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Fixing linopy to < 0.4.0 since we have trouble with the latest version.
for more information, see https://pre-commit.ci
Validator ReportI am the Validator. Download all artifacts here.
|
NRMSE | Pearson | |
---|---|---|
Capacity|Hydrogen|Gas|w/ CCS | 0.816 | -0.464 |
Capacity|Hydrogen|Gas | 0.810 | 0.636 |
Emissions|CO2|Supply|Non-Renewable Waste | 0.704 | 0.000 |
Investment|Energy Supply|Electricity|Biomass|w/o CCS | 0.687 | 0.470 |
Investment|Energy Supply|Electricity|Biomass|Solids | 0.687 | 0.470 |
Investment|Energy Supply|Electricity|Biomass | 0.687 | 0.470 |
Investment|Energy Supply|Heat|Non-Renewable Waste | 0.581 | 0.000 |
Capacity Additions|Heat|Non-Renewable Waste | 0.581 | -0.275 |
Capacity Additions|Electricity|Non-Renewable Waste | 0.578 | -0.276 |
Investment|Energy Supply|Heat|Hydrogen | 0.577 | 0.000 |
Capacity|Electricity|Hydrogen|OC | 0.577 | -0.316 |
Investment|Energy Supply|Heat|Biomass | 0.577 | 0.000 |
Investment|Energy Supply|Heat|Biomass|w/o CCS | 0.577 | 0.000 |
Investment|Energy Supply|Electricity|Hydrogen|OC | 0.577 | 0.000 |
Investment|Energy Supply|Hydrogen|Gas|w/ CCS | 0.576 | 0.000 |
Investment|Energy Supply|Heat|Gas | 0.555 | -0.492 |
Investment|Energy Supply|Heat|Processes | 0.542 | 0.000 |
Final Energy|Waste | 0.527 | 0.000 |
Price|Carbon|National Climate Target | 0.512 | 0.595 |
Secondary Energy|Electricity|Hydro | 0.510 | -0.097 |
Capacity Additions|Electricity|Biomass | 0.475 | 0.575 |
Capacity Additions|Electricity|Biomass|Solids | 0.475 | 0.575 |
Capacity Additions|Electricity|Biomass|w/o CCS | 0.475 | 0.575 |
Capacity Additions|Heat|Biomass | 0.473 | 0.567 |
Capacity Additions|Heat|Biomass|w/o CCS | 0.473 | 0.567 |
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen|New-build | 0.465 | 0.509 |
Investment|Energy Supply|Heat | 0.445 | 0.171 |
Secondary Energy|Heat|Gas | 0.443 | -0.132 |
Investment|Energy Supply|Liquids | 0.438 | 0.535 |
Trade|Secondary Energy|Methanol|Gross Import|Volume | 0.436 | 0.353 |
Capacity Additions|Heat|Heat pump | 0.436 | 0.060 |
Investment|Energy Supply|Heat|Heat pump | 0.436 | 0.428 |
Investment|Energy Supply|Heat|Heatpump | 0.436 | 0.428 |
Primary Energy|Waste|Heat | 0.434 | 0.066 |
Secondary Energy|Heat|Waste | 0.433 | 0.065 |
Capacity|Heat|Non-Renewable Waste | 0.432 | -0.287 |
Primary Energy|Waste | 0.432 | 0.065 |
Capacity|Electricity|Storage Converter | 0.429 | 0.253 |
Trade|Secondary Energy|Methanol|Volume | 0.426 | 0.576 |
Primary Energy|Waste|Electricity | 0.426 | 0.059 |
Secondary Energy|Electricity|Waste | 0.425 | 0.057 |
Price|Secondary Energy|Hydrogen|Green | 0.425 | 0.000 |
Capacity|Electricity|Non-Renewable Waste | 0.424 | -0.291 |
Price|Final Energy|Residential and Commercial|Liquids | 0.423 | 0.000 |
Price|Final Energy|Residential and Commercial|Liquids|Oil | 0.423 | 0.000 |
Capacity Additions|Methanol | 0.420 | 0.414 |
Secondary Energy Input|Electricity|Hydrogen | 0.416 | 0.749 |
Price|Secondary Energy|Gases|Hydrogen | 0.415 | 0.000 |
Secondary Energy|Hydrogen|Electricity | 0.414 | 0.746 |
Capacity Additions|Heat|Gas | 0.411 | 0.016 |
Final Energy|Carbon Dioxide Removal | 0.408 | -0.391 |
Final Energy|Carbon Dioxide Removal|Electricity | 0.408 | -0.387 |
Final Energy|Carbon Dioxide Removal|Heat | 0.408 | -0.388 |
Carbon Sequestration|DACCS | 0.408 | -0.200 |
Capacity Additions|Electricity|Hydrogen|OC | 0.408 | -0.200 |
Capacity Additions|Hydrogen|Gas|w/ CCS | 0.408 | 0.292 |
Capacity|Methanol | 0.404 | 0.890 |
Investment|Energy Supply|Liquids|Biomass | 0.402 | 1.000 |
Price|Final Energy|Industry|Liquids|Efuel | 0.391 | 0.732 |
Price|Final Energy|Industry|Liquids|Oil | 0.391 | 0.732 |
Primary Energy|Gas|Heat | 0.391 | 0.201 |
Price|Primary Energy|Oil | 0.387 | 0.000 |
Secondary Energy|Heat|Other | 0.387 | 0.803 |
Trade|Secondary Energy|Gases|Biomass|Gross Import|Volume | 0.386 | 0.660 |
Price|Final Energy|Industry|Liquids | 0.385 | 0.735 |
Secondary Energy Input|Electricity|Liquids | 0.379 | 0.789 |
Secondary Energy|Methanol | 0.379 | 0.789 |
Final Energy|Residential and Commercial|Liquids|Petroleum | 0.372 | 0.662 |
Capacity Additions|Electricity|Wind|Onshore | 0.360 | 0.393 |
Capacity Additions|Hydrogen|Gas | 0.359 | 0.689 |
Secondary Energy|Hydrogen|Gas | 0.357 | 0.440 |
Capacity|Electricity|Gas|OC | 0.354 | 0.463 |
Final Energy|Residential and Commercial|Liquids | 0.352 | 0.690 |
Primary Energy|Gas|Hydrogen | 0.350 | 0.473 |
Secondary Energy|Electricity|Gas | 0.348 | 0.571 |
Secondary Energy|Solids|Biomass | 0.346 | -0.079 |
Primary Energy|Biomass|Solids | 0.346 | -0.079 |
Capacity Additions|Heat | 0.345 | 0.348 |
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen | 0.341 | 0.791 |
Secondary Energy|Heat|Oil | 0.332 | 0.667 |
Final Energy|Industry|Gases|Biomass | 0.324 | 0.731 |
Final Energy|Industry excl Non-Energy Use|Gases|Biomass | 0.324 | 0.699 |
Investment|Energy Supply|Methanol | 0.323 | 0.648 |
Investment|Energy Supply|Hydrogen|Fossil | 0.323 | 0.756 |
Investment|Energy Supply|Hydrogen|Gas | 0.323 | 0.756 |
Capacity|Hydrogen|Electricity | 0.322 | 0.974 |
Primary Energy|Gas|Electricity | 0.322 | 0.650 |
Emissions|CO2|Efuels|Gases | 0.320 | 0.449 |
Capacity Additions|Electricity|Wind | 0.320 | 0.489 |
Final Energy|Gases|Biomass | 0.317 | 0.612 |
Investment|Energy Supply|Electricity|Non-Renewable Waste | 0.316 | 0.506 |
Primary Energy|Oil|Heat | 0.315 | 0.909 |
Secondary Energy|Liquids|Hydrogen | 0.315 | 0.846 |
Emissions|Gross Fossil CO2|Energy|Supply|Heat | 0.313 | 0.810 |
Emissions|CO2|Energy|Supply|Heat | 0.313 | 0.810 |
Secondary Energy Input|Hydrogen|Liquids | 0.311 | 0.849 |
Final Energy|Solids|Biomass | 0.308 | 0.211 |
Final Energy|Residential and Commercial|Gases|Biomass | 0.308 | 0.820 |
Emissions|CO2|Energy|Supply|Hydrogen | 0.305 | 0.784 |
Emissions|Gross Fossil CO2|Energy|Supply|Hydrogen | 0.305 | 0.784 |
Secondary Energy|Heat|Electricity|Heat Pumps | 0.299 | 0.863 |
Capacity|Heat|Processes | 0.299 | 0.975 |
Capacity|Hydrogen|Gas|w/o CCS | 0.294 | 1.000 |
Secondary Energy|Electricity|Oil | 0.293 | 0.662 |
Capacity|Liquids|Hydrogen | 0.286 | 0.948 |
Emissions|CO2|Model|CCU | 0.286 | 0.825 |
Capacity Additions|Liquids|Biomass | 0.284 | 1.000 |
Capacity|Liquids|Biomass | 0.284 | 1.000 |
Capacity Additions|Liquids | 0.284 | 0.731 |
Price|Final Energy|Industry|Hydrogen | 0.282 | 0.698 |
Investment|Energy Supply|Hydrogen|Electrolysis | 0.281 | 0.971 |
Investment|Energy Supply|Hydrogen|Electricity | 0.281 | 0.971 |
Final Energy|Bunkers|Navigation|Liquids|Biomass | 0.281 | 0.788 |
Price|Primary Energy|Coal | 0.278 | 0.848 |
Price|Carbon | 0.276 | 0.866 |
Price|Final Energy|Industry|Solids|Coal | 0.275 | 0.863 |
Secondary Energy|Electricity|Curtailment | 0.274 | 0.764 |
Final Energy|Non-Energy Use|Gases|Biomass | 0.273 | 0.800 |
Final Energy|Industry excl Non-Energy Use|Liquids|Biomass | 0.269 | 0.780 |
Investment|Energy Supply|Electricity|Wind|Onshore | 0.268 | 0.759 |
Investment|Energy Supply|Electricity|Wind Onshore | 0.268 | 0.759 |
Capacity|Heat|Heat pump | 0.265 | 0.850 |
Capacity Additions|Liquids|Hydrogen | 0.265 | 0.756 |
Capacity|Liquids | 0.264 | 0.952 |
Secondary Energy|Heat|Electricity | 0.264 | 0.890 |
Secondary Energy|Electricity|Coal|Lignite | 0.261 | 0.761 |
Primary Energy|Coal|Lignite | 0.256 | 0.773 |
Trade|Secondary Energy|Gases|Biomass|Volume | 0.256 | 0.765 |
Investment|Energy Supply|Electricity|Solar|PV|Open Field | 0.256 | 0.884 |
Price|Final Energy|Residential and Commercial|Gases | 0.247 | 0.880 |
Primary Energy|Coal|Electricity | 0.247 | 0.797 |
Final Energy|Residential and Commercial|Solids | 0.246 | 0.612 |
Final Energy|Residential and Commercial|Solids|Biomass | 0.246 | 0.612 |
Primary Energy|Biomass|Liquids | 0.236 | 0.837 |
Price|Secondary Energy|Liquids | 0.234 | 0.877 |
Price|Primary Energy|Gas | 0.233 | 0.859 |
Investment|Energy Supply|Liquids|Hydrogen | 0.232 | 0.835 |
Final Energy|Transportation|Liquids|Biomass | 0.230 | 0.837 |
Price|Final Energy|Transportation|Passenger|Liquids | 0.229 | 0.873 |
Price|Final Energy|Transportation|Electricity | 0.229 | 0.873 |
Price|Final Energy|Transportation|Freight|Liquids | 0.229 | 0.874 |
Investment|Energy Supply|Electricity|Wind | 0.229 | 0.819 |
Capacity Additions|Hydrogen|Transmission|Endogenous | 0.227 | 0.917 |
Capacity|Heat|Gas | 0.227 | 0.908 |
Capacity Additions|Heat|Processes | 0.224 | 0.923 |
Capacity|Hydrogen|Transmission|Endogenous | 0.223 | 0.990 |
Price|Secondary Energy|Gases | 0.222 | 0.877 |
Secondary Energy|Hydrogen | 0.216 | 0.969 |
Secondary Energy Input|Electricity|Heat | 0.215 | 0.912 |
Capacity Additions|Electricity|Solar|PV|Open Field | 0.211 | 0.880 |
Capacity|Heat | 0.209 | 0.948 |
Capacity Additions|Hydrogen|Electricity | 0.203 | 0.951 |
Trade|Secondary Energy|Liquids|Biomass|Gross Import|Volume | 0.198 | 0.897 |
Capacity|Heat|Resistive heater | 0.196 | 0.969 |
Secondary Energy|Electricity|Coal | 0.195 | 0.894 |
Trade|Primary Energy|Biomass|Volume | 0.194 | 0.989 |
Price|Final Energy|Industry|Solids|Biomass | 0.191 | 0.848 |
Emissions|CO2|Energy|Supply|Electricity | 0.188 | 0.897 |
Emissions|Gross Fossil CO2|Energy|Supply|Electricity | 0.188 | 0.897 |
Price|Final Energy|Transportation|Passenger|Hydrogen | 0.180 | 0.000 |
Price|Final Energy|Transportation|Freight|Hydrogen | 0.180 | 0.000 |
Investment|Energy Supply|Electricity|Distribution | 0.179 | 0.891 |
Final Energy|Liquids|Biomass | 0.175 | 0.892 |
Emissions|CO2|Efuels|Liquids | 0.174 | 0.948 |
Investment|Energy Supply|Hydrogen|Transmission and Distribution|Endogen|Retrofitted | 0.174 | 0.975 |
Investment|Energy Supply|Heat|Resistive heater | 0.173 | 0.935 |
Secondary Energy|Heat|Electricity|Resistive | 0.171 | 0.950 |
Capacity Additions|Heat|Resistive heater | 0.169 | 0.933 |
Price|Final Energy|Industry|Solids | 0.161 | 0.955 |
Capacity|Electricity|Solar|PV|Open Field | 0.160 | 0.905 |
Investment|Energy Supply|Hydrogen | 0.156 | 0.994 |
Primary Energy|Coal | 0.155 | 0.927 |
Final Energy|Solids | 0.155 | 0.920 |
Capacity|Electricity|Wind|Onshore | 0.153 | 0.941 |
Price|Primary Energy|Biomass | 0.153 | 0.952 |
Trade|Secondary Energy|Hydrogen|Gross Import|Volume | 0.151 | 0.980 |
Price|Final Energy|Residential and Commercial|Heat | 0.150 | 0.953 |
Capacity Additions|Electricity | 0.148 | 0.883 |
Secondary Energy|Heat|Coal | 0.148 | 0.982 |
Primary Energy|Coal|Heat | 0.146 | 0.981 |
Investment|Energy Supply|Electricity | 0.146 | 0.918 |
Secondary Energy|Electricity|Wind|Onshore | 0.145 | 0.949 |
Price|Final Energy|Residential and Commercial|Electricity | 0.145 | 0.939 |
Final Energy|Residential and Commercial|Electricity|Heat Pumps | 0.145 | 0.960 |
Secondary Energy|Electricity|Coal|Hard Coal | 0.143 | 0.948 |
Price|Carbon|EU-wide Regulation All Sectors | 0.143 | 0.962 |
Final Energy|Residential and Commercial|Electricity | 0.143 | 0.957 |
Primary Energy|Coal|Hard Coal | 0.143 | 0.963 |
Final Energy|Residential and Commercial|Liquids|Biomass | 0.141 | 0.975 |
Price|Final Energy|Industry|Gases | 0.138 | 0.942 |
Final Energy|Industry|Liquids|Biomass | 0.138 | 0.938 |
Secondary Energy|Electricity|Storage Losses | 0.137 | 0.968 |
Price|Final Energy|Industry|Heat | 0.137 | 0.934 |
Trade|Secondary Energy|Liquids|Biomass|Volume | 0.136 | 0.953 |
Price|Final Energy|Residential and Commercial|Solids|Biomass | 0.136 | 0.965 |
Price|Final Energy|Residential and Commercial|Solids | 0.136 | 0.965 |
Price|Secondary Energy|Liquids|Hydrogen | 0.135 | 0.977 |
Primary Energy|Hydro | 0.134 | 0.970 |
Price|Final Energy|Transportation|Passenger|Electricity | 0.134 | 0.970 |
Primary Energy|Biomass|Gases | 0.133 | 0.946 |
Secondary Energy|Gases|Biomass | 0.133 | 0.946 |
Price|Final Energy|Industry|Electricity | 0.133 | 0.974 |
Emissions|CO2|Energy|Supply|Electricity and Heat | 0.133 | 0.958 |
Emissions|CO2|Energy|Demand|Residential and Commercial | 0.132 | 0.970 |
Price|Secondary Energy|Electricity | 0.131 | 0.968 |
Emissions|Gross Fossil CO2|Energy|Supply | 0.128 | 0.962 |
Investment|Energy Supply|Electricity|Transmission and Distribution | 0.127 | 0.940 |
Final Energy|Non-Energy Use|Liquids|Biomass | 0.125 | 0.950 |
Capacity|Electricity|Wind | 0.123 | 0.961 |
Trade|Secondary Energy|Liquids|Hydrogen|Volume | 0.122 | 0.970 |
Trade|Secondary Energy|Electricity|Gross Import|Volume | 0.120 | 0.979 |
Price|Secondary Energy|Hydrogen | 0.119 | 0.949 |
Primary Energy|Biomass | 0.119 | 0.968 |
Trade|Secondary Energy|Electricity|Volume | 0.116 | 0.935 |
Capacity|Hydrogen | 0.114 | 0.986 |
Primary Energy|Oil|Electricity | 0.113 | 0.966 |
Capacity Additions|Electricity|Wind|Offshore | 0.113 | 0.952 |
Price|Secondary Energy|Gases|Biomass | 0.113 | 0.000 |
Emissions|CO2|Energy|Supply|Liquids | 0.113 | 0.976 |
Primary Energy|Biomass|Heat | 0.111 | 0.951 |
Emissions|CO2|Energy|Supply | 0.108 | 0.970 |
Capacity Additions|Hydrogen | 0.107 | 0.976 |
Final Energy|Bunkers|Aviation|Liquids|Biomass | 0.107 | 0.964 |
Secondary Energy|Heat | 0.105 | 0.985 |
Secondary Energy|Electricity | 0.104 | 0.981 |
Secondary Energy|Heat|Biomass | 0.104 | 0.956 |
Trade|Secondary Energy|Hydrogen|Volume | 0.103 | 0.978 |
Secondary Energy|Liquids|Biomass | 0.102 | 0.968 |
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
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General
Files comparison
Status | NRMSE | MAE (norm) | |
---|---|---|---|
csvs/prices.csv | 0.041 | 0.08 | |
csvs/market_values.csv | 0.099 | 0.07 | |
csvs/price_statistics.csv | 0.091 | 0.22 | |
csvs/cumulative_cost.csv | 0.020 | 0.13 | |
csvs/metrics.csv | 0.031 | 0.06 | |
csvs/curtailment.csv | 0.000 | 0.07 | |
csvs/nodal_cfs.csv | |||
csvs/supply.csv | ✅ Almost equal | 0.005 | 0.04 |
csvs/capacities.csv | ✅ Almost equal | 0.003 | 0.00 |
csvs/nodal_costs.csv | ✅ Almost equal | 0.003 | 0.00 |
csvs/nodal_capacities.csv | ✅ Almost equal | 0.001 | 0.00 |
csvs/nodal_supply_energy.csv | ✅ Almost equal | 0.001 | 0.00 |
csvs/cfs.csv | ✅ Almost equal | 0.038 | 0.00 |
csvs/costs.csv | ✅ Almost equal | 0.011 | 0.01 |
csvs/supply_energy.csv | ✅ Almost equal | 0.005 | 0.03 |
csvs/energy.csv | ✅ Almost equal | 0.006 | 0.02 |
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 toniseibold-patch-1
(c59cbf7) with main
(5f413e2).
Branch is 3 commits ahead and 5 commits behind.
Last updated on 2024-12-04 16:31:34 CET
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Fixing linopy to < 0.4.0 since we have trouble with the latest version.
ML: Also, taking over snakemake <8.25 from pypsa-eur
Before asking for a review for this PR make sure to complete the following checklist:
ariadne_all
completes without errorsexport_ariadne_variables
has been adapted to the changesChangelog.md
main
has been merged into the PRYYYYMMDDdescriptive_title