| mrremind: MadRat REMIND Input Data Package | mrremind-package mrremind |
| Calculate REMIND final energy variables from historical AGEB values | calcAGEB |
| Calculate air pollutant emissions for a reference year at different sectoral aggregation levels based on CEDS2025 and GAINS2025 data. | calcAirPollBaseyearEmi |
| Provide price path data | calcBiocharBounds |
| calcBiocharLimitCropland | calcBiocharLimitCropland |
| read biomass supply curves from Magpie emulator | calcBiomassPrices |
| Calculate REMIND variables from historical BP values | calcBP |
| calc Capacity | calcCapacity |
| calc capacity bounds | calcCapacityBounds |
| calc Capacity Factor | calcCapacityFactor |
| calc Capacity Factor | calcCapacityFactorHist |
| Historical nuclear capacities and near-term capacity addition bounds for REMIND | calcCapacityNuclear |
| Calculate macroeconomic capital stock | calcCapital |
| Calculate Capacity Targets | calcCapTarget |
| calc CCS capacity | calcCCScapacity |
| Calculate Cooling Type Shares | calcCoolingSharesAll |
| Calculate Cooling Type Shares for the Base Year | calcCoolingSharesBase |
| Calculate Cooling Type Shares for Future Timesteps | calcCoolingSharesFuture |
| Calculate trade costs | calcCostsTrade |
| Calculate Trade Cost | calcCostsTradePeFinancial |
| Calculate costs of transport of enhanced weathering | calcCostsWeathering |
| Aggregated investment cost data for REMIND regions (based on IEA_WEO) | calcDiffInvestCosts |
| Calculates the share of DSPV | calcDspvShare |
| calcEDGAR7Fgases | calcEDGAR7Fgases |
| Prepare EDGETransport inputs | calcEDGETransport |
| Calculate historical GHG Emissions from European Environment Agency | calcEEAGHGEmissions |
| Calculate EEA emission projections from the two projections sources provided by European Environment Agency | calcEEAGHGProjections |
| Calculate distribution of total EEZ size | calcEEZdistribution |
| calc Ember | calcEmber |
| EmiCO2LandUse calculate co2 emissions from land use change | calcEmiCO2LandUse |
| Fugitive methane emissions from fossil fuel extraction | calcEmiFossilFuelExtr |
| calcEmiLULUCFCountryAcc | calcEmiLULUCFCountryAcc |
| Calculate baseline emissions for maccs for 1990 | calcEmiMac1990 |
| calc European Reference Emissions | calcEmiReference |
| calcEmissions | calcEmissions |
| Calculates historical emissions needed for estimating emission factors in extra emissions reporting | calcEmissions4ReportExtra |
| Calculate NDC Emissions Targets | calcEmiTarget |
| Calculate Emission Targets reference from UNFCCC and CEDS to be used when calculating Emission Targets. | calcEmiTargetReference |
| Calculate REMIND variables from European Energy Datasheets | calcEuropeanEnergyDatasheets |
| Calculate REMIND emission variables from historical Eurostat (env_air_gge) values | calcEurostatEmissions |
| calculate exogenuous FE and ES demand pathways | calcExogDemScen |
| Calculate expert guesses | calcExpertGuess |
| Calculates FE historical from IEA energy balances | calcFE |
| Returns the EDGE-Buildings data as REMIND variables | calcFeDemandBuildings |
| Calculate historic and projected other non-specified energy demand | calcFeDemandONONSPEC |
| FE Share parameters used in REMIND | calcFEShares |
| Calculate FETaxes | calcFETaxes |
| generate F-Gases based on IMAGE data | calcFGas |
| Floor space in buildings | calcFloorspace |
| calc Fossil Extraction | calcFossilExtraction |
| Calculate air pollutant emission factors for all scenarios and SSPs available from GAINS, at the level of GAINS sectors and for 2005-2100. | calcGAINS2025 |
| calcGEA2012 | calcGEA2012 |
| Calc capacities from Global Energy Monitor | calcGlobalEnergyMonitor |
| Calculate historical landuse emissions | calcHistoricalLUEmissions |
| Calculate Final Energy for the buildings sector from Heat Roadmap Europe scenarios | calcHRE |
| Calculate simple sums of IEA Energy Balances | calcIEA_EB_directSum |
| Calculate REMIND emission variables from IEA ETP values | calcIEA_ETP |
| Calculate REMIND variables from IEA Global EV Outlook data | calcIEA_EVOutlook |
| Calculate REMIND variables from IEA World Energy Outlook data. | calcIeaWorldEnergyOutlook |
| Calculate REMIND investment variables from IEA World Energy Investment Outlook (2024) | calcInvestmentHistorical |
| Calc Input Output | calcIO |
| Calc Input Output for REMIND | calcIoRemind |
| Calculate REMIND variables from historical IRENA capacities. | calcIRENA |
| Calculate selected REMIND energy and emission variables from historical JRC IDEES values | calcJRC_IDEES |
| write KLW damage parameters (from Kotz et al. 2024) into input data they are country-specific and should not be aggregated to the regional level at all | calcKLWdamage |
| Calculate LDV Shares using EDGE-Transport | calcLDVShares |
| Calculate baseline emissions trajectories for transport, adipic acid and nitric acid production | calcMACCbaseN2O |
| Read in abatement potential for CO2 land-use change derived from MAgPIE | calcMACCsCO2 |
| Calculate 2005 macroeconomic capital investments | calcMacroInvestments |
| Calculate projected electricity from waste and other fossils using energy demands from IEA Energy Balances. | calcOtherFossilInElectricity |
| Computes Primary Energy variables from IEA Energy Balances | calcPE |
| Calculate SubsStationary | calcPETaxes |
| calculates projections for the end of life fate of plastic waste in particular, calculates the share that is incinerated | calcPlasticsEoL |
| Calculate geological storage potential | calcPotentialGeologicalStorage |
| Calculate Geothermal potential | calcPotentialGeothermal |
| Calculate hydro potential | calcPotentialHydro |
| Calculate hydro potential | calcPotentialWeathering |
| Calculate wind offshore potential | calcPotentialWindOff |
| Calculate wind onshore potential | calcPotentialWindOn |
| Manufacture production shares for spc and wind | calcProdShares |
| calc Project Pipelines | calcProjectPipelines |
| Get PPP-to-MER conversion factors. | calcRatioPPP2MER |
| Calculate Renewable Energy Share Targets | calcRenShareTargets |
| calc secondary energy production | calcSeProduction |
| calc Shared Target | calcSharedTarget |
| calcSolar calculate Area, Capacity and Energy for photovoltaics (PV) and contentrated solar power (CSP) | calcSolar |
| calc Capacity Factor | calcStorageFactor |
| write TC damage parameters into input data they are country-specific and should not be aggregated to the regional level at all | calcTCdamage |
| Get regional Theil-T index projections | calcTheil |
| Computes Trade variables based on latest IEA data available | calcTrade |
| Calculate REMIND final energy variables from historical UBA values | calcUBA |
| Calculate REMIND emission variables from historical UNFCCC values | calcUNFCCC |
| Calculate waste energy use shares based on IEA World Energy Balances | calcWasteEnergyUseShares |
| Calculate Water Consumption Coefficients | calcWaterConsCoef |
| Calculate Water Withdrawal Coefficients | calcWaterWithCoef |
| Convert AGEB data | convertAGEB |
| Convert Ariadne DB data | convertAriadneDB |
| Converts BGR oil, gas, coal and uranium reserves data | convertBGR |
| Provide Biochar price path data | convertBiocharDeploymentData |
| Disaggregates and cleans BP data. | convertBP |
| Convert ClimateTrace data | convertClimateTrace |
| Convert Davies Cooling | convertDaviesCooling |
| Converts Dylan's Australian gas cost to magpie | convertDylanAusGasCost |
| convertEDGAR7Fgases | convertEDGAR7Fgases |
| Convert EDGE Buildings data to data on ISO country level. | convertEdgeBuildings |
| Convert EDGEtransport | convertEDGETransport |
| Convert Ember data | convertEmber |
| Convert European Energy Datasheets | convertEuropeanEnergyDatasheets |
| Converts EU Effort Sharing targets and historical emissions | convertEurostat_EffortSharing |
| Converts Eurostat renewable energy share data | convertEurostat_REShare |
| convertExpertGuess | convertExpertGuess |
| convertGEA2012 | convertGEA2012 |
| Convert GGDC 10-Sector Database - https://www.rug.nl/ggdc/structuralchange/previous-sector-database/10-sector-2014 | convertGGDC10 |
| Convert geological storage potential | convertGidden2025_geological_storage_potential |
| Convert Global CCS Institute Project Database | convertGlobalCCSinstitute |
| Convert Global Energy Monitor data | convertGlobalEnergyMonitor |
| Convert HRE data | convertHRE |
| Nuclear data from world-nuclear.org | convertIAEA |
| convert IAEA Power Reactor Information System | convertIAEA_PRIS |
| Convert IEA CCUS data | convertIEA_CCUS |
| Convert IEA ETP projections | convertIEA_ETP |
| Convert IEA EV Outlook | convertIEA_EVOutlook |
| convert IEA Hydro Special Market Report | convertIEA_HSMR |
| Convert IEA PVPS data from REMIND regions to iso countries | convertIEA_PVPS |
| Reads the distributed solar pv capacity from IEA Renewables report (2019). | convertIEA_REN |
| Converts IEA World Energy Outlook data | convertIEA_WEO |
| Convert IEA World Energy Outlook Data from 2023 | convertIEA_WorldEnergyOutlook |
| Convert IIASA_subs_taxes data | convertIIASA_subs_taxes |
| convert IIASA Land Use Emissions | convertIIASALanduse |
| Disaggregates IMAGE 2025 F-gas emissions data, using EDGAR HFC emissions in 2005 as weights | convertIMAGE2025 |
| Converts IRENA Regional data | convertIRENA |
| convert KLW damage fills in countries for which no damage parameters are provided, setting parameters to zero | convertKLWdamage |
| Convert Exclusive Economic Zone (EEZ) size data | convertMarineRegionsOrg |
| Convert policy targets for NPIs from New Climate policy database | convertNewClimate |
| Convert NREL data | convertNREL |
| Converts Openmod capacities data | convertOpenmod |
| Disaggregates PBL emission factors from the 26 IMAGE regions to ISO3 country level. As these are emission factors, weights are constant, assuming all countries in a region emit the same amount of each gas per unit of activity. | convertPBL_EFsBaseline |
| Reads shares of world manufacture for spv modules and wind turbines. | convertProdShares |
| Converts REMIND 11 Regi data | convertREMIND_11Regi |
| Policy targets for REN21 | convertREN21 |
| convertStrefler | convertStrefler |
| Convert TCdamage fills in countries not affected by tropical cyclones (TC), setting parameters to zero | convertTCdamageKrichene |
| Convert UBA data | convertUBA |
| Convert UNFCCC data | convertUNFCCC |
| Convert policy targets for NDCs from UNFCCC_NDC | convertUNFCCC_NDC |
| Convert WGBU data | convertWGBU |
| fullREMIND | fullREMIND |
| export validation thresholds | fullTHRESHOLDS |
| Generate Validation Data for REMIND | fullVALIDATIONREMIND |
| Read AGEB | readAGEB |
| Read GWP (or other metrics) from the AR6 WGIII Table SM7 per GHG species | readAR6GWP |
| Ariadne database scenario data | readAriadneDB |
| Read BGR oil, gas, coal and uranium reserves data | readBGR |
| Load data for implementation of biochar as magclass object | readBiocharDeploymentData |
| BP Capacity and Generation Data | readBP |
| Read Employment factors and cumulative jobs for RE techs (for India) | readCEEW |
| Read Climate Trace | readClimateTrace |
| Read Davies Cooling | readDaviesCooling |
| read-in power Australian gas extraction cost curve based on Dylan's data Australian contact: Dylan McConnell, dylan.mcconnell(at)unimelb.edu.au | readDylanAusGasCost |
| Read EDGAR7 emissions data for F-gases per species, in kt of each gas | readEDGAR7Fgases |
| Load an EDGE Buildings file as magclass object. | readEdgeBuildings |
| Read REMIND/EDGE-T iterative input data | readEDGETransport |
| Read Ember Yearly Electricity Data | readEmber |
| Read European Energy Datasheets | readEuropeanEnergyDatasheets |
| Read EU Effort Sharing targets and historical emissions | readEurostat_EffortSharing |
| Read Eurostat Historical Renewable FE Share Data | readEurostat_REShare |
| Read ExpertGuess | readExpertGuess |
| Read and combine air pollution emissions, activities and emission factors from GAINS data | readGAINS2025final |
| Data from the Global Coal Plant Tracker January 2021 release by Global Energy Monitor (formerly EndCoal/CoalSwarm) | readEndCoal readGCPT |
| read GEA 2012 | readGEA2012 |
| Read GGDC 10-Sector Database - https://www.rug.nl/ggdc/structuralchange/previous-sector-database/10-sector-2014 | readGGDC10 |
| Read geological storage potential | readGidden2025_geological_storage_potential |
| Read Gini | convertGini readGini |
| Read Global CCS Institute Project Database | readGlobalCCSinstitute |
| Read Global Energy Monitor data | readGlobalEnergyMonitor |
| Read Heat Roadmap Europe data | readHRE |
| Nuclear data from world-nuclear.org | readIAEA |
| read IAEA Power Reactor Information System | readIAEA_PRIS |
| Read IEA CCUS data | readIEA_CCUS |
| Read IEA ETP projections | readIEA_ETP |
| Read IEA EV Outlook | readIEA_EVOutlook |
| read IEA Hydro Special Market Report | readIEA_HSMR |
| Reads PV investment cost data for 2020 which are based on 2018 data from IEA PVPS report | readIEA_PVPS |
| Reads the distributed solar pv capacity from IEA Renewables report (2019). | readIEA_REN |
| IEA World Energy Investment Outlook | readIEA_WEIO |
| Read IEA World Energy Outlook data | readIEA_WEO |
| Read in IEA World Energy Outlook Data from 2023 | readIEA_WorldEnergyOutlook |
| Read IIASA subsidies and taxes | readIIASA_subs_taxes |
| read IIASA Land Use Emissions | readIIASALanduse |
| Read F-gases emissions data from several IMAGE scenarios, obtained in 2025 | readIMAGE2025 |
| Read IRENA | readIRENA |
| Reads country-specific damage coefficients for the damage function presented in Kotz et al. (2024). Data has been provided by the authors. This contains data for all countries and for 1000 boostrapping realizations per country, capturing uncertainty from climate and empirical modeling. Subtypes are the temperature and temperature^2 coefficients and the maximum temperature per country for which the function is defined. | readKLWdamage |
| Read Macknic Intensities | readMacknickIntensities |
| Load Exclusive Economic Zone (EEZ) size data as magclass object. Areas with overlapping claims or jointly governed areas are split equally between the respective countries. | readMarineRegionsOrg |
| Reads NPI policy database with technology capacity target from the Policy data base (v4 August 2024) by PBL that translate the high impact policies of https://climatepolicydatabase.org/. | readNewClimate |
| Read NREL | readNREL |
| Read OECD | convertOECD readOECD |
| Read Openmod capacities data | readOpenmod |
| Read emission factors from a PBL IMAGE baseline (no mitigation) scenario for a specific sector and gas species (CH4 or N2O) | readPBL_EFsBaseline |
| Reads shares of world manufacture for spv modules and wind turbines. | readProdShares |
| Read PWT | convertPWT readPWT |
| Read REMIND 11 Regi data | readREMIND_11Regi |
| Reads policy database from REN21 2017 with capacity targets or regional technology costs | readREN21 |
| Get data on enhanced weathering | readStrefler |
| Reads country-specific damage coefficients for tropical cyclones from Krichene et al. (in prep.). Data has been provided by the authors, but will be made publicly available as well. This contains data for 41 countries (those exposed to tropical cyclones), and two coefficients (constant and linear temperature) | readTCdamageKrichene |
| Read UBA | readUBA |
| Read UNFCCC data | readUNFCCC |
| Reads NDC policy database with capacity and emission targets, originally based on Rogelj et al. 2017 | readUNFCCC_NDC |
| Read WGBU | readWGBU |
| Wrapper around magclass::add_dimension supporting more than one value for the new dimension. For each value, the input magclass object is copied, extended by the new dimension and appended to the output. | toolAddDimensions |
| Aggregate regions without regional aggregations such as global sum | toolAggregateCustomRegs |
| Aggregate values to n-year averages to suppress volatility | toolAggregateTimeSteps |
| toolBiomassSupplyAggregate The function aggregates biomass supply curves to regionmapping different from H12. It only works if all regions are subregions of H12 regions. The offset parameter (a) is taken from the H12 region. The slope parameter (b) is multiplied by a weight. The weight is the inverse of the share of agricultural area of the subregion in the H12 region. | toolBiomassSupplyAggregate |
| Calculate energy projections on country-level based on EDGE models outputs per country. These energy projections are used in the input data preparation for aggregating country-specific data to REMIND regions. They are a country-level proxy of the final energy demand trajectories on the level of REMIND regions provided by the EDGE models. | toolCalcEnergyProj |
| Calculate absolute emission targets | toolCalcGhgTarget |
| toolCubicFunctionAggregate | toolCubicFunctionAggregate |
| toolCubicFunctionDisaggregate | toolCubicFunctionDisaggregate |
| Sets values for 6 EU countries not belonging to EU 28 but EU 34 to zero if they are NA. Used to avoid EUR region yielding NA because of these countries. | toolFillEU34Countries |
| Fills years in a magpie object with their closest temporal neighbor When a NA is in the middle of two valid years, choose the previous one | toolFillYearsWithClosest |
| Returns the year associated with a given ieaVersion | toolGetIEAYear |
| Helper to validate data read in from UNFCCC NDC and New Climate databases and apply some pre-processing | toolProcessClimateTargetDatabase |
| toolSolarFunctionAggregate | toolSolarFunctionAggregate |
