;12m (https://github.com/chguiterman/dfoliatR) - Provide dendrochronologists with tools for identifying and analyzing the signatures of insect defoliators preserved in tree rings.[39m
[38;5;12m- [39m[38;5;14m[1mfellingdater[0m[38;5;12m (https://github.com/hanecakr/fellingdater) - A suite of functions designed to assist dendrochronologists in inferring estimates for felling dates, derived from dated tree-ring series.[39m

[38;2;255;187;0m[4mPlants and Vegetation[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpenPlantPathology[0m[38;5;12m [39m[38;5;12m(https://github.com/openplantpathology/OpenPlantPathology)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mOpen[39m[38;5;12m [39m[38;5;12mPlant[39m[38;5;12m [39m[38;5;12mPathology[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minitiative[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12msupports[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpromotes[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mspread[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mall[39m[38;5;12m [39m[38;5;12mopen,[39m[38;5;12m [39m[38;5;12mtransparent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mreproducible[39m[38;5;12m [39m[38;5;12mpractices[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mplant[39m[38;5;12m [39m
[38;5;12mpathology.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCRootBox[0m[38;5;12m [39m[38;5;12m(https://github.com/Plant-Root-Soil-Interactions-Modelling/CPlantBox)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mfocus[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mCRootBox[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mtypes[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mroot[39m[38;5;12m [39m[38;5;12marchitecture,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mgeneric[39m[38;5;12m [39m[38;5;12minterface[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcoupling[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12marbitrary[39m[38;5;12m [39m
[38;5;12msoil/environmental[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12me.g.,[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12morder[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdetermine[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mspecific[39m[38;5;12m [39m[38;5;12mroot[39m[38;5;12m [39m[38;5;12marchitectures[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mfunction.[39m
[38;5;12m- [39m[38;5;14m[1mPlantCV[0m[38;5;12m (https://github.com/danforthcenter/plantcv) - Plant phenotyping using computer vision.[39m
[38;5;12m- [39m[38;5;14m[1mDeep Plant Phenomics[0m[38;5;12m (https://github.com/p2irc/deepplantphenomics) - A platform for plant phenotyping using deep learning.[39m
[38;5;12m- [39m[38;5;14m[1mplant[0m[38;5;12m (https://github.com/traitecoevo/plant) - A package for modeling forest trait ecology and evolution.[39m
[38;5;12m- [39m[38;5;14m[1mmonitoring-ecosystem-resilience[0m[38;5;12m (https://github.com/alan-turing-institute/monitoring-ecosystem-resilience) - The focus is understanding vegetation patterns in semi-arid environments.[39m
[38;5;12m- [39m[38;5;14m[1mQuantitative Plant[0m[38;5;12m (https://www.quantitative-plant.org/) - A website presenting image analysis software tools and models for plants.[39m
[38;5;12m- [39m[38;5;14m[1mphenofit[0m[38;5;12m (https://github.com/eco-hydro/phenofit/) - A state-of-the-art remote sensing vegetation phenology extraction package.[39m
[38;5;12m- [39m[38;5;14m[1mrnpn[0m[38;5;12m (https://github.com/usa-npn/rnpn) - R client for interacting with the USA National Phenology Network data web services.[39m
[38;5;12m- [39m[38;5;14m[1mphotosynthesis[0m[38;5;12m (https://github.com/cdmuir/photosynthesis) - An R package with modeling tools for C3 photosynthesis, as well as analytical tools for curve-fitting plant ecophysiology responses.[39m
[38;5;12m- [39m[38;5;14m[1mphenor[0m[38;5;12m (https://github.com/bluegreen-labs/phenor) - The framework leverages measurements of vegetation phenology from four common phenology observation datasets combined with global retrospective and projected climate data.[39m
[38;5;12m- [39m[38;5;14m[1mRBIEN[0m[38;5;12m (https://github.com/bmaitner/RBIEN) - Tools for accessing the Botanical Information and Ecology Network database.[39m
[38;5;12m- [39m[38;5;14m[1mrWCVP[0m[38;5;12m (https://github.com/matildabrown/rWCVP) - A package for accessing and using plant name and distribution data from the World Checklist of Vascular Plants.[39m
[38;5;12m- [39m[38;5;14m[1mkewr[0m[38;5;12m (https://github.com/barnabywalker/kewr) - Meant to make accessing data from one of Royal Botanic Gardenn Kew easier and to provide a consistent interface their public APIs.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPlants[0m[38;5;14m[1m [0m[38;5;14m[1mof[0m[38;5;14m[1m [0m[38;5;14m[1mthe[0m[38;5;14m[1m [0m[38;5;14m[1mWorld[0m[38;5;14m[1m [0m[38;5;14m[1mOnline[0m[38;5;12m [39m[38;5;12m(https://github.com/RBGKew/powop)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12minternational[39m[38;5;12m [39m[38;5;12mcollaborative[39m[38;5;12m [39m[38;5;12mprogramme[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mhas[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mprimary[39m[38;5;12m [39m[38;5;12maim[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12mdigitized[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld's[39m[38;5;12m [39m[38;5;12mflora[39m[38;5;12m [39m[38;5;12mgathered[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpast[39m[38;5;12m [39m[38;5;12m250[39m[38;5;12m [39m[38;5;12myears[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mbotanical[39m[38;5;12m [39m
[38;5;12mexploration[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mresearch.[39m
[38;5;12m- [39m[38;5;14m[1mdvm-dos-tem[0m[38;5;12m (https://github.com/uaf-arctic-eco-modeling/dvm-dos-tem) - A process based Dynamic Vegetation, Dynamic Organic Soil, Terrestrial Ecosystem Model.[39m
[38;5;12m- [39m[38;5;14m[1mblsp[0m[38;5;12m (https://github.com/ncsuSEAL/Bayesian_LSP) - A Bayesian hierarchical model that quantifies long-term annual land surface phenology from sparse time series of vegetation indices.[39m
[38;5;12m- [39m[38;5;14m[1maustraits[0m[38;5;12m (https://github.com/traitecoevo/austraits) - R package for accessing the AusTraits Plant database, an open-source, harmonized database of Australian plant trait data.[39m
[38;5;12m- [39m[38;5;14m[1mvegperiod[0m[38;5;12m (https://github.com/rnuske/vegperiod/) - Provides methods to calculate climatological or thermal growing seasons solely based on daily mean temperatures and the day of the year.[39m
[38;5;12m- [39m[38;5;14m[1mpyrealm[0m[38;5;12m (https://github.com/ImperialCollegeLondon/pyrealm) - Providing an integrated toolbox for modelling plant productivity, growth and demography using Python.[39m
[38;5;12m- [39m[38;5;14m[1mrsofun[0m[38;5;12m (https://github.com/geco-bern/rsofun) - R framework for site-scale simulations of ecosystem processes.[39m
[38;5;12m- [39m[38;5;14m[1mBioCro[0m[38;5;12m (https://github.com/biocro/biocro) - A model that predicts plant growth over time given crop-specific parameters and environmental data as input.[39m

[38;2;255;187;0m[4mBiomass[0m
[38;5;12m- [39m[38;5;14m[1mfgeo.biomass[0m[38;5;12m (https://github.com/forestgeo/fgeo.biomass) - Calculate biomass with allometric equations from the allodb package and ForestGEO data.[39m
[38;5;12m- [39m[38;5;14m[1mBIOMASS[0m[38;5;12m (https://github.com/umr-amap/BIOMASS) - An R package for estimating aboveground biomass and its uncertainty in tropical forests.[39m
[38;5;12m- [39m[38;5;14m[1mcarbon budget[0m[38;5;12m (https://github.com/wri/carbon-budget) - 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).[39m
[38;5;12m- [39m[38;5;14m[1mPNVmaps[0m[38;5;12m (https://github.com/Envirometrix/PNVmaps) - Global Maps of Potential Natural Vegetation based on Machine Learning.[39m
[38;5;12m- [39m[38;5;14m[1mMAAP[0m[38;5;12m (https://github.com/MAAP-Project/maap-api-nasa) - Discover and use biomass relevant data, integrating the data for comparison, analysis, evaluation, and generation.[39m
[38;5;12m- [39m[38;5;14m[1mBioPAL[0m[38;5;12m (https://github.com/BioPAL/BioPAL) - The BIOMASS Product Algorithm Laboratory hosts official tools for processing and analysing ESA's BIOMASS mission data.[39m
[38;5;12m- [39m[38;5;14m[1mallodb[0m[38;5;12m (https://github.com/ropensci/allodb) - An R package for biomass estimation at extratropical forest plots.[39m

[38;2;255;187;0m[4mWildfire[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mwildfire[0m[38;5;14m[1m [0m[38;5;14m[1mforecasting[0m[38;5;12m [39m[38;5;12m(https://github.com/ECMWFCode4Earth/wildfire-forecasting)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mintends[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mreproduce[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mFire[39m[38;5;12m [39m[38;5;12mForecasting[39m[38;5;12m [39m[38;5;12mcapabilities[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mGEFF[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mDeep[39m[38;5;12m [39m[38;5;12mLearning[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12mfurther[39m[38;5;12m [39m[38;5;12mimprovements[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12maccuracy,[39m[38;5;12m [39m[38;5;12mgeography[39m[38;5;12m [39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mscale[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12minclusion[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12madditional[39m[38;5;12m [39m[38;5;12mvariables[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12moptimization[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12marchitecture[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhyperparameters.[39m
[38;5;12m- [39m[38;5;14m[1mcaliver[0m[38;5;12m (https://github.com/ecmwf/caliver) - CALIbration and VERification of gridded fire danger models.[39m
[38;5;12m- [39m[38;5;14m[1mburnr[0m[38;5;12m (https://github.com/ltrr-arizona-edu/burnr) - Basic tools to analyze forest fire history data (e.g. FHX) in R.[39m
[38;5;12m- [39m[38;5;14m[1mPyrovision[0m[38;5;12m (https://github.com/pyronear/pyro-vision) - Computer vision library for wildfire detection.[39m
[38;5;12m- [39m[38;5;14m[1mPyronear Risks[0m[38;5;12m (https://github.com/pyronear/pyro-risks) - The pyro-risks project aims at providing the pyronear-platform with a machine learning based wildfire forecasting capability.[39m
[38;5;12m- [39m[38;5;14m[1mWildfire Predictive Services[0m[38;5;12m (https://github.com/bcgov/wps) - Wildfire Predictive Services to support decision making in prevention, preparedness, response and recovery.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal ECMWF Fire Forecasting[0m[38;5;12m (https://git.ecmwf.int/projects/CEMSF/repos/geff/browse) - The model is a Fortran program to calculate fire danger indices from atmospheric inputs.[39m
[38;5;12m- [39m[38;5;14m[1mFIREDpy[0m[38;5;12m (https://github.com/earthlab/firedpy) - Classifying fire events from the Collection 6 MODIS Burned Area Product.[39m
[38;5;12m- [39m[38;5;14m[1mqgis2fds[0m[38;5;12m (https://github.com/firetools/qgis2fds) - Export terrain elevation, landuse, and georeferencing for computational fluid dynamics wildfire or atmospheric pollutants dispersion simulations.[39m
[38;5;12m- [39m[38;5;14m[1mMesogeos[0m[38;5;12m (https://github.com/Orion-AI-Lab/mesogeos) - A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean.[39m
[38;5;12m- [39m[38;5;14m[1mnasa-wildfires[0m[38;5;12m (https://github.com/datadesk/nasa-wildfires) - Download wildfire hotspots detected by NASA satellites and the Fire Information for Resource Management System (FIRMS).[39m
[38;5;12m- [39m[38;5;14m[1mWindNinja[0m[38;5;12m (https://github.com/firelab/windninja) - Computes spatially-varying wind fields for wildland fire and other applications requiring high-resolution wind predictions in complex terrain.[39m
[38;5;12m- [39m[38;5;14m[1mSimFire[0m[38;5;12m (https://github.com/mitrefireline/simfire) - An open-source wildfire simulator written in Python and meant to be used to train reinforcement learning agents.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFireHistory[0m[38;5;12m [39m[38;5;12m(https://github.com/dbca-wa/FireHistory)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mgoal[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mFireHistory[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mextract[39m[38;5;12m [39m[38;5;12museful[39m[38;5;12m [39m[38;5;12mfire[39m[38;5;12m [39m[38;5;12mmetrics[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mDepartment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mBiodiversity,[39m[38;5;12m [39m[38;5;12mConservation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mAttractions[39m[38;5;12m [39m[38;5;12mFire[39m[38;5;12m [39m[38;5;12mHistory[39m[38;5;12m [39m[38;5;12mdataset[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mWestern[39m
[38;5;12mAustralia[39m[38;5;12m [39m[38;5;12mlink.[39m
[38;5;12m- [39m[38;5;14m[1mForeFire[0m[38;5;12m (https://github.com/forefireAPI/firefront) - An open-source code for wildland fire spread models.[39m
[38;5;12m- [39m[38;5;14m[1mELMFIRE[0m[38;5;12m (https://github.com/lautenberger/elmfire) - An operational wildland fire spread model.[39m
[38;5;12m- [39m[38;5;14m[1mCell2Fire[0m[38;5;12m (https://github.com/cell2fire/Cell2Fire) - A cell-based forest and wildland landscape fire spread simulator.[39m
[38;5;12m- [39m[38;5;14m[1mFireAlert[0m[38;5;12m (https://github.com/Plant-for-the-Planet-org/FireAlert) - Alerts you when heat anomalies are detected by NASA's FIRMS in your forest.[39m


[38;2;255;187;0m[4mMarine Life and Fishery[0m
[38;5;12m- [39m[38;5;14m[1mVIAME[0m[38;5;12m (https://github.com/VIAME/VIAME) - Video and Image Analytics for Marine Environments.[39m
[38;5;12m- [39m[38;5;14m[1mecodata[0m[38;5;12m (https://github.com/NOAA-EDAB/ecodata) - A data package for reporting on Northeast Continental Shelf ecosystem status and trends.[39m
[38;5;12m- [39m[38;5;14m[1mrfishbase[0m[38;5;12m (https://github.com/ropensci/rfishbase) - An R interface to the fishbase.org database.[39m
[38;5;12m- [39m[38;5;14m[1mPlanktonIndividuals.jl[0m[38;5;12m (https://github.com/JuliaOcean/PlanktonIndividuals.jl) - This package simulates the behaviors of an ensemble of phytoplankton individuals.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mUVic-updates-opem[0m[38;5;12m [39m[38;5;12m(https://git.geomar.de/markus-pahlow/UVic-updates-opem)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mIntroduces[39m[38;5;12m [39m[38;5;12moptimality-based[39m[38;5;12m [39m[38;5;12mphytoplankton[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mzooplankton[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUVic-ESCM[39m[38;5;12m [39m[38;5;12m(version[39m[38;5;12m [39m[38;5;12m2.9)[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mvariable[39m[38;5;12m [39m[38;5;12mC:N:P(:Chl)[39m[38;5;12m [39m[38;5;12mstoichiometry[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mphytoplankton,[39m[38;5;12m [39m
[38;5;12mdiazotrophs[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdetritus.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOceanAdapt[0m[38;5;12m [39m[38;5;12m(https://github.com/pinskylab/OceanAdapt)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvide[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mabout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mimpacts[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mchanging[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mfactors[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdistribution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmarine[39m[38;5;12m [39m[38;5;12mlife[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mNational[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mAssessment,[39m[38;5;12m [39m[38;5;12mfisheries[39m[38;5;12m [39m[38;5;12mcommunities,[39m[38;5;12m [39m
[38;5;12mpolicymakers,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mothers.[39m
[38;5;12m- [39m[38;5;14m[1micesDatras[0m[38;5;12m (https://github.com/ices-tools-prod/icesDatras) - R interface to Database of Trawl Surveys web services.[39m
[38;5;12m- [39m[38;5;14m[1micesTAF[0m[38;5;12m (https://github.com/ices-tools-prod/icesTAF) - Functions to support the International Council for the Exploration of the Sea Transparent Assessment Framework.[39m
[38;5;12m- [39m[38;5;14m[1mKSO[0m[38;5;12m (https://github.com/ocean-data-factory-sweden/kso) - The Koster Seafloor Observatory is an open-source, citizen science and machine learning approach to analyse subsea movies.[39m
[38;5;12m- [39m[38;5;14m[1mFSAdata[0m[38;5;12m (https://github.com/fishR-Core-Team/FSAdata) - Contains data for use in common fisheries stock analyses. See installation instructions further below.[39m
[38;5;12m- [39m[38;5;14m[1mdataaimsr[0m[38;5;12m (https://github.com/ropensci/dataaimsr) - Australian Institute of Marine Science (AIMS) Data Platform API Client which provides easy access to AIMS Data Platform scientific data and information.[39m
[38;5;12m- [39m[38;5;14m[1mmermaid-dash[0m[38;5;12m (https://github.com/data-mermaid/mermaid-dash) - Transform your underwater insights into data-driven actions that save coral reefs.[39m
[38;5;12m- [39m[38;5;14m[1mmermaidr[0m[38;5;12m (https://github.com/data-mermaid/mermaidr) - An open-source data platform developed to help you collect, analyze, and share coral reef monitoring data.[39m
[38;5;12m- [39m[38;5;14m[1mRSP[0m[38;5;12m (https://github.com/YuriNiella/RSP) - Refining the Shortest Paths of animals tracked with acoustic transmitters in estuarine regions.[39m
[38;5;12m- [39m[38;5;14m[1maspe[0m[38;5;12m (https://github.com/PascalIrz/aspe) - An R package to analyse and visualise river fish data in France.[39m
[38;5;12m- [39m[38;5;14m[1mCifonauta[0m[38;5;12m (https://github.com/bruvellu/cifonauta) - Marine biology image database by CEBIMar/USP.[39m
[38;5;12m- [39m[38;5;14m[1mCoralNet[0m[38;5;12m (https://github.com/coralnet/coralnet) - A repository and resource for benthic image analysis.[39m
[38;5;12m- [39m[38;5;14m[1mAqualink[0m[38;5;12m (https://github.com/aqualinkorg/aqualink-app) - A philanthropically funded system to help people manage their local marine ecosystems in the face of increasing Ocean temperatures.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mNear[0m[38;5;14m[1m [0m[38;5;14m[1mReal-Time[0m[38;5;14m[1m [0m[38;5;14m[1mSurvey[0m[38;5;14m[1m [0m[38;5;14m[1mProgress[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mTemperature[0m[38;5;14m[1m [0m[38;5;14m[1mMaps[0m[38;5;12m [39m[38;5;12m(https://github.com/afsc-gap-products/survey-live-temperature-map)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCreate[39m[38;5;12m [39m[38;5;12mdaily[39m[38;5;12m [39m[38;5;12msurvey[39m[38;5;12m [39m[38;5;12mstation[39m[38;5;12m [39m[38;5;12mdaily[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12manomaly[39m[38;5;12m [39m[38;5;12mplots[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mships[39m[38;5;12m [39m[38;5;12mwork[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mway[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mBering[39m[38;5;12m [39m
[38;5;12mSea.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mcold[0m[38;5;14m[1m [0m[38;5;14m[1mpool[0m[38;5;14m[1m [0m[38;5;14m[1mindex[0m[38;5;12m [39m[38;5;12m(https://github.com/afsc-gap-products/coldpool)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCalculate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcold[39m[38;5;12m [39m[38;5;12mpool[39m[38;5;12m [39m[38;5;12mindex,[39m[38;5;12m [39m[38;5;12mmean[39m[38;5;12m [39m[38;5;12msea[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mtemperature,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmean[39m[38;5;12m [39m[38;5;12mbottom[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mcollected[39m[38;5;12m [39m[38;5;12mduring[39m[38;5;12m [39m[38;5;12mbottom[39m[38;5;12m [39m[38;5;12mtrawl[39m[38;5;12m [39m[38;5;12msurveys[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12meastern[39m[38;5;12m [39m
[38;5;12mBering[39m[38;5;12m [39m[38;5;12mSea.[39m
[38;5;12m- [39m[38;5;14m[1mPlanktoScope[0m[38;5;12m (https://github.com/PlanktoScope/PlanktoScope) - A modular, open-source hardware and software platform that allows for high-throughput quantitative imaging of plankton samples in aquatic biology and ecology.[39m
[38;5;12m- [39m[38;5;14m[1mpyafscgap[0m[38;5;12m (https://github.com/SchmidtDSE/afscgap) - Community contributed Python-based tools for working with public bottom trawl surveys data from the NOAA Alaska Fisheries Science Center Groundfish Assessment Program.[39m
[38;5;12m- [39m[38;5;14m[1mPhytoFit[0m[38;5;12m (https://github.com/BIO-RSG/PhytoFit) - Used to display satellite chlorophyll concentration, and calculate statistics and model phytoplankton blooms for regions within custom polygons.[39m
[38;5;12m- [39m[38;5;14m[1mEchopype[0m[38;5;12m (https://github.com/OSOceanAcoustics/echopype) - A package built to enable interoperability and scalability in ocean sonar data processing.[39m
[38;5;12m- [39m[38;5;14m[1mOSMOSE[0m[38;5;12m (https://github.com/osmose-model/osmose) - A multispecies and individual-based model which focuses on fish species.[39m
[38;5;12m- [39m[38;5;14m[1mWHOI HABhub Data Portal[0m[38;5;12m (https://github.com/WHOIGit/whoi-hab-hub) - Is being developed as a data access and visualization portal for the New England Harmful Algal Bloom Observing Network.[39m
[38;5;12m- [39m[38;5;14m[1mnwfscSurvey[0m[38;5;12m (https://github.com/pfmc-assessments/nwfscSurvey) - Tool to pull and process NWFSC West Coast groundfish survey data for use in PFMC groundfish stock assessments.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mss3sim[0m[38;5;12m [39m[38;5;12m(https://github.com/ss3sim/ss3sim)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mfacilitates[39m[38;5;12m [39m[38;5;12mflexible,[39m[38;5;12m [39m[38;5;12mrapid,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mreproducible[39m[38;5;12m [39m[38;5;12mfisheries[39m[38;5;12m [39m[38;5;12mstock[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mtesting[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mwidely-used[39m[38;5;12m [39m[38;5;12mStock[39m[38;5;12m [39m[38;5;12mSynthesis[39m[38;5;12m [39m[38;5;12mstatistical[39m[38;5;12m [39m[38;5;12mage-structured[39m[38;5;12m [39m[38;5;12mstock[39m[38;5;12m [39m[38;5;12massessment[39m
[38;5;12mframework.[39m
[38;5;12m- [39m[38;5;14m[1mrfisheries[0m[38;5;12m (https://github.com/ropensci/rfisheries) - Interacting with fisheries databases at openfisheries.org.[39m
[38;5;12m- [39m[38;5;14m[1mFisheries Stock Assessment[0m[38;5;12m (https://github.com/fishR-Core-Team/FSA) - Provides R functions to conduct typical introductory fisheries analyses.[39m
[38;5;12m- [39m[38;5;14m[1mRFishBC[0m[38;5;12m (https://github.com/fishR-Core-Team/RFishBC) - Helps fisheries scientists collect measurements from calcified structures and back-calculate estimated lengths at previous ages.[39m
[38;5;12m- [39m[38;5;14m[1mfishRman[0m[38;5;12m (https://github.com/Shyentist/fish-r-man) - Shiny R Dashboard to easily query, download, analyse and visualise Global Fishing Watch data on fishing effort.[39m
[38;5;12m- [39m[38;5;14m[1mmizer[0m[38;5;12m (https://github.com/sizespectrum/mizer) - An R package to run dynamic multi-species size-spectrum models of fish communities.[39m
[38;5;12m- [39m[38;5;14m[1mPOSEIDON[0m[38;5;12m (https://github.com/poseidon-fisheries/POSEIDON) - A fishery agent-based model.[39m
[38;5;12m- [39m[38;5;14m[1mgfwr[0m[38;5;12m (https://github.com/GlobalFishingWatch/gfwr) - R package for accessing data from Global Fishing Watch APIs.[39m
[38;5;12m- [39m[38;5;14m[1mr4ss[0m[38;5;12m (https://github.com/r4ss/r4ss) - A fisheries stock assessment model written by Rick Methot.[39m
[38;5;12m- [39m[38;5;14m[1mOrcaHello[0m[38;5;12m (https://github.com/orcasound/aifororcas-livesystem) - A real-time AI-assisted killer whale notification system.[39m
[38;5;12m- [39m[38;5;14m[1mplanktonr[0m[38;5;12m (https://github.com/PlanktonTeam/planktonr) - R package that facilitates the download, analysis and visualisation of phytoplankton and zooplankton data.[39m
[38;5;12m- [39m[38;5;14m[1mworrms[0m[38;5;12m (https://github.com/ropensci/worrms) - A R client for the World Register of Marine Species.[39m
[38;5;12m- [39m[38;5;14m[1mFIMS[0m[38;5;12m (https://github.com/NOAA-FIMS/FIMS) - A software system designed and architected to support next-generation fisheries stock assessment, ecosystem, and socioeconomic modeling.[39m
[38;5;12m- [39m[38;5;14m[1mSSMSE[0m[38;5;12m (https://github.com/nmfs-fish-tools/SSMSE) - R package for performing Management Strategy Evaluation using Stock Synthesis.[39m
[38;5;12m- [39m[38;5;14m[1mbcfishobs[0m[38;5;12m (https://github.com/smnorris/bcfishobs) - Known BC Fish Observations is documented as the most current and comprehensive information source on fish presence for the province.[39m
[38;5;12m- [39m[38;5;14m[1mwastd[0m[38;5;12m (https://github.com/dbca-wa/wastd) - Turtle strandings in Western Australian, as reported to the Department of Biodiversity, Conservation and Attractions.[39m
[38;5;12m- [39m[38;5;14m[1mshadia[0m[38;5;12m (https://github.com/danStich/shadia) - An R package that was designed to run dam passage performance standard models for American shad and other herrings.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCASAL2[0m[38;5;12m [39m[38;5;12m(https://github.com/NIWAFisheriesModelling/CASAL2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mModels[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msingle[39m[38;5;12m [39m[38;5;12mpopulation[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msingle[39m[38;5;12m [39m[38;5;12manthropogenic[39m[38;5;12m [39m[38;5;12mevent[39m[38;5;12m [39m[38;5;12m(in[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfish[39m[38;5;12m [39m[38;5;12mpopulation[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12mwould[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msingle[39m[38;5;12m [39m[38;5;12mfishery),[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mpopulations,[39m[38;5;12m [39m[38;5;12mareas,[39m[38;5;12m [39m[38;5;12mand/or[39m[38;5;12m [39m[38;5;12manthropogenic[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mexploitation[39m[38;5;12m [39m[38;5;12mmethods,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mincluding[39m[38;5;12m [39m[38;5;12mpredator-prey[39m[38;5;12m [39m[38;5;12minteractions.[39m
[38;5;12m- [39m[38;5;14m[1metn[0m[38;5;12m (https://github.com/inbo/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.[39m
[38;5;12m  [39m
[38;2;255;187;0m[4mTerrestrial Animals[0m
[38;5;12m- [39m[38;5;14m[1mauk[0m[38;5;12m (https://github.com/CornellLabofOrnithology/auk) - eBird Data Extraction and Processing in R.[39m
[38;5;12m- [39m[38;5;14m[1mpalmerpenguins[0m[38;5;12m (https://github.com/allisonhorst/palmerpenguins/) - The palmerpenguins data contains size measurements for three penguin species observed on three islands in the Palmer Archipelago, Antarctica.[39m
[38;5;12m- [39m[38;5;14m[1mphenocamr[0m[38;5;12m (https://github.com/bluegreen-labs/phenocamr) - Facilitates the retrieval and post-processing of PhenoCam time series.[39m
[38;5;12m- [39m[38;5;14m[1mAnnotation Interface for Data-driven Ecology[0m[38;5;12m (https://github.com/microsoft/aerial_wildlife_detection) - Tools for detecting wildlife in aerial images using active learning.[39m
[38;5;12m- [39m[38;5;14m[1mbioRad[0m[38;5;12m (https://github.com/adokter/bioRad) - R package for analysis and visualisation of biological signals in weather radar data.[39m
[38;5;12m- [39m[38;5;14m[1mMegaDetector[0m[38;5;12m (https://github.com/microsoft/CameraTraps/) - Deep learning tools that accelerate the review of motion-triggered wildlife camera images.[39m
[38;5;12m- [39m[38;5;14m[1mebirdst[0m[38;5;12m (https://github.com/ebird/ebirdst) - Access and Analyze eBird Status and Trends Data.[39m
[38;5;12m- [39m[38;5;14m[1mGeoPressureR[0m[38;5;12m (https://github.com/Rafnuss/GeoPressureR) - R package which help researchers construct the trajectory of a bird equiped with an atmospheric pressure sensor.[39m
[38;5;12m- [39m[38;5;14m[1mEcoAssist[0m[38;5;12m (https://github.com/PetervanLunteren/EcoAssist) - An open-source application designed to streamline the work of ecologists dealing with camera trap images.[39m
[38;5;12m- [39m[38;5;14m[1mBirdFlowR[0m[38;5;12m (https://github.com/birdflow-science/BirdFlowR) - Predict changes in bird distributions and generate synthetic migration routes.[39m
[38;5;12m- [39m[38;5;14m[1mABAP[0m[38;5;12m (https://github.com/AfricaBirdData/ABAP) - Code for downloading and working with data from the African Bird Atlas Project.[39m
[38;5;12m- [39m[38;5;14m[1mTrapTagger[0m[38;5;12m (https://github.com/WildEyeConservation/TrapTagger) - AI-Powered Camera-Trap Imagery Processing.[39m
[38;5;12m- [39m[38;5;14m[1mecoSecrets[0m[38;5;12m (https://github.com/naturalsolutions/ecoSecrets) - An open-source web application that aims to facilitate biodiversity studies that use autonomous data collection devices such as camera traps.[39m

[38;2;255;187;0m[4mCryosphere[0m
[38;2;255;187;0m[4mSea Ice[0m
[38;5;12m- [39m[38;5;14m[1mSea ice drift[0m[38;5;12m (https://github.com/nansencenter/sea_ice_drift) - Sea ice drift from Sentinel-1 SAR imagery using open source feature tracking.[39m
[38;5;12m- [39m[38;5;14m[1mCICE[0m[38;5;12m (https://github.com/CICE-Consortium/CICE) - A computationally efficient model for simulating the growth, melting, and movement of polar sea ice.[39m
[38;5;12m- [39m[38;5;14m[1mOSSP[0m[38;5;12m (https://github.com/wrightni/OSSP) - Open Source Algorithm for Detecting Sea Ice Surface Features in High Resolution Optical Imagery.[39m
[38;5;12m- [39m[38;5;14m[1msea-ice[0m[38;5;12m (https://github.com/vannizhang/sea-ice) - Displays the monthly mean sea ice extent for the Arctic and Antarctic along with the historical median extent.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFESOM2[0m[38;5;12m [39m[38;5;12m(https://github.com/FESOM/fesom2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mMulti-resolution[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mgeneral[39m[38;5;12m [39m[38;5;12mcirculation[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12msolves[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mequations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmotion[39m[38;5;12m [39m[38;5;12mdescribing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msea[39m[38;5;12m [39m[38;5;12mice[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mfinite-element[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfinite-volume[39m[38;5;12m [39m[38;5;12mmethods[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12munstructured[39m[38;5;12m [39m
[38;5;12mcomputational[39m[38;5;12m [39m[38;5;12mgrids.[39m
[38;5;12m- [39m[38;5;14m[1mIceNet[0m[38;5;12m (https://github.com/tom-andersson/icenet-paper) - Code for Seasonal Arctic sea ice forecasting with probabilistic deep learning.[39m
[38;5;12m- [39m[38;5;14m[1mCOSIMA[0m[38;5;12m (https://github.com/COSIMA/cosima-recipes) - Ocean and sea-ice model analysis tools and examples.[39m
[38;5;12m- [39m[38;5;14m[1mACCESS-OM2[0m[38;5;12m (https://github.com/COSIMA/access-om2) - Global ocean-sea ice coupled model configurations.[39m
[38;5;12m- [39m[38;5;14m[1mPolaris[0m[38;5;12m (https://github.com/E3SM-Project/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.[39m
[38;5;12m- [39m[38;5;14m[1mSOmap[0m[38;5;12m (https://github.com/AustralianAntarcticDivision/SOmap) - The goal of this package is to make publication quality round Southern Ocean maps in polar projections with little effort.[39m

[38;2;255;187;0m[4mGlacier and Ice Sheets[0m
[38;5;12m- [39m[38;5;14m[1mPyTrx[0m[38;5;12m (https://github.com/PennyHow/PyTrx) - Its primary purpose is to obtain velocities, surface areas, and distances from oblique, optical imagery of glacial environments.[39m
[38;5;12m- [39m[38;5;14m[1mOGGM[0m[38;5;12m (https://github.com/OGGM/oggm) - A modular open source model for glacier dynamics.[39m
[38;5;12m- [39m[38;5;14m[1mGlaThiDa[0m[38;5;12m (https://gitlab.com/wgms/glathida) - Glacier Thickness Database.[39m
[38;5;12m- [39m[38;5;14m[1mALPGM[0m[38;5;12m (https://github.com/JordiBolibar/ALPGM) - Regional glacier evolution model based on deep learning and parametrizations.[39m
[38;5;12m- [39m[38;5;14m[1mGlacier Mapping From Satellite Imagery[0m[38;5;12m (https://github.com/krisrs1128/glacier_mapping) - Use computer vision to automatically segment debris and ice glaciers from satellite images.[39m
[38;5;12m- [39m[38;5;14m[1mcaptoolkit[0m[38;5;12m (https://github.com/nasa-jpl/captoolkit) - NASA's Cryosphere Altimetry Processing Toolkit.[39m
[38;5;12m- [39m[38;5;14m[1mPISM[0m[38;5;12m (https://github.com/pism/pism) - The Parallel Ice Sheet Model is an open source, parallel, high-resolution ice sheet model.[39m
[38;5;12m- [39m[38;5;14m[1micepack[0m[38;5;12m (https://github.com/CICE-Consortium/Icepack) - Finite element modeling of glaciers and ice sheets.[39m
[38;5;12m- [39m[38;5;14m[1mDeepBedMap[0m[38;5;12m (https://github.com/weiji14/deepbedmap) - Using a deep neural network to better resolve the bed topography of Antarctica.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSIS2[0m[38;5;12m [39m[38;5;12m(https://github.com/NOAA-GFDL/SIS2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCalculates[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mconcentration,[39m[38;5;12m [39m[38;5;12mthickness,[39m[38;5;12m [39m[38;5;12mtemperature,[39m[38;5;12m [39m[38;5;12mbrine[39m[38;5;12m [39m[38;5;12mcontent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msnow[39m[38;5;12m [39m[38;5;12mcover[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12marbitrary[39m[38;5;12m [39m[38;5;12mnumber[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mice[39m[38;5;12m [39m[38;5;12mthickness[39m[38;5;12m [39m[38;5;12mcategories[39m[38;5;12m [39m[38;5;12m(including[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12mwater)[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmotion[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12mcomplete[39m[38;5;12m [39m[38;5;12mpack.[39m
[38;5;12m- [39m[38;5;14m[1mfreshwater[0m[38;5;12m (https://github.com/GEUS-Glaciology-and-Climate/freshwater) - Greenland liquid water runoff from 1958 through 2019.[39m
[38;5;12m- [39m[38;5;14m[1mecco_v4_py[0m[38;5;12m (https://github.com/ECCO-GROUP/ECCOv4-py) - A Python package that includes tools for loading and manipulating the ECCO v4 ocean and sea-ice state estimate.[39m
[38;5;12m- [39m[38;5;14m[1micepyx[0m[38;5;12m (https://github.com/icesat2py/icepyx) - Python tools for obtaining and working with ICESat-2 data.[39m
[38;5;12m- [39m[38;5;14m[1mBedMachine[0m[38;5;12m (https://github.com/chadagreene/BedMachine) - Matlab tools for loading, interpolating, and displaying BedMachine ice sheet topography.[39m
[38;5;12m- [39m[38;5;14m[1mIceberg Locations[0m[38;5;12m (https://github.com/Joel-hanson/Iceberg-locations) - Antarctic large iceberg positions derived from ASCAT and OSCAT-2.[39m
[38;5;12m- [39m[38;5;14m[1mSICOPOLIS[0m[38;5;12m (https://gitlab.awi.de/sicopolis/sicopolis) - A 3-d dynamic/thermodynamic model that simulates the evolution of large ice sheets and ice caps.[39m
[38;5;12m- [39m[38;5;14m[1mcosipy[0m[38;5;12m (https://github.com/cryotools/cosipy) - Solves the energy balance at the surface and is coupled to an adaptive vertical multi-layer subsurface module.[39m
[38;5;12m- [39m[38;5;14m[1mQGreenland[0m[38;5;12m (https://github.com/nsidc/qgreenland) - A free mapping tool to support interdisciplinary Greenland-focused research, teaching, decision making, and collaboration.[39m
[38;5;12m- [39m[38;5;14m[1mDeepIceDrain[0m[38;5;12m (https://github.com/weiji14/deepicedrain) - Mapping and monitoring deep subglacial water activity in Antarctica using remote sensing and machine learning.[39m
[38;5;12m- [39m[38;5;14m[1mLIVVkit[0m[38;5;12m (https://github.com/LIVVkit/LIVVkit) - The land ice verification and validation toolkit.[39m
[38;5;12m- [39m[38;5;14m[1mpypromice[0m[38;5;12m (https://github.com/GEUS-Glaciology-and-Climate/pypromice) - Deliver data about the mass balance of the Greenland ice sheet in near real-time.[39m
[38;5;12m- [39m[38;5;14m[1mGLAFT[0m[38;5;12m (https://github.com/whyjz/GLAFT) - Python module for assessing glacier velocity maps using statistics- and physics-based metrics.[39m
[38;5;12m- [39m[38;5;14m[1mITS_LIVE[0m[38;5;12m (https://github.com/nasa-jpl/its_live) - Provide automated, low latency, global glacier flow and elevation change datasets.[39m
[38;5;12m- [39m[38;5;14m[1mODINN.jl[0m[38;5;12m (https://github.com/ODINN-SciML/ODINN.jl) - Global glacier model using Universal Differential Equations for climate-glacier interactions.[39m
[38;5;12m- [39m[38;5;14m[1mYelmo[0m[38;5;12m (https://github.com/palma-ice/yelmo) - A 3D ice-sheet-shelf model solving for the coupled dynamics and thermodynamics of the ice sheet system.[39m
[38;5;12m- [39m[38;5;14m[1mWAVI.jl[0m[38;5;12m (https://github.com/RJArthern/WAVI.jl) - A fast and friendly ice sheet model, written in Julia.[39m
[38;5;12m- [39m[38;5;14m[1mSICE[0m[38;5;12m (https://github.com/GEUS-SICE/SICE) - An automated open source processing chain to determine daily albedo and other surface properties of glaciated areas.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mIceberg[0m[38;5;14m[1m [0m[38;5;14m[1mTracking[0m[38;5;14m[1m [0m[38;5;14m[1mBeacon[0m[38;5;12m [39m[38;5;12m(https://github.com/cryologger/ice-tracking-beacon)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mlow-cost,[39m[38;5;12m [39m[38;5;12mrobust,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12muser-friendly[39m[38;5;12m [39m[38;5;12mice[39m[38;5;12m [39m[38;5;12mdrift[39m[38;5;12m [39m[38;5;12mtracking[39m[38;5;12m [39m[38;5;12mbeacon[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mopen-source[39m[38;5;12m [39m[38;5;12melectronics[39m[38;5;12m [39m[38;5;12mArduino[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mcapable[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12mlong-term[39m[38;5;12m [39m
[38;5;12mcryospheric[39m[38;5;12m [39m[38;5;12mobservations.[39m
[38;5;12m- [39m[38;5;14m[1mGlacier Velocity Tracker[0m[38;5;12m (https://github.com/cryologger/glacier-velocity-tracker) - A low-cost, open-source glacier velocity measurement system intended for use with Precise Point Positioning techniques.[39m

[38;2;255;187;0m[4mSnow and Permafrost[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPlanet[0m[38;5;14m[1m [0m[38;5;14m[1mSnowcover[0m[38;5;12m [39m[38;5;12m(https://github.com/acannistra/planet-snowcover)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mpairs[39m[38;5;12m [39m[38;5;12mairborne[39m[38;5;12m [39m[38;5;12mlidar[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mPlanet[39m[38;5;12m [39m[38;5;12mLabs[39m[38;5;12m [39m[38;5;12msatellite[39m[38;5;12m [39m[38;5;12mimagery[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mcutting-edge[39m[38;5;12m [39m[38;5;12mcomputer[39m[38;5;12m [39m[38;5;12mvision[39m[38;5;12m [39m[38;5;12mtechniques[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12midentify[39m[38;5;12m [39m[38;5;12msnow-covered[39m[38;5;12m [39m[38;5;12marea[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12munprecedented[39m[38;5;12m [39m
[38;5;12mspatial[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemporal[39m[38;5;12m [39m[38;5;12mresolutions.[39m
[38;5;12m- [39m[38;5;14m[1msmrt[0m[38;5;12m (https://github.com/smrt-model/smrt) - Snow Microwave Radiative Transfer model to compute thermal emission and backscatter from snowpack.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFSM2[0m[38;5;12m [39m[38;5;12m(https://github.com/RichardEssery/FSM2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mFlexible[39m[38;5;12m [39m[38;5;12mSnow[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmulti-physics[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mbalance[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msnow[39m[38;5;12m [39m[38;5;12maccumulation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmelt,[39m[38;5;12m [39m[38;5;12mextending[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mFactorial[39m[38;5;12m [39m[38;5;12mSnow[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12m(Essery,[39m[38;5;12m [39m[38;5;12m2015)[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12madditional[39m[38;5;12m [39m[38;5;12mphysics,[39m[38;5;12m [39m[38;5;12mdriving[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12moutput[39m[38;5;12m [39m[38;5;12moptions.[39m
[38;5;12m- [39m[38;5;14m[1mTeaspoon[0m[38;5;12m (https://gitlab.com/permafrostnet/teaspoon) - A python library designed to make working with permafrost ground temperature time series data more straightforward, efficient, and reproduceable.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBioSNICAR[0m[38;5;12m [39m[38;5;12m(https://github.com/jmcook1186/biosnicar-py)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mPredicts[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mspectral[39m[38;5;12m [39m[38;5;12malbedo[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msnow[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mglacier[39m[38;5;12m [39m[38;5;12mice[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m[38;5;12m200nm[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12m5000nm[39m[38;5;12m [39m[38;5;12mgiven[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mabout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12millumination[39m[38;5;12m [39m[38;5;12mconditions,[39m[38;5;12m [39m[38;5;12mice[39m[38;5;12m [39m[38;5;12mstructure[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtype[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mconcentration[39m[38;5;12m [39m
[38;5;12mparticulates.[39m
[38;5;12m- [39m[38;5;14m[1mPermamodel[0m[38;5;12m (https://github.com/permamodel/permamodel) - A collection of numerical permafrost models with a range of capability and complexity.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSNOWPACK[0m[38;5;12m [39m[38;5;12m(https://code.wsl.ch/snow-models/snowpack)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mmulti-purpose[39m[38;5;12m [39m[38;5;12msnow[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mland-surface[39m[38;5;12m [39m[38;5;12mmodel,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mfocuses[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mdetailed[39m[38;5;12m [39m[38;5;12mdescription[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmass[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mexchange[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msnow,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12matmosphere[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12moptionally[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12mvegetation[39m[38;5;12m [39m[38;5;12mcover[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msoil.[39m
[38;5;12m- [39m[38;5;14m[1mMuSA[0m[38;5;12m (https://github.com/ealonsogzl/MuSA) - A flexible data assimilation toolbox for experimental and operational snowpack reanalysis development.[39m
[38;5;12m- [39m[38;5;14m[1msnotelr[0m[38;5;12m (https://github.com/bluegreen-labs/snotelr) -  R toolbox to facilitate easy SNOTEL data exploration and downloads through a convenient shiny based GUI.[39m


[38;2;255;187;0m[4mHydrosphere[0m
[38;2;255;187;0m[4mFreshwater and Hydrology[0m
[38;5;12m- [39m[38;5;14m[1mRaven[0m[38;5;12m (https://github.com/Ouranosinc/raven) - Made to help scientists run hydrological modeling experiments with climate change projections.[39m
[38;5;12m- [39m[38;5;14m[1mhydroscoper[0m[38;5;12m (https://github.com/ropensci/hydroscoper) - An R interface to the Greek National Data Bank for Hydrometeorological Information.[39m
[38;5;12m- [39m[38;5;14m[1mWRF-Hydro[0m[38;5;12m (https://github.com/NCAR/wrf_hydro_nwm_public) - A community modeling system and framework for hydrologic modeling and model coupling.[39m
[38;5;12m- [39m[38;5;14m[1mrwrfhydro[0m[38;5;12m (https://github.com/NCAR/rwrfhydro) - A community-contributed tool box for managing, analyzing, and visualizing WRF Hydro (and HydroDART) input and output files in R.[39m
[38;5;12m- [39m[38;5;14m[1mPCR-GLOBWB_model[0m[38;5;12m (https://github.com/UU-Hydro/PCR-GLOBWB_model) - A large-scale hydrological model intended for global to regional studies.[39m
[38;5;12m- [39m[38;5;14m[1mHydroShare[0m[38;5;12m (https://github.com/hydroshare/hydroshare) - A collaborative website for better access to data and models in the hydrologic sciences.[39m
[38;5;12m- [39m[38;5;14m[1mSOILWAT2[0m[38;5;12m (https://github.com/DrylandEcology/SOILWAT2) - An ecosystem water balance simulation model.[39m
[38;5;12m- [39m[38;5;14m[1mRivGraph[0m[38;5;12m (https://github.com/VeinsOfTheEarth/RivGraph) - Extracting and quantifying graphical representations of river and delta channel networks from binary masks.[39m
[38;5;12m- [39m[38;5;14m[1mWaterDetect[0m[38;5;12m (https://github.com/cordmaur/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.[39m
[38;5;12m- [39m[38;5;14m[1mFLAREr[0m[38;5;12m (https://github.com/FLARE-forecast/FLAREr) - Flexible, scalable, robust, and near-real time iterative ecological forecasts in lakes and reservoirs.[39m
[38;5;12m- [39m[38;5;14m[1mBuhayra[0m[38;5;12m (https://github.com/jmigueldelgado/buhayra) - Obtaining water extent of small reservoirs in semi-arid regions from satellite data in real-time.[39m
[38;5;12m- [39m[38;5;14m[1mWflow[0m[38;5;12m (https://github.com/Deltares/Wflow.jl) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mParFlow[0m[38;5;12m (https://github.com/parflow/parflow) - An open-source, modular, parallel watershed flow model. [39m
[38;5;12m- [39m[38;5;14m[1mRiver Runner[0m[38;5;12m (https://github.com/sdl60660/river-runner) - Visualize the path of a rain droplet from any point in the contiguous United States to its end point.[39m
[38;5;12m- [39m[38;5;14m[1mvisGWDB[0m[38;5;12m (https://code.usgs.gov/map/gw/visGWDBmrva) - A framework for groundwater-level informatics.[39m
[38;5;12m- [39m[38;5;14m[1mLakePy[0m[38;5;12m (https://github.com/ESIPFed/LakePy) - Pythonic user-centered front-end to the Global Lake Level Database.[39m
[38;5;12m- [39m[38;5;14m[1mrivr[0m[38;5;12m (https://github.com/mkoohafkan/rivr) - Designed as an educational tool for students and instructors of undergraduate and graduate courses in open channel hydraulics.[39m
[38;5;12m- [39m[38;5;14m[1meWaterCycle[0m[38;5;12m (https://github.com/eWaterCycle/ewatercycle) - Makes it easier to use hydrological models without having intimate knowledge about how to install and run the models.[39m
[38;5;12m- [39m[38;5;14m[1mPastas[0m[38;5;12m (https://github.com/pastas/pastas) - An open-source Python framework for the analysis of groundwater time series.[39m
[38;5;12m- [39m[38;5;14m[1mVIC[0m[38;5;12m (https://github.com/UW-Hydro/VIC) - A macroscale hydrologic model that solves full water and energy balances.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBadlands[0m[38;5;12m [39m[38;5;12m(https://github.com/badlands-model/badlands)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mBasin[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mLandscape[39m[38;5;12m [39m[38;5;12mDynamics[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mlong-term[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mevolution[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mbuilt[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msimulate[39m[38;5;12m [39m[38;5;12mlandscape[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12msediment[39m[38;5;12m [39m[38;5;12mtransport[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msedimentary[39m[38;5;12m [39m[38;5;12mbasins[39m[38;5;12m [39m[38;5;12mformation[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mupstream[39m[38;5;12m [39m
[38;5;12mregions[39m[38;5;12m [39m[38;5;12mdown[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmarine[39m[38;5;12m [39m[38;5;12menvironments.[39m
[38;5;12m- [39m[38;5;14m[1mLAGOSNE[0m[38;5;12m (https://github.com/cont-limno/LAGOSNE) - Interface to the LAke multi-scaled GeOSpatial & temporal database.[39m
[38;5;12m- [39m[38;5;14m[1mRiverREM[0m[38;5;12m (https://github.com/OpenTopography/RiverREM) - Make river relative elevation models and REM visualizations from an input digital elevation model.[39m
[38;5;12m- [39m[38;5;14m[1mmHM[0m[38;5;12m (https://git.ufz.de/mhm/mhm) - The mesoscale Hydrological Model.[39m
[38;5;12m- [39m[38;5;14m[1mLISF[0m[38;5;12m (https://github.com/NASA-LIS/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.[39m
[38;5;12m- [39m[38;5;14m[1mConceptual Functional Equivalent[0m[38;5;12m (https://github.com/NOAA-OWP/cfe) - A conceptual rainfall-runoff model with an implementation of the Basic Model Interface.[39m
[38;5;12m- [39m[38;5;14m[1mNeuralHydrology[0m[38;5;12m (https://github.com/neuralhydrology/neuralhydrology) - Python library to train neural networks with a strong focus on hydrological applications.[39m
[38;5;12m- [39m[38;5;14m[1mSurface water network[0m[38;5;12m (https://github.com/mwtoews/surface-water-network) - A Python package to create and analyze surface water networks.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mLekan[0m[38;5;12m [39m[38;5;12m(https://github.com/vcloarec/ReosProject)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12massists[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12mdoing[39m[38;5;12m [39m[38;5;12mhydrological[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhydraulic[39m[38;5;12m [39m[38;5;12mstudies[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mflood[39m[38;5;12m [39m[38;5;12mmapping[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mforecasting,[39m[38;5;12m [39m[38;5;12mhydraulic[39m[38;5;12m [39m[38;5;12mstructure[39m[38;5;12m [39m[38;5;12mdesign,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mtasks[39m[38;5;12m [39m[38;5;12mlinked[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m
[38;5;12msurface[39m[38;5;12m [39m[38;5;12mflow.[39m
[38;5;12m- [39m[38;5;14m[1mRUBEM[0m[38;5;12m (https://github.com/LabSid-USP/RUBEM) - A distributed hydrological model to calculate monthly flows with changes in land use over time.[39m
[38;5;12m- [39m[38;5;14m[1mpywatershed[0m[38;5;12m (https://github.com/EC-USGS/pywatershed) - A sustainable integrated, hydrologic modeling framework for the U.S. Geological Survey.[39m
[38;5;12m- [39m[38;5;14m[1mpyMETRIC[0m[38;5;12m (https://github.com/WSWUP/pymetric) - A set of Python based tools developed for estimating and mapping evapotranspiration for large areas, utilizing the Landsat image archive.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSWAT[0m[38;5;12m [39m[38;5;12m(https://bitbucket.org/blacklandgrasslandmodels/swat_development/src/master/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mSoil[39m[38;5;12m [39m[38;5;12m&[39m[38;5;12m [39m[38;5;12mWater[39m[38;5;12m [39m[38;5;12mAssessment[39m[38;5;12m [39m[38;5;12mTool[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msmall[39m[38;5;12m [39m[38;5;12mwatershed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mriver[39m[38;5;12m [39m[38;5;12mbasin-scale[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msimulate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mquality[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mquantity[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mground[39m[38;5;12m [39m
[38;5;12mwater[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpredict[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mland[39m[38;5;12m [39m[38;5;12muse,[39m[38;5;12m [39m[38;5;12mland[39m[38;5;12m [39m[38;5;12mmanagement[39m[38;5;12m [39m[38;5;12mpractices,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSWATrunR[0m[38;5;12m [39m[38;5;12m(https://github.com/chrisschuerz/SWATrunR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m  [39m[38;5;12mAllows[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcontrol[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12messential[39m[38;5;12m [39m[38;5;12mparameters[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mSWAT[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mrun,[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mparameter[39m[38;5;12m [39m[38;5;12mchanges,[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mperiods,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mintervals[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mprinting[39m[38;5;12m [39m[38;5;12moutput[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m
[38;5;12mfor[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12massessment.[39m
[38;5;12m- [39m[38;5;14m[1mSWATprepR[0m[38;5;12m (https://github.com/biopsichas/SWATprepR) - Developed to re-use water and nutrients in small agricultural catchments across different soil-climatic regions in Europe. [39m
[38;5;12m- [39m[38;5;14m[1mHydroMap[0m[38;5;12m (https://github.com/peterson-tim-j/HydroMap) - Mapping of groundwater level for realistic flow flowpaths using semi-automated kriging.[39m
[38;5;12m- [39m[38;5;14m[1mHydroSight[0m[38;5;12m (https://github.com/peterson-tim-j/HydroSight) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mbasin3d[0m[38;5;12m (https://github.com/BASIN-3D/basin3d) - A generalized data synthesis model that applies across a variety of earth science observation types (hydrology, geochemistry, climate etc.).[39m
[38;5;12m- [39m[38;5;14m[1mhspfbintoolbox[0m[38;5;12m (https://github.com/timcera/hspfbintoolbox) - A Python script and library of functions to read Hydrological Simulation Program Fortran (HSPF) binary files and print to screen.[39m
[38;5;12m- [39m[38;5;14m[1mDownload Water Data[0m[38;5;12m (https://github.com/mentaljam/download_water_data) - Downloader for the Global Surface Water Data of the Copernicus Programme.[39m
[38;5;12m- [39m[38;5;14m[1mpyOpenRiverCam[0m[38;5;12m (https://github.com/localdevices/pyorc) - Surface velocity, object tracking, and river flow measurements in an open-source API.[39m
[38;5;12m- [39m[38;5;14m[1mSHUD[0m[38;5;12m (https://github.com/SHUD-System/SHUD) - A multi-process, multi-scale integrated hydrological model using the semi-discrete Finite Volume Method.[39m
[38;5;12m- [39m[38;5;14m[1mPyFlowline[0m[38;5;12m (https://github.com/changliao1025/pyflowline) - A mesh independent river network generator for hydrologic models.[39m
[38;5;12m- [39m[38;5;14m[1mHexWatershed[0m[38;5;12m (https://github.com/changliao1025/pyhexwatershed) - A mesh independent flow direction model for hydrologic models.[39m
[38;5;12m- [39m[38;5;14m[1mrabpro[0m[38;5;12m (https://github.com/VeinsOfTheEarth/rabpro) - Delineating watershed basins and computing attribute statistics using Google Earth Engine.[39m
[38;5;12m- [39m[38;5;14m[1mimod[0m[38;5;12m (https://github.com/Deltares/imod-python) - An open source project to make working with MODFLOW groundwater models in Python easier.[39m
[38;5;12m- [39m[38;5;14m[1mSuperflexPy[0m[38;5;12m (https://github.com/dalmo1991/superflexPy) - An open-source framework written in Python for constructing flexible, conceptual, distributed hydrological models.[39m
[38;5;12m- [39m[38;5;14m[1mHydPy[0m[38;5;12m (https://github.com/hydpy-dev/hydpy) - An interactive framework for developing and applying different types of hydrological models, originally developed at the Ruhr-University Bochum for specific research purposes.[39m
[38;5;12m- [39m[38;5;14m[1mXanthos[0m[38;5;12m (https://github.com/JGCRI/xanthos) - An open-source hydrologic model, written in Python, designed to quantify and analyze global water availability.[39m
[38;5;12m- [39m[38;5;14m[1mnlmod[0m[38;5;12m (https://github.com/gwmod/nlmod) - Python package to build, run and visualize MODFLOW 6 groundwater models in the Netherlands.[39m
[38;5;12m- [39m[38;5;14m[1mCenterline-Width[0m[38;5;12m (https://github.com/cyschneck/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.[39m
[38;5;12m- [39m[38;5;14m[1mfwapg[0m[38;5;12m (https://github.com/smnorris/fwapg) - Extends British Columbia's Freshwater Atlas with PostgreSQL/PostGIS.[39m
[38;5;12m- [39m[38;5;14m[1mHSPsquared[0m[38;5;12m (https://github.com/respec/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.[39m


[38;2;255;187;0m[4mOcean Circulation Models[0m
[38;5;12m- [39m[38;5;14m[1mMOM6[0m[38;5;12m (https://github.com/NOAA-GFDL/MOM6) - A numerical representation of the ocean fluid with applications from the process scale to the planetary circulation scale.[39m
[38;5;12m- [39m[38;5;14m[1mMOM5[0m[38;5;12m (https://github.com/mom-ocean/MOM5) - A numerical ocean model based on the hydrostatic primitive equations.[39m
[38;5;12m- [39m[38;5;14m[1mBergen Layered Ocean Model[0m[38;5;12m (https://github.com/NorESMhub/BLOM) - Employs an isopycnic vertical coordinate, with near-isopycnic interior layers and variable density layers in the surface mixed boundary layer.[39m
[38;5;12m- [39m[38;5;14m[1mOceananigans.jl[0m[38;5;12m (https://github.com/CliMA/Oceananigans.jl) - Fast and friendly fluid dynamics on CPUs and GPUs.[39m
[38;5;12m- [39m[38;5;14m[1mNEMO[0m[38;5;12m (https://forge.nemo-ocean.eu/nemo/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGOLD[0m[38;5;12m [39m[38;5;12m(https://code.google.com/archive/p/gold-omod/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mStands[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mGeneralized[39m[38;5;12m [39m[38;5;12mOcean[39m[38;5;12m [39m[38;5;12mLayer[39m[38;5;12m [39m[38;5;12mDynamics[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mhybrid[39m[38;5;12m [39m[38;5;12mcoordinate[39m[38;5;12m [39m[38;5;12mfinite[39m[38;5;12m [39m[38;5;12mvolume[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mcode[39m[38;5;12m [39m[38;5;12mfunded[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mNOAA[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mgroup[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mNOAA-GFDL[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mPrinceton[39m[38;5;12m [39m
[38;5;12mUniversity.[39m
[38;5;12m- [39m[38;5;14m[1mVeros[0m[38;5;12m (https://github.com/team-ocean/veros) - Powerful tool that makes high-performance ocean modeling approachable and fun.[39m
[38;5;12m- [39m[38;5;14m[1mMITgcm[0m[38;5;12m (https://github.com/MITgcm/MITgcm) - A flexible non-hydrostatic formulation that efficiently simulates fluid phenomena over a wide range of scales.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mccpp-physics[0m[38;5;12m [39m[38;5;12m(https://github.com/NCAR/ccpp-physics)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mCommon[39m[38;5;12m [39m[38;5;12mCommunity[39m[38;5;12m [39m[38;5;12mPhysics[39m[38;5;12m [39m[38;5;12mPackage[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mfacilitate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mphysics[39m[38;5;12m [39m[38;5;12minnovations[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mstate-of-the-art[39m[38;5;12m [39m[38;5;12matmospheric[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mvarious[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m
[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12mphysics,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12macceleration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtransition[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mphysics[39m[38;5;12m [39m[38;5;12minnovations[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12moperational[39m[38;5;12m [39m[38;5;12mNOAA[39m[38;5;12m [39m[38;5;12mmodels.[39m
[38;5;12m- [39m[38;5;14m[1mMOHID-Lagrangian[0m[38;5;12m (https://github.com/Mohid-Water-Modelling-System/MOHID-Lagrangian) - Mainly developed for oceanographic and fluvial modeling, application to atmospheric and other planetary settings should be trivial.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMohid[0m[38;5;12m [39m[38;5;12m(https://github.com/Mohid-Water-Modelling-System/Mohid)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mmodular[39m[38;5;12m [39m[38;5;12mfinite[39m[38;5;12m [39m[38;5;12mvolumes[39m[38;5;12m [39m[38;5;12mwater-modeling[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mwritten[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mANSI-Fortran95[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mObject-oriented[39m[38;5;12m [39m[38;5;12mprogramming[39m[38;5;12m [39m[38;5;12mphilosophy,[39m[38;5;12m [39m[38;5;12mintegrating[39m[38;5;12m [39m[38;5;12mdiverse[39m[38;5;12m [39m[38;5;12mmathematical[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12msupporting[39m[38;5;12m [39m[38;5;12mgraphical[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12minterfaces[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mmanage[39m[38;5;12m [39m[38;5;12mall[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpre-[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpost-processing.[39m
[38;5;12m- [39m[38;5;14m[1mCDFTOOLS[0m[38;5;12m (https://github.com/meom-group/CDFTOOLS) - A Fortran package for analysis and diagnostics on NEMO ocean model output.[39m
[38;5;12m- [39m[38;5;14m[1mGOTM[0m[38;5;12m (https://github.com/gotm-model/code) - The General Ocean Turbulence Model is an ambitious name for a one-dimensional water column model for marine and limnological applications.[39m
[38;5;12m- [39m[38;5;14m[1mROMS[0m[38;5;12m (https://github.com/myroms/roms) - A free-surface, terrain-following, primitive equations ocean model widely used by the scientific community for a diverse range of applications.[39m
[38;5;12m- [39m[38;5;14m[1mpyroms[0m[38;5;12m (https://github.com/ESMG/pyroms) - A collection of tools to process input and output files from the Regional Ocean Modeling System.[39m
[38;5;12m- [39m[38;5;14m[1mwrfhydropy[0m[38;5;12m (https://github.com/NCAR/wrf_hydro_py) - Provides an end-to-end python interface to support reproducible research and construction of workflows involving the WRF-Hydro model.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mHYCOM[0m[38;5;12m [39m[38;5;12m(https://github.com/HYCOM/HYCOM-src)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mthree-dimensional[39m[38;5;12m [39m[38;5;12mdepiction[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mstate[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mfine[39m[38;5;12m [39m[38;5;12mresolution[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mreal[39m[38;5;12m [39m[38;5;12mtime,[39m[38;5;12m [39m[38;5;12mprovision[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mboundary[39m[38;5;12m [39m[38;5;12mconditions[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mcoastal[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mregional[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mprovision[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12moceanic[39m[38;5;12m [39m[38;5;12mboundary[39m[38;5;12m [39m
[38;5;12mconditions[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mcoupled[39m[38;5;12m [39m[38;5;12mocean-atmosphere[39m[38;5;12m [39m[38;5;12mprediction[39m[38;5;12m [39m[38;5;12mmodel.[39m
[38;5;12m- [39m[38;5;14m[1mTrackEddy[0m[38;5;12m (https://github.com/josuemtzmo/trackeddy) - Used to investigate trends of eddy kinetic energy in the ocean using satellite sea surface height anomaly.[39m

[38;2;255;187;0m[4mWaves and Currents [0m
[38;5;12m- [39m[38;5;14m[1mleaflet-velocity[0m[38;5;12m (https://github.com/onaci/leaflet-velocity) - Create a canvas visualization layer for direction and intensity of arbitrary velocities (e.g. wind, ocean current).[39m
[38;5;12m- [39m[38;5;14m[1mOpenDrift[0m[38;5;12m (https://github.com/OpenDrift/opendrift) - A software for modeling the trajectories and fate of objects or substances drifting in the ocean, or even in the atmosphere.[39m
[38;5;12m- [39m[38;5;14m[1mdorado[0m[38;5;12m (https://github.com/passaH2O/dorado) - Simulating passive Lagrangian particle transport over flow-fields from any 2D shallow-water hydrodynamic model using a weighted random walk methodology.[39m
[38;5;12m- [39m[38;5;14m[1mparcels[0m[38;5;12m (https://github.com/OceanParcels/parcels) - Can be used to track passive and active particulates such as water, plankton, plastic and fish.[39m
[38;5;12m- [39m[38;5;14m[1mwavespectra[0m[38;5;12m (https://github.com/wavespectra/wavespectra) - An open source project for working with ocean wave spectral data.[39m
[38;5;12m- [39m[38;5;14m[1mLESbrary.jl[0m[38;5;12m (https://github.com/CliMA/LESbrary.jl) - Generating a library of ocean turbulence large eddy simulation data to train ocean and climate models.[39m

[38;2;255;187;0m[4mOcean Carbon and Temperature[0m
[38;5;12m- [39m[38;5;14m[1mCO2SYS[0m[38;5;12m (https://github.com/jamesorr/CO2SYS-MATLAB) -  A MATLAB (or Octave) project to compute variables of ocean CO2 systems.  [39m
[38;5;12m- [39m[38;5;14m[1mPyCO2SYS[0m[38;5;12m (https://github.com/mvdh7/PyCO2SYS) - Marine carbonate system calculations in Python.[39m
[38;5;12m- [39m[38;5;14m[1mFluxEngine[0m[38;5;12m (https://github.com/oceanflux-ghg/FluxEngine) - An open source atmosphere ocean gas flux data processing toolbox.[39m
[38;5;12m- [39m[38;5;14m[1mseacarb[0m[38;5;12m (https://github.com/jpgattuso/seacarb-git) - An R package that calculates various parameters of the carbonate system in seawater.[39m
[38;5;12m- [39m[38;5;14m[1mTSG-QC[0m[38;5;12m (https://forge.ird.fr/us191/TSG-QC) - Analysis and validation of underway Sea Surface Temperature and Sea Surface Salinity measurements from a SeaBird Thermosalinograph.[39m
[38;5;12m- [39m[38;5;14m[1mOcean Health Index Scores[0m[38;5;12m (https://github.com/OHI-Science/ohi-global) - Provide invaluable, comprehensive, and quantitative assessments of progress towards healthy and sustainable oceans.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mERSEM[0m[38;5;12m [39m[38;5;12m(https://github.com/pmlmodelling/ersem)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mmarine[39m[38;5;12m [39m[38;5;12mbiogeochemical[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mecosystem[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mdescribes[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcycling[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcarbon,[39m[38;5;12m [39m[38;5;12mnitrogen,[39m[38;5;12m [39m[38;5;12mphosphorus,[39m[38;5;12m [39m[38;5;12msilicon,[39m[38;5;12m [39m[38;5;12moxygen[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12miron[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mlower[39m[38;5;12m [39m[38;5;12mtrophic[39m[38;5;12m [39m[38;5;12mlevel[39m[38;5;12m [39m[38;5;12mpelagic[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mbenthic[39m[38;5;12m [39m
[38;5;12mecosystems.[39m
[38;5;12m- [39m[38;5;14m[1mAIBECS.jl[0m[38;5;12m (https://github.com/JuliaOcean/AIBECS.jl) - A Julia package that provides ocean biogeochemistry modelers with an easy-to-use interface for creating and running models of the ocean system.[39m
[38;5;12m- [39m[38;5;14m[1mmocsy[0m[38;5;12m (https://github.com/jamesorr/mocsy) - Routines to model ocean carbonate system thermodynamics.[39m
[38;5;12m- [39m[38;5;14m[1mcbsyst[0m[38;5;12m (https://github.com/oscarbranson/cbsyst) - A Python module for calculating seawater carbon and boron chemistry.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Acidification Project[0m[38;5;12m (https://github.com/Open-Acidification/AlkalinityTitrator) - Apparatus to determine total alkalinity in sea water using an open-cell titration.[39m
[38;5;12m- [39m[38;5;14m[1mm_mhw[0m[38;5;12m (https://github.com/ZijieZhaoMMHW/m_mhw1.0) - Detect and analyse spatial marine heatwaves.[39m
[38;5;12m- [39m[38;5;14m[1mAutoQC[0m[38;5;12m (https://github.com/IQuOD/AutoQC) - A testing suite for automatic quality control checks of subsurface ocean temperature observations.[39m
[38;5;12m- [39m[38;5;14m[1mmarineHeatWaves[0m[38;5;12m (https://github.com/ecjoliver/marineHeatWaves) - A module for Python which implements the Marine Heatwave definition of Hobday et al. (2016).[39m
[38;5;12m- [39m[38;5;14m[1mheatwaveR[0m[38;5;12m (https://github.com/robwschlegel/heatwaveR) - Contains the original functions from the RmarineHeatWaves package that calculate and display marine heatwaves according to the definition of Hobday et al. (2016).[39m
[38;5;12m- [39m[38;5;14m[1mGSW-Python[0m[38;5;12m (https://github.com/TEOS-10/GSW-Python) - This Python implementation of the Thermodynamic Equation of Seawater 2010.[39m


[38;2;255;187;0m[4mCoastal and Reefs[0m
[38;5;12m- [39m[38;5;14m[1mpy-wave-runup[0m[38;5;12m (https://github.com/chrisleaman/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.[39m
[38;5;12m- [39m[38;5;14m[1mCoastSat[0m[38;5;12m (https://github.com/kvos/CoastSat) - Enables users to obtain time-series of shoreline position at any coastline worldwide from 30+ years of publicly available satellite imagery.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mPySAMOSA[0m[38;5;12m [39m[38;5;12m(https://github.com/floschl/pysamosa)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython-based[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mprocessing[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12mocean[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcoastal[39m[38;5;12m [39m[38;5;12mwaveforms[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mSAR[39m[38;5;12m [39m[38;5;12msatellite[39m[38;5;12m [39m[38;5;12maltimetry[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mmeasure[39m[38;5;12m [39m[38;5;12msea[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mheights,[39m[38;5;12m [39m[38;5;12mwave[39m[38;5;12m [39m[38;5;12mheights,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mspeed[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12moceans[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12minland[39m[38;5;12m [39m[38;5;12mwaters.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDigital[0m[38;5;14m[1m [0m[38;5;14m[1mEarth[0m[38;5;14m[1m [0m[38;5;14m[1mAustralia[0m[38;5;14m[1m [0m[38;5;14m[1mCoastlines[0m[38;5;12m [39m[38;5;12m(https://github.com/GeoscienceAustralia/dea-coastlines)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mExtracting[39m[38;5;12m [39m[38;5;12mtidally-constrained[39m[38;5;12m [39m[38;5;12mannual[39m[38;5;12m [39m[38;5;12mshorelines[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrobust[39m[38;5;12m [39m[38;5;12mrates[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcoastal[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mfreely[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12mEarth[39m[38;5;12m [39m[38;5;12mobservation[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m
[38;5;12mcontinental[39m[38;5;12m [39m[38;5;12mscale.[39m
[38;5;12m- [39m[38;5;14m[1mThetis[0m[38;5;12m (https://github.com/thetisproject/thetis) - An unstructured grid coastal ocean model built using the Firedrake finite element framework.[39m
[38;5;12m- [39m[38;5;14m[1mOceanMesh2D[0m[38;5;12m (https://github.com/CHLNDDEV/OceanMesh2D) - Precise distance-based two-dimensional automated mesh generation toolbox intended for coastal ocean/shallow water flow models.[39m
[38;5;12m- [39m[38;5;14m[1moceanmesh[0m[38;5;12m (https://github.com/CHLNDDEV/oceanmesh) - A Python package for the development of unstructured triangular meshes that are used in the simulation of coastal ocean circulation.[39m
[38;5;12m- [39m[38;5;14m[1mAeoLiS[0m[38;5;12m (https://github.com/openearth/aeolis-python) - Simulating aeolian sediment transport in situations where supply-limiting factors are important, like in coastal environments.[39m
[38;5;12m- [39m[38;5;14m[1mREEF3D[0m[38;5;12m (https://github.com/REEF3D/REEF3D) - An efficiently parallelized hydrodynamics framework with a focus on coastal, marine and hydraulic engineering flows.[39m
[38;5;12m- [39m[38;5;14m[1mpygetm[0m[38;5;12m (https://github.com/BoldingBruggeman/getm-rewrite) - A Python rewrite of the General Estuarine Transport Model.[39m
[38;5;12m- [39m[38;5;14m[1mPyGnome[0m[38;5;12m (https://github.com/NOAA-ORR-ERD/PyGnome) - It is designed to support oil and other hazardous material spills in the coastal environment.[39m
[38;5;12m- [39m[38;5;14m[1mCoastwards[0m[38;5;12m (https://github.com/maureentsakiris/coastwards) - A global citizen science project to help scientists study the risks of sea-level rise.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCoastal[0m[38;5;14m[1m [0m[38;5;14m[1mCarbon[0m[38;5;14m[1m [0m[38;5;14m[1mNetwork[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;14m[1m [0m[38;5;14m[1mLibrary[0m[38;5;12m [39m[38;5;12m(https://github.com/Smithsonian/CCN-Data-Library)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAccelerating[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpace[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdiscovery[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mcoastal[39m[38;5;12m [39m[38;5;12mwetland[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mscience[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12mour[39m[38;5;12m [39m[38;5;12mcommunity[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdata,[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mtools,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msynthesis[39m
[38;5;12mopportunities.[39m


[38;2;255;187;0m[4mOcean and Hydrology Data Access[0m
[38;5;12m- [39m[38;5;14m[1mHyRiver[0m[38;5;12m (https://github.com/cheginit/HyRiver) - A Python software stack for retrieving hydroclimate data from web services.[39m
[38;5;12m- [39m[38;5;14m[1mpydaymet[0m[38;5;12m (https://github.com/hyriver/pydaymet) - Retrieving and post-processing climate data from the Daymet Webservice.[39m
[38;5;12m- [39m[38;5;14m[1margopy[0m[38;5;12m (https://github.com/euroargodev/argopy) - A global network of nearly 4000 autonomous probes measuring pressure, temperature and salinity from the surface to 2000m depth every 10 days.[39m
[38;5;12m- [39m[38;5;14m[1mtidyhydat[0m[38;5;12m (https://github.com/ropensci/tidyhydat) - An R package to import Water Survey of Canada hydrometric data and make it tidy.[39m
[38;5;12m- [39m[38;5;14m[1mOceansDB[0m[38;5;12m (https://github.com/castelao/oceansdb) - A database of marine reference data like climatologies and bathymetry.[39m
[38;5;12m- [39m[38;5;14m[1mstglib[0m[38;5;12m (https://github.com/USGS-CMG/stglib) - Routines used by the USGS Coastal/Marine Hazards & Resources Program to process oceanographic time-series data.[39m
[38;5;12m- [39m[38;5;14m[1mnoaa_coops[0m[38;5;12m (https://github.com/GClunies/noaa_coops) -  A Python wrapper for the NOAA CO-OPS Tides & Currents Data and Metadata APIs.[39m
[38;5;12m- [39m[38;5;14m[1mFerret[0m[38;5;12m (https://github.com/NOAA-PMEL/Ferret) - An interactive computer visualization and analysis environment designed to meet the needs of oceanographers and meteorologists analyzing large and complex gridded datasets.[39m
[38;5;12m- [39m[38;5;14m[1mBlueant[0m[38;5;12m (https://github.com/AustralianAntarcticDivision/blueant) - Environmental data for Antarctic and Southern Ocean science.[39m
[38;5;12m- [39m[38;5;14m[1mVAPOR[0m[38;5;12m (https://github.com/NCAR/VAPOR) - The Visualization and Analysis Platform for Ocean, Atmosphere and Solar Researchers.[39m
[38;5;12m- [39m[38;5;14m[1mOcean-Data-Map-Project[0m[38;5;12m (https://github.com/DFO-Ocean-Navigator/Ocean-Data-Map-Project) - A Data Visualization tool that enables users to discover and view 3D ocean model output quickly and easily.[39m
[38;5;12m- [39m[38;5;14m[1mOceanSpy[0m[38;5;12m (https://github.com/hainegroup/oceanspy) - An open source and user-friendly Python package that enables scientists and interested amateurs to analyze and visualize ocean model datasets.[39m
[38;5;12m- [39m[38;5;14m[1moce[0m[38;5;12m (https://github.com/dankelley/oce) - An R package for oceanographic processing.[39m
[38;5;12m- [39m[38;5;14m[1mGPM-API[0m[38;5;12m (https://github.com/ghiggi/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.[39m
[38;5;12m- [39m[38;5;14m[1mhddtools[0m[38;5;12m (https://github.com/ropensci/hddtools) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mhydrobr[0m[38;5;12m (https://github.com/hydroversebr/hydrobr) - Help users select, download and clean data from pluvio- and fluviometric stations from the Brazilian National Water Agency.[39m
[38;5;12m- [39m[38;5;14m[1mEMODnetWFS[0m[38;5;12m (https://github.com/EMODnet/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.[39m
[38;5;12m- [39m[38;5;14m[1mSTOQS[0m[38;5;12m (https://github.com/stoqs/stoqs) - Geospatial database visualization software for oceanographic measurement data.[39m
[38;5;12m- [39m[38;5;14m[1modp_sdk[0m[38;5;12m (https://github.com/C4IROcean/odp-sdk-python) - Download queried ocean data easily and efficiently into data frames, for easy exploring and further processing in your data science project.[39m
[38;5;12m- [39m[38;5;14m[1mAODN Portal[0m[38;5;12m (https://github.com/aodn/aodn-portal) - The gateway to Australian marine and climate science data.[39m
[38;5;12m- [39m[38;5;14m[1mSea-level monitor[0m[38;5;12m (https://github.com/openearth/sealevel) - Tools and applications used to monitor sea-level rise.[39m
[38;5;12m- [39m[38;5;14m[1mOcean Networks Canada[0m[38;5;12m (https://github.com/oceannetworkscanada/api-python-client) - Provides easy access to Ocean Networks Canada data in Python.[39m
[38;5;12m- [39m[38;5;14m[1mStreamCat[0m[38;5;12m (https://github.com/USEPA/StreamCat) - Provides summaries of natural and anthropogenic landscape features for ~2.65 million streams, and their associated catchments, within the conterminous USA.[39m
[38;5;12m- [39m[38;5;14m[1mcmocean[0m[38;5;12m (https://github.com/matplotlib/cmocean) - Colormap setup for standardizing commonly-plotting oceanographic variables.[39m
[38;5;12m- [39m[38;5;14m[1mGlobalDeltaChange[0m[38;5;12m (https://github.com/jhnienhuis/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.[39m
[38;5;12m- [39m[38;5;14m[1mWaterwayMap[0m[38;5;12m (https://github.com/amandasaurus/waterwaymap.org) - River Basins from OpenStreetMap.[39m
[38;5;12m- [39m[38;5;14m[1mgwavr[0m[38;5;12m (https://github.com/joshualerickson/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.[39m


[38;2;255;187;0m[4mAtmosphere[0m
[38;2;255;187;0m[4mAtmospheric Composition and Dynamics[0m
[38;5;12m- [39m[38;5;14m[1mqgs[0m[38;5;12m (https://github.com/Climdyn/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.[39m
[38;5;12m- [39m[38;5;14m[1mpyglow[0m[38;5;12m (https://github.com/timduly4/pyglow) - A Python module that wraps several upper atmosphere climatological models written in FORTRAN.[39m
[38;5;12m- [39m[38;5;14m[1mMission Support System[0m[38;5;12m (https://github.com/Open-MSS/MSS) - A collaboration server to plan atmospheric research flights.[39m
[38;5;12m- [39m[38;5;14m[1mMiMA[0m[38;5;12m (https://github.com/mjucker/MiMA) - Model of an idealized Moist Atmosphere: Intermediate-complexity General Circulation Model with full radiation.[39m
[38;5;12m- [39m[38;5;14m[1mIsca[0m[38;5;12m (https://github.com/ExeClim/Isca) - A framework for the idealized modeling of the global circulation of planetary atmospheres at varying levels of complexity and realism.[39m
[38;5;12m- [39m[38;5;14m[1mpyvortex[0m[38;5;12m (https://github.com/pankajkarman/pyvortex) - Equivalent Latitude and polar vortex edge calculation using Nash criteria.[39m
[38;5;12m- [39m[38;5;14m[1mClimaAtmos.jl[0m[38;5;12m (https://github.com/CliMA/ClimaAtmos.jl) - A library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools.[39m
[38;5;12m- [39m[38;5;14m[1mWaveBreaking[0m[38;5;12m (https://github.com/skaderli/WaveBreaking) -  A python package that provides detection, classification and tracking of Rossby Wave Breaking in weather and climate data.[39m
[38;5;12m- [39m[38;5;14m[1mtyphon[0m[38;5;12m (https://github.com/atmtools/typhon) - A collection of tools for atmospheric research with Python 3.[39m
[38;5;12m- [39m[38;5;14m[1mPace[0m[38;5;12m (https://github.com/ai2cm/pace) - A implementation of the FV3GFS / SHiELD atmospheric model developed by NOAA/GFDL using the GT4Py domain-specific language in Python.[39m
[38;5;12m- [39m[38;5;14m[1mProject Horus[0m[38;5;12m (https://github.com/projecthorus/radiosonde_auto_rx) - A Amateur Radio High Altitude Ballooning project.[39m
[38;5;12m- [39m[38;5;14m[1mANEMOI[0m[38;5;12m (https://github.com/moulin1024/ANEMOI) - Large-eddy simulation code written in CUDA Fortran for simulating atmospheric boundary layer flows.[39m
[38;5;12m- [39m[38;5;14m[1mCIS[0m[38;5;12m (https://github.com/cedadev/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.[39m
[38;5;12m- [39m[38;5;14m[1mEMC²[0m[38;5;12m (https://github.com/columncolab/EMC2) - An open source framework for atmospheric model and observational column comparison.[39m
[38;5;12m- [39m[38;5;14m[1mUnidata Science Gateway[0m[38;5;12m (https://github.com/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.[39m
[38;5;12m- [39m[38;5;14m[1mSounderPy[0m[38;5;12m (https://github.com/kylejgillett/sounderpy) - A python package that helps you to access and plot vertical profile data for meteorological analysis.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSHARPpy[0m[38;5;12m [39m[38;5;12m(https://github.com/sharppy/SHARPpy)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcollection[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12msounding[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mhodograph[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mroutines,[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12msounding[39m[38;5;12m [39m[38;5;12mplotting[39m[38;5;12m [39m[38;5;12mpackage,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minteractive,[39m[38;5;12m [39m[38;5;12mcross-platform[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12manalyzing[39m[38;5;12m [39m[38;5;12mreal-time[39m[38;5;12m [39m[38;5;12msoundings[39m[38;5;12m [39m[38;5;12mall[39m[38;5;12m [39m
[38;5;12mwritten[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mPython.[39m
[38;5;12m- [39m[38;5;14m[1mAC_tools[0m[38;5;12m (https://github.com/tsherwen/AC_tools) - Contains functions and scripts used for working with atmospheric model output and observational data.[39m
[38;5;12m- [39m[38;5;14m[1mACT[0m[38;5;12m (https://github.com/ARM-DOE/ACT) - The Atmospheric data Community Toolkit is an open source Python toolkit for working with atmospheric time-series datasets of varying dimensions.[39m
[38;5;12m- [39m[38;5;14m[1mFreva[0m[38;5;12m (https://gitlab.dkrz.de/freva/evaluation_system) - A data search and analysis platform developed by the atmospheric science community for the atmospheric science community.[39m
[38;5;12m- [39m[38;5;14m[1mSpeedyWeather.jl[0m[38;5;12m (https://github.com/SpeedyWeather/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.[39m
[38;5;12m- [39m[38;5;14m[1mA-Profiles[0m[38;5;12m (https://github.com/AugustinMortier/a-profiles) - A python library dedicated to the analysis of atmospheric profilers measurements.[39m
[38;5;12m- [39m[38;5;14m[1mLROSE[0m[38;5;12m (https://github.com/ncar/lrose-core) - The Lidar Radar Open Software Environment for Atmospheric Science.[39m
[38;5;12m- [39m[38;5;14m[1mCalibrateEDMF.jl[0m[38;5;12m (https://github.com/CliMA/CalibrateEDMF.jl) - Calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods.[39m
[38;5;12m- [39m[38;5;14m[1mjsmetrics[0m[38;5;12m (https://github.com/Thomasjkeel/jsmetrics) - An open-source Python package containing implementations of various statistics and algorithms which have been developed to identify or characterise jet streams.[39m
[38;5;12m- [39m[38;5;14m[1mpySonde[0m[38;5;12m (https://github.com/observingClouds/pysonde) - Converts Vaisala's radiosonde files (mwx) to netCDF4 and interpolates them if needed to a common height grid for easier processing.[39m

[38;2;255;187;0m[4mAtmospheric Dispersion and Transport[0m
[38;5;12m- [39m[38;5;14m[1mMPTRAC[0m[38;5;12m (https://github.com/slcs-jsc/mptrac) - A Lagrangian particle dispersion model for the analysis of atmospheric transport processes in the free troposphere and stratosphere.[39m
[38;5;12m- [39m[38;5;14m[1mGRAL[0m[38;5;12m (https://github.com/GralDispersionModel/GRAL) - A Lagrangian dispersion model with reasonable demands on computational times and sensible accuracy. [39m
[38;5;12m- [39m[38;5;14m[1mSNAP[0m[38;5;12m (https://github.com/metno/snap) - A lagrangian type atmospheric dispersion model specialized on modelling dispersion of radioactive debris.[39m
[38;5;12m- [39m[38;5;14m[1mGasDispersion.jl[0m[38;5;12m (https://github.com/aefarrell/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.[39m
[38;5;12m- [39m[38;5;14m[1mCloudDrift[0m[38;5;12m (https://github.com/Cloud-Drift/clouddrift) - Accelerates the use of Lagrangian data for atmospheric, oceanic, and climate sciences.[39m
[38;5;12m- [39m[38;5;14m[1mIPART[0m[38;5;12m (https://github.com/ihesp/IPART) - A Python package for automated Atmospheric River (AR) detection, axis finding and AR tracking from gridded Integrated Vapor Transport data.[39m
[38;5;12m- [39m[38;5;14m[1mWAM2layers[0m[38;5;12m (https://github.com/WAM2layers/WAM2layers) - Used to determine where precipitation originally evaporated (backtracking), or where evaporated moisture eventually ends up (forward tracking).[39m

[38;2;255;187;0m[4mAtmospheric Chemistry and Aerosol[0m
[38;5;12m- [39m[38;5;14m[1mGEOS-Chem[0m[38;5;12m (https://github.com/geoschem/geos-chem) - Advance understanding of human and natural influences on the environment through a comprehensive, state-of-the-science, readily accessible global model of atmospheric composition.[39m
[38;5;12m- [39m[38;5;14m[1mgcpy[0m[38;5;12m (https://github.com/geoschem/gcpy) - A Python-based toolkit containing useful functions for working specifically with the GEOS-Chem model of atmospheric chemistry and composition.[39m
[38;5;12m- [39m[38;5;14m[1mPartMC[0m[38;5;12m (https://github.com/compdyn/partmc) - Particle-resolved Monte Carlo code for atmospheric aerosol simulation.[39m
[38;5;12m- [39m[38;5;14m[1mPyCHAM[0m[38;5;12m (https://github.com/simonom/PyCHAM) - CHemistry with Aerosol Microphysics in Python box model for Windows, Linux and Mac.[39m
[38;5;12m- [39m[38;5;14m[1mChemical Lagrangian Model of the Stratosphere[0m[38;5;12m (https://jugit.fz-juelich.de/clams/CLaMS) - A world leader in simulating exchange processes in the atmosphere across transport barriers such as stratosphere-troposphere exchange.[39m
[38;5;12m- [39m[38;5;14m[1mPyBox[0m[38;5;12m (https://github.com/loftytopping/PyBox) - A Python based box-model generator and simulator designed for atmospheric chemistry and aerosol studies.[39m
[38;5;12m- [39m[38;5;14m[1mMICM Chemistry[0m[38;5;12m (https://github.com/NCAR/micm) - A unique chemistry module that can be implemented in any atmosphere model used at NCAR.[39m
[38;5;12m- [39m[38;5;14m[1mPySDM[0m[38;5;12m (https://github.com/open-atmos/PySDM) - Pythonic particle-based warm-rain/aqueous-chemistry cloud microphysics package.[39m
[38;5;12m- [39m[38;5;14m[1mpyrcel[0m[38;5;12m (https://github.com/darothen/pyrcel) - An implementation of a simple, adiabatic cloud parcel model for use in aerosol-cloud interaction studies.[39m
[38;5;12m- [39m[38;5;14m[1mORAC[0m[38;5;12m (https://github.com/ORAC-CC/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.[39m
[38;5;12m- [39m[38;5;14m[1mCAMP[0m[38;5;12m (https://github.com/open-atmos/camp) - Allows a given chemical mechanism to be solved in atmospheric models with different aerosol representations.[39m
[38;5;12m- [39m[38;5;14m[1mpyaerocom[0m[38;5;12m (https://github.com/metno/pyaerocom) - An open international initiative of scientists interested in the advancement of the understanding of the global aerosol and its impact on climate.[39m
[38;5;12m- [39m[38;5;14m[1mpy-smps[0m[38;5;12m (https://github.com/quant-aq/py-smps) - Python package for analyzing and visualizing size-resolved aerosol data from a variety of aerosol sizing instruments. [39m
[38;5;12m- [39m[38;5;14m[1mMONET[0m[38;5;12m (https://github.com/noaa-oar-arl/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.[39m
[38;5;12m- [39m[38;5;14m[1mAPCEMM[0m[38;5;12m (https://github.com/MIT-LAE/APCEMM) - Aims to assess the chemical and microphysical perturbations introduced by a conventional aircraft, equipped with gas turbine engines.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEUREC4A[0m[38;5;14m[1m [0m[38;5;14m[1mIntake[0m[38;5;14m[1m [0m[38;5;14m[1mcatalogue[0m[38;5;12m [39m[38;5;12m(https://github.com/eurec4a/eurec4a-intake)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEUREC4A[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m[38;5;12mcampaign,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12maims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mimprove[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12munderstanding[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12minterplay[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m[38;5;12mclouds,[39m[38;5;12m [39m[38;5;12mconvection[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcirculation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mrole[39m[38;5;12m [39m
[38;5;12min[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange.[39m
[38;5;12m- [39m[38;5;14m[1mdwarf-p-cloudsc[0m[38;5;12m (https://github.com/ecmwf-ifs/dwarf-p-cloudsc) - Standalone mini-app of the ECMWF cloud microphysics parameterization.[39m
[38;5;12m- [39m[38;5;14m[1mUWLCM[0m[38;5;12m (https://github.com/igfuw/UWLCM) - A tool for numerical modeling of clouds using LES model of turbulence and Lagrangian cloud microphysics.[39m
[38;5;12m- [39m[38;5;14m[1mCLEO[0m[38;5;12m (https://github.com/yoctoyotta1024/CLEO) - A library for Super-Droplet Model (SDM) cloud microphysics.[39m

[38;2;255;187;0m[4mMeteorological Observation and Forecast[0m
[38;5;12m- [39m[38;5;14m[1mwindrose[0m[38;5;12m (https://github.com/python-windrose/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.[39m
[38;5;12m- [39m[38;5;14m[1mMETplus[0m[38;5;12m (https://github.com/dtcenter/METplus) - A verification framework that spans a wide range of temporal (warn-on-forecast to climate) and spatial (storm to global) scales.[39m
[38;5;12m- [39m[38;5;14m[1mWRF-ARW[0m[38;5;12m (https://github.com/wrf-model/WRF) - The official repository for the Weather Research and Forecasting model.[39m
[38;5;12m- [39m[38;5;14m[1mwrf-python[0m[38;5;12m (https://github.com/NCAR/wrf-python) - A collection of diagnostic and interpolation routines for use with output from the Weather Research and Forecasting Model.[39m
[38;5;12m- [39m[38;5;14m[1mOpen-Meteo[0m[38;5;12m (https://github.com/open-meteo/open-meteo) - Global weather API for non-commercial use with hourly weather forecast.[39m
[38;5;12m- [39m[38;5;14m[1mstationaRy[0m[38;5;12m (https://github.com/rich-iannone/stationaRy) - Get hourly meteorological data from one of thousands of global stations.[39m
[38;5;12m- [39m[38;5;14m[1mweathercan[0m[38;5;12m (https://github.com/ropensci/weathercan) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mmetR[0m[38;5;12m (https://github.com/eliocamp/metR) - Several functions and utilities that make R better for handling meteorological data in the tidy data paradigm.[39m
[38;5;12m- [39m[38;5;14m[1mclimate[0m[38;5;12m (https://github.com/bczernecki/climate) - The goal of the climate R package is to automatize downloading of meteorological and hydrological data from publicly available repositories.[39m
[38;5;12m- [39m[38;5;14m[1mrdwd[0m[38;5;12m (https://github.com/brry/rdwd) - An R package to select, download and read climate data from the German Weather Service.[39m
[38;5;12m- [39m[38;5;14m[1mMetPy[0m[38;5;12m (https://github.com/Unidata/MetPy) - A collection of tools in Python for reading, visualizing and performing calculations with weather data.[39m
[38;5;12m- [39m[38;5;14m[1mwetterdienst[0m[38;5;12m (https://github.com/earthobservations/wetterdienst) - Trying to make access to weather data in Python feel like a warm summer breeze.[39m
[38;5;12m- [39m[38;5;14m[1mAWIPS[0m[38;5;12m (https://github.com/Unidata/awips2) - The Advanced Weather Interactive Processing System is a meteorological display and analysis package originally developed by the National Weather Service and Raytheon.[39m
[38;5;12m- [39m[38;5;14m[1mMetview Python bindings[0m[38;5;12m (https://github.com/ecmwf/metview-python) - Python interface to Metview, a meteorological workstation and batch system for accessing, examining, manipulating and visualising meteorological data.[39m
[38;5;12m- [39m[38;5;14m[1mHerbie[0m[38;5;12m (https://github.com/blaylockbk/Herbie) - A python package that downloads recent and archived numerical weather prediction model output from different cloud archive sources.[39m
[38;5;12m- [39m[38;5;14m[1mMEWS[0m[38;5;12m (https://github.com/sandialabs/MEWS) - A Python package designed to add extreme weather events to existing weather data or projections.[39m
[38;5;12m- [39m[38;5;14m[1meeweather[0m[38;5;12m (https://github.com/openeemeter/eeweather) - Fetch NCDC ISD, TMY3, or CZ2010 weather data that corresponds to ZIP Code Tabulation Areas or Latitude/Longitude.[39m
[38;5;12m- [39m[38;5;14m[1mmet.3D[0m[38;5;12m (https://gitlab.com/wxmetvis/met.3d) - Interactive three-dimensional visualization of numerical ensemble weather predictions and similar numerical atmospheric model datasets.[39m
[38;5;12m- [39m[38;5;14m[1magera5tools[0m[38;5;12m (https://github.com/ajwdewit/agera5tools) - Tools for mirroring, manipulating  and serving Global Weather for Agriculture data (AgERA5).[39m
[38;5;12m- [39m[38;5;14m[1mMeteoInfo[0m[38;5;12m (https://github.com/meteoinfo/MeteoInfo) - GIS and scientific computation environment for meteorological community.[39m
[38;5;12m- [39m[38;5;14m[1mthundeR[0m[38;5;12m (https://github.com/bczernecki/thundeR) - Rapid computation and visualisation of convective parameters from rawinsonde and Numerical weather prediction data.[39m
[38;5;12m- [39m[38;5;14m[1mAtmoSwing[0m[38;5;12m (https://github.com/atmoswing/atmoswing) - Allow predicting local meteorological variables of interest, such as the daily precipitation, based on synoptic variables.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mufs-weather-model[0m[38;5;12m [39m[38;5;12m(https://github.com/ufs-community/ufs-weather-model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mcode[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexternal[39m[38;5;12m [39m[38;5;12mlinks[39m[38;5;12m [39m[38;5;12mneeded[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbuild[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUnified[39m[38;5;12m [39m[38;5;12mForecast[39m[38;5;12m [39m[38;5;12mSystem[39m[38;5;12m [39m[38;5;12matmosphere[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12massociated[39m[38;5;12m [39m[38;5;12mcomponents,[39m[38;5;12m [39m[38;5;12mincluding[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mWaveWatch[39m[38;5;12m [39m[38;5;12mIII[39m[38;5;12m [39m
[38;5;12mmodel.[39m
[38;5;12m- [39m[38;5;14m[1mWeatherBench 2[0m[38;5;12m (https://github.com/google-research/weatherbench2) - A framework for evaluating and comparing data-driven and traditional numerical weather forecasting models.[39m
[38;5;12m- [39m[38;5;14m[1mMeteoHist[0m[38;5;12m (https://github.com/yotkadata/meteo_hist) - A Streamlit app to create interactive temperature and precipitation graphs for places around the world.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mecPoint-Calibrate[0m[38;5;12m [39m[38;5;12m(https://github.com/ecmwf/ecpoint-calibrate)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12muses[39m[38;5;12m [39m[38;5;12mconditional[39m[38;5;12m [39m[38;5;12mverification[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcompare[39m[38;5;12m [39m[38;5;12mnumerical[39m[38;5;12m [39m[38;5;12mweather[39m[38;5;12m [39m[38;5;12mprediction[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12moutputs[39m[38;5;12m [39m[38;5;12magainst[39m[38;5;12m [39m[38;5;12mpoint[39m[38;5;12m [39m[38;5;12mobservations[39m[38;5;12m [39m[38;5;12mand,[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12mway,[39m[38;5;12m [39m[38;5;12manticipate[39m[38;5;12m [39m
[38;5;12msub-grid[39m[38;5;12m [39m[38;5;12mvariability[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12midentify[39m[38;5;12m [39m[38;5;12mbiases[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mgrid[39m[38;5;12m [39m[38;5;12mscale.[39m
[38;5;12m- [39m[38;5;14m[1mimdlib[0m[38;5;12m (https://github.com/iamsaswata/imdlib) - Download and handle binary grided data from Indian Meterological department.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMetNet[0m[38;5;12m [39m[38;5;12m(https://github.com/openclimatefix/metnet)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mneural[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mforecasts[39m[38;5;12m [39m[38;5;12mprecipitation[39m[38;5;12m [39m[38;5;12mup[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12m8[39m[38;5;12m [39m[38;5;12mhours[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mhigh[39m[38;5;12m [39m[38;5;12mspatial[39m[38;5;12m [39m[38;5;12mresolution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12m1[39m[38;5;12m [39m[38;5;12mkm²[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtemporal[39m[38;5;12m [39m[38;5;12mresolution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12m2[39m[38;5;12m [39m[38;5;12mminutes[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mlatency[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12morder[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msecond.[39m
[38;5;12m- [39m[38;5;14m[1mjmastats[0m[38;5;12m (https://github.com/uribo/jmastats) - Download Weather Data from Japan Meteorological Agency Website.[39m
[38;5;12m- [39m[38;5;14m[1mpyIEM[0m[38;5;12m (https://github.com/akrherz/pyIEM) - A collection of python support things that make my weather processing work, work.[39m
[38;5;12m- [39m[38;5;14m[1mforest[0m[38;5;12m (https://github.com/MetOffice/forest) - Forecast and Observation Research and Evaluation Survey Tool.[39m
[38;5;12m- [39m[38;5;14m[1mAMBS[0m[38;5;12m (https://gitlab.jsc.fz-juelich.de/esde/machine-learning/ambs) - The Atmopsheric Machine Learning Benchmarking System aims to provide state-of-the-art video prediction methods applied to the meteorological domain.[39m
[38;5;12m- [39m[38;5;14m[1mgis4wrf[0m[38;5;12m (https://github.com/GIS4WRF/gis4wrf) - A free and open source QGIS plug-in to help researchers and practitioners with their Advanced Research Weather Research and Forecasting modeling workflows.[39m
[38;5;12m- [39m[38;5;14m[1mWeather Stations[0m[38;5;12m (https://github.com/meteostat/weather-stations) - A list of public weather stations everyone can edit and share.[39m
[38;5;12m- [39m[38;5;14m[1mGEMPAK[0m[38;5;12m (https://github.com/Unidata/gempak) - Analysis and product generation for meteorological data.[39m
[38;5;12m- [39m[38;5;14m[1mPostWRF[0m[38;5;12m (https://github.com/anikfal/PostWRF) - Visualization and postprocessing of the WRF and ERA5 data.[39m
[38;5;12m- [39m[38;5;14m[1mGraphCast[0m[38;5;12m (https://github.com/google-deepmind/graphcast) - Learning skillful medium-range global weather forecasting.[39m
[38;5;12m- [39m[38;5;14m[1mGraph Weather[0m[38;5;12m (https://github.com/openclimatefix/graph_weather) - Data-driven approach for forecasting global weather using graph neural network.[39m
[38;5;12m- [39m[38;5;14m[1mbrightsky[0m[38;5;12m (https://github.com/jdemaeyer/brightsky) - A JSON API for Germany's meteorological service as part of their Open Data program.[39m
[38;5;12m- [39m[38;5;14m[1mIEM[0m[38;5;12m (https://github.com/akrherz/iem) - A website that provides weather data and forecasts for Iowa and the world.[39m
[38;5;12m- [39m[38;5;14m[1mIMPROVER[0m[38;5;12m (https://github.com/metoppv/improver) - A library of algorithms for meteorological post-processing and verification.[39m
[38;5;12m- [39m[38;5;14m[1mOpenCastKit[0m[38;5;12m (https://github.com/HFAiLab/OpenCastKit) - Open-source solutions of global data-driven high-resolution weather forecasting.[39m
[38;5;12m- [39m[38;5;14m[1mMSC AniMet[0m[38;5;12m (https://github.com/ECCC-MSC/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.[39m
[38;5;12m- [39m[38;5;14m[1mifk-smhi[0m[38;5;12m (https://github.com/Ingenjorsarbete-For-Klimatet/ifk-smhi) - Python interface to the Swedish Meteorological and Hydrological Institute, which provides climate and weather data.[39m

[38;2;255;187;0m[4mRadiative Transfer[0m
[38;5;12m- [39m[38;5;14m[1mlowtran[0m[38;5;12m (https://github.com/space-physics/lowtran) - Atmospheric absorption extinction, scatter and irradiance model in Python and Matlab.[39m
[38;5;12m- [39m[38;5;14m[1mvSmartMOM.jl[0m[38;5;12m (https://github.com/RemoteSensingTools/vSmartMOM.jl) - A full end-to-end modular software suite for radiative transfer and related atmospheric analysis.[39m
[38;5;12m- [39m[38;5;14m[1mlibRadtran[0m[38;5;12m (http://www.libradtran.org/) - A collection of C and Fortran functions and programs for calculation of solar and thermal radiation in the Earth's atmosphere.[39m
[38;5;12m- [39m[38;5;14m[1mARTS[0m[38;5;12m (https://github.com/atmtools/arts) - A radiative transfer model for the millimeter and sub-millimeter spectral range.[39m
[38;5;12m- [39m[38;5;14m[1mPy6S[0m[38;5;12m (https://github.com/robintw/Py6S) - A Python interface to the 6S Radiative Transfer Model.[39m
[38;5;12m- [39m[38;5;14m[1mRTE+RRTMGP[0m[38;5;12m (https://github.com/earth-system-radiation/rte-rrtmgp) - A set of codes for computing radiative fluxes in planetary atmospheres.[39m
[38;5;12m- [39m[38;5;14m[1mLBLRTM[0m[38;5;12m (https://github.com/AER-RC/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.[39m
[38;5;12m- [39m[38;5;14m[1mRRTMGP.jl[0m[38;5;12m (https://github.com/CliMA/RRTMGP.jl) - A Julia implementation of Rapid and accurate Radiative Transfer Model for General Circulation Models.[39m
[38;5;12m- [39m[38;5;14m[1mEradiate[0m[38;5;12m (https://github.com/eradiate/eradiate) - A next-generation radiative transfer model for Earth observation applications.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mJuelich[0m[38;5;14m[1m [0m[38;5;14m[1mRapid[0m[38;5;14m[1m [0m[38;5;14m[1mSpectral[0m[38;5;14m[1m [0m[38;5;14m[1mSimulation[0m[38;5;14m[1m [0m[38;5;14m[1mCode[0m[38;5;12m [39m[38;5;12m(https://github.com/slcs-jsc/jurassic)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mJuelich[39m[38;5;12m [39m[38;5;12mRapid[39m[38;5;12m [39m[38;5;12mSpectral[39m[38;5;12m [39m[38;5;12mSimulation[39m[38;5;12m [39m[38;5;12mCode[39m[38;5;12m [39m[38;5;12m(JURASSIC)[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfast[39m[38;5;12m [39m[38;5;12minfrared[39m[38;5;12m [39m[38;5;12mradiative[39m[38;5;12m [39m[38;5;12mtransfer[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12matmospheric[39m[38;5;12m [39m[38;5;12mremote[39m[38;5;12m [39m[38;5;12msensing[39m[38;5;12m [39m
[38;5;12mmeasurements.[39m
[38;5;12m- [39m[38;5;14m[1mTenstream[0m[38;5;12m (https://github.com/tenstream/tenstream) - A 3D radiative transfer solver for earth system models.[39m
[38;5;12m- [39m[38;5;14m[1mOcean Data and Information System[0m[38;5;12m (https://github.com/iodepo/odis-arch) - The Ocean InfoHub facilitates access to global oceans information, data and knowledge products for management and sustainable development.[39m
[38;5;12m- [39m[38;5;14m[1mreflective-potential[0m[38;5;12m (https://github.com/ReflectiveEarth/reflective-potential) - An empirical analysis of Earth's annual-average surface reflectivity potential.[39m
[38;5;12m- [39m[38;5;14m[1mradis[0m[38;5;12m (https://github.com/radis/radis) - A fast line-by-line code for high-resolution infrared molecular spectra.[39m
[38;5;12m- [39m[38;5;14m[1mpyOSOAA[0m[38;5;12m (https://github.com/fnemina/pyOSOAA) - A python interface for the Ocean Successive Orders with Atmosphere radiative transfer.[39m
[38;5;12m- [39m[38;5;14m[1mECRAD[0m[38;5;12m (https://github.com/ecmwf-ifs/ecrad) - A radiation scheme suitable for use in atmospheric weather and climate models.[39m
[38;5;12m- [39m[38;5;14m[1mRT1[0m[38;5;12m (https://github.com/TUW-GEO/rt1) - A first order radiative transfer model for soil- and vegetation related parameter retrievals from radar-data.[39m

[38;2;255;187;0m[4mClimate Change[0m
[38;2;255;187;0m[4mEarth and Climate Modeling [0m
[38;5;12m- [39m[38;5;14m[1mSCREAM[0m[38;5;12m (https://github.com/E3SM-Project/scream) - A global atmosphere model targeted towards 3 km ("cloud resolving") resolution.[39m
[38;5;12m- [39m[38;5;14m[1mESMValTool[0m[38;5;12m (https://github.com/ESMValGroup/ESMValTool) - A community diagnostic and performance metrics tool for routine evaluation of Earth system models in World Climate Research Programme.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mFlexible[0m[38;5;14m[1m [0m[38;5;14m[1mModeling[0m[38;5;14m[1m [0m[38;5;14m[1mSystem[0m[38;5;12m [39m[38;5;12m(https://github.com/NOAA-GFDL/FMS)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msupporting[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mefficient[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12mconstruction,[39m[38;5;12m [39m[38;5;12mexecution,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12minterpretation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12matmospheric,[39m[38;5;12m [39m[38;5;12moceanic,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m
[38;5;12mmodels.[39m
[38;5;12m- [39m[38;5;14m[1mglobal-workflow[0m[38;5;12m (https://github.com/NOAA-EMC/global-workflow) - Global Superstructure/Workflow currently supporting the Finite-Volume on a Cubed-Sphere Global Forecast System.[39m
[38;5;12m- [39m[38;5;14m[1mpangeo[0m[38;5;12m (https://github.com/pangeo-data/pangeo) - A community platform for Big Data geoscience.[39m
[38;5;12m- [39m[38;5;14m[1mPangeo Docker Images[0m[38;5;12m (https://github.com/pangeo-data/pangeo-docker-images) - The images defined in this repository capture reproducible computing environments used by Pangeo Cloud.[39m
[38;5;12m- [39m[38;5;14m[1mCMEPS[0m[38;5;12m (https://github.com/ESCOMP/CMEPS) - The Community Mediator for Earth Prediction Systems (CMEPS) is a NUOPC-compliant Mediator component used for coupling Earth system model component.[39m
[38;5;12m- [39m[38;5;14m[1mE3SM[0m[38;5;12m (https://github.com/E3SM-Project/E3SM) - A state-of-the-art fully coupled model of the Earth's climate including important biogeochemical and cryospheric processes.[39m
[38;5;12m- [39m[38;5;14m[1mE3SM Diagnostics Package[0m[38;5;12m (https://github.com/E3SM-Project/e3sm_diags) - Diagnostics package constructed for supporting the diagnostics task of DOE's Energy Exascale Earth System Model (E3SM) project.[39m
[38;5;12m- [39m[38;5;14m[1mMDTF-diagnostics[0m[38;5;12m (https://github.com/NOAA-GFDL/MDTF-diagnostics) - Analysis framework and collection of process-oriented diagnostics for weather and climate simulations.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mCommunity[0m[38;5;14m[1m [0m[38;5;14m[1mEarth[0m[38;5;14m[1m [0m[38;5;14m[1mSystem[0m[38;5;14m[1m [0m[38;5;14m[1mModel[0m[38;5;12m [39m[38;5;12m(https://github.com/ESCOMP/CESM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mComposed[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mseparate[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12msimultaneously[39m[38;5;12m [39m[38;5;12msimulating[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEarth's[39m[38;5;12m [39m[38;5;12matmosphere,[39m[38;5;12m [39m[38;5;12mocean,[39m[38;5;12m [39m[38;5;12mland,[39m[38;5;12m [39m[38;5;12mriver[39m[38;5;12m [39m[38;5;12mrun-off,[39m[38;5;12m [39m[38;5;12mland-ice,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msea-ice,[39m[38;5;12m [39m[38;5;12mplus[39m[38;5;12m [39m[38;5;12mone[39m[38;5;12m [39m[38;5;12mcentral[39m[38;5;12m [39m[38;5;12mcoupler/moderator[39m[38;5;12m [39m
[38;5;12mcomponent,[39m[38;5;12m [39m[38;5;12mit[39m[38;5;12m [39m[38;5;12mallows[39m[38;5;12m [39m[38;5;12mresearchers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mconduct[39m[38;5;12m [39m[38;5;12mfundamental[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEarth's[39m[38;5;12m [39m[38;5;12mpast,[39m[38;5;12m [39m[38;5;12mpresent,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mstates.[39m
[38;5;12m- [39m[38;5;14m[1mCLIMA-Land[0m[38;5;12m (https://github.com/CliMA/Land) - Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc).[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mGlobal[0m[38;5;14m[1m [0m[38;5;14m[1mEnvironmental[0m[38;5;14m[1m [0m[38;5;14m[1mMultiscale[0m[38;5;14m[1m [0m[38;5;14m[1mModel[0m[38;5;12m [39m[38;5;12m(https://github.com/ECCC-ASTD-MRD/gem)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mintegrated[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12massimilation[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mAtmospheric[39m[38;5;12m [39m[38;5;12mNumerical[39m[38;5;12m [39m[38;5;12mPrediction[39m[38;5;12m [39m[38;5;12mResearch[39m[38;5;12m [39m[38;5;12mSection,[39m[38;5;12m [39m[38;5;12mMeteorological[39m[38;5;12m [39m[38;5;12mResearch[39m[38;5;12m [39m
[38;5;12mDivision,[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mEnvironment[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mChange[39m[38;5;12m [39m[38;5;12mCanada.[39m
[38;5;12m- [39m[38;5;14m[1matlas[0m[38;5;12m (https://github.com/ecmwf/atlas) - A library for numerical weather prediction and climate modeling.[39m
[38;5;12m- [39m[38;5;14m[1mhector[0m[38;5;12m (https://github.com/JGCRI/hector) - An open source, object-oriented, simple global climate carbon-cycle model.[39m
[38;5;12m- [39m[38;5;14m[1mpyhector[0m[38;5;12m (https://github.com/openclimatedata/pyhector) - A Python interface for the simple global climate carbon-cycle model Hector.[39m
[38;5;12m- [39m[38;5;14m[1mNorESM[0m[38;5;12m (https://github.com/NorESMhub/NorESM) - Norwegian Earth System Model and Documentation.[39m
[38;5;12m- [39m[38;5;14m[1mCliMT[0m[38;5;12m (https://github.com/CliMT/climt) - A Toolkit for building Earth system models in Python.[39m
[38;5;12m- [39m[38;5;14m[1mclimlab[0m[38;5;12m (https://github.com/climlab/climlab) - A Python package for process-oriented climate modeling.[39m
[38;5;12m- [39m[38;5;14m[1mFAIR[0m[38;5;12m (https://github.com/OMS-NetZero/FAIR) - Finite Amplitude Impulse-Response simple climate-carbon-cycle model.[39m
[38;5;12m- [39m[38;5;14m[1mMetSim[0m[38;5;12m (https://github.com/UW-Hydro/MetSim) - A meteorological simulator and forcing disaggregator for hydrologic modeling and climate applications.[39m
[38;5;12m- [39m[38;5;14m[1mESMF[0m[38;5;12m (https://github.com/esmf-org/esmf) - The Earth System Modeling Framework is a suite of software tools for developing high-performance, multi-component Earth science modeling applications.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mRegESM[0m[38;5;12m [39m[38;5;12m(https://github.com/uturuncoglu/RegESM)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mRegional[39m[38;5;12m [39m[38;5;12mEarth[39m[38;5;12m [39m[38;5;12mSystem[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mstate-of-art[39m[38;5;12m [39m[38;5;12mcoupled[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mallows[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mvariety[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mearth[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mcomponents[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mintegration[39m[38;5;12m [39m
[38;5;12mwith[39m[38;5;12m [39m[38;5;12mco-processing[39m[38;5;12m [39m[38;5;12mtool.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMPAS[0m[38;5;12m [39m[38;5;12m(https://github.com/MPAS-Dev/MPAS-Model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mPrediction[39m[38;5;12m [39m[38;5;12mAcross[39m[38;5;12m [39m[38;5;12mScales[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mcollaborative[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mdeveloping[39m[38;5;12m [39m[38;5;12matmosphere,[39m[38;5;12m [39m[38;5;12mocean,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mearth-system[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mcomponents[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mclimate,[39m[38;5;12m [39m[38;5;12mregional[39m[38;5;12m [39m[38;5;12mclimate,[39m[38;5;12m [39m[38;5;12mand[39m
[38;5;12mweather[39m[38;5;12m [39m[38;5;12mstudies.[39m
[38;5;12m- [39m[38;5;14m[1mpymt[0m[38;5;12m (https://github.com/csdms/pymt) - A Python toolkit for running and coupling Earth surface models.[39m
[38;5;12m- [39m[38;5;14m[1mClimateModels.jl[0m[38;5;12m (https://github.com/gaelforget/ClimateModels.jl) - Uniform interface to climate models of varying complexity and completeness.[39m
[38;5;12m- [39m[38;5;14m[1mPymagicc[0m[38;5;12m (https://github.com/openscm/pymagicc) - A Python wrapper around the reduced complexity climate model. [39m
[38;5;12m- [39m[38;5;14m[1mDALES[0m[38;5;12m (https://github.com/dalesteam/dales) - Dutch Atmospheric Large-Eddy Simulation model.[39m
[38;5;12m- [39m[38;5;14m[1mEarthformer[0m[38;5;12m (https://github.com/amazon-science/earth-forecasting-transformer) - A space-time Transformer for Earth system forecasting that applies Deep Learning for various Earth system forecasting task.[39m
[38;5;12m- [39m[38;5;14m[1mClimaX[0m[38;5;12m (https://github.com/microsoft/climax) - The first foundation model for weather and climate science.[39m
[38;5;12m- [39m[38;5;14m[1mMAPL[0m[38;5;12m (https://github.com/GEOS-ESM/MAPL) - A foundation layer of the GEOS architecture, whose original purpose is to supplement the Earth System Modeling Framework.[39m
[38;5;12m- [39m[38;5;14m[1mMESMER[0m[38;5;12m (https://github.com/MESMER-group/mesmer) - Stochastically creates Earth System Model-specific spatio-temporally correlated climate variable field realizations at a negligible computational cost.[39m
[38;5;12m- [39m[38;5;14m[1mCMIP6_CVs[0m[38;5;12m (https://github.com/WCRP-CMIP/CMIP6_CVs) - Core Controlled Vocabularies for use in CMIP6.[39m
[38;5;12m- [39m[38;5;14m[1mearth2mip[0m[38;5;12m (https://github.com/NVIDIA/earth2mip) - A python framework that enables climate researchers and scientists to explore and experiment with AI models for weather and climate.[39m
[38;5;12m- [39m[38;5;14m[1msedproxy[0m[38;5;12m (https://github.com/EarthSystemDiagnostics/sedproxy) - An R package for modeling sediment archived climate proxy records.[39m
[38;5;12m- [39m[38;5;14m[1muDALES[0m[38;5;12m (https://github.com/uDALES/u-dales) - Large-eddy-simulation software for urban flow, dispersion and microclimate modelling.[39m
[38;5;12m- [39m[38;5;14m[1mSUEWS[0m[38;5;12m (https://github.com/UMEP-dev/SUEWS) - Surface Urban Energy and Water Balance Scheme.[39m
[38;5;12m- [39m[38;5;14m[1mDragonfly for Grasshopper[0m[38;5;12m (https://github.com/ladybug-tools/dragonfly-legacy) - Legacy dragonfly plugin for large-scale climate and urban heat island modeling.[39m
[38;5;12m- [39m[38;5;14m[1mUrban Weather Generator[0m[38;5;12m (https://github.com/ladybug-tools/uwg) - A Python application for modeling the urban heat island effect.[39m
[38;5;12m- [39m[38;5;14m[1mpycontrails[0m[38;5;12m (https://github.com/contrailcirrus/pycontrails) - Python library for modeling aviation climate impacts.[39m
[38;5;12m- [39m[38;5;14m[1mPCMDI Metrics Package[0m[38;5;12m (https://github.com/PCMDI/pcmdi_metrics) - Open-source Python package for Systematic Evaluation of Climate and Earth System Models.[39m
[38;5;12m- [39m[38;5;14m[1mswell[0m[38;5;12m (https://github.com/GEOS-ESM/swell) - Used to generate experiments using the JEDI data assimilation system and NASA's Goddard Earth Observing System (GEOS) numerical weather forecast mode.[39m
[38;5;12m- [39m[38;5;14m[1mTSMP[0m[38;5;12m (https://github.com/HPSCTerrSys/TSMP) - An open source scale-consistent, highly modular, massively parallel regional Earth system model.[39m
[38;5;12m- [39m[38;5;14m[1mhelios[0m[38;5;12m (https://github.com/JGCRI/helios) - An R package to process heating and cooling degrees for the Global Change Analysis Model (GCAM) from various sources such as WRF and CMIP.[39m
[38;5;12m- [39m[38;5;14m[1mNeuralGCM[0m[38;5;12m (https://github.com/google-research/neuralgcm) - A package for building hybrid ML+Physics atmospheric models for weather and climate simulations.[39m

[38;2;255;187;0m[4mClimate Data Standards [0m
[38;5;12m- [39m[38;5;14m[1mcf-conventions[0m[38;5;12m (https://github.com/cf-convention/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.[39m
[38;5;12m- [39m[38;5;14m[1mcf-python[0m[38;5;12m (https://github.com/NCAS-CMS/cf-python) - A CF-compliant Earth Science data analysis library.[39m
[38;5;12m- [39m[38;5;14m[1mCF Checker[0m[38;5;12m (https://github.com/cedadev/cf-checker) - The CF Checker is a utility that checks the contents of a NetCDF file complies with the Climate and Forecasts (CF) Metadata Convention.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mnetcdf-fortran[0m[38;5;12m [39m[38;5;12m(https://github.com/Unidata/netcdf-fortran)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mUnidata[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mCommon[39m[38;5;12m [39m[38;5;12mData[39m[38;5;12m [39m[38;5;12mForm[39m[38;5;12m [39m[38;5;12m(netCDF)[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mFortran[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minterface[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mfreely-distributed[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mlibraries[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m
[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12minterface.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mnetcdf-c[0m[38;5;12m [39m[38;5;12m(https://github.com/Unidata/netcdf-c)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mUnidata[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mCommon[39m[38;5;12m [39m[38;5;12mData[39m[38;5;12m [39m[38;5;12mForm[39m[38;5;12m [39m[38;5;12m(netCDF)[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mC[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minterface[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mfreely-distributed[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mlibraries[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12minterface.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mnetcdf-python[0m[38;5;12m [39m[38;5;12m(https://github.com/Unidata/netcdf4-python)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mUnidata[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mCommon[39m[38;5;12m [39m[38;5;12mData[39m[38;5;12m [39m[38;5;12mForm[39m[38;5;12m [39m[38;5;12m(netCDF)[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12minterface[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mset[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mfreely-distributed[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mlibraries[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m
[38;5;12mimplementation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12minterface.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Model Output Rewriter[0m[38;5;12m (https://github.com/PCMDI/cmor) - Produce CF-compliant netCDF files that fulfill the requirements of many of the climate community's standard model experiments.[39m
[38;5;12m- [39m[38;5;14m[1mh5netcdf[0m[38;5;12m (https://github.com/h5netcdf/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mxarray[0m[38;5;12m [39m[38;5;12m(https://github.com/pydata/xarray)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mintroduces[39m[38;5;12m [39m[38;5;12mlabels[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mform[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdimensions,[39m[38;5;12m [39m[38;5;12mcoordinates,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mattributes[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mtop[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mraw[39m[38;5;12m [39m[38;5;12mNumPy-like[39m[38;5;12m [39m[38;5;12marrays,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mallows[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mmore[39m[38;5;12m [39m[38;5;12mintuitive,[39m[38;5;12m [39m[38;5;12mmore[39m
[38;5;12mconcise,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mless[39m[38;5;12m [39m[38;5;12merror-prone[39m[38;5;12m [39m[38;5;12muser[39m[38;5;12m [39m[38;5;12mexperience.[39m
[38;5;12m- [39m[38;5;14m[1mcf-xarray[0m[38;5;12m (https://github.com/xarray-contrib/cf-xarray) - An accessor for xarray objects that interprets CF attributes.[39m


[38;2;255;187;0m[4mClimate Data Access and Visualization   [0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCMIP6[0m[38;5;14m[1m [0m[38;5;14m[1mDatasets[0m[38;5;12m [39m[38;5;12m(https://pcmdi.github.io/CMIP6/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12moutputs[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcurrent[39m[38;5;12m [39m[38;5;12mphase[39m[38;5;12m [39m[38;5;12m6[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mCoupled[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mIntercomparison[39m[38;5;12m [39m[38;5;12mProject[39m[38;5;12m [39m[38;5;12m(CMIP).[39m[38;5;12m [39m[38;5;12mCMIP6[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mgive[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mbase[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12m(almost)[39m[38;5;12m [39m[38;5;12mall[39m[38;5;12m [39m[38;5;12mwe[39m[38;5;12m [39m[38;5;12mmay[39m[38;5;12m [39m[38;5;12mknow[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12mthe[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfuture.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mclimatedataguide[0m[38;5;12m [39m[38;5;12m(https://climatedataguide.ucar.edu/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mSearch[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12m212[39m[38;5;12m [39m[38;5;12mdatasets[39m[38;5;12m [39m[38;5;12mcovering[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mAtmosphere,[39m[38;5;12m [39m[38;5;12mOcean,[39m[38;5;12m [39m[38;5;12mLand[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmore.[39m[38;5;12m [39m[38;5;12mExplore[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mindices,[39m[38;5;12m [39m[38;5;12mreanalyses[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msatellite[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12munderstand[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m
[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mmetrics.[39m
[38;5;12m- [39m[38;5;14m[1mrnoaa[0m[38;5;12m (https://github.com/ropensci/rnoaa) - An R interface to many National Oceanic and Atmospheric Administration data sources.[39m
[38;5;12m- [39m[38;5;14m[1mMeteostat Python[0m[38;5;12m (https://github.com/meteostat/meteostat-python) - Access and analyze historical weather and climate data with Python.[39m
[38;5;12m- [39m[38;5;14m[1mloadeR[0m[38;5;12m (https://github.com/SantanderMetGroup/loadeR) - An R package for climate data access building on the NetCDF-Java API.[39m
[38;5;12m- [39m[38;5;14m[1measyclimate[0m[38;5;12m (https://github.com/VeruGHub/easyclimate) - Easy access to high-resolution daily climate data for Europe.[39m
[38;5;12m- [39m[38;5;14m[1mGSODR[0m[38;5;12m (https://github.com/ropensci/GSODR) - Global Surface Summary of the Day Weather Data Client for R.[39m
[38;5;12m- [39m[38;5;14m[1mIPCC AR6 Chapter 9 Figures[0m[38;5;12m (https://github.com/IPCC-WG1/Chapter-9) - Code and data for all figures from Chapter 9 of the IPCC AR6.[39m
[38;5;12m- [39m[38;5;14m[1mATLAS[0m[38;5;12m (https://github.com/SantanderMetGroup/ATLAS) - Datasets, code and virtual workspace for the Climate Change ATLAS.[39m
[38;5;12m- [39m[38;5;14m[1mpylandtemp[0m[38;5;12m (https://github.com/pylandtemp/pylandtemp) - Global land surface temperature and emissivity from NASA's Landsat satellite images.[39m
[38;5;12m- [39m[38;5;14m[1mcdsapi[0m[38;5;12m (https://github.com/ecmwf/cdsapi) - Python API to access the Copernicus Climate Data Store.[39m
[38;5;12m- [39m[38;5;14m[1mPRISM[0m[38;5;12m (https://github.com/ropensci/prism) - Download data from the Oregon PRISM climate data project.[39m
[38;5;12m- [39m[38;5;14m[1mclimaemet[0m[38;5;12m (https://github.com/rOpenSpain/climaemet) - An interface to download the climatic data of the Spanish Meteorological Agency directly from R using their API and create scientific graphs.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Data Store Toolbox[0m[38;5;12m (https://cds.climate.copernicus.eu/toolbox/doc/index.html) - Dive into this wealth of information about the Earth's past, present and future climate.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mchirps[0m[38;5;12m [39m[38;5;12m(https://github.com/ropensci/chirps)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mquasi-global[39m[38;5;12m [39m[38;5;12mhigh-resolution[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mset,[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mincorporates[39m[38;5;12m [39m[38;5;12msatellite[39m[38;5;12m [39m[38;5;12mimagery[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12min-situ[39m[38;5;12m [39m[38;5;12mstation[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcreate[39m[38;5;12m [39m[38;5;12mgridded[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mseries[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mtrend[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mseasonal[39m[38;5;12m [39m
[38;5;12mdrought[39m[38;5;12m [39m[38;5;12mmonitoring.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimateSERVpy[0m[38;5;12m [39m[38;5;12m(https://github.com/SERVIR/ClimateSERVpy)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mEnables[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mClimateSERV[39m[38;5;12m [39m[38;5;12mAPI[39m[38;5;12m [39m[38;5;12mwhere[39m[38;5;12m [39m[38;5;12mmany[39m[38;5;12m [39m[38;5;12mtypes[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12msubset[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12marea[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12minterest,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtime[39m[38;5;12m [39m[38;5;12mrange,[39m[38;5;12m [39m[38;5;12mthen[39m[38;5;12m [39m[38;5;12meither[39m[38;5;12m [39m[38;5;12mdownloaded[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mtif,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mNetCDf[39m[38;5;12m [39m[38;5;12mfiles,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mthe[39m
[38;5;12mdata[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mstatistically[39m[38;5;12m [39m[38;5;12mprocessed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mrender[39m[38;5;12m [39m[38;5;12mjson[39m[38;5;12m [39m[38;5;12mvalues[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mcsv.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mecmwfr[0m[38;5;12m [39m[38;5;12m(https://github.com/bluegreen-labs/ecmwfr)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12measy[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEuropean[39m[38;5;12m [39m[38;5;12mCentre[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mMedium-Range[39m[38;5;12m [39m[38;5;12mWeather[39m[38;5;12m [39m[38;5;12mForecasts[39m[38;5;12m [39m[38;5;12mweb[39m[38;5;12m [39m[38;5;12mAPI[39m[38;5;12m [39m[38;5;12mservices[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mCopernicus[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mData[39m[38;5;12m [39m[38;5;12mStore[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mwithin[39m[38;5;12m [39m[38;5;12mR,[39m[38;5;12m [39m[38;5;12mmatching[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexpanding[39m[38;5;12m [39m[38;5;12mupon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mECMWF[39m
[38;5;12mPython[39m[38;5;12m [39m[38;5;12mtools.[39m
[38;5;12m- [39m[38;5;14m[1mhockeystick[0m[38;5;12m (https://github.com/cortinah/hockeystick) - Make essential Climate Change datasets easily available to non-climate experts.[39m
[38;5;12m- [39m[38;5;14m[1mCliFlo[0m[38;5;12m (https://github.com/ropensci/clifro) - Easily download and visualise climate data from New Zealand's National Climate Database.[39m
[38;5;12m- [39m[38;5;14m[1mrWBclimate[0m[38;5;12m (https://github.com/ropensci/rWBclimate) - An R interface for the World Bank climate data used in the World Bank climate knowledge portal.[39m
[38;5;12m- [39m[38;5;14m[1mIceVarFigs[0m[38;5;12m (https://github.com/zmlabe/IceVarFigs) - Weather and climate graphics for science communication.[39m
[38;5;12m- [39m[38;5;14m[1mClimateSatellite.jl[0m[38;5;12m (https://github.com/JuliaClimate/ClimateSatellite.jl) - Julia package that downloads measurements and observational of climate satellite mission data.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimateSERV[0m[38;5;12m [39m[38;5;12m(https://github.com/SERVIR/ClimateSERV2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mweb[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mallows[39m[38;5;12m [39m[38;5;12mdevelopment[39m[38;5;12m [39m[38;5;12mpractitioners,[39m[38;5;12m [39m[38;5;12mscientists/researchers,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mgovernment[39m[38;5;12m [39m[38;5;12mdecision-makers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mvisualize[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdownload[39m[38;5;12m [39m[38;5;12mhistorical[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mdata,[39m[38;5;12m [39m[38;5;12mvegetation[39m[38;5;12m [39m
[38;5;12mcondition[39m[38;5;12m [39m[38;5;12mdata,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12m180-day[39m[38;5;12m [39m[38;5;12mforecasts[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mimprove[39m[38;5;12m [39m[38;5;12munderstanding[39m[38;5;12m [39m[38;5;12mof,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmake[39m[38;5;12m [39m[38;5;12mimproved[39m[38;5;12m [39m[38;5;12mdecisions[39m[38;5;12m [39m[38;5;12mfor,[39m[38;5;12m [39m[38;5;12missues[39m[38;5;12m [39m[38;5;12mrelated[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12magriculture[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mavailability.[39m
[38;5;12m- [39m[38;5;14m[1mcanadaHCD[0m[38;5;12m (https://github.com/gavinsimpson/canadaHCD/) - Access Canadian Historical Climate Data from R.[39m
[38;5;12m- [39m[38;5;14m[1mpygac[0m[38;5;12m (https://github.com/pytroll/pygac) - A Python package to read and calibrate NOAA and Metop AVHRR GAC and LAC data.[39m
[38;5;12m- [39m[38;5;14m[1mCate[0m[38;5;12m (https://github.com/CCI-Tools/cate) - A software for ingesting, operating on and visualizing all ESA Climate Change Initiative data.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mclimetlab[0m[38;5;12m [39m[38;5;12m(https://github.com/ecmwf/climetlab)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12maiming[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12msimplifying[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmeteorological[39m[38;5;12m [39m[38;5;12mdatasets,[39m[38;5;12m [39m[38;5;12mallowing[39m[38;5;12m [39m[38;5;12musers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mfocus[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mscience[39m[38;5;12m [39m[38;5;12minstead[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtechnical[39m[38;5;12m [39m[38;5;12missues[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m
[38;5;12mformats.[39m
[38;5;12m- [39m[38;5;14m[1mrsoi[0m[38;5;12m (https://github.com/boshek/rsoi) - An R package to download the most up to date climate indices.[39m
[38;5;12m- [39m[38;5;14m[1mFluid Earth[0m[38;5;12m (https://github.com/byrd-polar/fluid-earth) - Open-source Visualization of Weather and Climate Data.[39m
[38;5;12m- [39m[38;5;14m[1mclimateR[0m[38;5;12m (https://github.com/mikejohnson51/climateR) - An R package for getting point and gridded climate data by AOI.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Data Store Toolbox for MATLAB[0m[38;5;12m (https://github.com/mathworks/climatedatastore) - This toolbox allows you to easily access data and download hundreds of data sets associated with climate change for analysis in MATLAB.[39m
[38;5;12m- [39m[38;5;14m[1mClimateLearn[0m[38;5;12m (https://github.com/aditya-grover/climate-learn) - A Python library for accessing state-of-the-art climate data and machine learning models in a standardized, straightforward way.[39m
[38;5;12m- [39m[38;5;14m[1mForestGEO[0m[38;5;12m (https://github.com/forestgeo/Climate) - This public repository is a portal for climate data and information for ForestGEO sites.[39m
[38;5;12m- [39m[38;5;14m[1mAnalysis-Ready, Cloud Optimized ERA5[0m[38;5;12m (https://github.com/google-research/arco-era5) - A global history of the climate highly accessible in the cloud.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCleF[0m[38;5;12m [39m[38;5;12m(https://github.com/coecms/clef)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mSearches[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEarth[39m[38;5;12m [39m[38;5;12mSystem[39m[38;5;12m [39m[38;5;12mGrid[39m[38;5;12m [39m[38;5;12mFederation[39m[38;5;12m [39m[38;5;12mdatasets[39m[38;5;12m [39m[38;5;12mstored[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mAustralian[39m[38;5;12m [39m[38;5;12mNational[39m[38;5;12m [39m[38;5;12mComputational[39m[38;5;12m [39m[38;5;12mInfrastructure,[39m[38;5;12m [39m[38;5;12mboth[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mpublished[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mNCI[39m[38;5;12m [39m[38;5;12mESGF[39m[38;5;12m [39m[38;5;12mnode[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mwell[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mfiles[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mlocally[39m[38;5;12m [39m
[38;5;12mreplicated[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12mESGF[39m[38;5;12m [39m[38;5;12mnodes.[39m
[38;5;12m- [39m[38;5;14m[1mIntake-esm[0m[38;5;12m (https://github.com/intake/intake-esm) - An intake plugin for parsing an Earth System Model catalog and loading assets into xarray datasets.[39m
[38;5;12m- [39m[38;5;14m[1mGHCNData.jl[0m[38;5;12m (https://github.com/willtebbutt/GHCNData.jl) - Helps access the Global Historical Climatological Network's daily data.[39m
[38;5;12m- [39m[38;5;14m[1mget-station-data[0m[38;5;12m (https://github.com/scotthosking/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.[39m
[38;5;12m- [39m[38;5;14m[1mOGD@MeteoSwiss[0m[38;5;12m (https://github.com/MeteoSwiss/publication-opendata) - Open Data products released by the Federal Office of Meteorology and Climatology MeteoSwiss.[39m
[38;5;12m- [39m[38;5;14m[1mESGF PyClient[0m[38;5;12m (https://github.com/ESGF/esgf-pyclient) -  A Python package designed for interacting with the Earth System Grid Federation system.[39m
[38;5;12m- [39m[38;5;14m[1mecmwf-opendata[0m[38;5;12m (https://github.com/ecmwf/ecmwf-opendata) - A package to simplify the download of ECMWF open data.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mACCESS-NRI[0m[38;5;14m[1m [0m[38;5;14m[1mIntake[0m[38;5;14m[1m [0m[38;5;14m[1mCatalog[0m[38;5;12m [39m[38;5;12m(https://github.com/ACCESS-NRI/access-nri-intake-catalog)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mway[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12musers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdiscover[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mload[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12macross[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mbroad[39m[38;5;12m [39m[38;5;12mrange[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mproducts[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mAustralian[39m[38;5;12m [39m[38;5;12mNCI[39m[38;5;12m [39m
[38;5;12msupercomputer[39m[38;5;12m [39m[38;5;12mGadi.[39m
[38;5;12m- [39m[38;5;14m[1mTubeDB[0m[38;5;12m (https://github.com/environmentalinformatics-marburg/tubedb) - Efficient and easy to use database for climate station observations. Store, check, fill, aggregate, visualize and access your time series data on-demand.[39m
[38;5;12m- [39m[38;5;14m[1mclimate-visuals[0m[38;5;12m (https://github.com/ed-hawkins/climate-visuals) - These graphics show different aspects of how the climate is changing.[39m

[38;2;255;187;0m[4mClimate Data Processing and Analysis[0m
[38;5;12m- [39m[38;5;14m[1mIris[0m[38;5;12m (https://github.com/SciTools/iris) - A powerful, format-agnostic, community-driven Python package for analyzing and visualizing Earth science data.[39m
[38;5;12m- [39m[38;5;14m[1mxCDAT[0m[38;5;12m (https://github.com/xCDAT/xcdat) - An extension of xarray for climate data analysis on structured grids.[39m
[38;5;12m- [39m[38;5;14m[1mGeoclimate[0m[38;5;12m (https://github.com/orbisgis/geoclimate) - Geospatial processing toolbox for environmental and climate studies.[39m
[38;5;12m- [39m[38;5;14m[1mweather-tools[0m[38;5;12m (https://github.com/google/weather-tools) - A series of command-line tools to make common data engineering tasks easier for researchers in climate and weather.[39m
[38;5;12m- [39m[38;5;14m[1mOpenClimateGIS[0m[38;5;12m (https://github.com/NCPP/ocgis) - A set of geoprocessing and calculation tools for CF-compliant climate datasets.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAR6-WG1-Data-Compilation[0m[38;5;12m [39m[38;5;12m(https://github.com/openscm/AR6-WG1-Data-Compilation)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCompiles[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12muniform,[39m[38;5;12m [39m[38;5;12mcsv-based[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mformat[39m[38;5;12m [39m[38;5;12mfollowing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mestablished[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mIntegrated[39m[38;5;12m [39m[38;5;12mAssessment[39m[38;5;12m [39m[38;5;12mModeling[39m[38;5;12m [39m[38;5;12mConsortium[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m
[38;5;12mIPCC[39m[38;5;12m [39m[38;5;12mWG3.[39m
[38;5;12m- [39m[38;5;14m[1micclim[0m[38;5;12m (https://github.com/cerfacs-globc/icclim) - Python library for climate indices and climate indicators calculation.[39m
[38;5;12m- [39m[38;5;14m[1mclisops[0m[38;5;12m (https://github.com/roocs/clisops) - Climate simulation operations.[39m
[38;5;12m- [39m[38;5;14m[1mhyfo[0m[38;5;12m (https://github.com/Yuanchao-Xu/hyfo) - Mainly focuses on data process and visualization in hydrology and climate forecasting.[39m
[38;5;12m- [39m[38;5;14m[1maospy[0m[38;5;12m (https://github.com/spencerahill/aospy) - A Python package for automated analysis and management of gridded climate data.[39m
[38;5;12m- [39m[38;5;14m[1mNASAaccess[0m[38;5;12m (https://github.com/nasa/NASAaccess) - 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).[39m
[38;5;12m- [39m[38;5;14m[1mNCL[0m[38;5;12m (https://github.com/NCAR/ncl) - The NCAR Command Language is a scripting language for the analysis and visualization of climate and weather data.[39m
[38;5;12m- [39m[38;5;14m[1mxskillscore[0m[38;5;12m (https://github.com/xarray-contrib/xskillscore) - An open source project and Python package that provides verification metrics of deterministic (and probabilistic from properscoring) forecasts with xarray.[39m
[38;5;12m- [39m[38;5;14m[1mgetCRUCLdata[0m[38;5;12m (https://github.com/ropensci/getCRUCLdata) - Provides functions that automate importing CRU CL v. 2.0 climatology data into R.[39m
[38;5;12m- [39m[38;5;14m[1mcfgrib[0m[38;5;12m (https://github.com/ecmwf/cfgrib) - A Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes.[39m
[38;5;12m- [39m[38;5;14m[1mepwshiftr[0m[38;5;12m (https://github.com/ideas-lab-nus/epwshiftr) - Create future EnergyPlus Weather files using CMIP6 data.[39m
[38;5;12m- [39m[38;5;14m[1mNCO[0m[38;5;12m (https://github.com/nco/nco) - Manipulates and analyzes data stored in netCDF-accessible formats.[39m
[38;5;12m- [39m[38;5;14m[1mpynco[0m[38;5;12m (https://github.com/nco/pynco) - Contains the module python nco, which implements a Python style access to the NetCDF Operators (NCO).[39m
[38;5;12m- [39m[38;5;14m[1msemanticClimate[0m[38;5;12m (https://github.com/petermr/semanticClimate) - Conversion of IPCC documents into semantic form.[39m
[38;5;12m- [39m[38;5;14m[1mMiranda[0m[38;5;12m (https://github.com/Ouranosinc/miranda) - A modern Python utility library for climate data collection and management.[39m
[38;5;12m- [39m[38;5;14m[1mPaleoclimate[0m[38;5;12m (https://github.com/LinkedEarth/Pyleoclim_util) - Analysis of Paleoclimate Data.[39m
[38;5;12m- [39m[38;5;14m[1mGT4Py[0m[38;5;12m (https://github.com/GridTools/gt4py) - Library for generating high-performance implementations of stencil kernels for weather and climate modeling from a domain-specific language.[39m
[38;5;12m- [39m[38;5;14m[1mClimoPy[0m[38;5;12m (https://github.com/climopy-dev/climopy) - A succinct toolset for analyzing climate data.[39m
[38;5;12m- [39m[38;5;14m[1mtempestextremes[0m[38;5;12m (https://github.com/ClimateGlobalChange/tempestextremes) - Extreme weather detection and characterization.[39m
[38;5;12m- [39m[38;5;14m[1mxmip[0m[38;5;12m (https://github.com/jbusecke/xMIP) - Analysis ready CMIP6 data in python the easy way with pangeo tools.[39m
[38;5;12m- [39m[38;5;14m[1mdaymetr[0m[38;5;12m (https://github.com/bluegreen-labs/daymetr) - Allows for easy downloads of Daymet climate data directly to your R workspace or your computer.[39m
[38;5;12m- [39m[38;5;14m[1mClimSim[0m[38;5;12m (https://github.com/leap-stc/ClimSim/) - An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCLIMaCCF[0m[38;5;12m [39m[38;5;12m(https://github.com/dlr-pa/climaccf)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvide[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mopen-source,[39m[38;5;12m [39m[38;5;12measy-to-use,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mflexible[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mefficiently[39m[38;5;12m [39m[38;5;12mcalculates[39m[38;5;12m [39m[38;5;12mspatially[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemporally[39m[38;5;12m [39m[38;5;12mresolved[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12maviation[39m[38;5;12m [39m[38;5;12memissions[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12malgorithmic[39m[38;5;12m [39m
[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12mfunctions.[39m
[38;5;12m- [39m[38;5;14m[1mgeomet-climate[0m[38;5;12m (https://github.com/ECCC-CCCS/geomet-climate) - Geospatial web services for Canadian climate data.[39m
[38;5;12m- [39m[38;5;14m[1mIPCC-WG1-Code[0m[38;5;12m (https://github.com/IPCC-WG1) - Code and Data of the Physical Science Basis Working Group (WG1) as part of Intergovernmental Panel on Climate Change (IPCC).[39m
[38;5;12m- [39m[38;5;14m[1mgecevar[0m[38;5;12m (https://github.com/ghislainv/gecevar) - Contains functions for downloading climate and environmental data from open and free online datasets for any region of the world.[39m
[38;5;12m- [39m[38;5;14m[1mweatherOz[0m[38;5;12m (https://github.com/DPIRD-FSI/weatherOz) - Aims to facilitate access and download weather and climate data for Australia from Australian data sources.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimate[0m[38;5;14m[1m [0m[38;5;14m[1mData[0m[38;5;14m[1m [0m[38;5;14m[1mRescue[0m[38;5;12m [39m[38;5;12m(https://github.com/open-data-rescue/climate-data-rescue)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mseeks[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12maid[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdigitization[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mpaper[39m[38;5;12m [39m[38;5;12mrecords[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcrowd-sourced[39m[38;5;12m [39m[38;5;12mtranscription[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mscanned[39m[38;5;12m [39m[38;5;12mimage[39m[38;5;12m [39m[38;5;12mfiles,[39m[38;5;12m [39m[38;5;12mparticularly[39m[38;5;12m [39m[38;5;12mdocuments[39m[38;5;12m [39m
[38;5;12mill-suited[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mOptical[39m[38;5;12m [39m[38;5;12mCharacter[39m[38;5;12m [39m[38;5;12mRecognition.[39m
[38;5;12m- [39m[38;5;14m[1mFinch[0m[38;5;12m (https://github.com/bird-house/finch) - A Web Processing Service for Climate Indicators.[39m
[38;5;12m- [39m[38;5;14m[1mera5cli[0m[38;5;12m (https://github.com/eWaterCycle/era5cli) - Command Line Interface to download ERA5 from Copernicus Climate Data Service.[39m
[38;5;12m- [39m[38;5;14m[1mSacpy[0m[38;5;12m (https://github.com/ZiluM/sacpy) - An effecient Statistical Analysis tool (e.g. regression, EOF, MCA) for Climate and Meteorology data.[39m
[38;5;12m- [39m[38;5;14m[1ms2spy[0m[38;5;12m (https://github.com/AI4S2S/s2spy) - A high-level python package integrating expert knowledge and artificial intelligence to boost (sub) seasonal forecasting.[39m
[38;5;12m- [39m[38;5;14m[1mxscen[0m[38;5;12m (https://github.com/Ouranosinc/xscen) - A climate change scenario-building analysis framework, built with Intake-esm catalogs and xarray-based packages such as xclim and xESMF.[39m
[38;5;12m- [39m[38;5;14m[1mw2w[0m[38;5;12m (https://github.com/matthiasdemuzere/w2w) - A WUDAPT-to-WRF python tool that injects World Urban Database and Access Portal Tools (WUDAPT)'s  Local Climate Zone information into WRF.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Tool[0m[38;5;12m (https://gitlab.com/then-try-this/climate-tool) - A tool for connecting together scientific information across climate, health and policy in the UK.[39m
[38;5;12m- [39m[38;5;14m[1mfreva[0m[38;5;12m (https://github.com/FREVA-CLINT/freva) - A data search and analysis platform developed by the atmospheric science community.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimate_Indices[0m[38;5;12m [39m[38;5;12m(https://github.com/monocongo/climate_indices)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mimplementations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mvarious[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mindex[39m[38;5;12m [39m[38;5;12malgorithms[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mgeographical[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemporal[39m[38;5;12m [39m[38;5;12mpicture[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mseverity[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mprecipitation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m
[38;5;12manomalies[39m[38;5;12m [39m[38;5;12museful[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mmonitoring[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mresearch.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mXCast[0m[38;5;12m [39m[38;5;12m(https://github.com/kjhall01/xcast)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mfree[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12mtoolkit[39m[38;5;12m [39m[38;5;12mwritten[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mKyle[39m[38;5;12m [39m[38;5;12mHall[39m[38;5;12m [39m[38;5;12m&[39m[38;5;12m [39m[38;5;12mNachiketa[39m[38;5;12m [39m[38;5;12mAcharya,[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mforecasters[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mearth[39m[38;5;12m [39m[38;5;12mscientists[39m[38;5;12m [39m[38;5;12mapply[39m[38;5;12m [39m[38;5;12mstate-of-the-art[39m[38;5;12m [39m[38;5;12mpostprocessing[39m[38;5;12m [39m
[38;5;12mtechniques[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mgridded[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12msets.[39m
[38;5;12m- [39m[38;5;14m[1mGDESS[0m[38;5;12m (https://github.com/E3SM-Project/gdess) - Tool for evaluating atmospheric carbon dioxide concentrations as simulated by Earth system models.[39m
[38;5;12m- [39m[38;5;14m[1mClimateBase.jl[0m[38;5;12m (https://github.com/JuliaClimate/ClimateBase.jl) - A Julia package offering basic functionality for analyzing data that are typically in the form used by climate sciences.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimateTools.jl[0m[38;5;12m [39m[38;5;12m(https://github.com/JuliaClimate/ClimateTools.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcollection[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcommonly-used[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mscience.[39m[38;5;12m [39m[38;5;12mBasics[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mfield[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mcovered,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12msome[39m[38;5;12m [39m[38;5;12mforays[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mexploratory[39m[38;5;12m [39m[38;5;12mtechniques[39m[38;5;12m [39m[38;5;12massociated[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m
[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mscenarios[39m[38;5;12m [39m[38;5;12mdesign.[39m
[38;5;12m- [39m[38;5;14m[1mxgcm[0m[38;5;12m (https://github.com/xgcm/xgcm) - A Python package for analyzing general circulation model output data.[39m
[38;5;12m- [39m[38;5;14m[1mMPAS-Analysis[0m[38;5;12m (https://github.com/MPAS-Dev/MPAS-Analysis) - Analysis for simulations produced with Model for Prediction Across Scales (MPAS) components and the Energy Exascale Earth System Model (E3SM), which used those components.[39m
[38;5;12m- [39m[38;5;14m[1mhn2016_falwa[0m[38;5;12m (https://github.com/csyhuang/hn2016_falwa) - A Python library for computing Finite-Amplitude Local Wave Activity from climate data.[39m
[38;5;12m- [39m[38;5;14m[1mclimpred[0m[38;5;12m (https://github.com/pangeo-data/climpred) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mxclim[0m[38;5;12m (https://github.com/Ouranosinc/xclim) - A library of derived climate variables, i.e. climate indicators, based on xarray.[39m
[38;5;12m- [39m[38;5;14m[1mclimpact[0m[38;5;12m (https://github.com/ARCCSS-extremes/climpact) - Calculate the ET-SCI climate extremes indices.[39m
[38;5;12m- [39m[38;5;14m[1mCoPro[0m[38;5;12m (https://github.com/JannisHoch/copro) - A machine-learning tool for conflict risk projections based on climate, environmental, and societal drivers.[39m
[38;5;12m- [39m[38;5;14m[1mpython-cmethods[0m[38;5;12m (https://github.com/btschwertfeger/python-cmethods) - Serves as a collection of different scale- and distribution-based bias correction techniques for climatic research.[39m
[38;5;12m- [39m[38;5;14m[1mClimakitae[0m[38;5;12m (https://github.com/cal-adapt/climakitae) - Enable a transition from climate vulnerability assessments to decision support for investor-owned utilities and other stakeholders.[39m

[38;2;255;187;0m[4mClimate Downscaling[0m
[38;5;12m- [39m[38;5;14m[1mICAR[0m[38;5;12m (https://github.com/NCAR/icar) - A simplified atmospheric model designed primarily for climate downscaling, atmospheric sensitivity tests, and hopefully educational uses.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mdownscaleR[0m[38;5;12m [39m[38;5;12m(https://github.com/SantanderMetGroup/downscaleR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mempirical-statistical[39m[38;5;12m [39m[38;5;12mdownscaling[39m[38;5;12m [39m[38;5;12mfocusing[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mdaily[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcovering[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmost[39m[38;5;12m [39m[38;5;12mpopular[39m[38;5;12m [39m[38;5;12mapproaches[39m[38;5;12m [39m[38;5;12m(bias[39m[38;5;12m [39m[38;5;12mcorrection,[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mOutput[39m[38;5;12m [39m[38;5;12mStatistics,[39m[38;5;12m [39m[38;5;12mPerfect[39m[38;5;12m [39m
[38;5;12mPrognosis)[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtechniques[39m[38;5;12m [39m[38;5;12m(e.g.[39m[38;5;12m [39m[38;5;12mquantile[39m[38;5;12m [39m[38;5;12mmapping,[39m[38;5;12m [39m[38;5;12mregression,[39m[38;5;12m [39m[38;5;12manalogs,[39m[38;5;12m [39m[38;5;12mneural[39m[38;5;12m [39m[38;5;12mnetworks).[39m
[38;5;12m- [39m[38;5;14m[1mKrigR[0m[38;5;12m (https://github.com/ErikKusch/KrigR) - An R Package for downloading, preprocessing, and statistical downscaling of the European ERA5 dataset.[39m
[38;5;12m- [39m[38;5;14m[1mscikit-downscale[0m[38;5;12m (https://github.com/pangeo-data/scikit-downscale) - Statistical downscaling and postprocessing models for climate and weather model simulations.[39m
[38;5;12m- [39m[38;5;14m[1mTopoPyScale[0m[38;5;12m (https://github.com/ArcticSnow/TopoPyScale) - Perform topography-based downscaling of climate data to the hillslope scale.[39m
[38;5;12m- [39m[38;5;14m[1mClimDown[0m[38;5;12m (https://github.com/pacificclimate/ClimDown) -  A Climate Downscaling package for the R statistical programming language.[39m
[38;5;12m- [39m[38;5;14m[1mesd[0m[38;5;12m (https://github.com/metno/esd) - Designed for climate and weather data analysis, empirical-statistical downscaling, and visualisation.[39m
[38;5;12m- [39m[38;5;14m[1mcmip6-downscaling[0m[38;5;12m (https://github.com/carbonplan/cmip6-downscaling) - Climate downscaling using CMIP6 data.[39m
[38;5;12m- [39m[38;5;14m[1mclimate4R[0m[38;5;12m (https://github.com/SantanderMetGroup/climate4R) - A bundle of R packages for transparent climate data access, post-processing (including data collocation and bias correction / downscaling) and visualization.[39m
[38;5;12m- [39m[38;5;14m[1mdownscaleCMIP6[0m[38;5;12m (https://github.com/ClimateImpactLab/downscaleCMIP6) - Global Downscaled Projections for Climate Impacts Research.[39m
[38;5;12m- [39m[38;5;14m[1mPyESD[0m[38;5;12m (https://github.com/Dan-Boat/PyESD) - Downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets to point scale.[39m
[38;5;12m- [39m[38;5;14m[1mDeepSensor[0m[38;5;12m (https://github.com/tom-andersson/deepsensor) - A Python package for tackling diverse environmental prediction tasks with neural processes.[39m

[38;2;255;187;0m[4mNatural Hazard and Storm[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mCLIMADA[0m[38;5;12m [39m[38;5;12m(https://github.com/CLIMADA-project/climada_python)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mStands[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mCLIMate[39m[38;5;12m [39m[38;5;12mADAptation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mprobabilistic[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m[38;5;12mcatastrophe[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mmodel,[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12malso[39m[38;5;12m [39m[38;5;12mcalculates[39m[38;5;12m [39m[38;5;12maverted[39m[38;5;12m [39m[38;5;12mdamage[39m[38;5;12m [39m[38;5;12m(benefit)[39m[38;5;12m [39m[38;5;12mthanks[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12madaptation[39m[38;5;12m [39m[38;5;12mmeasures[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12many[39m[38;5;12m [39m
[38;5;12mkind[39m[38;5;12m [39m[38;5;12m(from[39m[38;5;12m [39m[38;5;12mgrey[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mgreen[39m[38;5;12m [39m[38;5;12minfrastructure,[39m[38;5;12m [39m[38;5;12mbehavioural,[39m[38;5;12m [39m[38;5;12metc.).[39m
[38;5;12m- [39m[38;5;14m[1mInaSAFE[0m[38;5;12m (https://github.com/inasafe/inasafe) - QGIS plugin for estimating impact from natural disasters.[39m
[38;5;12m- [39m[38;5;14m[1mPRISM[0m[38;5;12m (https://github.com/WFP-VAM/prism-app) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mFlood Mapping[0m[38;5;12m (https://github.com/mikejohnson51/FloodMapping) - Flood forecasting via the National Water Model.[39m
[38;5;12m- [39m[38;5;14m[1mGLOCOFFS[0m[38;5;12m (https://github.com/WPringle/GLOCOFFS) - An ADCIRC-based global storm tide modeling system providing real-time forecasts of coastal flooding.[39m
[38;5;12m- [39m[38;5;14m[1mML4Floods[0m[38;5;12m (https://github.com/spaceml-org/ml4floods) - An ecosystem of data, models and code pipelines to tackle flooding with machine learning.[39m
[38;5;12m- [39m[38;5;14m[1mCaMa[0m[38;5;12m (https://github.com/global-hydrodynamics/CaMa-Flood_v4) - Designed to simulate the hydrodynamics in continental-scale rivers.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Flood Database Scripts & Data[0m[38;5;12m (https://github.com/cloudtostreet/MODIS_GlobalFloodDatabase) - Used to produce the Global Flood Database and assess changes in population exposed to floods.[39m
[38;5;12m- [39m[38;5;14m[1mLISFLOOD[0m[38;5;12m (https://github.com/ec-jrc/lisflood-code) - A spatially distributed water resources model, developed by the Joint Research Centre of the European Commission since 1997.[39m
[38;5;12m- [39m[38;5;14m[1mCanFlood[0m[38;5;12m (https://github.com/NRCan/CanFlood) - Flood Risk modelling toolbox for Canada.[39m
[38;5;12m- [39m[38;5;14m[1mHYDRAFloods[0m[38;5;12m (https://github.com/Servir-Mekong/hydra-floods) - An open source Python application for downloading, processing, and delivering surface water maps derived from remote sensing data.[39m
[38;5;12m- [39m[38;5;14m[1mOasisLMF[0m[38;5;12m (https://github.com/OasisLMF/OasisLMF) - An open source catastrophe modelling platform, free to use by anyone.[39m
[38;5;12m- [39m[38;5;14m[1mCAMS[0m[38;5;12m (https://github.com/CriticalAssetManagement/CAMS) - Critical Asset Management and Disaster Resilience for Islands, Cities, and Communities.[39m
[38;5;12m- [39m[38;5;14m[1mStormEvents[0m[38;5;12m (https://github.com/oceanmodeling/StormEvents) - Provides Python interfaces for observational data surrounding named storm events.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mHagelslag[0m[38;5;12m [39m[38;5;12m(https://github.com/djgagne/hagelslag)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mobject-based[39m[38;5;12m [39m[38;5;12msevere[39m[38;5;12m [39m[38;5;12mstorm[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mutilizing[39m[38;5;12m [39m[38;5;12mimage[39m[38;5;12m [39m[38;5;12mprocessing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mderive[39m[38;5;12m [39m[38;5;12mcalibrated[39m[38;5;12m [39m[38;5;12mprobabilities[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msevere[39m[38;5;12m [39m[38;5;12mhazards[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m
[38;5;12mconvection-allowing[39m[38;5;12m [39m[38;5;12mnumerical[39m[38;5;12m [39m[38;5;12mweather[39m[38;5;12m [39m[38;5;12mprediction[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12moutput.[39m
[38;5;12m- [39m[38;5;14m[1mHAFS[0m[38;5;12m (https://github.com/hafs-community/HAFS) - Hurricane Analysis and Forecast System.[39m
[38;5;12m- [39m[38;5;14m[1mrrricanes[0m[38;5;12m (https://github.com/ropensci/rrricanes) - An R library that extracts information from Atlantic and east Pacific hurricanes and tropical storms.[39m
[38;5;12m- [39m[38;5;14m[1mFrEDI[0m[38;5;12m (https://github.com/USEPA/FrEDI) - Estimates economic damages and impacts from climate change and sea level rise through the 21st century.[39m
[38;5;12m- [39m[38;5;14m[1mFACTS[0m[38;5;12m (https://github.com/radical-collaboration/facts) - Repository for the Framework for Accessing Changes To Sea-level.[39m
[38;5;12m- [39m[38;5;14m[1mFLOODPY[0m[38;5;12m (https://github.com/kleok/FLOODPY) - A free and open-source python toolbox for mapping of floodwater.[39m
[38;5;12m- [39m[38;5;14m[1mTropical Cyclone Risk Model[0m[38;5;12m (https://github.com/GeoscienceAustralia/tcrm) - A statistical-parametric model for assessing wind hazard from tropical cyclones.[39m
[38;5;12m- [39m[38;5;14m[1mOpenQuake[0m[38;5;12m (https://github.com/gem/oq-engine) - Allows users to compute seismic hazard and seismic risk of earthquakes on a global scale. [39m
[38;5;12m- [39m[38;5;14m[1mOasisPiWind[0m[38;5;12m (https://github.com/OasisLMF/OasisPiWind) - PiWind is a wind storm model for a small area of the UK.[39m
[38;5;12m- [39m[38;5;14m[1mThinkHazard![0m[38;5;12m (https://github.com/GFDRR/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.[39m
[38;5;12m- [39m[38;5;14m[1mTropycal[0m[38;5;12m (https://github.com/tropycal/tropycal) - A Python package intended to simplify the process of retrieving and analyzing tropical cyclone data, both for past storms and in real time.[39m
[38;5;12m- [39m[38;5;14m[1mtcpyPI[0m[38;5;12m (https://github.com/dgilford/tcpyPI) - A set of scripts and notebooks that compute and validate tropical cyclone (TC) potential intensity (PI) calculations in Python.[39m
[38;5;12m- [39m[38;5;14m[1mSFINCS[0m[38;5;12m (https://github.com/Deltares/SFINCS) - Super-fast modelling of dynamic compound flooding in Coastal Systems.[39m
[38;5;12m- [39m[38;5;14m[1mRAS2FIM[0m[38;5;12m (https://github.com/NOAA-OWP/ras2fim) - Creation of flood inundation raster libraries and rating curves from HEC-RAS models.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mBG_Flood[0m[38;5;12m [39m[38;5;12m(https://github.com/CyprienBosserelle/BG_Flood)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mdesigned[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msimulate[39m[38;5;12m [39m[38;5;12mflood/inundation[39m[38;5;12m [39m[38;5;12mcaused[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mtsunami,[39m[38;5;12m [39m[38;5;12mriver,[39m[38;5;12m [39m[38;5;12mrain,[39m[38;5;12m [39m[38;5;12mtide[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mstorm[39m[38;5;12m [39m[38;5;12msurge[39m[38;5;12m [39m[38;5;12m(from[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mstress[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12matm[39m[38;5;12m [39m[38;5;12mpressure[39m[38;5;12m [39m[38;5;12mdifferential)[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12many[39m[38;5;12m [39m[38;5;12mcombination[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mthese.[39m
[38;5;12m- [39m[38;5;14m[1mTATHU[0m[38;5;12m (https://github.com/uba/tathu) - A Python package for tracking and analyzing the life cycle of thunderstorms.[39m
[38;5;12m- [39m[38;5;14m[1mRisk Data Library Standard[0m[38;5;12m (https://github.com/GFDRR/rdl-standard) - Provides a common description of the data used and produced in risk assessments, including hazard, exposure, vulnerability, and modelled loss, or impact, data.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Flood Monitor[0m[38;5;12m (https://github.com/jensdebruijn/Global-Flood-Monitor) - A global database of historic and real-time flood events based on social media.[39m
[38;5;12m- [39m[38;5;14m[1mASGS[0m[38;5;12m (https://github.com/StormSurgeLive/asgs) - Provides software infrastructure for automating coastal ocean modelling for real time hurricane decision support.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mStormR[0m[38;5;12m [39m[38;5;12m(https://github.com/umr-amap/StormR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mpackage[39m[38;5;12m [39m[38;5;12mallowing[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12measily[39m[38;5;12m [39m[38;5;12mextract[39m[38;5;12m [39m[38;5;12mstorm[39m[38;5;12m [39m[38;5;12mtrack[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mgiven[39m[38;5;12m [39m[38;5;12mlocations[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mareas[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12minterests,[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mgenerate[39m[38;5;12m [39m[38;5;12mwind[39m[38;5;12m [39m[38;5;12mspeed[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdirection[39m[38;5;12m [39m[38;5;12mfields,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcompute[39m[38;5;12m [39m[38;5;12msummary[39m[38;5;12m [39m[38;5;12mstatistics[39m[38;5;12m [39m
[38;5;12mcharacterising[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mbehaviour[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mwinds[39m[38;5;12m [39m[38;5;12mgenerated[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mtropical[39m[38;5;12m [39m[38;5;12mstorms[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcyclones.[39m
[38;5;12m- [39m[38;5;14m[1mTREC[0m[38;5;12m (https://github.com/tsdataclinic/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.[39m
[38;5;12m- [39m[38;5;14m[1mTECA[0m[38;5;12m (https://github.com/LBL-EESA/TECA) - The Toolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection and analysis.[39m
[38;5;12m- [39m[38;5;14m[1mInundation Mapping[0m[38;5;12m (https://github.com/NOAA-OWP/inundation-mapping) - Flood inundation mapping and evaluation software configured to work with U.S. National Water Model.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mIntensity[0m[38;5;14m[1m [0m[38;5;14m[1mduration[0m[38;5;14m[1m [0m[38;5;14m[1mfrequency[0m[38;5;14m[1m [0m[38;5;14m[1manalysis[0m[38;5;12m [39m[38;5;12m(https://github.com/MarkusPic/intensity_duration_frequency_analysis)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mReads[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmeasurement[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcalculates[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdistribution[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mrainfall[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfunction[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mreturn[39m[38;5;12m [39m[38;5;12mperiod[39m
[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mduration[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mduration[39m[38;5;12m [39m[38;5;12msteps[39m[38;5;12m [39m[38;5;12mup[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12m12[39m[38;5;12m [39m[38;5;12mhours.[39m
[38;5;12m- [39m[38;5;14m[1mFwDET[0m[38;5;12m (https://github.com/csdms-contrib/fwdet) - Calculates floodwater depths using a digital elevation model and a flood extent polygon.[39m
[38;5;12m- [39m[38;5;14m[1mRICorDE[0m[38;5;12m (https://github.com/NRCan/RICorDE) - Calculates floodwater depths using a digital elevation model and a flood extent polygon.[39m


[38;2;255;187;0m[4mIntegrated Assessment and Climate Policy [0m
[38;5;12m- [39m[38;5;14m[1mPRIMAP2[0m[38;5;12m (https://github.com/pik-primap/primap2) - The next generation climate policy analysis suite.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Policy Radar Open Data[0m[38;5;12m (https://github.com/climatepolicyradar/open-data) - The full text of thousands of climate laws and policies from around the world.[39m
[38;5;12m- [39m[38;5;14m[1mMESSAGEix[0m[38;5;12m (https://github.com/iiasa/message_ix) - A versatile, dynamic systems-optimization modeling framework developed by the IIASA Energy, Climate, and Environment (ECE) Program since the 1980s.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDICE.jl[0m[38;5;12m [39m[38;5;12m(https://github.com/Libbum/DICE.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mDynamic[39m[38;5;12m [39m[38;5;12mIntegrated[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEconomy[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mfamily[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mpopular[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcapable[39m[38;5;12m [39m[38;5;12mtype[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msimple[39m[38;5;12m [39m[38;5;12mIntegrated[39m[38;5;12m [39m[38;5;12mAssessment[39m[38;5;12m [39m[38;5;12mModel[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12meconomics[39m[38;5;12m [39m[38;5;12mpioneered[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mWilliam[39m[38;5;12m [39m
[38;5;12mNordhaus.[39m
[38;5;12m- [39m[38;5;14m[1mLPJmL[0m[38;5;12m (https://gitlab.pik-potsdam.de/lpjml/LPJmL) - A process-based model that simulates climate and land-use change impacts on the terrestrial biosphere, the water and carbon cycle and on agricultural production.[39m
[38;5;12m- [39m[38;5;14m[1mENGAGE[0m[38;5;12m (https://github.com/iiasa/ENGAGE-netzero-analysis) - Source code for figure generation and analysis of the ENGAGE netzero scenario analysis.[39m
[38;5;12m- [39m[38;5;14m[1mpyam[0m[38;5;12m (https://github.com/IAMconsortium/pyam) - A Python package for data-wrangling, analysis and visualization of integrated-assessment scenarios and energy systems modeling results.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGCAM[0m[38;5;12m [39m[38;5;12m(https://github.com/JGCRI/gcam-core)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mdynamic-recursive[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mtechnology-rich[39m[38;5;12m [39m[38;5;12mrepresentations[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12meconomy,[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msector,[39m[38;5;12m [39m[38;5;12mland[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mlinked[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m[38;5;12m [39m[38;5;12mused[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mexplore[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m
[38;5;12mmitigation[39m[38;5;12m [39m[38;5;12mpolicies[39m[38;5;12m [39m[38;5;12mincluding[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mtaxes,[39m[38;5;12m [39m[38;5;12mcarbon[39m[38;5;12m [39m[38;5;12mtrading,[39m[38;5;12m [39m[38;5;12mregulations[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maccelerated[39m[38;5;12m [39m[38;5;12mdeployment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mtechnology.[39m
[38;5;12m- [39m[38;5;14m[1mEXIOMOD[0m[38;5;12m (https://github.com/TNO/EXIOMOD-open) - A macro-economic model that predicts the effects of public authority measures, shifts in consumer behaviour and associated enviromnetal impacts.[39m
[38;5;12m- [39m[38;5;14m[1mremind[0m[38;5;12m (https://github.com/pik-piam/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. [39m
[38;5;12m- [39m[38;5;14m[1mmrremind[0m[38;5;12m (https://github.com/pik-piam/mrremind) - MadRat REMIND Input Data Package.[39m
[38;5;12m- [39m[38;5;14m[1medgeTransport[0m[38;5;12m (https://github.com/pik-piam/edgeTransport) - Prepare EDGE Transport Data for the REMIND model.[39m
[38;5;12m- [39m[38;5;14m[1mMETA 2021[0m[38;5;12m (https://github.com/openmodels/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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mWorldDynamics.jl[0m[38;5;12m [39m[38;5;12m(https://github.com/worlddynamics/WorldDynamics.jl)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAims[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mprovide[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmodern[39m[38;5;12m [39m[38;5;12mframework[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12minvestigate[39m[38;5;12m [39m[38;5;12mintegrated[39m[38;5;12m [39m[38;5;12massessment[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msustainable[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mcurrent[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mengineering[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m
[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mtechniques.[39m
[38;5;12m- [39m[38;5;14m[1mipcc_sr15_scenario_analysis[0m[38;5;12m (https://github.com/iiasa/ipcc_sr15_scenario_analysis) - Scenario analysis notebooks for the IPCC Special Report on Global Warming of 1.5°C.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mrwlts[0m[38;5;12m [39m[38;5;12m(https://github.com/brazil-data-cube/rwlts)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mSupport[39m[38;5;12m [39m[38;5;12mgovernments[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mmaking[39m[38;5;12m [39m[38;5;12mdecisions[39m[38;5;12m [39m[38;5;12mabout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mimpact[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhuman[39m[38;5;12m [39m[38;5;12mactivities[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menvironment,[39m[38;5;12m [39m[38;5;12mplanning[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mnatural[39m[38;5;12m [39m[38;5;12mresources,[39m[38;5;12m [39m[38;5;12mconserving[39m[38;5;12m [39m[38;5;12mbiodiversity[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmonitoring[39m[38;5;12m [39m[38;5;12mclimate[39m
[38;5;12mchange.[39m
[38;5;12m- [39m[38;5;14m[1mAI for Global Climate Cooperation[0m[38;5;12m (https://github.com/mila-iqia/climate-cooperation-competition) - Modeling global cooperation in the RICE-N Integrated Assessment Model.[39m
[38;5;12m- [39m[38;5;14m[1mFuture Technology Transformation[0m[38;5;12m (https://github.com/cpmodel/FTT_StandAlone) - Integrated assessment model with a realistic treatment of technology diffusion.[39m
[38;5;12m- [39m[38;5;14m[1mSDEverywhere[0m[38;5;12m (https://github.com/climateinteractive/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.[39m


[38;2;255;187;0m[4mNatural Resources[0m
[38;2;255;187;0m[4mAir Quality [0m
[38;5;12m- [39m[38;5;14m[1mCAMx[0m[38;5;12m (https://www.camx.com/) - A multi-scale photochemical modeling system for gas and particulate air pollution.[39m
[38;5;12m- [39m[38;5;14m[1mCMAQ[0m[38;5;12m (https://github.com/USEPA/CMAQ) - Code base for the U.S. EPA's Community Multiscale Air Quality Model.[39m
[38;5;12m- [39m[38;5;14m[1mAMET[0m[38;5;12m (https://github.com/USEPA/AMET) - A suite of software designed to facilitate the analysis and evaluation of predictions from meteorological and air quality models.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mMLAir[0m[38;5;12m [39m[38;5;12m(https://gitlab.jsc.fz-juelich.de/esde/machine-learning/mlair)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mMachine[39m[38;5;12m [39m[38;5;12mLearning[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mAir[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12menvironment[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12msimplifies[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maccelerates[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcreation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mnew[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m
[38;5;12mmeteorological[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mair[39m[38;5;12m [39m[38;5;12mquality[39m[38;5;12m [39m[38;5;12mtime-series.[39m
[38;5;12m- [39m[38;5;14m[1mshoot-i-smoke[0m[38;5;12m (https://github.com/shootismoke/mobile-app) - See your city's air pollution measured in daily cigarettes.[39m
[38;5;12m- [39m[38;5;14m[1mairqmon[0m[38;5;12m (https://github.com/jsynowiec/airqmon) - A macOS menu bar application that displays live air quality data from the nearest sensor station.[39m
[38;5;12m- [39m[38;5;14m[1mAirCasting[0m[38;5;12m (https://github.com/HabitatMap/AirCasting) - The project aims to build a platform for gathering, visualization and sharing of environmental data.[39m
[38;5;12m- [39m[38;5;14m[1mopenair[0m[38;5;12m (https://github.com/davidcarslaw/openair) - An R package developed for the purpose of analyzing air quality data — or more generally atmospheric composition data.[39m
[38;5;12m- [39m[38;5;14m[1mopenairmaps[0m[38;5;12m (https://github.com/davidcarslaw/openairmaps) - Combine the robust analytical methods found in openair with the highly capable leaflet package.[39m
[38;5;12m- [39m[38;5;14m[1mairQualityMeter[0m[38;5;12m (https://github.com/rpanfili/airQualityMeter) - Detects air particulate matter (PM - pm1, pm2.5, pm10) concentrations and sends data to an MQTT server.[39m
[38;5;12m- [39m[38;5;14m[1mOpenAQ API Version 2[0m[38;5;12m (https://github.com/openaq/openaq-api-v2) - A web-accessible API that provides endpoints to query the real-time and historical air quality measurements on the platform.[39m
[38;5;12m- [39m[38;5;14m[1mOpenAQ Data Ingest Pipeline[0m[38;5;12m (https://github.com/openaq/openaq-fetch) - A tool to collect data for OpenAQ platform.[39m
[38;5;12m- [39m[38;5;14m[1mSMOKE[0m[38;5;12m (https://github.com/CEMPD/SMOKE) - Create emissions inputs for multiple air quality modeling systems with unmatched speed and flexibility.[39m
[38;5;12m- [39m[38;5;14m[1minmap[0m[38;5;12m (https://github.com/spatialmodel/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.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Source EMEP MSC-W model[0m[38;5;12m (https://github.com/metno/emep-ctm) - Designed to calculate air concentrations and deposition fields for major acidifying and eutrophying pollutants, photo-oxidants and particulate matter.[39m
[38;5;12m- [39m[38;5;14m[1mRpollution[0m[38;5;12m (https://github.com/openvironment/Rpollution) - The goal of Rpollution is to assemble R functions to analyze air pollution data.[39m
[38;5;12m- [39m[38;5;14m[1mYETI[0m[38;5;12m (https://github.com/twollnik/YETI) - A bottom-up traffic emission calculation tool developed at the Institute for Advanced Sustainability Studies in Potsdam and built in Python.[39m
[38;5;12m- [39m[38;5;14m[1mPM2.5-GNN[0m[38;5;12m (https://github.com/shuowang-ai/PM2.5-GNN) - A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting.[39m
[38;5;12m- [39m[38;5;14m[1mrdefra[0m[38;5;12m (https://github.com/ropensci/rdefra) - Interact with the UK AIR Pollution Database from DEFRA.[39m
[38;5;12m- [39m[38;5;14m[1mrmweather[0m[38;5;12m (https://github.com/skgrange/rmweather) - An R package to conduct meteorological/weather normalisation on air quality so trends and interventions can be investigated in a robust way.[39m
[38;5;12m- [39m[38;5;14m[1mSafecast[0m[38;5;12m (https://github.com/Safecast/safecastapi) - Building out a network of sensors to monitor particulate matter in sizes PM1.0, PM2.5, PM10.[39m
[38;5;12m- [39m[38;5;14m[1mWest Oakland Air Quality Project[0m[38;5;12m (https://github.com/openoakland/woeip) - A platform for impacted communities to understand their local air quality and advocate for environmental justice.[39m
[38;5;12m- [39m[38;5;14m[1mSensor.Community[0m[38;5;12m (https://github.com/opendata-stuttgart/sensor.community) - Making the world a better place through community driven, open environmental data.[39m
[38;5;12m- [39m[38;5;14m[1mopenSenseMap[0m[38;5;12m (https://github.com/sensebox/openSenseMap) - Wikipedia for environmental data in order to awaken and promote education, environmental and climate protection.[39m
[38;5;12m- [39m[38;5;14m[1mrfasst[0m[38;5;12m (https://github.com/JGCRI/rfasst) - Estimation of a consistent range of adverse health and agricultural effects attributable to air pollution for a GCAM scenario.[39m
[38;5;12m- [39m[38;5;14m[1msaqgetr[0m[38;5;12m (https://github.com/skgrange/saqgetr) - Import Air Quality Monitoring Data in a Fast and Easy Way.[39m
[38;5;12m- [39m[38;5;14m[1mOzone3[0m[38;5;12m (https://github.com/Ozon3Org/Ozon3) - An open-source package to easily obtain real-time, historical, or forecasted air quality data for anywhere in the world.[39m
[38;5;12m- [39m[38;5;14m[1mRAQSAPI[0m[38;5;12m (https://github.com/USEPA/RAQSAPI) - Retrieve data from the United States Environmental Protection Agency's Air Quality Systems.[39m
[38;5;12m- [39m[38;5;14m[1mqualR[0m[38;5;12m (https://github.com/ropensci/qualR) - Download of air pollutants and meteorological information from CETESB QUALAR System for São Paulo, and MonitorAr Program, for Rio de Janeiro.[39m
[38;5;12m- [39m[38;5;14m[1mAirQo[0m[38;5;12m (https://github.com/airqo-platform/AirQo-api) - Develop hardware and software tools to help deliver Clean Air for All African Cities.[39m
[38;5;12m- [39m[38;5;14m[1mAirMonitor[0m[38;5;12m (https://github.com/MazamaScience/AirMonitor) - Utilities for working with hourly air quality monitoring data with a focus on small particulates PM2.5.[39m


[38;2;255;187;0m[4mWater Supply[0m
[38;5;12m- [39m[38;5;14m[1mStormwater-Management-Model[0m[38;5;12m (https://github.com/USEPA/Stormwater-Management-Model) - Used for single event or long-term (continuous) simulation of runoff quantity and quality from primarily urban areas.[39m
[38;5;12m- [39m[38;5;14m[1mdataRetrieval[0m[38;5;12m (https://github.com/DOI-USGS/dataRetrieval) - This R package is designed to obtain USGS or EPA water quality sample data, streamflow data and metadata directly from web services.[39m
[38;5;12m- [39m[38;5;14m[1mEGRET[0m[38;5;12m (https://github.com/DOI-USGS/EGRET) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mWaterModels.jl[0m[38;5;12m (https://github.com/lanl-ansi/WaterModels.jl) - Designed to enable computational evaluation of historical and emerging water network formulations and algorithms using a common platform.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mTree-based[0m[38;5;14m[1m [0m[38;5;14m[1mInland[0m[38;5;14m[1m [0m[38;5;14m[1mHydraulic[0m[38;5;14m[1m [0m[38;5;14m[1mRouting[0m[38;5;14m[1m [0m[38;5;14m[1mProject[0m[38;5;12m [39m[38;5;12m(https://github.com/NOAA-OWP/t-route)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mprogram[39m[38;5;12m [39m[38;5;12munder[39m[38;5;12m [39m[38;5;12mdevelopment[39m[38;5;12m [39m[38;5;12mhere[39m[38;5;12m [39m[38;5;12mseeks[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12meffectively[39m[38;5;12m [39m[38;5;12mmanage[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtraversal[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mnetwork[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mstreams[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mdefined[39m[38;5;12m [39m[38;5;12mhydraulic[39m[38;5;12m [39m[38;5;12mproperties[39m[38;5;12m [39m[38;5;12mspecifically[39m[38;5;12m [39m
[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpurpose[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhydraulic[39m[38;5;12m [39m[38;5;12mrouting[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12moperational[39m[38;5;12m [39m[38;5;12mflood[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mresources[39m[38;5;12m [39m[38;5;12mforecasting[39m[38;5;12m [39m[38;5;12msystem.[39m
[38;5;12m- [39m[38;5;14m[1mNext Gen Water Modeling Framework[0m[38;5;12m (https://github.com/NOAA-OWP/ngen) - This framework includes an encapsulation strategy which focuses on the hydrologic data first, and then builds a functional abstraction of hydrologic behavior.[39m
[38;5;12m- [39m[38;5;14m[1mnhdplusTools[0m[38;5;12m (https://github.com/DOI-USGS/nhdplusTools) - This package is a growing set of tools for manipulation of hydrographic data using the NHDPlus data model.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mThe[0m[38;5;14m[1m [0m[38;5;14m[1mSafe[0m[38;5;14m[1m [0m[38;5;14m[1mWater[0m[38;5;14m[1m [0m[38;5;14m[1mProject[0m[38;5;12m [39m[38;5;12m(https://github.com/codeforboston/safe-water)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mteam[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mvolunteers[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mCode[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mBoston[39m[38;5;12m [39m[38;5;12mwho[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12musing[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mmodeling,[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mvisualization[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mpredict,[39m[38;5;12m [39m[38;5;12mvisualize,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mshare[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mabout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12mpresence[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhazardous[39m[38;5;12m [39m[38;5;12mdrinking[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mcontaminants[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUnited[39m[38;5;12m [39m[38;5;12mStates.[39m
[38;5;12m- [39m[38;5;14m[1mHydroFunctions[0m[38;5;12m (https://github.com/mroberge/hydrofunctions) - A suite of convenience functions for working with hydrology data in an interactive Python session.[39m
[38;5;12m- [39m[38;5;14m[1mThe General Lake Model[0m[38;5;12m (https://github.com/AquaticEcoDynamics/GLM) - A water balance and one-dimensional vertical stratification hydrodynamic model.[39m
[38;5;12m- [39m[38;5;14m[1mnhdR[0m[38;5;12m (https://github.com/jsta/nhdR) - An R interface to the US National Hydrography Dataset.[39m
[38;5;12m- [39m[38;5;14m[1mmodflow6[0m[38;5;12m (https://github.com/MODFLOW-USGS/modflow6) - Has been widely used by academics, private consultants, and government scientists to accurately, reliably, and efficiently simulate groundwater flow.[39m
[38;5;12m- [39m[38;5;14m[1miMOD[0m[38;5;12m (https://oss.deltares.nl/web/imod/home) - An easy to use Graphical User Interface + an accelerated Deltares-version of MODFLOW with fast, flexible and consistent sub-domain modeling techniques.[39m
[38;5;12m- [39m[38;5;14m[1mpysheds[0m[38;5;12m (https://github.com/mdbartos/pysheds) - Simple and fast watershed delineation in Python.[39m
[38;5;12m- [39m[38;5;14m[1mWhiteboxTools[0m[38;5;12m (https://github.com/jblindsay/whitebox-tools) - WhiteboxTools is an advanced geospatial data analysis platform.[39m
[38;5;12m- [39m[38;5;14m[1mWater Network Tool for Resilience[0m[38;5;12m (https://github.com/USEPA/WNTR) - A Python package designed to simulate and analyze resilience of water distribution networks.[39m
[38;5;12m- [39m[38;5;14m[1mfasstr[0m[38;5;12m (https://github.com/bcgov/fasstr) - An R package to analyze, summarize, and visualize daily streamflow data.[39m
[38;5;12m- [39m[38;5;14m[1mKnowFlow[0m[38;5;12m (https://github.com/KnowFlow/KnowFlow_AWM) - KnowFlow Automatic Water Monitoring device is an open source tool enabling everyone to have access to first hand water quality data with low cost.[39m
[38;5;12m- [39m[38;5;14m[1mgwells[0m[38;5;12m (https://github.com/bcgov/gwells) - Groundwater Wells and Aquifers application for the Ministry of Environment in British Columbia.[39m
[38;5;12m- [39m[38;5;14m[1mwaterquality[0m[38;5;12m (https://github.com/RAJohansen/waterquality) - A package designed to detect and quantify water quality and cyanobacterial harmful algal bloom (CHABs) from remotely sensed imagery.[39m
[38;5;12m- [39m[38;5;14m[1mQGEP[0m[38;5;12m (https://github.com/qgep/QGEP) - A waste-water application based on QGIS in compliance with SIA-405.[39m
[38;5;12m- [39m[38;5;14m[1mPooPyLab_Project[0m[38;5;12m (https://github.com/toogad/PooPyLab_Project) - A biological wastewater treatment software.[39m
[38;5;12m- [39m[38;5;14m[1maguaclara[0m[38;5;12m (https://github.com/AguaClara/aguaclara) - A Python package for designing and performing research on AguaClara water treatment plants.[39m
[38;5;12m- [39m[38;5;14m[1mRTC-Tools[0m[38;5;12m (https://gitlab.com/deltares/rtc-tools) - A toolbox for control and optimization of water systems.[39m
[38;5;12m- [39m[38;5;14m[1mEPANET[0m[38;5;12m (https://github.com/OpenWaterAnalytics/EPANET) - The Water Distribution System Hydraulic and Water Quality Analysis Toolkit.[39m
[38;5;12m- [39m[38;5;14m[1mEPANET-RTX Library[0m[38;5;12m (https://github.com/OpenWaterAnalytics/epanet-rtx) - The real-time extension to the EPANET Hydraulic Toolkit.[39m
[38;5;12m- [39m[38;5;14m[1mEPyT[0m[38;5;12m (https://github.com/OpenWaterAnalytics/EPyT) - A Common programming framework for research and development in the growing field of smart water networks.[39m
[38;5;12m- [39m[38;5;14m[1mpyswmm[0m[38;5;12m (https://github.com/pyswmm/pyswmm) - Python Wrapper for Stormwater Management Model.[39m
[38;5;12m- [39m[38;5;14m[1mSWMM5plus[0m[38;5;12m (https://github.com/CIMM-ORG/SWMM5plus) - Prototype Fortran 2008 engine for the EPA Storm Water Management Model.[39m
[38;5;12m- [39m[38;5;14m[1mpystorms[0m[38;5;12m (https://github.com/kLabUM/pystorms) - Simulation Sandbox for the Design and Evaluation of Stormwater Control Algorithms.[39m
[38;5;12m- [39m[38;5;14m[1mSELEN[0m[38;5;12m (https://github.com/geodynamics/selen) - An open source Fortran code for the numerical solution of the Sea Level Equation for a spherical, layered, rotating earth with viscoelastic rheology.[39m
[38;5;12m- [39m[38;5;14m[1mrivamap[0m[38;5;12m (https://github.com/isikdogan/rivamap) - An Automated River Analysis and Mapping Engine.[39m
[38;5;12m- [39m[38;5;14m[1mAWSM[0m[38;5;12m (https://github.com/USDA-ARS-NWRC/awsm) - Automated Water Supply Model was developed at the USDA Agricultural Research Service.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAED2[0m[38;5;12m [39m[38;5;12m(https://github.com/AquaticEcoDynamics/libaed2)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcommunity-driven[39m[38;5;12m [39m[38;5;12mlibrary[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mmodules[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12malgorithms[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12msimulation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12m"aquatic[39m[38;5;12m [39m[38;5;12mecodynamics":[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mquality,[39m[38;5;12m [39m[38;5;12maquatic[39m[38;5;12m [39m[38;5;12mbiogeochemsitry,[39m[38;5;12m [39m[38;5;12mbiotic[39m[38;5;12m [39m[38;5;12mhabitat[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12maquatic[39m[38;5;12m [39m[38;5;12mecosystem[39m[38;5;12m [39m
[38;5;12mdynamics.[39m
[38;5;12m- [39m[38;5;14m[1mDORiE[0m[38;5;12m (https://gitlab.dune-project.org/dorie/dorie) - A Discontinuous Galerkin Solver for Soil Water Flow and Passive Solute Transport Based on DUNE.[39m
[38;5;12m- [39m[38;5;14m[1mwqbc[0m[38;5;12m (https://github.com/bcgov/wqbc) - An R package for water quality thresholds and index calculation for British Columbia.[39m
[38;5;12m- [39m[38;5;14m[1mModel My Watershed[0m[38;5;12m (https://github.com/WikiWatershed/model-my-watershed) - A watershed-modeling web app for citizens, conservation practitioners, municipal decision-makers, educators, and students.[39m
[38;5;12m- [39m[38;5;14m[1mAquaSat[0m[38;5;12m (https://github.com/GlobalHydrologyLab/AquaSat) - A data set to enable remote sensing of water quality for inland waters.[39m
[38;5;12m- [39m[38;5;14m[1mCDE[0m[38;5;12m (https://github.com/ropensci/cde) - Facilitates searching and download of the Water Framework Directive reporting data for all waterbodies from the EA website.[39m
[38;5;12m- [39m[38;5;14m[1mpyGSFLOW[0m[38;5;12m (https://github.com/pygsflow/pygsflow) - A set of Python modules to run the GSFLOW integrated hydrologic model program.[39m
[38;5;12m- [39m[38;5;14m[1mbcgroundwater[0m[38;5;12m (https://github.com/bcgov/bcgroundwater) - An R package to facilitate analysis and visualization of groundwater data from the British Columbia groundwater observation well network.[39m
[38;5;12m- [39m[38;5;14m[1mGSFLOW-GRASS[0m[38;5;12m (https://github.com/UMN-Hydro/GSFLOW-GRASS) - Generates inputs for and runs the coupled groundwater-surface water model "GSFLOW".[39m
[38;5;12m- [39m[38;5;14m[1mGWHAT[0m[38;5;12m (https://github.com/jnsebgosselin/gwhat) - A free, open source, and cross-platform interactive computer program whose main focus is the interpretation of observation well hydrographs.[39m
[38;5;12m- [39m[38;5;14m[1mSoil-Water-Balance[0m[38;5;12m (https://github.com/smwesten-usgs/swb) - A Modified Thornthwaite-Mather Soil-Water-Balance Code for Estimating Groundwater Recharge.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mLong-term[0m[38;5;14m[1m [0m[38;5;14m[1mTrends[0m[38;5;14m[1m [0m[38;5;14m[1min[0m[38;5;14m[1m [0m[38;5;14m[1mGroundwater[0m[38;5;14m[1m [0m[38;5;14m[1mLevels[0m[38;5;14m[1m [0m[38;5;14m[1min[0m[38;5;14m[1m [0m[38;5;14m[1mB.C.[0m[38;5;12m [39m[38;5;12m(https://github.com/bcgov/groundwater-levels-indicator)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12mscripts[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12mindicator[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mlong-term[39m[38;5;12m [39m[38;5;12mtrends[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mgroundwater[39m[38;5;12m [39m[38;5;12mlevels[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mBritish[39m[38;5;12m [39m[38;5;12mColumbia[39m[38;5;12m [39m[38;5;12mpublished[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mEnvironmental[39m[38;5;12m [39m[38;5;12mReporting[39m[38;5;12m [39m
[38;5;12mBritish[39m[38;5;12m [39m[38;5;12mColumbia.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGSFLOW[0m[38;5;12m [39m[38;5;12m(https://www.usgs.gov/software/gsflow-coupled-groundwater-and-surface-water-flow-model)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcoupled[39m[38;5;12m [39m[38;5;12mGroundwater[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mSurface-water[39m[38;5;12m [39m[38;5;12mFLOW[39m[38;5;12m [39m[38;5;12mmodel[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mintegration[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUSGS[39m[38;5;12m [39m[38;5;12mPrecipitation-Runoff[39m[38;5;12m [39m[38;5;12mModeling[39m[38;5;12m [39m[38;5;12mSystem[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mUSGS[39m
[38;5;12mModular[39m[38;5;12m [39m[38;5;12mGroundwater[39m[38;5;12m [39m[38;5;12mFlow[39m[38;5;12m [39m[38;5;12mModel.[39m
[38;5;12m- [39m[38;5;14m[1mcanwqdata[0m[38;5;12m (https://github.com/bcgov/canwqdata) - An R package to download open water quality data from Environment and Climate Change Canada's National Long-term Water Quality Monitoring Data.[39m
[38;5;12m- [39m[38;5;14m[1mHASP[0m[38;5;12m (https://github.com/DOI-USGS/HASP) - Hydrologic AnalySis Package.[39m
[38;5;12m- [39m[38;5;14m[1mCSHShydRology[0m[38;5;12m (https://github.com/CSHS-CWRA/CSHShydRology) - This is a collection of R functions used by the Canadian Association Society for Hydrological Sciences.[39m
[38;5;12m- [39m[38;5;14m[1mLiquid Prep[0m[38;5;12m (https://github.com/Call-for-Code/Liquid-Prep) - Offers an end-to-end solution for farmers looking to optimize their water usage; especially during times of drought.[39m
[38;5;12m- [39m[38;5;14m[1mflopy[0m[38;5;12m (https://github.com/modflowpy/flopy) - A Python package to create, run, and post-process MODFLOW-based models.[39m
[38;5;12m- [39m[38;5;14m[1mPCRaster[0m[38;5;12m (https://github.com/pcraster/pcraster) - A collection of tools and software libraries tailored to the construction of spatio-temporal environmental models.[39m
[38;5;12m- [39m[38;5;14m[1mdataretrieval[0m[38;5;12m (https://github.com/DOI-USGS/dataretrieval-python) - A Python alternative to USGS-R's dataRetrieval package for obtaining USGS or EPA water quality data, streamflow data, and metadata directly from web services.[39m
[38;5;12m- [39m[38;5;14m[1mCWatM[0m[38;5;12m (https://github.com/iiasa/CWatM) - Assess water supply, water demand and environmental needs at global and regional level.[39m
[38;5;12m- [39m[38;5;14m[1mWWTP[0m[38;5;12m (https://gitlab.com/hotmaps/potential/WWTP) - EU28 Waste Water Treatment Plants.[39m
[38;5;12m- [39m[38;5;14m[1mAWH-Geo[0m[38;5;12m (https://github.com/AWH-GlobalPotential-X/AWH-Geo) - Tool and calculations for Global Potential of Harvesting Drinking Water from Air using Solar Energy.[39m
[38;5;12m- [39m[38;5;14m[1mpySTEPS[0m[38;5;12m (https://github.com/pySTEPS/pysteps) - An open-source and community-driven Python library for probabilistic precipitation nowcasting, i.e. short-term ensemble prediction systems.[39m
[38;5;12m- [39m[38;5;14m[1mreservatoriosBR[0m[38;5;12m (https://github.com/brunomioto/reservatoriosBR) - R package for Brazilian reservoirs data.[39m
[38;5;12m- [39m[38;5;14m[1mPyForecast[0m[38;5;12m (https://github.com/usbr/PyForecast) - A statistical modeling tool used by Reclamation water managers and reservoir operators to train and build predictive models for seasonal inflows and streamflows.[39m
[38;5;12m- [39m[38;5;14m[1mpyWaPOR[0m[38;5;12m (https://bitbucket.org/cioapps/wapor-et-look/) - Data manual and Algorithm to compute the evapotranspiration of large areas using remote sensing data.[39m
[38;5;12m- [39m[38;5;14m[1mHydroSHEDS[0m[38;5;12m (https://www.hydrosheds.org/) - Seamless hydrographic data for global and regional applications.[39m
[38;5;12m- [39m[38;5;14m[1mOpenET[0m[38;5;12m (https://github.com/Open-ET/openet-ssebop) - Provides Google Earth Engine Python API based implementation of the SSEBop ET model used within OpenET.[39m
[38;5;12m- [39m[38;5;14m[1mSPEI[0m[38;5;12m (https://github.com/sbegueria/SPEI) - Computing the Standardized Precipitation-Evapotranspiration Index and other reference evapotranspiration.[39m
[38;5;12m- [39m[38;5;14m[1mpipedream[0m[38;5;12m (https://github.com/mdbartos/pipedream) - Interactive hydrodynamic solver for sewer/stormwater networks.[39m
[38;5;12m- [39m[38;5;14m[1mTADA[0m[38;5;12m (https://github.com/USEPA/TADA) - Help developers compile and evaluate water quality data for samples collected from surface water monitoring sites on streams and lakes.[39m
[38;5;12m- [39m[38;5;14m[1mwqtrends[0m[38;5;12m (https://github.com/tbep-tech/wqtrends) - R package to assess water quality trends with generalized additive models.[39m
[38;5;12m- [39m[38;5;14m[1mpyet[0m[38;5;12m (https://github.com/pyet-org/pyet) -  Estimate reference and potential evaporation.[39m
[38;5;12m- [39m[38;5;14m[1mSPEI[0m[38;5;12m (https://github.com/martinvonk/SPEI) - Calculate and visualize some popular drought indices such as the SPI, SPEI and SGI.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mGISWATER[0m[38;5;12m [39m[38;5;12m(https://github.com/Giswater/giswater_qgis_plugin)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mconnects[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mIT[39m[38;5;12m [39m[38;5;12msolutions[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpre-existent[39m[38;5;12m [39m[38;5;12mdatabases[39m[38;5;12m [39m[38;5;12mallowing[39m[38;5;12m [39m[38;5;12myou[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12msetup[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mhigh[39m[38;5;12m [39m[38;5;12mperformance[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mmanagement[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mcombination[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mhydraulic[39m[38;5;12m [39m
[38;5;12msoftware.[39m
[38;5;12m- [39m[38;5;14m[1mRibasim[0m[38;5;12m (https://github.com/Deltares/Ribasim) - A water resources model, designed to be the replacement of the regional surface water modules Mozart and SIMRES in the Netherlands Hydrological Instrument.[39m
[38;5;12m- [39m[38;5;14m[1mPywr[0m[38;5;12m (https://github.com/pywr/pywr) - Simulates customisable water allocation and operation rules throughout complex multi-purpose managed water systems at each user-defined time-step.[39m
[38;5;12m- [39m[38;5;14m[1mmosartwmpy[0m[38;5;12m (https://github.com/IMMM-SFA/mosartwmpy) - A python translation of MOSART-WM, a model for water routing and reservoir management written in Fortran.[39m
[38;5;12m- [39m[38;5;14m[1mClearWater Modules[0m[38;5;12m (https://github.com/EcohydrologyTeam/ClearWater-modules) - A collection of water quality and vegetation process simulation modules designed to couple with water transport models.[39m
[38;5;12m- [39m[38;5;14m[1mRAT[0m[38;5;12m (https://github.com/UW-SASWE/RAT) - Uses satellite remote sensing data to monitor water surface area and water level changes in artificial reservoirs.[39m
[38;5;12m- [39m[38;5;14m[1mLDCast[0m[38;5;12m (https://github.com/MeteoSwiss/ldcast) - A precipitation nowcasting model based on a latent diffusion model.[39m
[38;5;12m- [39m[38;5;14m[1mWaterTAP[0m[38;5;12m (https://github.com/watertap-org/watertap) - Create an open-source water treatment model library that is compatible with the IDAES Platform.[39m
[38;5;12m- [39m[38;5;14m[1mMATILDA[0m[38;5;12m (https://github.com/cryotools/matilda) - Tool for modeling water resources in glacierized catchments.[39m

[38;2;255;187;0m[4mSoil and Land[0m
[38;5;12m- [39m[38;5;14m[1mSoilGrids250m[0m[38;5;12m (https://github.com/ISRICWorldSoil/SoilGrids250m) - Global Spatial predictions of soil properties and classes at 250 m resolution.[39m
[38;5;12m- [39m[38;5;14m[1mSoilGrids[0m[38;5;12m (https://git.wur.nl/isric/soilgrids/soilgrids.notebooks/) - A system for automated soil mapping based on global soil profile and environmental covariate data at 250 m spatial resolution.[39m
[38;5;12m- [39m[38;5;14m[1mHyperspectral Soilmoisture Dataset[0m[38;5;12m (https://github.com/felixriese/hyperspectral-soilmoisture-dataset) - Hyperspectral benchmark dataset on soil moisture.[39m
[38;5;12m- [39m[38;5;14m[1msoilReports[0m[38;5;12m (https://github.com/ncss-tech/soilReports) - An R package that assists with the setup and operation of a collection of soil data summary, comparison, and evaluation reports.[39m
[38;5;12m- [39m[38;5;14m[1mAQP[0m[38;5;12m (https://github.com/ncss-tech/aqp) - Algorithms for Quantitative Pedology is a collection of code, ideas, documentation, and examples wrapped-up into several R packages.[39m
[38;5;12m- [39m[38;5;14m[1msharpshootR[0m[38;5;12m (https://github.com/ncss-tech/sharpshootR) - Miscellaneous soil data management, summary, visualization, and conversion utilities to support soil survey.[39m
[38;5;12m- [39m[38;5;14m[1msoilDB[0m[38;5;12m (https://github.com/ncss-tech/soilDB) - Simplified Access to NCSS Soil Databases.[39m
[38;5;12m- [39m[38;5;14m[1mLandslides Detection[0m[38;5;12m (https://github.com/mhscience/landslides_detection) - Machine learning tool to detect landslides from optical satellite imagery.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mpyTSEB[0m[38;5;12m [39m[38;5;12m(https://github.com/hectornieto/pyTSEB)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mcode[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mTwo[39m[38;5;12m [39m[38;5;12mSource[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m[38;5;12mBalance[39m[38;5;12m [39m[38;5;12mmodels[39m[38;5;12m [39m[38;5;12m(Priestley-Taylor[39m[38;5;12m [39m[38;5;12mTSEB-PT,[39m[38;5;12m [39m[38;5;12mDual[39m[38;5;12m [39m[38;5;12mTime[39m[38;5;12m [39m[38;5;12mDifference[39m[38;5;12m [39m[38;5;12mDTD[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mTSEB[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mcomponent[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcanopy[39m[38;5;12m [39m[38;5;12mtemperatures[39m[38;5;12m [39m[38;5;12mTSEB-2T)[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12mestimating[39m[38;5;12m [39m[38;5;12msensible[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mlatent[39m[38;5;12m [39m[38;5;12mheat[39m[38;5;12m [39m[38;5;12mflux[39m[38;5;12m [39m[38;5;12mbased[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mmeasurements[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mradiometric[39m[38;5;12m [39m[38;5;12msurface[39m[38;5;12m [39m[38;5;12mtemperature.[39m
[38;5;12m- [39m[38;5;14m[1mslga[0m[38;5;12m (https://github.com/obrl-soil/slga) - Offers the ability to download geographic subsets of raster data from the Soil and Landscape Grid of Australia.[39m
[38;5;12m- [39m[38;5;14m[1msmapr[0m[38;5;12m (https://github.com/ropensci/smapr) - An R package for acquisition and processing of NASA (Soil Moisture Active-Passive) SMAP data.[39m
[38;5;12m- [39m[38;5;14m[1mDRIP-SLIP[0m[38;5;12m (https://github.com/NASA-DEVELOP/DRIP-SLIP) - Detecting Realtime Increased Precipitation / Sudden Landslide Identification Product.[39m
[38;5;12m- [39m[38;5;14m[1mesa_cci_sm[0m[38;5;12m (https://github.com/TUW-GEO/esa_cci_sm) - Readers and converters for ESA CCI Soil Moisture image and time series data.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mUS_SoilGrids100m[0m[38;5;12m [39m[38;5;12m(https://github.com/aramcharan/US_SoilGrids100m)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mComplete-coverage[39m[38;5;12m [39m[38;5;12mgridded[39m[38;5;12m [39m[38;5;12mpredictions[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mproperties[39m[38;5;12m [39m[38;5;12m(percent[39m[38;5;12m [39m[38;5;12morganic[39m[38;5;12m [39m[38;5;12mcarbon,[39m[38;5;12m [39m[38;5;12mtotal[39m[38;5;12m [39m[38;5;12mnitrogen,[39m[38;5;12m [39m[38;5;12mbulk[39m[38;5;12m [39m[38;5;12mdensity,[39m[38;5;12m [39m[38;5;12mpH,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpercent[39m[38;5;12m [39m[38;5;12msand[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclay)[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclasses[39m[38;5;12m [39m[38;5;12m(taxonomic[39m[38;5;12m [39m
[38;5;12mgreat[39m[38;5;12m [39m[38;5;12mgroup[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mparticle[39m[38;5;12m [39m[38;5;12msize[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcontrol[39m[38;5;12m [39m[38;5;12msection)[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mConterminous[39m[38;5;12m [39m[38;5;12mU.S.[39m
[38;5;12m- [39m[38;5;14m[1mpytesmo[0m[38;5;12m (https://github.com/TUW-GEO/pytesmo) - Python Toolbox for the Evaluation of Soil Moisture Observations.[39m
[38;5;12m- [39m[38;5;14m[1mDrought Indices Map[0m[38;5;12m (https://github.com/imartinezl/drought-map) - This project attempts to find an accessible and friendly way to visualize data of drought indices in Spain from 1961 until 2017.[39m
[38;5;12m- [39m[38;5;14m[1mml_drought[0m[38;5;12m (https://github.com/ECMWFCode4Earth/ml_drought) - A Machine Learning Pipeline to Predict Vegetation Health.[39m
[38;5;12m- [39m[38;5;14m[1msrdb[0m[38;5;12m (https://github.com/bpbond/srdb) - Global soil respiration database.[39m
[38;5;12m- [39m[38;5;14m[1mcosore[0m[38;5;12m (https://github.com/bpbond/cosore) - Data, metadata, and software tools for the COSORE database of continuous soil respiration measurements.[39m
[38;5;12m- [39m[38;5;14m[1msidb[0m[38;5;12m (https://github.com/SoilBGC-Datashare/sidb) - Contains information on laboratory soil incubation experiments, with emphasis on time series of CO2 release.[39m
[38;5;12m- [39m[38;5;14m[1mISRaD[0m[38;5;12m (https://github.com/International-Soil-Radiocarbon-Database/ISRaD) - Improve the use of radiocarbon as a constraint for understanding the soil carbon cycle.[39m
[38;5;12m- [39m[38;5;14m[1mOpenFLUID[0m[38;5;12m (https://github.com/OpenFLUID/openfluid) - A software environment for modeling and simulation of complex landscape systems.[39m
[38;5;12m- [39m[38;5;14m[1mTrends.Earth[0m[38;5;12m (https://github.com/ConservationInternational/trends.earth) - A QGIS plugin that supports monitoring of land change, including changes in productivity, land cover, and soil organic carbon.[39m
[38;5;12m- [39m[38;5;14m[1mpycoal[0m[38;5;12m (https://github.com/capstone-coal/pycoal) - A Python toolkit for characterizing Coal and Open-pit surface mining impacts on American Lands.[39m
[38;5;12m- [39m[38;5;14m[1mstats_for_soil_survey[0m[38;5;12m (https://ncss-tech.github.io/stats_for_soil_survey/) - Lecture material on "Statistics for Pedologists".[39m
[38;5;12m- [39m[38;5;14m[1mSimsphere[0m[38;5;12m (https://github.com/tjc181/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.[39m
[38;5;12m- [39m[38;5;14m[1mCryoGrid3[0m[38;5;12m (https://github.com/CryoGrid/CryoGrid3) - A one-dimensional land surface model dedicated to simulate ground temperatures in permafrost environments.[39m
[38;5;12m- [39m[38;5;14m[1mCNN-SoilTextureClassification[0m[38;5;12m (https://github.com/felixriese/CNN-SoilTextureClassification) - One-dimensional convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data.[39m
[38;5;12m- [39m[38;5;14m[1mEarthML[0m[38;5;12m (https://github.com/holoviz-topics/EarthML) - Improving, documenting, and illustrating how to use other, freely available, general-purpose open source projects to solve problems in the earth sciences.[39m
[38;5;12m- [39m[38;5;14m[1mSTEP[0m[38;5;12m (http://step.esa.int/main/) - ESA is developing free open source toolboxes for the scientific exploitation of Earth Observation missions under the Scientific Exploitation of Operational Missions programme element.[39m
[38;5;12m- [39m[38;5;14m[1mglobsim[0m[38;5;12m (https://github.com/geocryology/globsim) - Using global reanalyses for permafrost simulation.[39m
[38;5;12m- [39m[38;5;14m[1mrSFSW2[0m[38;5;12m (https://github.com/DrylandEcology/rSFSW2) - An R package to create soil water balance simulation experiment.[39m
[38;5;12m- [39m[38;5;14m[1mlandscapemetrics[0m[38;5;12m (https://github.com/r-spatialecology/landscapemetrics) - Landscape Metrics for Categorical Map Patterns in R.[39m
[38;5;12m- [39m[38;5;14m[1mSCOPE[0m[38;5;12m (https://github.com/Christiaanvandertol/SCOPE) - Simulation model for radiative transfer, photosynthesis and energy fluxes in vegetation and soil.[39m
[38;5;12m- [39m[38;5;14m[1mDemeter[0m[38;5;12m (https://github.com/JGCRI/demeter) - A land use land cover disaggregation and change detection model.[39m
[38;5;12m- [39m[38;5;14m[1mOpenLandMap[0m[38;5;12m (https://gitlab.com/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.[39m
[38;5;12m- [39m[38;5;14m[1mPyLandStats[0m[38;5;12m (https://github.com/martibosch/pylandstats) - An open-source Pythonic library to compute landscape metrics.[39m
[38;5;12m- [39m[38;5;14m[1mNLMR[0m[38;5;12m (https://github.com/ropensci/NLMR) - R package to simulate neutral landscape models.[39m
[38;5;12m- [39m[38;5;14m[1mLT-GEE[0m[38;5;12m (https://github.com/eMapR/LT-GEE) - Google Earth Engine implementation of the LandTrendr spectral-temporal segmentation algorithm.[39m
[38;5;12m- [39m[38;5;14m[1mFull Lands INtegration Tool[0m[38;5;12m (https://github.com/moja-global/FLINT) - A modular system to estimate greenhouse gas emissions and removals by the land sector.[39m
[38;5;12m- [39m[38;5;14m[1mismn[0m[38;5;12m (https://github.com/TUW-GEO/ismn) - Readers for the data from the International Soil Moisture Database.[39m
[38;5;12m- [39m[38;5;14m[1msoils-revealed[0m[38;5;12m (https://github.com/Vizzuality/soils-revealed) - Platform for direct visualization, analysis and reporting of soil organic carbon predictions and changes over time.[39m
[38;5;12m- [39m[38;5;14m[1mSoil Erosion Watch[0m[38;5;12m (https://github.com/SoilWatch/soil-erosion-watch) - A Google Earth Engine App to explore the state of the world's degraded soils.[39m
[38;5;12m- [39m[38;5;14m[1mLand Matrix[0m[38;5;12m (https://github.com/sinnwerkstatt/landmatrix) - Independent global land monitoring initiative that promotes transparency & accountability in decisions over large-scale land acquisitions.[39m
[38;5;12m- [39m[38;5;14m[1mSITS[0m[38;5;12m (https://github.com/e-sensing/sits) - Enables users to apply machine learning techniques for classifying image time series obtained from earth observation data cubes.[39m
[38;5;12m- [39m[38;5;14m[1miSDAsoil[0m[38;5;12m (https://www.isda-africa.com/isdasoil/) - Open access soil property map with 30m resolution for Africa.[39m
[38;5;12m- [39m[38;5;14m[1mLandlab[0m[38;5;12m (https://github.com/landlab/landlab) - An open source Python package for numerical modeling of Earth surface dynamics.[39m
[38;5;12m- [39m[38;5;14m[1mTerraso[0m[38;5;12m (https://github.com/techmatters/terraso-backend) - Develop an open source technology platform to help local community leaders practice Integrated Landscape Management.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpen[0m[38;5;14m[1m [0m[38;5;14m[1mSoil[0m[38;5;14m[1m [0m[38;5;14m[1mSpectral[0m[38;5;14m[1m [0m[38;5;14m[1mLibrary[0m[38;5;12m [39m[38;5;12m(https://soilspectroscopy.github.io/ossl-manual/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mBrings[39m[38;5;12m [39m[38;5;12mtogether[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mscientists,[39m[38;5;12m [39m[38;5;12mspectroscopists,[39m[38;5;12m [39m[38;5;12minformaticians,[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mscientists[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mengineers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12movercome[39m[38;5;12m [39m[38;5;12msome[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mcurrent[39m[38;5;12m [39m[38;5;12mbottlenecks[39m[38;5;12m [39m
[38;5;12mpreventing[39m[38;5;12m [39m[38;5;12mwider[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmore[39m[38;5;12m [39m[38;5;12mefficient[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12msoil[39m[38;5;12m [39m[38;5;12mspectroscopy.[39m
[38;5;12m- [39m[38;5;14m[1mOpenLand[0m[38;5;12m (https://github.com/reginalexavier/OpenLand) - Tool for Quantitative Analysis and Visualization of Land Use and Land Cover Change.[39m
[38;5;12m- [39m[38;5;14m[1mcultionet[0m[38;5;12m (https://github.com/jgrss/cultionet) - A library for semantic segmentation of cultivated land using a neural network.[39m
[38;5;12m- [39m[38;5;14m[1mpygef[0m[38;5;12m (https://github.com/cemsbv/pygef) - Simple parser for soil properties measurements.[39m
[38;5;12m- [39m[38;5;14m[1mpydov[0m[38;5;12m (https://github.com/DOV-Vlaanderen/pydov) - Aggregates data about soil, subsoil and groundwater of Flanders and makes them publicly available.[39m
[38;5;12m- [39m[38;5;14m[1mILAMB[0m[38;5;12m (https://github.com/rubisco-sfa/ILAMB) - Python software used in the International Land Model Benchmarking project.[39m
[38;5;12m- [39m[38;5;14m[1mQA4SM[0m[38;5;12m (https://github.com/awst-austria/qa4sm) - Provides an operational online validation service for soil moisture products.[39m
[38;5;12m- [39m[38;5;14m[1menvalysis[0m[38;5;12m (https://github.com/zsteinmetz/envalysis) - An R package containing miscellaneous functions for data analysis in environmental chemistry and ecotoxicolog.[39m
[38;5;12m- [39m[38;5;14m[1mStatistics for Soil Survey[0m[38;5;12m (https://github.com/ncss-tech/stats_for_soil_survey) - Develop solutions to investigate soil survey correlation problems and update activities.[39m
[38;5;12m- [39m[38;5;14m[1mLWFBrook90R[0m[38;5;12m (https://github.com/pschmidtwalter/LWFBrook90R) - Simulates daily transpiration, interception, soil and snow evaporation, streamflow and soil water fluxes through a soil profile covered with vegetation.[39m
[38;5;12m- [39m[38;5;14m[1mdownscalr[0m[38;5;12m (https://github.com/tkrisztin/downscalr) - An R package for downscaling of land-use and land-use change projections.[39m
[38;5;12m- [39m[38;5;14m[1mdroughtR[0m[38;5;12m (https://github.com/mammask/droughtR) - An R package for non-stationary meteorological drought monitoring.[39m
[38;5;12m- [39m[38;5;14m[1mmeteoland[0m[38;5;12m (https://github.com/emf-creaf/meteoland) - Functions to estimate weather variables at any position of a landscape.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mausplotsR[0m[38;5;12m [39m[38;5;12m(https://github.com/ternaustralia/ausplotsR)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mDirectly[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mplot-based[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mvegetation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msoils[39m[38;5;12m [39m[38;5;12macross[39m[38;5;12m [39m[38;5;12mAustralia,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12msimple[39m[38;5;12m [39m[38;5;12mfunction[39m[38;5;12m [39m[38;5;12mcalls[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mextract[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmerge[39m[38;5;12m [39m[38;5;12mthem[39m[38;5;12m [39m[38;5;12minto[39m[38;5;12m [39m[38;5;12mspecies[39m[38;5;12m [39m[38;5;12moccurrence[39m[38;5;12m [39m[38;5;12mmatrices[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12manalysis[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mcalculate[39m[38;5;12m [39m[38;5;12mthings[39m[38;5;12m [39m[38;5;12mlike[39m[38;5;12m [39m[38;5;12mbasal[39m[38;5;12m [39m[38;5;12marea[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfractional[39m[38;5;12m [39m[38;5;12mcover.[39m
[38;5;12m- [39m[38;5;14m[1mPyLUSAT[0m[38;5;12m (https://github.com/chjch/pylusat) - Intends to provide users with tools that can be used to conduct land-use suitability analysis.[39m
[38;5;12m- [39m[38;5;14m[1mearthlib[0m[38;5;12m (https://github.com/earth-chris/earthlib-legacy) - Contains several thousand unique spectral endmembers representing green vegetation, soil, non-photosynthetic vegetation, urban materials, and burned materials.[39m
[38;5;12m- [39m[38;5;14m[1mSoil Freeze-thaw Model[0m[38;5;12m (https://github.com/NOAA-OWP/SoilFreezeThaw) - The soil freeze-thaw model simulates the transport of heat in soil using a one-dimensional vertical column.[39m


[38;2;255;187;0m[4mSustainable Development[0m
[38;2;255;187;0m[4mSustainable Development Goals [0m
[38;5;12m- [39m[38;5;14m[1mopen-sdg[0m[38;5;12m (https://github.com/open-sdg/open-sdg) - A platform for collecting and disseminating data for the Sustainable Development Goal global indicators.[39m
[38;5;12m- [39m[38;5;14m[1mSustainBench[0m[38;5;12m (https://github.com/sustainlab-group/sustainbench) - Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning.[39m
[38;5;12m- [39m[38;5;14m[1mOSDG[0m[38;5;12m (https://github.com/osdg-ai/osdg-tool) -  Tool that assigns Sustainable Development Goals labels to your input.[39m
[38;5;12m- [39m[38;5;14m[1mUS Sustainable Development Goal indicators[0m[38;5;12m (https://github.com/GSA/sdg-indicators-usa) - U.S. National Reporting Platform for the Sustainable Development Goals.[39m
[38;5;12m- [39m[38;5;14m[1mThe SDG Transformation Center[0m[38;5;12m (https://sdgtransformationcenter.org/) - Science-based tools and analytics for SDG pathways, policies and financing.[39m
[38;5;12m- [39m[38;5;14m[1mSDGmapR[0m[38;5;12m (https://github.com/CMUSustainability/SDGmapR) - R functions and datasets related to the mapping of text to the United Nations 17 Sustainable Development Goals.[39m
[38;5;12m- [39m[38;5;14m[1mEurope Sustainable Development Reports[0m[38;5;12m (https://eu-dashboards.sdgindex.org/) - Track the progress of the European Union and European Countries towards the Sustainable Development Goals.[39m
[38;5;12m- [39m[38;5;14m[1mtext2sdg[0m[38;5;12m (https://github.com/dwulff/text2sdg) - Multi-system analysis package that identifies SDGs in text, opening up the opportunity to monitor any type of text-based data.[39m
[38;5;12m- [39m[38;5;14m[1mSDG Detector[0m[38;5;12m (https://github.com/Yingjie4Science/SDGdetector) - Identify and visualize 17 Sustainable Development Goals and associated 169 Targets in text.[39m


[38;2;255;187;0m[4mSustainable Investment [0m
[38;5;12m- [39m[38;5;14m[1mIntegrated Valuation of Ecosystem Services and Tradeoffs[0m[38;5;12m (https://github.com/natcap/invest) - A family of tools for quantifying the values of natural capital in clear, credible, and practical ways.[39m
[38;5;12m- [39m[38;5;14m[1mThe REgional Model of INvestments and Development[0m[38;5;12m (https://github.com/remindmodel/remind) - A modular open source multi-regional model incorporating the economy, the climate system and a detailed representation of the energy sector.[39m
[38;5;12m- [39m[38;5;14m[1mWHAT-IF[0m[38;5;12m (https://github.com/RaphaelPB/WHAT-IF) - Water, Hydropower, Agriculture Tool for Investment and Financing decision support tool.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mr2dii.match[0m[38;5;12m [39m[38;5;12m(https://github.com/RMI-PACTA/r2dii.match)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThese[39m[38;5;12m [39m[38;5;12mtools[39m[38;5;12m [39m[38;5;12mimplement[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mR[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfundamental[39m[38;5;12m [39m[38;5;12mpart[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mPACTA[39m[38;5;12m [39m[38;5;12m(Paris[39m[38;5;12m [39m[38;5;12mAgreement[39m[38;5;12m [39m[38;5;12mCapital[39m[38;5;12m [39m[38;5;12mTransition[39m[38;5;12m [39m[38;5;12mAssessment),[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mfree[39m[38;5;12m [39m[38;5;12mtool[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcalculates[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12malignment[39m[38;5;12m [39m[38;5;12mbetween[39m[38;5;12m [39m
[38;5;12mfinancial[39m[38;5;12m [39m[38;5;12mportfolios[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mscenarios.[39m
[38;5;12m- [39m[38;5;14m[1mr2dii.analysis[0m[38;5;12m (https://github.com/RMI-PACTA/r2dii.analysis) - These tools help you to assess if a financial portfolio aligns with climate goals.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSBTi[0m[38;5;14m[1m [0m[38;5;14m[1mTemperature[0m[38;5;14m[1m [0m[38;5;14m[1mAlignment[0m[38;5;14m[1m [0m[38;5;14m[1mtool[0m[38;5;12m [39m[38;5;12m(https://github.com/ScienceBasedTargets/SBTi-finance-tool)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mHelps[39m[38;5;12m [39m[38;5;12mcompanies[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfinancial[39m[38;5;12m [39m[38;5;12minstitutions[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12massess[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mtemperature[39m[38;5;12m [39m[38;5;12malignment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mcurrent[39m[38;5;12m [39m[38;5;12mtargets,[39m[38;5;12m [39m[38;5;12mcommitments,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12minvestment[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mlending[39m[38;5;12m [39m
[38;5;12mportfolios,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mthis[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdevelop[39m[38;5;12m [39m[38;5;12mtargets[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mofficial[39m[38;5;12m [39m[38;5;12mvalidation.[39m
[38;5;12m- [39m[38;5;14m[1mReal-Impact-Tracker-Methodology[0m[38;5;12m (https://github.com/realimpat/Real-Impact-Tracker-Methodology/) - A methodology to assess the Real Impact of funds on social and environmental issues.[39m
[38;5;12m- [39m[38;5;14m[1mMimiFUND.jl[0m[38;5;12m (https://github.com/fund-model/MimiFUND.jl) - Used to perform cost-benefit and cost-effectiveness analyses of greenhouse gas emission reduction policies.[39m
[38;5;12m- [39m[38;5;14m[1mopen-climate-investing[0m[38;5;12m (https://github.com/opentaps/open-climate-investing) - Application and data for analyzing and structuring portfolios for climate investing.[39m
[38;5;12m- [39m[38;5;14m[1mSSC[0m[38;5;12m (https://github.com/NREL/ssc) - Contains the source code for the technology and financial models contained within the National Renewable Energy Laboratory's System Advisor Model.[39m
[38;5;12m- [39m[38;5;14m[1mOS-Climate Data Commons[0m[38;5;12m (https://github.com/os-climate/os_c_data_commons) - Collect, normalize and integrate climate and ESG data from public and private sources.[39m
[38;5;12m- [39m[38;5;14m[1mXDC Model[0m[38;5;12m (https://gitlab.com/xdc-model/xdc) - Enable users, or any intereted subject, to understand and familiarize with the basic concepts of the X-Degree Compatibility methodology.[39m
[38;5;12m- [39m[38;5;14m[1mgfer[0m[38;5;12m (https://github.com/Yuanchao-Xu/gfer) - Designed for green finance and environmental risk research focused on data collecting and analyzing in green finance and environmental risk research and analysis.[39m
[38;5;12m- [39m[38;5;14m[1mWikiRate[0m[38;5;12m (https://github.com/wikirate/wikirate) - Facilitates research and analysis on complex topics in collaboration with partners, to make ESG data open, comparable and useful for all.[39m
[38;5;12m- [39m[38;5;14m[1mEquinox[0m[38;5;12m (https://github.com/open-risk/equinox) - Supports the holistic risk management of sustainable finance projects.[39m
[38;5;12m- [39m[38;5;14m[1mPACTA[0m[38;5;12m (https://github.com/RMI-PACTA/pactaverse) - Measuring the alignment of financial portfolios with climate scenarios.[39m
[38;5;12m- [39m[38;5;14m[1mDataland[0m[38;5;12m (https://github.com/d-fine/Dataland) - A decentralized ecosystem for raw ESG-data where market participants exchange ESG-data in a transparent way.[39m
[38;5;12m- [39m[38;5;14m[1mphysrisk[0m[38;5;12m (https://github.com/os-climate/physrisk) - Primarily designed to run 'bottom-up' calculations that model the impact of climate hazards on large numbers of individual assets including natural and operations.[39m
[38;5;12m- [39m[38;5;14m[1mclimate-finance[0m[38;5;12m (https://github.com/ONEcampaign/climate-finance-package) - Is the python package to get, clean, and work with international public climate finance.[39m
[38;5;12m- [39m[38;5;14m[1mHeCo Invest[0m[38;5;12m (https://www.vizzuality.com/project/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.[39m

[38;2;255;187;0m[4mKnowledge Platforms[0m
[38;5;12m- [39m[38;5;14m[1mClimate Watch[0m[38;5;12m (https://github.com/ClimateWatch-Vizzuality/climate-watch) - Offers open data, visualizations and analysis to help policymakers, researchers and other stakeholders gather insights on countries' climate progress.[39m
[38;5;12m- [39m[38;5;14m[1mAppropedia[0m[38;5;12m (https://www.appropedia.org/Welcome_to_Appropedia) - Shares knowledge to build rich, sustainable lives.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Hardware Observatory[0m[38;5;12m (https://en.oho.wiki/wiki/Home) - Search engine and assessment platform for sustainable open hardware.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Source Ecology[0m[38;5;12m (https://www.opensourceecology.org/) - Developing open source industrial machines that can be made for a fraction of commercial costs, and sharing the designs for free.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mProjectDrawdown[0m[38;5;12m [39m[38;5;12m(https://github.com/ProjectDrawdown/solutions)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mmission[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mProject[39m[38;5;12m [39m[38;5;12mDrawdown[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mhelp[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld[39m[38;5;12m [39m[38;5;12mreach[39m[38;5;12m [39m[38;5;12m"Drawdown"—[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpoint[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12mwhen[39m[38;5;12m [39m[38;5;12mlevels[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mgreenhouse[39m[38;5;12m [39m[38;5;12mgases[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12matmosphere[39m[38;5;12m [39m[38;5;12mstop[39m[38;5;12m [39m[38;5;12mclimbing[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mstart[39m[38;5;12m [39m
[38;5;12mto[39m[38;5;12m [39m[38;5;12msteadily[39m[38;5;12m [39m[38;5;12mdecline,[39m[38;5;12m [39m[38;5;12mthereby[39m[38;5;12m [39m[38;5;12mstopping[39m[38;5;12m [39m[38;5;12mcatastrophic[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12m—[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mquickly,[39m[38;5;12m [39m[38;5;12msafely,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mequitably[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mpossible.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mNOAA-Affiliated-Projects[0m[38;5;12m [39m[38;5;12m(https://github.com/NOAAGov/NOAA-Affiliated-Projects)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mlist[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mGitHub[39m[38;5;12m [39m[38;5;12maccounts[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrepositories[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mcontributed[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mNational[39m[38;5;12m [39m[38;5;12mOceanic[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mAtmospheric[39m[38;5;12m [39m[38;5;12mAdministration[39m[38;5;12m [39m[38;5;12mstaff[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mline[39m[38;5;12m [39m[38;5;12moffices[39m[38;5;12m [39m[38;5;12mand/or[39m[38;5;12m [39m
[38;5;12mstaff[39m[38;5;12m [39m[38;5;12moffice[39m[38;5;12m [39m[38;5;12mthroughout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12morganization.[39m
[38;5;12m- [39m[38;5;14m[1mClimatescape[0m[38;5;12m (https://climatescape.org/) - Discover the organizations solving climate change.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Climate Knowledge[0m[38;5;12m (https://github.com/petermr/climate) - An open research project for data mining Open Access papers related to Climate Change.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mOpenClimate[0m[38;5;12m [39m[38;5;12m(https://github.com/YaleOpenLab/openclimate-demo)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12minitiative[39m[38;5;12m [39m[38;5;12mexploring[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mdistributed[39m[38;5;12m [39m[38;5;12mledger[39m[38;5;12m [39m[38;5;12mtechnology[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m[38;5;12m [39m[38;5;12memerging[39m[38;5;12m [39m[38;5;12mtechnologies,[39m[38;5;12m [39m[38;5;12msuch[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12mIoT,[39m[38;5;12m [39m[38;5;12mbig[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmachine[39m[38;5;12m [39m[38;5;12mlearning,[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m
[38;5;12mchallenge[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mhelping[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld[39m[38;5;12m [39m[38;5;12mkeep[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mtransparent[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12maccounting[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12mtowards[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mtargets.[39m
[38;5;12m- [39m[38;5;14m[1mModularSensors[0m[38;5;12m (https://github.com/EnviroDIY/ModularSensors) - This Arduino library gives environmental sensors a common interface of functions for use with Arduino-compatible dataloggers.[39m
[38;5;12m- [39m[38;5;14m[1mOpenSourceSeeds[0m[38;5;12m (https://www.opensourceseeds.org/en) - Committed to re-establishing seed as a common good for all.[39m
[38;5;12m- [39m[38;5;14m[1mTransition Project[0m[38;5;12m (https://www.transitionproject.org/) - An Open Data Initiative designed to help enable rapid carbon abatement for cities worldwide.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Strike Software[0m[38;5;12m (https://github.com/climate-strike/license) - Prevent oil and gas companies from co-opting your work and extracting more fossil fuels with this software license.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimate[0m[38;5;14m[1m [0m[38;5;14m[1mImpact[0m[38;5;14m[1m [0m[38;5;14m[1mLab[0m[38;5;12m [39m[38;5;12m(http://www.impactlab.org/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mteam[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12meconomists,[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mscientists,[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mengineers,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mrisk[39m[38;5;12m [39m[38;5;12manalysts[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mbuilding[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld's[39m[38;5;12m [39m[38;5;12mmost[39m[38;5;12m [39m[38;5;12mcomprehensive[39m[38;5;12m [39m[38;5;12mbody[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m[38;5;12mquantifying[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mimpacts[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange,[39m[38;5;12m [39m
[38;5;12msector-by-sector[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcommunity-by-community[39m[38;5;12m [39m[38;5;12maround[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld.[39m
[38;5;12m- [39m[38;5;14m[1mClimate change in the contiguous United States[0m[38;5;12m (https://github.com/washingtonpost/data-2C-beyond-the-limit-usa/) - The Washington Post's analysis of NOAA climate change data for the contiguous United States.[39m
[38;5;12m- [39m[38;5;14m[1mRegen Ledger[0m[38;5;12m (https://github.com/regen-network/regen-ledger) - Providing a structured database of claims regarding ecological state and change of state.[39m
[38;5;12m- [39m[38;5;14m[1mStripe Climate Carbon Removal Purchases[0m[38;5;12m (https://github.com/stripe/carbon-removal-source-materials) - Source materials supporting Stripe Climate carbon removal purchases.[39m
[38;5;12m- [39m[38;5;14m[1mJustice40 Tool[0m[38;5;12m (https://github.com/usds/justice40-tool) - A tool to identify disadvantaged communities due to environmental, socioeconomic and health burdens.[39m
[38;5;12m- [39m[38;5;14m[1mNet Zero Tracker[0m[38;5;12m (https://zerotracker.net/) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mCredible Goals Database[0m[38;5;12m (https://embeddingproject.org/goals-database) - A public goals database containing leading sustainability goals and commitments set by large companies globally.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDigital[0m[38;5;14m[1m [0m[38;5;14m[1mPublic[0m[38;5;14m[1m [0m[38;5;14m[1mGoods[0m[38;5;12m [39m[38;5;12m(https://github.com/DPGAlliance/publicgoods-candidates)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAccelerate[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mattainment[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msustainable[39m[38;5;12m [39m[38;5;12mdevelopment[39m[38;5;12m [39m[38;5;12mgoals[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mlow-[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mmiddle-income[39m[38;5;12m [39m[38;5;12mcountries[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mfacilitating[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mdiscovery,[39m[38;5;12m [39m[38;5;12mdevelopment,[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mof,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12minvestment[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mdigital[39m[38;5;12m [39m[38;5;12mpublic[39m[38;5;12m [39m[38;5;12mgoods.[39m
[38;5;12m- [39m[38;5;14m[1mSWEET[0m[38;5;12m (https://github.com/ESIPFed/sweet) - Official repository for Semantic Web for Earth and Environmental Terminology Ontologies.[39m
[38;5;12m- [39m[38;5;14m[1mU.S. Climate Resilience Toolkit[0m[38;5;12m (https://toolkit.climate.gov/) - A website designed to help people find and use tools, information, and subject matter expertise to build climate resilience.[39m
[38;5;12m- [39m[38;5;14m[1mClimatemind[0m[38;5;12m (https://github.com/ClimateMind/climatemind-backend) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mDecarb My State[0m[38;5;12m (https://github.com/chihacknight/decarbonize-my-state) - What does it take to decarbonize your state.[39m
[38;5;12m- [39m[38;5;14m[1mSTRESS Tool[0m[38;5;12m (https://github.com/mit-jp/climate-risk-map) - Show climate risk on a map of the US, with the MIT Joint Program data.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mClimate[0m[38;5;14m[1m [0m[38;5;14m[1mChange[0m[38;5;14m[1m [0m[38;5;14m[1mTracker[0m[38;5;12m [39m[38;5;12m(https://climatechangetracker.org/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mEmpower[39m[38;5;12m [39m[38;5;12mindividuals[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mcommunities[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mtake[39m[38;5;12m [39m[38;5;12maction[39m[38;5;12m [39m[38;5;12magainst[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mthreat[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mchange[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mreliable,[39m[38;5;12m [39m[38;5;12muser-friendly[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mtracking[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12munderstanding[39m
[38;5;12mits[39m[38;5;12m [39m[38;5;12mprogression.[39m
[38;5;12m- [39m[38;5;14m[1mNATUR'ADAPT[0m[38;5;12m (https://naturadapt.com/) - A community interested in climate change and its impacts on nature, especially in protected natural areas.[39m
[38;5;12m- [39m[38;5;14m[1mThe Climate Tech Handbook[0m[38;5;12m (https://github.com/climate-tech-handbook/climate-tech-handbook) - Help us build the most accessible and accurate climate tech resource on the planet.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mesa-climate-from-space[0m[38;5;12m [39m[38;5;12m(https://github.com/ubilabs/esa-climate-from-space)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mrole[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mSpace[39m[38;5;12m [39m[38;5;12mapplication[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mincrease[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mvisibility[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mClimate[39m[38;5;12m [39m[38;5;12mChange[39m[38;5;12m [39m[38;5;12mInitiative[39m[38;5;12m [39m[38;5;12mprogramme[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mrole[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mESA[39m[38;5;12m [39m[38;5;12msatellite[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12min[39m
[38;5;12mclimate[39m[38;5;12m [39m[38;5;12mscience.[39m
[38;5;12m- [39m[38;5;14m[1mClimateTriage[0m[38;5;12m (https://github.com/protontypes/climate-triage) - Discover a meaningful way to contribute to open source projects focused on climate technology and sustainability.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Sustainable Technology[0m[38;5;12m (https://github.com/protontypes/open-sustainable-technology) - A directory and analysis of the open source ecosystem in the areas of climate change, energy, biodiversity and natural resources.[39m
[38;5;12m- [39m[38;5;14m[1mDigital Earth Australia Notebooks[0m[38;5;12m (https://github.com/GeoscienceAustralia/dea-notebooks) - Hosts Jupyter Notebooks, Python scripts and workflows for analysing Digital Earth Australia (DEA) satellite data and derived products.[39m
[38;5;12m- [39m[38;5;14m[1mONEARMY[0m[38;5;12m (https://github.com/ONEARMY/community-platform) - A platform to build useful communities that aim to tackle social and environmenta problems.[39m

[38;2;255;187;0m[4mData Catalogs and Interfaces[0m
[38;5;12m- [39m[38;5;14m[1mGlobal Fishing Watch[0m[38;5;12m (https://globalfishingwatch.org/) - We use cutting-edge technology to visualise, track and share data about global fishing activity in near real-time and for free.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Wind Atlas[0m[38;5;12m (https://globalwindatlas.info/) - Immediately start exploring windy areas.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Solar Atlas[0m[38;5;12m (https://globalsolaratlas.info/) - Start exploring solar potential.[39m
[38;5;12m- [39m[38;5;14m[1mFood and Agriculture Organization Map Catalog[0m[38;5;12m (https://data.apps.fao.org/) - Allows to easily share geographically referenced thematic information between different organizations.[39m
[38;5;12m- [39m[38;5;14m[1mThe Subak Data Catalogue[0m[38;5;12m (https://data.subak.org/) - Exists to make climate data more discoverable, more trusted and more connected.[39m
[38;5;12m- [39m[38;5;14m[1mEEA geospatial data catalogue[0m[38;5;12m (https://github.com/eea/geonetwork-eea) - Discover and access easily the geospatial data catalogue of the European Environment Agency.[39m
[38;5;12m- [39m[38;5;14m[1mRadiant MLHub Python Client[0m[38;5;12m (https://github.com/radiantearth/radiant-mlhub) - Open community commons for geospatial training data, machine learning models, and standards to encourage collaboration and share information.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Environmental Database[0m[38;5;12m (https://db.cger.nies.go.jp/portal/geds/index) - Providing long-term monitoring data, data analysis results, output of models.[39m
[38;5;12m- [39m[38;5;14m[1mResource Watch[0m[38;5;12m (https://github.com/resource-watch/resource-watch) - Features hundreds of data sets all in one place on the state of the planet's resources and citizens.[39m
[38;5;12m- [39m[38;5;14m[1mEarthData[0m[38;5;12m (https://www.earthdata.nasa.gov/) - 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.[39m
[38;5;12m- [39m[38;5;14m[1mowidR[0m[38;5;12m (https://github.com/piersyork/owidR) - An R Package for Interacting with Data from Our World in Data.[39m
[38;5;12m- [39m[38;5;14m[1mCustom Scripts Sentinel Hub[0m[38;5;12m (https://github.com/sentinel-hub/custom-scripts) - A repository of custom scripts to be used with Sentinel Hub.[39m
[38;5;12m- [39m[38;5;14m[1meurostat R package[0m[38;5;12m (https://github.com/rOpenGov/eurostat) - R tools to access open data from Eurostat, the statistical office of the European Union.[39m
[38;5;12m- [39m[38;5;14m[1mgiscoR[0m[38;5;12m (https://github.com/rOpenGov/giscoR) - An R API package that helps to retrieve data from Eurostat Geographic Information System of the Commission.[39m
[38;5;12m- [39m[38;5;14m[1mDigital Earth Africa Notebooks[0m[38;5;12m (https://github.com/digitalearthafrica/deafrica-sandbox-notebooks) - Using Earth observations to address social, environmental and economic changes on the Africa continent.[39m
[38;5;12m- [39m[38;5;14m[1mMeCCO[0m[38;5;12m (http://sciencepolicy.colorado.edu/icecaps/research/media_coverage/) - Open Database on the Media Coverage of Climate Change and Global Warming.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Action Plans[0m[38;5;12m (https://github.com/mysociety/caps) - A simple, open database of local government climate action plan documents and emissions data.[39m
[38;5;12m- [39m[38;5;14m[1mAI for Earth Data Sets[0m[38;5;12m (https://github.com/microsoft/AIforEarthDataSets) - Notebooks and documentation for AI-for-Earth-managed datasets on Azure.[39m
[38;5;12m- [39m[38;5;14m[1mwopr[0m[38;5;12m (https://github.com/wpgp/wopr) - An R package and Shiny application to provide API access to the WorldPop Open Population Repository.[39m
[38;5;12m- [39m[38;5;14m[1mThe POWER Project[0m[38;5;12m (https://power.larc.nasa.gov/) - Provides solar and meteorological data sets from NASA research for support of renewable energy, building energy efficiency and agricultural needs.[39m
[38;5;12m- [39m[38;5;14m[1mEarthdata Search[0m[38;5;12m (https://github.com/nasa/earthdata-search) - A web application developed by NASA EOSDIS to enable data discovery, search, comparison, visualization, and access across EOSDIS' Earth Science data holdings.[39m
[38;5;12m- [39m[38;5;14m[1mPlanetary Computer Data Catalog[0m[38;5;12m (https://github.com/microsoft/PlanetaryComputerDataCatalog) - Combines a multi-petabyte catalog of global environmental data with intuitive APIs and a flexible scientific environment.[39m
[38;5;12m- [39m[38;5;14m[1mGlobal Energy Monitor[0m[38;5;12m (https://globalenergymonitor.org/) - Studies the evolving international energy landscape, creating databases, reports, and interactive tools that enhance understanding.[39m
[38;5;12m- [39m[38;5;14m[1mSTAC Index[0m[38;5;12m (https://github.com/stac-utils/stac-index) - Find STAC Catalogs, Collections, APIs, Software and Tools.[39m
[38;5;12m- [39m[38;5;14m[1mEumap[0m[38;5;12m (https://gitlab.com/geoharmonizer_inea/eumap) - Comprises environmental, land cover, terrain, climatic, soil and vegetation layers covering the continental Europe at relatively fine spatial resolutions.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Data Science Europe Metadata Catalog[0m[38;5;12m (https://maps.opendatascience.eu/) - Building the Open Data Science Europe Portal, a freely-accessible viewer containing gridded layers for Europe at spatial resolutions of 30-m or better.[39m
[38;5;12m- [39m[38;5;14m[1mEarthDataLab.jl[0m[38;5;12m (https://github.com/JuliaDataCubes/EarthDataLab.jl) - Julia interface for Reading from the Earth System Datacube.[39m
[38;5;12m- [39m[38;5;14m[1mThe CEDA Archive[0m[38;5;12m (https://archive.ceda.ac.uk/) - We host over 18 Petabytes of data from climate models, satellites, aircraft, met observations, and other sources.[39m
[38;5;12m- [39m[38;5;14m[1mClimate Data Dashboard of the ESA Climate Change Initiative[0m[38;5;12m (https://climate.esa.int/en/odp/#/dashboard) - Access global climate data produced through the ESA's Climate Change Initiative.[39m
[38;5;12m- [39m[38;5;14m[1mUSGS[0m[38;5;12m (https://github.com/kapadia/usgs) - A python module for interfacing with the US Geological Survey's API.[39m
[38;5;12m- [39m[38;5;14m[1mgetSpatialData[0m[38;5;12m (https://github.com/16EAGLE/getSpatialData) - Making it easy to query, preview, download and preprocess multiple kinds of satellite datasets via R.[39m
[38;5;12m- [39m[38;5;14m[1mSmart Data Models[0m[38;5;12m (https://github.com/smart-data-models/dataModel.Environment) - This Models describe the main entities involved with smart applications that deal with environmental issues.[39m
[38;5;12m- [39m[38;5;14m[1mepair[0m[38;5;12m (https://github.com/ropensci/epair) - Use R to get data from the Environmental Protection Agency API.[39m
[38;5;12m- [39m[38;5;14m[1mSiphon[0m[38;5;12m (https://github.com/Unidata/siphon) - A collection of Python utilities for retrieving atmospheric and oceanic data from remote sources, focusing on being able to retrieve data from Unidata data technologies.[39m
[38;5;12m- [39m[38;5;14m[1mNEON[0m[38;5;12m (https://github.com/NEONScience/NEON-utilities) - The National Ecological Observatory Network provides open data to understand changing ecosystems.[39m
[38;5;12m- [39m[38;5;14m[1mSynopticPy[0m[38;5;12m (https://github.com/blaylockbk/SynopticPy) - Gives you access to real-time and historical surface-based weather and environmental observations for thousands of stations.[39m
[38;5;12m- [39m[38;5;14m[1mNASA CMR STAC[0m[38;5;12m (https://github.com/nasa/cmr-stac) - NASA's Common Metadata Repository is a metadata catalog of NASA Earth Science data.[39m
[38;5;12m- [39m[38;5;14m[1msatlas[0m[38;5;12m (https://github.com/allenai/satlas) - Aims to provide open AI-generated geospatial data that is highly accurate, available globally, and updated on a frequent (monthly) basis.[39m
[38;5;12m- [39m[38;5;14m[1menv_canada[0m[38;5;12m (https://github.com/michaeldavie/env_canada) - Provides access to various data sources published by Environment and Climate Change Canada.[39m
[38;5;12m- [39m[38;5;14m[1mDataONE[0m[38;5;12m (https://github.com/DataONEorg/d1_python) - A community driven project providing access to data across multiple member repositories, supporting enhanced search and discovery of Earth and environmental data.[39m
[38;5;12m- [39m[38;5;14m[1mrdataone[0m[38;5;12m (https://github.com/DataONEorg/rdataone) - R package for reading and writing data at DataONE data repositories.[39m
[38;5;12m- [39m[38;5;14m[1meeExtra[0m[38;5;12m (https://github.com/r-earthengine/ee_extra) - A ninja python package that unifies the Google Earth Engine ecosystem.[39m
[38;5;12m- [39m[38;5;14m[1mrgee[0m[38;5;12m (https://github.com/r-spatial/rgee) - An R binding package for calling Google Earth Engine API from within R.[39m
[38;5;12m- [39m[38;5;14m[1mearthaccess[0m[38;5;12m (https://github.com/nsidc/earthaccess) - Search, download or stream NASA Earth science data with just a few lines of code.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEODAG[0m[38;5;12m [39m[38;5;12m(https://github.com/CS-SI/eodag)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mGives[39m[38;5;12m [39m[38;5;12myou[39m[38;5;12m [39m[38;5;12man[39m[38;5;12m [39m[38;5;12measy[39m[38;5;12m [39m[38;5;12mway[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12maccess[39m[38;5;12m [39m[38;5;12mproducts[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mmore[39m[38;5;12m [39m[38;5;12mthan[39m[38;5;12m [39m[38;5;12m10[39m[38;5;12m [39m[38;5;12mearth[39m[38;5;12m [39m[38;5;12mobservation[39m[38;5;12m [39m[38;5;12mproviders,[39m[38;5;12m [39m[38;5;12mwith[39m[38;5;12m [39m[38;5;12mmore[39m[38;5;12m [39m[38;5;12mthan[39m[38;5;12m [39m[38;5;12m50[39m[38;5;12m [39m[38;5;12mdifferent[39m[38;5;12m [39m[38;5;12mproduct[39m[38;5;12m [39m[38;5;12mtypes[39m[38;5;12m [39m[38;5;12m(Sentinel[39m[38;5;12m [39m[38;5;12m1,[39m[38;5;12m [39m[38;5;12mSentinel[39m[38;5;12m [39m[38;5;12m2,[39m[38;5;12m [39m[38;5;12mSentinel[39m[38;5;12m [39m[38;5;12m3,[39m[38;5;12m [39m[38;5;12mLandsat,[39m[38;5;12m [39m[38;5;12metc.)[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mcan[39m[38;5;12m [39m[38;5;12mbe[39m
[38;5;12msearched[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mdownloaded.[39m
[38;5;12m- [39m[38;5;14m[1mleafmap[0m[38;5;12m (https://github.com/opengeos/leafmap) - A Python package for geospatial analysis and interactive mapping in a Jupyter environment.[39m
[38;5;12m- [39m[38;5;14m[1mecocomDP[0m[38;5;12m (https://github.com/EDIorg/ecocomDP) - A dataset design pattern for harmonizing ecological community surveys in a research question agnostic format from source datasets published across multiple repositories.[39m
[38;5;12m- [39m[38;5;14m[1mFedData[0m[38;5;12m (https://github.com/ropensci/FedData) - R package implementing functions to automate downloading geospatial data available from several federated data sources in hydology, soil, climatology, cropland or landcover.[39m
[38;5;12m- [39m[38;5;14m[1mpydap[0m[38;5;12m (https://github.com/pydap/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.[39m
[38;5;12m- [39m[38;5;14m[1mGCIS[0m[38;5;12m (https://github.com/USGCRP/gcis) - As a centralized catalog of all materials and data used for Global Change Information System products and climate assessments.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mECHO[0m[38;5;12m [39m[38;5;12m(https://github.com/edgi-govdata-archiving/ECHO-Cross-Program)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mContains[39m[38;5;12m [39m[38;5;12mJupyter[39m[38;5;12m [39m[38;5;12mnotebooks[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mprocessing[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEPA's[39m[38;5;12m [39m[38;5;12mEnvironmenal[39m[38;5;12m [39m[38;5;12mCompliance[39m[38;5;12m [39m[38;5;12mHistory[39m[38;5;12m [39m[38;5;12mOnline[39m[38;5;12m [39m[38;5;12m(ECHO)[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mfrom[39m[38;5;12m [39m[38;5;12mmultiple[39m[38;5;12m [39m[38;5;12mEPA[39m[38;5;12m [39m[38;5;12mprogram[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12memissions,[39m[38;5;12m [39m[38;5;12mviolations,[39m[38;5;12m [39m
[38;5;12minspections,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menforcement[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mClean[39m[38;5;12m [39m[38;5;12mAir[39m[38;5;12m [39m[38;5;12mAct,[39m[38;5;12m [39m[38;5;12mClean[39m[38;5;12m [39m[38;5;12mWater[39m[38;5;12m [39m[38;5;12mAct,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mResouce[39m[38;5;12m [39m[38;5;12mConservation[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mRecovery[39m[38;5;12m [39m[38;5;12mAct.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mmsc_pygeoapi[0m[38;5;12m [39m[38;5;12m(https://github.com/ECCC-MSC/msc-pygeoapi)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mMeteorological[39m[38;5;12m [39m[38;5;12mService[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mCanada[39m[38;5;12m [39m[38;5;12mPython[39m[38;5;12m [39m[38;5;12mAPI[39m[38;5;12m [39m[38;5;12mprovides[39m[38;5;12m [39m[38;5;12mup-to-date[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mpast,[39m[38;5;12m [39m[38;5;12mpresent[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mfuture[39m[38;5;12m [39m[38;5;12mweather[39m[38;5;12m [39m[38;5;12mconditions,[39m[38;5;12m [39m[38;5;12mclimate,[39m[38;5;12m [39m[38;5;12mwater[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12minformation[39m[38;5;12m [39m
[38;5;12mover[39m[38;5;12m [39m[38;5;12mCanada[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mworld.[39m
[38;5;12m- [39m[38;5;14m[1mClay Foundation Model[0m[38;5;12m (https://github.com/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.[39m


[38;2;255;187;0m[4mEnvironmental Satellites[0m
[38;5;12m- [39m[38;5;14m[1msatpy[0m[38;5;12m (https://github.com/pytroll/satpy) - A python library for reading and manipulating meteorological remote sensing data and writing it to various image and data file formats.[39m
[38;5;12m- [39m[38;5;14m[1mgoes2go[0m[38;5;12m (https://github.com/blaylockbk/goes2go) - Download and process GOES-16 and GOES-17 data from NOAA's archive on AWS using Python.[39m
[38;5;12m- [39m[38;5;14m[1mlandsatxplore[0m[38;5;12m (https://github.com/yannforget/landsatxplore) - Provides an interface to the EarthExplorer portal to search and download Landsat Collections scenes through a command-line interface or a Python API.[39m
[38;5;12m- [39m[38;5;14m[1msentinelhub-py[0m[38;5;12m (https://github.com/sentinel-hub/sentinelhub-py) - Download and process satellite imagery in Python using Sentinel Hub services.[39m
[38;5;12m- [39m[38;5;14m[1msentinelsat[0m[38;5;12m (https://github.com/sentinelsat/sentinelsat) - Makes searching, downloading and retrieving the metadata of Sentinel satellite images from the Copernicus Open Access Hub easy.[39m
[38;5;12m- [39m[38;5;14m[1mMODIS[0m[38;5;12m (https://github.com/fdetsch/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.[39m
[38;5;12m- [39m[38;5;14m[1mMODIStsp[0m[38;5;12m (https://github.com/ropensci/MODIStsp) - An R package for automatic download and preprocessing of MODIS Land Products Time-Series.[39m
[38;5;12m- [39m[38;5;14m[1mMODISTools[0m[38;5;12m (https://github.com/bluegreen-labs/MODISTools) - Interface to the MODIS Land Products Subsets Web Services.[39m
[38;5;12m- [39m[38;5;14m[1mpyModis[0m[38;5;12m (https://github.com/lucadelu/pyModis) - A Python library to download and process MODIS data from NASA server.[39m
[38;5;12m- [39m[38;5;14m[1mSatip[0m[38;5;12m (https://github.com/openclimatefix/Satip) - A library for satellite image processing providing all of the functionality necessary for retrieving, and storing EUMETSAT data.[39m
[38;5;12m- [39m[38;5;14m[1mopenEO[0m[38;5;12m (https://github.com/Open-EO/openeo-python-client) - Provides intuitive programming libraries to process a wide variety of earth observation datasets.[39m
[38;5;12m- [39m[38;5;14m[1mxarray-sentinel[0m[38;5;12m (https://github.com/bopen/xarray-sentinel) - Easily access and explore the SAR data products of the Copernicus Sentinel-1 satellite mission in Python.[39m
[38;5;12m- [39m[38;5;14m[1mnoaa-apt[0m[38;5;12m (https://github.com/martinber/noaa-apt) - Receive and decode images from weather satellites via radio signals. [39m
[38;5;12m- [39m[38;5;14m[1mharp[0m[38;5;12m (https://github.com/stcorp/harp) - Data harmonization toolset for scientific earth observation data.[39m
[38;5;12m- [39m[38;5;14m[1mccplot[0m[38;5;12m (https://github.com/peterkuma/ccplot) - Command-line application for visualizing data from CloudSat and CALIPSO satellites.[39m
[38;5;12m- [39m[38;5;14m[1mgoestools[0m[38;5;12m (https://github.com/pietern/goestools) - Tools to work with signals and files from GOES satellites.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1meodash[0m[38;5;12m [39m[38;5;12m(https://github.com/eurodatacube/eodash)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mCombines[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mresources,[39m[38;5;12m [39m[38;5;12mtechnical[39m[38;5;12m [39m[38;5;12mknowledge[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mexpertise[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthree[39m[38;5;12m [39m[38;5;12mpartner[39m[38;5;12m [39m[38;5;12magencies[39m[38;5;12m [39m[38;5;12mESA,[39m[38;5;12m [39m[38;5;12mJAXA,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mNASA[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mstrengthen[39m[38;5;12m [39m[38;5;12mour[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12munderstanding[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mchanges[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mother[39m
[38;5;12msocietal[39m[38;5;12m [39m[38;5;12mchallenges[39m[38;5;12m [39m[38;5;12mimpacting[39m[38;5;12m [39m[38;5;12mour[39m[38;5;12m [39m[38;5;12mplanet.[39m
[38;5;12m- [39m[38;5;14m[1mSlideRule Earth[0m[38;5;12m (https://github.com/ICESat2-SlideRule/sliderule) - Process ICESat2 datasets in the cloud through REST API calls to SlideRule web services.[39m
[38;5;12m- [39m[38;5;14m[1mSpaceLiDAR[0m[38;5;12m (https://github.com/evetion/SpaceLiDAR.jl) - 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.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mSNAP[0m[38;5;12m [39m[38;5;12m(https://github.com/senbox-org/snap-engine)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThe[39m[38;5;12m [39m[38;5;12mcommon[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mplatform[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mthree[39m[38;5;12m [39m[38;5;12mSentinel[39m[38;5;12m [39m[38;5;12mToolboxes[39m[38;5;12m [39m[38;5;12mwhich[39m[38;5;12m [39m[38;5;12mare[39m[38;5;12m [39m[38;5;12mdeveloped[39m[38;5;12m [39m[38;5;12mby[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mEuropean[39m[38;5;12m [39m[38;5;12mSpace[39m[38;5;12m [39m[38;5;12mAgency[39m[38;5;12m [39m[38;5;12m(ESA)[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mscientific[39m[38;5;12m [39m[38;5;12mexploitation[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mSentinel-1,[39m[38;5;12m [39m[38;5;12mSentinel-2[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12mSentinel-3[39m[38;5;12m [39m[38;5;12mmissions.[39m
[38;5;12m- [39m[38;5;14m[1mEOReader[0m[38;5;12m (https://github.com/sertit/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.[39m
[38;5;12m- [39m[38;5;14m[1mLandsatTS[0m[38;5;12m (https://github.com/logan-berner/LandsatTS) - An R package to facilitate retrieval, cleaning, cross-calibration, and phenological modeling of Landsat time-series data.[39m

[38;2;255;187;0m[4mTaxonomy and Ontology[0m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mDigital[0m[38;5;14m[1m [0m[38;5;14m[1mTwins[0m[38;5;14m[1m [0m[38;5;14m[1mDefinition[0m[38;5;14m[1m [0m[38;5;14m[1mLanguage[0m[38;5;14m[1m [0m[38;5;14m[1montology[0m[38;5;14m[1m [0m[38;5;14m[1mfor[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mGrid[0m[38;5;12m [39m[38;5;12m(https://github.com/Azure/opendigitaltwins-energygrid)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mglobal[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mgrid[39m[38;5;12m [39m[38;5;12massets[39m[38;5;12m [39m[38;5;12mmanagement,[39m[38;5;12m [39m[38;5;12mpower[39m[38;5;12m [39m[38;5;12msystem[39m[38;5;12m [39m[38;5;12moperations[39m[38;5;12m [39m[38;5;12mmodeling[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mphysical[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mcommodity[39m[38;5;12m [39m
[38;5;12mmarket.[39m
[38;5;12m- [39m[38;5;14m[1mThe Open Energy Ontology[0m[38;5;12m (https://github.com/OpenEnergyPlatform/ontology) - A domain ontology of the energy-system modeling context.[39m
[38;5;12m- [39m[38;5;14m[1mECTO[0m[38;5;12m (https://github.com/EnvironmentOntology/environmental-exposure-ontology) - Modular environmental exposures ontology.[39m
[38;5;12m- [39m[38;5;14m[1mENVO[0m[38;5;12m (https://github.com/EnvironmentOntology/envo) - A community-driven ontology for the representation of environments.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEML[0m[38;5;12m [39m[38;5;12m(https://github.com/NCEAS/eml)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mAn[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource,[39m[38;5;12m [39m[38;5;12mcommunity[39m[38;5;12m [39m[38;5;12moriented[39m[38;5;12m [39m[38;5;12mproject[39m[38;5;12m [39m[38;5;12mdedicated[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mproviding[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mhigh-quality[39m[38;5;12m [39m[38;5;12mmetadata[39m[38;5;12m [39m[38;5;12mspecification[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mdescribing[39m[38;5;12m [39m[38;5;12mdata[39m[38;5;12m [39m[38;5;12mrelevant[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mdiverse[39m[38;5;12m [39m[38;5;12mdisciplines[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12minvolve[39m[38;5;12m [39m[38;5;12mobservational[39m[38;5;12m [39m[38;5;12mresearch[39m[38;5;12m [39m[38;5;12mlike[39m[38;5;12m [39m
[38;5;12mecology,[39m[38;5;12m [39m[38;5;12mearth,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mscience.[39m
[38;5;12m- [39m[38;5;14m[1mtaxonomy4good[0m[38;5;12m (https://github.com/Good-Data-Hub/taxonomy4good) - A sustainability lexicon that provides the freedom to create custom taxonomies in addition to listed taxonomies.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mecoCore[0m[38;5;12m [39m[38;5;12m(https://github.com/EcologicalSemantics/ecocore)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mvocabulary[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mecological[39m[38;5;12m [39m[38;5;12mcommunity,[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mneed[39m[38;5;12m [39m[38;5;12mexpressed[39m[38;5;12m [39m[38;5;12mrepeatedly[39m[38;5;12m [39m[38;5;12mover[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mpast[39m[38;5;12m [39m[38;5;12mfew[39m[38;5;12m [39m[38;5;12myears[39m[38;5;12m [39m[38;5;12mat[39m[38;5;12m [39m[38;5;12mworkshops[39m[38;5;12m [39m[38;5;12mfocused[39m[38;5;12m [39m[38;5;12mon[39m[38;5;12m [39m[38;5;12mecological,[39m[38;5;12m [39m[38;5;12menvironmental,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpopulation-based[39m
[38;5;12msemantics.[39m
[38;5;12m- [39m[38;5;14m[1mClimate categories[0m[38;5;12m (https://github.com/pik-primap/climate_categories) - Commonly used codes, categories, terminologies, and nomenclatures used in climate policy analysis in a nice Python package.[39m
[38;5;12m- [39m[38;5;14m[1mBattINFO[0m[38;5;12m (https://github.com/BIG-MAP/BattINFO) - Consists of a list of entities representing concepts used in batteries and electrochemistry.[39m
[38;5;12m- [39m[38;5;14m[1mPlant-Pollinator Interactions Vocabulary[0m[38;5;12m (https://github.com/rebipp/ppi) - Plant-Pollinator Interactions is a standardized vocabulary maintained by the Brazilian Network on Plant-Pollinator Interactions.[39m
[38;5;12m- [39m[38;5;14m[1mPlant Trait Ontology[0m[38;5;12m (https://github.com/Planteome/plant-trait-ontology) - A controlled vocabulary of describe phenotypic traits in plants.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mFOODON[0m[38;5;12m [39m[38;5;12m(https://github.com/FoodOntology/foodon)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mProvides[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mneutral[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12montology-driven[39m[38;5;12m [39m[38;5;12mstandard[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mgovernment[39m[38;5;12m [39m[38;5;12magencies,[39m[38;5;12m [39m[38;5;12mindustry,[39m[38;5;12m [39m[38;5;12mnonprofits[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mconsumers[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mname[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mreference[39m[38;5;12m [39m[38;5;12mfood[39m[38;5;12m [39m[38;5;12mproducts[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mtheir[39m[38;5;12m [39m[38;5;12mcomponents[39m[38;5;12m [39m[38;5;12mthroughout[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mfood[39m
[38;5;12msupply[39m[38;5;12m [39m[38;5;12mchain.[39m


[38;2;255;187;0m[4mCurated Lists[0m
[38;5;12m- [39m[38;5;14m[1mDatasets APIs and open source projects related to Climate Change[0m[38;5;12m (https://github.com/KKulma/climate-change-data) - A curated list of APIs, open data and ML/AI projects on climate change.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mLinux[0m[38;5;14m[1m [0m[38;5;14m[1mFoundation[0m[38;5;14m[1m [0m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mLandscape[0m[38;5;12m [39m[38;5;12m(https://github.com/lf-energy/lfenergy-landscape)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mThis[39m[38;5;12m [39m[38;5;12mlandscape[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12mintended[39m[38;5;12m [39m[38;5;12mas[39m[38;5;12m [39m[38;5;12ma[39m[38;5;12m [39m[38;5;12mmap[39m[38;5;12m [39m[38;5;12mto[39m[38;5;12m [39m[38;5;12mexplore[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mopen[39m[38;5;12m [39m[38;5;12msource[39m[38;5;12m [39m[38;5;12mprojects[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msector,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12malso[39m[38;5;12m [39m[38;5;12mshows[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mmember[39m[38;5;12m [39m[38;5;12mcompanies[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12mLF[39m[38;5;12m [39m[38;5;12mEnergy[39m[38;5;12m [39m
[38;5;12mFoundation.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Models[0m[38;5;12m (https://wiki.openmod-initiative.org/wiki/Open_Models) - This page lists energy models published under open source licenses.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Green Software[0m[38;5;12m (https://github.com/Green-Software-Foundation/awesome-green-software) - Research, tools, code, libraries and training to for building applications that emit less carbon into our atmosphere.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Sustainability Jobs[0m[38;5;12m (https://github.com/pogopaule/awesome-sustainability-jobs) - A curated list of companies in the sustainability sector that have jobs for devs.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Spectral Indices[0m[38;5;12m (https://github.com/awesome-spectral-indices/awesome-spectral-indices) - A ready-to-use curated list of Spectral Indices for Remote Sensing applications.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Vegetation Index[0m[38;5;12m (https://github.com/px39n/Awesome-Vegetation-Index) - List of reference, applications of common Vegetation Indices for Multi-spectral, hyper-spectral and UAV images.[39m
[38;5;12m- [39m[38;5;14m[1mawesome-transit[0m[38;5;12m (https://github.com/CUTR-at-USF/awesome-transit) - Community list of transit APIs, apps, datasets, research, and software.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Coastal[0m[38;5;12m (https://github.com/chrisleaman/awesome-coastal) - A curated list of awesome resources for coastal engineers and scientists.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Agriculture[0m[38;5;12m (https://github.com/brycejohnston/awesome-agriculture) - Open source technology for agriculture, farming, and gardening.[39m
[38;5;12m- [39m[38;5;14m[1mCryosphere Software, Data and Tools[0m[38;5;12m (https://github.com/awesome-cryosphere/cryosphere-links) - A prototype of a curated list of awesome data sources, models, tools and organizations related to the Cryosphere and its subspheres.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAwesome[0m[38;5;14m[1m [0m[38;5;14m[1mClean[0m[38;5;14m[1m [0m[38;5;14m[1mTech[0m[38;5;12m [39m[38;5;12m(https://github.com/nglgzz/awesome-clean-tech)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mClean[39m[38;5;12m [39m[38;5;12mtechnology[39m[38;5;12m [39m[38;5;12mis[39m[38;5;12m [39m[38;5;12many[39m[38;5;12m [39m[38;5;12mprocess,[39m[38;5;12m [39m[38;5;12mproduct,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12mservice[39m[38;5;12m [39m[38;5;12mthat[39m[38;5;12m [39m[38;5;12mreduces[39m[38;5;12m [39m[38;5;12mnegative[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mimpacts[39m[38;5;12m [39m[38;5;12mthrough[39m[38;5;12m [39m[38;5;12msignificant[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12mefficiency[39m[38;5;12m [39m[38;5;12mimprovements,[39m[38;5;12m [39m[38;5;12mthe[39m[38;5;12m [39m[38;5;12msustainable[39m[38;5;12m [39m
[38;5;12muse[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mresources,[39m[38;5;12m [39m[38;5;12mor[39m[38;5;12m [39m[38;5;12menvironmental[39m[38;5;12m [39m[38;5;12mprotection[39m[38;5;12m [39m[38;5;12mactivities.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Open Climate Science[0m[38;5;12m (https://github.com/pangeo-data/awesome-open-climate-science) - Awesome Open Atmospheric, Ocean, and Climate Science.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Earth[0m[38;5;12m (https://github.com/philsturgeon/awesome-earth) - "What can I do about the climate crisis?" Here are 326 things you can do.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Open Geoscience[0m[38;5;12m (https://github.com/softwareunderground/awesome-open-geoscience) - Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome.[39m
[38;5;12m- [39m[38;5;14m[1mCode against Climate Change[0m[38;5;12m (https://github.com/daviddao/code-against-climate-change) - A curated list of tech projects against climate change - hoping to inspire disruptive technological climate action.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Arctic Data[0m[38;5;12m (https://github.com/arctic-risk/awesome-arctic-data) - A curated list on data sources related to climate change in the arctic.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Remote Sensing Change Detection[0m[38;5;12m (https://github.com/wenhwu/awesome-remote-sensing-change-detection) - List of datasets, codes, and contests related to remote sensing change detection.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome-forests[0m[38;5;12m (https://github.com/blutjens/awesome-forests/) - A curated list of ground-truth forest datasets for the machine learning and forestry community.[39m
[38;5;12m- [39m[38;5;14m[1mawesome-earth-engine-apps[0m[38;5;12m (https://github.com/philippgaertner/awesome-earth-engine-apps) - An awesome list of all available Google Earth Engine Apps and user-specific App Galleries.[39m
[38;5;12m- [39m[38;5;14m[1mawesome-gee-community-datasets[0m[38;5;12m (https://github.com/samapriya/awesome-gee-community-datasets/) - Community Datasets & Data Commons in Google Earth Engine.[39m
[38;5;12m- [39m[38;5;14m[1mUrban & Regional Planning Resources[0m[38;5;12m (https://github.com/APA-Technology-Division/urban-and-regional-planning-resources) - Community list of data & technology resources concerning the built environment and communities.[39m
[38;5;12m- [39m[38;5;14m[1mOpen Source Python Packages in Hydrology[0m[38;5;12m (https://github.com/raoulcollenteur/Python-Hydrology-Tools) - Holds a list of open source Python packages interesting to Hydrologists.[39m
[38;5;12m- [39m[38;5;14m[1mPO.DAAC[0m[38;5;12m (https://podaac.jpl.nasa.gov/cloud-datasets) - NASA Earth Observing System Data and Information System data center managed by the Earth Science Data and Information System Project.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome Sentinel[0m[38;5;12m (https://github.com/kr-stn/awesome-sentinel) - A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites.[39m
[38;5;12m- [39m[38;5;14m[1mgeospatial-data-catalogs[0m[38;5;12m (https://github.com/opengeos/geospatial-data-catalogs) - A list of open geospatial datasets available on AWS, Earth Engine, Planetary Computer, and STAC Index.[39m
[38;5;12m- [39m[38;5;14m[1mIndustrial Ecology Dashboard[0m[38;5;12m (https://github.com/IndEcol/Dashboard) - A collection of open source projects relevant for industrial ecology practitioners.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mEnergy[0m[38;5;14m[1m [0m[38;5;14m[1mSystems[0m[38;5;14m[1m [0m[38;5;14m[1mand[0m[38;5;14m[1m [0m[38;5;14m[1mInformatics[0m[38;5;14m[1m [0m[38;5;14m[1mCollection[0m[38;5;14m[1m [0m[38;5;14m[1mby[0m[38;5;14m[1m [0m[38;5;14m[1mACM[0m[38;5;14m[1m [0m[38;5;14m[1mSIGEnergy[0m[38;5;12m [39m[38;5;12m(https://energy.acm.org/resources/)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcurated[39m[38;5;12m [39m[38;5;12mlist[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mpublicly[39m[38;5;12m [39m[38;5;12mavailable[39m[38;5;12m [39m[38;5;12mdatasets,[39m[38;5;12m [39m[38;5;12mmodels,[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12msoftware[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m[38;5;12mresearchers[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mprofessionals[39m[38;5;12m [39m[38;5;12mwho[39m[38;5;12m [39m[38;5;12mstudy[39m[38;5;12m [39m[38;5;12menergy[39m[38;5;12m [39m[38;5;12msystems[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m
[38;5;12minformatics.[39m
[38;5;12m-[39m[38;5;12m [39m[38;5;14m[1mAwesome-Earth-Artificial-Intelligence[0m[38;5;12m [39m[38;5;12m(https://github.com/ESIPFed/Awesome-Earth-Artificial-Intelligence)[39m[38;5;12m [39m[38;5;12m-[39m[38;5;12m [39m[38;5;12mA[39m[38;5;12m [39m[38;5;12mcurated[39m[38;5;12m [39m[38;5;12mlist[39m[38;5;12m [39m[38;5;12mof[39m[38;5;12m [39m[38;5;12mtutorials,[39m[38;5;12m [39m[38;5;12mnotebooks,[39m[38;5;12m [39m[38;5;12msoftware,[39m[38;5;12m [39m[38;5;12mdatasets,[39m[38;5;12m [39m[38;5;12mcourses,[39m[38;5;12m [39m[38;5;12mbooks,[39m[38;5;12m [39m[38;5;12mvideo[39m[38;5;12m [39m[38;5;12mlectures[39m[38;5;12m [39m[38;5;12mand[39m[38;5;12m [39m[38;5;12mpapers[39m[38;5;12m [39m[38;5;12mspecifically[39m[38;5;12m [39m[38;5;12mfor[39m[38;5;12m [39m
[38;5;12mArtificial[39m[38;5;12m [39m[38;5;12mIntelligence[39m[38;5;12m [39m[38;5;12muse[39m[38;5;12m [39m[38;5;12mcases[39m[38;5;12m [39m[38;5;12min[39m[38;5;12m [39m[38;5;12mEarth[39m[38;5;12m [39m[38;5;12mScience.[39m
[38;5;12m- [39m[38;5;14m[1mCallisto-Dataset-Collection[0m[38;5;12m (https://github.com/Agri-Hub/Callisto-Dataset-Collection) - A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data.[39m
[38;5;12m- [39m[38;5;14m[1mAwesome ERDDAP[0m[38;5;12m (https://github.com/IrishMarineInstitute/awesome-erddap) - A curated list of awesome Environmental Research Division's Data Access Program (ERDDAP) projects and deployments.[39m


[38;2;255;187;0m[4mContributors[0m

[38;5;12m  [39m


[38;2;255;187;0m[4mArtwork and License[0m
[38;5;12mAnimation created with [39m[38;5;14m[1mAn Animated Map of the Earth[0m[38;5;12m (https://github.com/eleanorlutz/earth_atlas_of_space) by [39m[38;5;14m[1mEleanor Lutz[0m[38;5;12m (https://eleanorlutz.com/)[39m

[38;5;12mThe artwork included in this repository are shared under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.[39m

[38;5;12mThis work and all contributions to it are released into terms of the Creative Commons Attribution 4.0 International if not otherwise noted.[39m

[38;5;14m[1m![0m[38;5;12mCC-BY-4.0 license[39m[38;5;14m[1m (https://licensebuttons.net/l/by-sa/4.0/88x31.png)[0m[38;5;12m (https://creativecommons.org/licenses/by-sa/4.0/)[39m

