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add function to scale carrier capacity #285
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Validator ReportI am the Validator. Download all artifacts here.
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NRMSE | Pearson | |
---|---|---|
Capacity|Hydrogen|Gas | 0.797 | 0.644 |
Capacity|Hydrogen|Gas|w/o CCS | 0.797 | 0.644 |
Investment|Energy Supply|Electricity|Gas|w/o CCS | 0.577 | 0.000 |
Investment|Energy Supply|Electricity|Gas | 0.577 | 0.000 |
Capacity|Electricity|Gas|CC | 0.559 | 1.000 |
Capacity|Heat|Non-Renewable Waste | 0.550 | 0.678 |
Capacity|Electricity|Non-Renewable Waste | 0.545 | 0.673 |
Investment|Energy Supply|Heat|Gas | 0.531 | -0.342 |
Investment|Energy Supply|Electricity|Non-Renewable Waste | 0.526 | -0.374 |
Investment|Energy Supply|Heat|Non-Renewable Waste | 0.526 | -0.374 |
Trade|Secondary Energy|Electricity|Volume | 0.514 | 0.167 |
Capacity|Gases | 0.505 | 0.425 |
Capacity|Gases|Biomass | 0.505 | 0.425 |
Secondary Energy|Heat|Oil | 0.501 | 0.247 |
Capacity Additions|Heat|Gas | 0.467 | -0.292 |
Secondary Energy|Electricity|Hydro | 0.458 | 0.212 |
Investment|Energy Supply|Heat|Biomass | 0.444 | 1.000 |
Investment|Energy Supply|Electricity|Biomass|Solids | 0.444 | 1.000 |
Investment|Energy Supply|Electricity|Biomass|w/o CCS | 0.444 | 1.000 |
Investment|Energy Supply|Heat|Biomass|w/o CCS | 0.444 | 1.000 |
Investment|Energy Supply|Electricity|Biomass | 0.444 | 1.000 |
Capacity Additions|Methanol | 0.444 | 0.083 |
Investment|Energy Supply|Methanol | 0.444 | 0.449 |
Price|Carbon|National Climate Target | 0.442 | 0.599 |
Investment|Energy Supply|Gases|Biomass | 0.441 | 0.412 |
Investment|Energy Supply|Gases | 0.441 | 0.412 |
Price|Secondary Energy|Gases|Biomass | 0.424 | 0.600 |
Secondary Energy|Electricity|Oil | 0.422 | 0.404 |
Secondary Energy|Gases|Biomass | 0.420 | 0.156 |
Primary Energy|Biomass|Gases | 0.420 | 0.156 |
Trade|Secondary Energy|Liquids|Biomass|Gross Import|Volume | 0.414 | 0.657 |
Trade|Secondary Energy|Methanol|Gross Import|Volume | 0.411 | 0.401 |
Primary Energy|Oil|Electricity | 0.409 | 0.483 |
Price|Final Energy|Residential and Commercial|Liquids | 0.409 | 0.000 |
Price|Final Energy|Residential and Commercial|Liquids|Oil | 0.409 | 0.000 |
Final Energy|Carbon Dioxide Removal|Electricity | 0.408 | -0.415 |
Capacity Additions|Electricity|Gas | 0.408 | -0.200 |
Capacity Additions|Electricity|Gas|w/o CCS | 0.408 | -0.200 |
Carbon Sequestration|DACCS | 0.408 | -0.200 |
Final Energy|Carbon Dioxide Removal | 0.408 | -0.222 |
Final Energy|Carbon Dioxide Removal|Heat | 0.408 | 0.000 |
Capacity|Electricity|Gas|w/o CCS | 0.405 | 0.986 |
Capacity|Electricity|Gas | 0.405 | 0.986 |
Investment|Energy Supply|Liquids | 0.403 | 0.432 |
Capacity Additions|Gases|Biomass | 0.398 | 0.003 |
Capacity Additions|Gases | 0.398 | 0.003 |
Capacity|Electricity|Storage Converter | 0.395 | 0.549 |
Secondary Energy|Electricity|Waste | 0.388 | 0.195 |
Primary Energy|Waste|Electricity | 0.387 | 0.197 |
Final Energy|Waste | 0.387 | 0.204 |
Primary Energy|Waste | 0.387 | 0.204 |
Secondary Energy|Heat|Waste | 0.387 | 0.204 |
Primary Energy|Waste|Heat | 0.387 | 0.206 |
Final Energy|Bunkers|Navigation|Liquids|Biomass | 0.386 | 0.638 |
Final Energy|Industry excl Non-Energy Use|Liquids|Biomass | 0.376 | 0.610 |
Price|Secondary Energy|Liquids|Hydrogen | 0.372 | 0.476 |
Secondary Energy|Electricity|Coal|Lignite | 0.372 | 0.656 |
Capacity|Hydrogen|Electricity | 0.369 | 0.988 |
Trade|Secondary Energy|Liquids|Biomass|Volume | 0.369 | 0.711 |
Primary Energy|Coal|Lignite | 0.366 | 0.672 |
Capacity|Electricity|Hydrogen | 0.364 | 1.000 |
Capacity|Heat|Hydrogen | 0.364 | 1.000 |
Capacity|Electricity|Hydrogen|CC | 0.364 | 1.000 |
Secondary Energy Input|Hydrogen|Heat | 0.364 | 1.000 |
Secondary Energy|Heat|Hydrogen | 0.364 | 1.000 |
Secondary Energy|Electricity|Hydrogen | 0.364 | 1.000 |
Secondary Energy Input|Hydrogen|Electricity | 0.364 | 1.000 |
Investment|Energy Supply|Heat|Hydrogen | 0.364 | 1.000 |
Investment|Energy Supply|Electricity|Hydrogen|CC | 0.364 | 1.000 |
Investment|Energy Supply|Electricity|Hydrogen | 0.364 | 1.000 |
Price|Final Energy|Residential and Commercial|Gases | 0.362 | 0.958 |
Trade|Secondary Energy|Methanol|Volume | 0.354 | 0.640 |
Final Energy|Industry excl Non-Energy Use|Liquids|Efuel | 0.353 | 0.522 |
Final Energy|Liquids|Efuel | 0.353 | 0.508 |
Final Energy|Transportation|Liquids|Biomass | 0.350 | 0.668 |
Primary Energy|Oil|Heat | 0.349 | 0.770 |
Secondary Energy Input|Electricity|Hydrogen | 0.348 | 0.962 |
Secondary Energy|Heat|Gas | 0.348 | 0.705 |
Secondary Energy|Hydrogen|Electricity | 0.348 | 0.962 |
Capacity Additions|Electricity|Non-Renewable Waste | 0.347 | 0.359 |
Capacity Additions|Heat|Non-Renewable Waste | 0.345 | 0.380 |
Final Energy|Transportation|Liquids|Efuel | 0.341 | 0.489 |
Capacity|Heat|Gas | 0.336 | 0.976 |
Capacity|Heat | 0.335 | 0.949 |
Price|Secondary Energy|Gases|Hydrogen | 0.333 | 0.000 |
Secondary Energy|Hydrogen|Gas | 0.326 | 0.655 |
Secondary Energy|Solids|Biomass | 0.322 | 0.153 |
Primary Energy|Biomass|Solids | 0.322 | 0.153 |
Capacity Additions|Liquids | 0.320 | 0.494 |
Investment|Energy Supply|Liquids|Hydrogen | 0.320 | 0.714 |
Investment|Energy Supply|Liquids|Biomass | 0.319 | 1.000 |
Final Energy|Liquids|Biomass | 0.317 | 0.718 |
Primary Energy|Gas|Hydrogen | 0.317 | 0.685 |
Emissions|CO2|Energy|Supply|Hydrogen | 0.317 | 0.685 |
Emissions|Gross Fossil CO2|Energy|Supply|Hydrogen | 0.317 | 0.685 |
Capacity Additions|Liquids|Hydrogen | 0.315 | 0.534 |
Capacity|Methanol | 0.314 | 0.817 |
Capacity Additions|Electricity|Biomass | 0.310 | 1.000 |
Capacity Additions|Electricity|Biomass|w/o CCS | 0.310 | 1.000 |
Capacity Additions|Electricity|Biomass|Solids | 0.310 | 1.000 |
Capacity Additions|Heat|Biomass | 0.310 | 1.000 |
Capacity Additions|Heat|Biomass|w/o CCS | 0.310 | 1.000 |
Capacity|Hydrogen | 0.308 | 0.991 |
Primary Energy|Gas|Heat | 0.308 | 0.811 |
Capacity|Heat|Processes | 0.307 | 0.959 |
Primary Energy|Coal|Hard Coal | 0.304 | 0.788 |
Secondary Energy|Hydrogen | 0.297 | 0.905 |
Secondary Energy|Electricity|Coal|Hard Coal | 0.291 | 0.814 |
Primary Energy|Coal|Electricity | 0.291 | 0.777 |
Secondary Energy Input|Electricity|Liquids | 0.290 | 0.772 |
Secondary Energy|Methanol | 0.290 | 0.772 |
Investment|Energy Supply|Electricity|Transmission|AC|Offshore | 0.290 | 0.820 |
Secondary Energy|Heat|Other | 0.290 | 0.924 |
Final Energy|Solids|Biomass | 0.286 | 0.432 |
Investment|Energy Supply|Hydrogen|Electrolysis | 0.286 | 0.976 |
Investment|Energy Supply|Hydrogen|Electricity | 0.286 | 0.976 |
Investment|Energy Supply|Heat | 0.285 | 0.672 |
Capacity Additions|Electricity|Wind|Offshore | 0.284 | 0.709 |
Capacity|Electricity|Oil | 0.277 | 0.825 |
Investment|Energy Supply|Heat|Processes | 0.274 | 0.881 |
Capacity Additions|Heat|Heat pump | 0.268 | 0.706 |
Capacity Additions|Heat|Processes | 0.268 | 0.725 |
Capacity Additions|Electricity|Hydrogen | 0.257 | 1.000 |
Capacity Additions|Heat|Hydrogen | 0.257 | 1.000 |
Capacity Additions|Electricity|Hydrogen|CC | 0.257 | 1.000 |
Emissions|CO2|Efuels|Liquids | 0.254 | 0.856 |
Trade|Secondary Energy|Electricity|Gross Import|Volume | 0.242 | 0.896 |
Emissions|Gross Fossil CO2|Energy|Supply|Electricity | 0.239 | 0.870 |
Emissions|CO2|Energy|Supply|Electricity | 0.239 | 0.870 |
Secondary Energy|Heat|Electricity|Resistive | 0.239 | 0.828 |
Secondary Energy|Electricity|Biomass|Gaseous and Liquid | 0.237 | 0.000 |
Capacity Additions|Heat | 0.231 | 0.757 |
Capacity Additions|Hydrogen|Electricity | 0.231 | 0.950 |
Emissions|CO2|Model|CCU | 0.230 | 0.834 |
Primary Energy|Biomass|Electricity | 0.228 | 0.872 |
Capacity Additions|Liquids|Biomass | 0.226 | 1.000 |
Capacity|Liquids|Biomass | 0.226 | 1.000 |
Final Energy|Residential and Commercial|Solids|Biomass | 0.226 | 0.747 |
Final Energy|Residential and Commercial|Solids | 0.226 | 0.747 |
Capacity|Liquids|Hydrogen | 0.223 | 0.911 |
Trade|Secondary Energy|Liquids|Hydrogen|Gross Import|Volume | 0.220 | 0.824 |
Secondary Energy|Electricity|Coal | 0.215 | 0.880 |
Final Energy|Residential and Commercial|Liquids|Biomass | 0.212 | 0.930 |
Final Energy|Residential and Commercial|Liquids|Petroleum | 0.207 | 0.899 |
Secondary Energy|Liquids|Hydrogen | 0.207 | 0.886 |
Capacity|Electricity|Gas|OC | 0.204 | 1.000 |
Capacity Additions|Hydrogen | 0.202 | 0.940 |
Secondary Energy Input|Hydrogen|Liquids | 0.201 | 0.893 |
Investment|Energy Supply|Heat|Heatpump | 0.200 | 0.857 |
Investment|Energy Supply|Heat|Heat pump | 0.200 | 0.857 |
Price|Primary Energy|Coal | 0.198 | 0.895 |
Investment|Energy Supply|Electricity|Wind|Offshore | 0.196 | 0.867 |
Investment|Energy Supply|Electricity|Wind Offshore | 0.196 | 0.867 |
Final Energy|Residential and Commercial|Liquids | 0.196 | 0.909 |
Final Energy|Industry|Liquids|Biomass | 0.193 | 0.911 |
Investment|Energy Supply|Hydrogen | 0.192 | 0.988 |
Price|Carbon | 0.187 | 0.912 |
Capacity|Liquids | 0.187 | 0.922 |
Price|Final Energy|Industry|Solids|Coal | 0.186 | 0.911 |
Secondary Energy|Electricity|Curtailment | 0.184 | 0.922 |
Capacity Additions|Heat|Storage Reservoir | 0.181 | 0.870 |
Trade|Secondary Energy|Liquids|Hydrogen|Volume | 0.181 | 0.853 |
Primary Energy|Biomass|Liquids | 0.180 | 0.904 |
Price|Secondary Energy|Gases | 0.179 | 0.923 |
Investment|Energy Supply|Electricity|Transmission|Offshore | 0.178 | 0.897 |
Capacity|Heat|Resistive heater | 0.178 | 0.974 |
Capacity Additions|Heat|Resistive heater | 0.177 | 0.947 |
Final Energy|Non-Energy Use|Liquids|Biomass | 0.174 | 0.930 |
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen|New-build | 0.172 | 0.976 |
Price|Final Energy|Industry|Hydrogen | 0.171 | 0.898 |
Investment|Energy Supply|Electricity|Transmission|DC|Offshore | 0.170 | 0.911 |
Emissions|CO2|Energy|Supply|Electricity and Heat | 0.170 | 0.933 |
Primary Energy|Coal | 0.165 | 0.928 |
Price|Primary Energy|Gas | 0.164 | 0.923 |
Investment|Energy Supply|Electricity|Solar|PV|Open Field | 0.164 | 0.929 |
Final Energy|Industry|Liquids|Efuel | 0.164 | 0.905 |
Trade|Primary Energy|Biomass|Volume | 0.162 | 0.989 |
Emissions|Gross Fossil CO2|Energy|Supply | 0.162 | 0.939 |
Price|Final Energy|Transportation|Electricity | 0.161 | 0.931 |
Price|Final Energy|Transportation|Passenger|Liquids | 0.161 | 0.931 |
Price|Final Energy|Transportation|Freight|Liquids | 0.161 | 0.932 |
Secondary Energy|Electricity|Biomass | 0.160 | 0.944 |
Secondary Energy|Electricity|Biomass|w/o CCS | 0.160 | 0.944 |
Investment|Energy Supply|Heat|Resistive heater | 0.159 | 0.973 |
Price|Final Energy|Industry|Liquids | 0.159 | 0.921 |
Price|Primary Energy|Oil | 0.159 | 0.934 |
Price|Final Energy|Industry|Liquids|Oil | 0.159 | 0.921 |
Price|Final Energy|Industry|Liquids|Efuel | 0.159 | 0.921 |
Investment|Energy Supply|Heat|Storage Reservoir | 0.159 | 0.927 |
Capacity|Heat|Heat pump | 0.156 | 0.957 |
Capacity Additions|Hydrogen|Transmission|Endogenous | 0.156 | 0.899 |
Emissions|CO2|Efuels|Gases | 0.155 | 0.963 |
Final Energy|Bunkers|Aviation|Liquids|Biomass | 0.154 | 0.948 |
Trade|Secondary Energy|Gases|Biomass|Volume | 0.153 | 0.944 |
Capacity Additions|Electricity|Solar|PV|Open Field | 0.152 | 0.966 |
Price|Secondary Energy|Liquids | 0.152 | 0.951 |
Final Energy|Non-Energy Use|Liquids|Efuel | 0.151 | 0.919 |
Capacity Additions|Electricity|Wind | 0.145 | 0.897 |
Secondary Energy|Electricity|Gas | 0.144 | 0.936 |
Final Energy|Solids | 0.140 | 0.943 |
Capacity Additions|Electricity|Transmission|AC | 0.138 | 0.918 |
Length Additions|Electricity|Transmission|AC | 0.138 | 0.918 |
Emissions|Gross Fossil CO2|Energy|Supply|Heat | 0.134 | 0.948 |
Emissions|CO2|Energy|Supply|Heat | 0.134 | 0.948 |
Trade|Secondary Energy|Hydrogen|Volume | 0.134 | 0.987 |
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen | 0.132 | 0.960 |
Emissions|CO2|Energy|Supply | 0.130 | 0.955 |
Capacity Additions|Electricity|Wind|Onshore | 0.130 | 0.920 |
Price|Final Energy|Industry|Heat | 0.129 | 0.956 |
Final Energy|Bunkers|Aviation|Liquids|Efuel | 0.127 | 0.943 |
Trade|Secondary Energy|Gases|Biomass|Gross Import|Volume | 0.123 | 1.000 |
Primary Energy|Gas|Electricity | 0.123 | 0.955 |
Primary Energy|Biomass | 0.122 | 0.961 |
Capacity Additions|Hydrogen|Gas|w/o CCS | 0.120 | 0.956 |
Capacity Additions|Hydrogen|Gas | 0.120 | 0.956 |
Capacity Additions|Heat|Storage Converter | 0.115 | 0.970 |
Capacity|Heat|Storage Converter | 0.115 | 0.970 |
Capacity|Heat|Storage Reservoir | 0.109 | 0.977 |
Investment|Energy Supply|Electricity|Transmission|DC | 0.108 | 0.970 |
Capacity|Electricity|Solar|PV|Open Field | 0.108 | 0.984 |
Price|Final Energy|Transportation|Passenger|Hydrogen | 0.108 | 0.000 |
Price|Final Energy|Transportation|Freight|Hydrogen | 0.108 | 0.000 |
Capacity Additions|Electricity|Transmission | 0.108 | 0.955 |
Capacity|Electricity|Wind|Offshore | 0.104 | 0.981 |
Secondary Energy|Electricity|Fossil | 0.104 | 0.981 |
Secondary Energy|Electricity|Wind|Offshore | 0.104 | 0.980 |
Primary Energy|Biomass|w/o CCS | 0.103 | 0.980 |
NRMSE: Normalized (combined-min-max) Root Mean Square Error
Pearson: Pearson correlation coefficient
Threshold: NRMSE > 0.1
Only variables reaching the threshold are shown. Find the equivalent plot for all of them below.
Plots
Main branch | Feature branch |
---|---|
General
Files comparison
Status | NRMSE | MAE (norm) | |
---|---|---|---|
csvs/prices.csv | 0.018 | 0.05 | |
csvs/curtailment.csv | 0.000 | 0.13 | |
csvs/price_statistics.csv | 0.038 | 0.29 | |
csvs/cumulative_cost.csv | 0.003 | 0.10 | |
csvs/metrics.csv | 0.005 | 0.06 | |
csvs/nodal_cfs.csv | |||
csvs/supply.csv | |||
csvs/nodal_supply_energy.csv | |||
csvs/capacities.csv | |||
csvs/nodal_costs.csv | |||
csvs/market_values.csv | |||
csvs/nodal_capacities.csv | |||
csvs/cfs.csv | |||
csvs/costs.csv | |||
csvs/supply_energy.csv | |||
csvs/energy.csv | |||
csvs/weighted_prices.csv | ✅ Equal |
NRMSE: Normalized (combined-min-max) Root Mean Square Error
MAE (norm): Mean Absolute Error on normalized data (min-max)
Status Threshold: MAE (norm) > 0.05 and NRMSE > 0.3
Model Metrics
Comparing fix-missing-gas-capa
(7ad93fd) with main
(7044a7a).
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Last updated on 2024-11-22 16:15:28 CET
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