diff --git a/benchmark/EU/assets-data.csv b/benchmark/EU/assets-data.csv
index 0a1fb9ab..40e28afe 100644
--- a/benchmark/EU/assets-data.csv
+++ b/benchmark/EU/assets-data.csv
@@ -1,406 +1,406 @@
-,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,MWh,h
-name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
-NL_E_Demand,consumer,true,false,false,0,,0,0,21291.22,false,0,0,0,0
-NL_Wind_Onshore,producer,true,false,false,1040,,7976,7976,0,false,0,0,0,0
-NL_Wind_Offshore,producer,true,false,false,1930,,11470,11470,0,false,0,0,0,0
-NL_Solar,producer,true,false,false,870,,27264,27264,0,false,0,0,0,0
-NL_Gas,producer,true,false,false,830,,10615,10615,0,false,0,0,0,0
-NL_Battery,storage,true,false,false,4733,,5800,5800,0,false,5800,17400,8700,3
-NL_OCGT,producer,true,false,false,435,,628,628,0,false,0,0,0,0
-NL_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-NL_E_ENS,producer,true,false,false,0,,21291,21291,0,false,0,0,0,0
-BE_E_Demand,consumer,true,false,false,0,,0,0,14380.34,false,0,0,0,0
-BE_E_ENS,producer,true,false,false,0,,14380.34,14380.34,0,false,0,0,0,0
-BE_Wind_Onshore,producer,true,false,false,1040,,4669,4669,0,false,0,0,0,0
-BE_Wind_Offshore,producer,true,false,false,1930,,5800,5800,0,false,0,0,0,0
-BE_Solar,producer,true,false,false,870,,10400,10400,0,false,0,0,0,0
-BE_Gas,producer,true,false,false,830,,8731,8731,0,false,0,0,0,0
-BE_Battery,storage,true,false,false,4733,,5800,5800,0,false,767,2301,1150,3
-BE_OCGT,producer,true,false,false,435,,294,294,0,false,0,0,0,0
-BE_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-BE_Pump_Hydro,storage,true,false,false,1265,,1224,1224,0,false,1224,4896,2448,4
-BE_Hydro,producer,true,false,false,0,,1372,1372,0,false,0,0,0,0
-DE_E_Demand,consumer,true,false,false,0,,0,0,90152,false,0,0,0,0
-DE_E_ENS,producer,true,false,false,0,,90152,90152,0,false,0,0,0,0
-DE_Wind_Onshore,producer,true,false,false,1040,,75372,75372,0,false,0,0,0,0
-DE_Wind_Offshore,producer,true,false,false,1930,,23296,23296,0,false,0,0,0,0
-DE_Solar,producer,true,false,false,870,,96140,96140,0,false,0,0,0,0
-DE_Gas,producer,true,false,false,830,,25898,25898,0,false,0,0,0,0
-DE_Coal,producer,true,false,false,0,,17042,17042,0,false,0,0,0,0
-DE_Hydro,producer,true,false,false,0,,15055,15055,0,false,0,0,0,0
-DE_Hydro_Reservoir,storage,true,false,false,0,,1297,1297,0,false,1297,258600,129300,0
-DE_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1297,1297,0,false,0,0,0,0
-DE_Pump_Hydro_Open,storage,true,false,false,0,,1644,1644,0,false,1644,416700,208350,0
-DE_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,1644,1644,0,false,0,0,0,0
-DE_Pump_Hydro_Closed,storage,true,false,false,0,,7382,7382,0,false,7382,242200,141100,0
-DE_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-DE_Battery,storage,true,false,false,4733,,4941,4941,0,false,4941,14823,7412,3
-DE_OCGT,producer,true,false,false,435,,2613,2613,0,false,0,0,0,0
-FR_Wind_Onshore,producer,true,false,false,1040,,35929,35929,0,false,0,0,0,0
-FR_Wind_Offshore,producer,true,false,false,1930,,5500,5500,0,false,0,0,0,0
-FR_Solar,producer,true,false,false,870,,43441,43441,0,false,0,0,0,0
-FR_Gas,producer,true,false,false,830,,7189,7189,0,false,0,0,0,0
-FR_Nuclear,producer,true,false,false,0,,59110,59110,0,false,0,0,0,0
-FR_Hydro,producer,true,false,false,0,,13600,13600,0,false,0,0,0,0
-FR_Pump_Hydro_Closed,storage,true,false,false,0,,1950,1950,0,false,1950,10000,5000,0
-FR_Pump_Hydro_Open,storage,true,false,false,0,,1850,1850,0,false,1850,90000,45000,0
-FR_Hydro_Reservoir,storage,true,false,false,0,,8785,8785,0,false,8785,10000000,5000000,0
-FR_Hydro_Reservoir_Inflow,producer,true,false,false,0,,8785,8785,0,false,0,0,0,0
-FR_OCGT,producer,true,false,false,636,,2613,2613,0,false,0,0,0,0
-FR_E_Demand,consumer,true,false,false,0,,0,0,85861,false,0,0,0,0
-FR_E_ENS,producer,true,false,false,0,,85861,85861,0,false,0,0,0,0
-FR_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-DK_Wind_Onshore,producer,true,false,false,1040,,6157,6157,0,false,0,0,0,0
-DK_Wind_Offshore,producer,true,false,false,1930,,6830,6830,0,false,0,0,0,0
-DK_Solar,producer,true,false,false,870,,6467,6467,0,false,0,0,0,0
-DK_Gas,producer,true,false,false,830,,1324,1324,0,false,0,0,0,0
-DK_E_Demand,consumer,true,false,false,0,,0,0,9633,false,0,0,0,0
-DK_E_ENS,producer,true,false,false,0,,9633,9633,0,false,0,0,0,0
-DK_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-DK_OCGT,producer,true,false,false,435,,154,154,0,false,0,0,0,0
-UK_Wind_Onshore,producer,true,false,false,1040,,26590,26590,0,false,0,0,0,0
-UK_Wind_Offshore,producer,true,false,false,1930,,34750,34750,0,false,0,0,0,0
-UK_Solar,producer,true,false,false,870,,23408,23408,0,false,0,0,0,0
-UK_Gas,producer,true,false,false,830,,19802,19802,0,false,0,0,0,0
-UK_Nuclear,producer,true,false,false,0,,9328,9328,0,false,0,0,0,0
-UK_Hydro,producer,true,false,false,0,,4839,4839,0,false,0,0,0,0
-UK_Pump_Hydro_Closed,storage,true,false,false,0,,2744,2744,0,false,2744,26400,13200,0
-UK_E_Demand,consumer,true,false,false,0,,0,0,61936,false,0,0,0,0
-UK_E_ENS,producer,true,false,false,0,,61936,61936,0,false,0,0,0,0
-UK_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-UK_Battery,storage,true,false,false,4733,,9059,9059,0,false,9059,27177,13589,3
-UK_OCGT,producer,true,false,false,435,,817,817,0,false,0,0,0,0
-IE_Wind_Onshore,producer,true,false,false,1040,,5800,5800,0,false,0,0,0,0
-IE_Wind_Offshore,producer,true,false,false,1930,,3500,3500,0,false,0,0,0,0
-IE_Solar,producer,true,false,false,870,,600,600,0,false,0,0,0,0
-IE_Gas,producer,true,false,false,830,,4109,4109,0,false,0,0,0,0
-IE_Hydro,producer,true,false,false,0,,508,508,0,false,0,0,0,0
-IE_Pump_Hydro_Closed,storage,true,false,false,0,,292,292,0,false,292,1700,850,0
-IE_E_Demand,consumer,true,false,false,0,,0,0,6280,false,0,0,0,0
-IE_E_ENS,producer,true,false,false,0,,6280,6280,0,false,0,0,0,0
-IE_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-IE_Battery,storage,true,false,false,4733,,450,450,0,false,450,1350,675,3
-IE_OCGT,producer,true,false,false,435,,446,446,0,false,0,0,0,0
-CH_Wind_Onshore,producer,true,false,false,1040,,300,300,0,false,0,0,0,0
-CH_Solar,producer,true,false,false,870,,9800,9800,0,false,0,0,0,0
-CH_Hydro,producer,true,false,false,0,,17100,17100,0,false,0,0,0,0
-CH_Nuclear,producer,true,false,false,0,,1190,1190,0,false,0,0,0,0
-CH_Pump_Hydro_Closed,storage,true,false,false,0,,2170,2170,0,false,2170,70000,35000,0
-CH_Pump_Hydro_Open,storage,true,false,false,0,,10732,10732,0,false,10732,8800000,4400000,0
-CH_E_Demand,consumer,true,false,false,0,,0,0,10383,false,0,0,0,0
-CH_E_ENS,producer,true,false,false,0,,10383,10383,0,false,0,0,0,0
-CH_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-CH_Battery,storage,true,false,false,4733,,656,656,0,false,656,1968,984,3
-CH_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,10732,10732,0,false,0,0,0,0
-AT_Wind_Onshore,producer,true,false,false,1040,,9000,9000,0,false,0,0,0,0
-AT_Solar,producer,true,false,false,870,,12000,12000,0,false,0,0,0,0
-AT_Hydro,producer,true,false,false,0,,12190,12190,0,false,0,0,0,0
-AT_Gas,producer,true,false,false,830,,3129,3129,0,false,0,0,0,0
-AT_Pump_Hydro_Closed,storage,true,false,false,0,,300,300,0,false,300,1800,900,0
-AT_Pump_Hydro_Open,storage,true,false,false,0,,5793,5793,0,false,5793,1732600,866300,0
-AT_E_Demand,consumer,true,false,false,0,,0,0,13428,false,0,0,0,0
-AT_E_ENS,producer,true,false,false,0,,13428,13428,0,false,0,0,0,0
-AT_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-AT_Battery,storage,true,false,false,4733,,2469,2469,0,false,2469,7407,3704,3
-AT_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,6043,6043,0,false,0,0,0,0
-AT_Hydro_Reservoir,storage,true,false,false,0,,2489,2489,0,false,2489,757000,378500,0
-AT_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2489,2489,0,false,0,0,0,0
-LU_E_Demand,consumer,true,false,false,0,,0,0,1272,false,0,0,0,0
-LU_Wind_Onshore,producer,true,false,false,1040,,400,400,0,false,0,0,0,0
-LU_Solar,producer,true,false,false,870,,608,608,0,false,0,0,0,0
-LU_Hydro,producer,true,false,false,0,,42,42,0,false,0,0,0,0
-LU_Pump_Hydro_Closed,storage,true,false,false,0,,1310,1310,0,false,1310,5000,2500,0
-LU_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-LU_E_ENS,producer,true,false,false,0,,1272,1272,0,false,0,0,0,0
-CZ_E_Demand,consumer,true,false,false,0,,0,0,11417,false,0,0,0,0
-CZ_Coal,producer,true,false,false,0,,2850,2850,0,false,0,0,0,0
-CZ_Gas,producer,true,false,false,830,,4036,4036,0,false,0,0,0,0
-CZ_Hydro,producer,true,false,false,0,,432,432,0,false,0,0,0,0
-CZ_Nuclear,producer,true,false,false,0,,4047,4047,0,false,0,0,0,0
-CZ_Solar,producer,true,false,false,870,,8159,8159,0,false,0,0,0,0
-CZ_Wind_Onshore,producer,true,false,false,1040,,742,742,0,false,0,0,0,0
-CZ_Battery,storage,true,false,false,4733,,1220,1220,0,false,1220,3660,1803,3
-CZ_Pump_Hydro_Closed,storage,true,false,false,0,,688,688,0,false,688,3700,1850,0
-CZ_Pump_Hydro_Open,storage,true,false,false,0,,470,470,0,false,470,2300,1150,0
-CZ_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-CZ_E_ENS,producer,true,false,false,0,,11417,11417,0,false,0,0,0,0
-CZ_Hydro_Reservoir,storage,true,false,false,0,,698,698,0,false,698,2500,1250,0
-CZ_Hydro_Reservoir_Inflow,producer,true,false,false,0,,698,698,0,false,0,0,0,0
-CZ_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,470,470,0,false,0,0,0,0
-PL_E_Demand,consumer,true,false,false,0,,0,0,27889,false,0,0,0,0
-PL_Coal,producer,true,false,false,0,,19056,19056,0,false,0,0,0,0
-PL_Gas,producer,true,false,false,830,,4689,4689,0,false,0,0,0,0
-PL_Hydro,producer,true,false,false,0,,518,518,0,false,0,0,0,0
-PL_Solar,producer,true,false,false,870,,5114,5114,0,false,0,0,0,0
-PL_Wind_Onshore,producer,true,false,false,1040,,8663,8663,0,false,0,0,0,0
-PL_Wind_Offshore,producer,true,false,false,1930,,5900,5900,0,false,0,0,0,0
-PL_Pump_Hydro_Closed,storage,true,false,false,0,,1323,1323,0,false,1323,6300,3150,0
-PL_Pump_Hydro_Open,storage,true,false,false,0,,216,216,0,false,216,1500,750,0
-PL_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-PL_E_ENS,producer,true,false,false,0,,27889,27889,0,false,0,0,0,0
-PL_Hydro_Reservoir,storage,true,false,false,0,,272,272,0,false,272,800,400,0
-PL_Hydro_Reservoir_Inflow,producer,true,false,false,0,,272,272,0,false,0,0,0,0
-PL_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,216,216,0,false,0,0,0,0
-SE_E_Demand,consumer,true,false,false,0,,0,0,24623,false,0,0,0,0
-SE_Gas,producer,true,false,false,830,,111,111,0,false,0,0,0,0
-SE_Solar,producer,true,false,false,870,,7339,7339,0,false,0,0,0,0
-SE_Nuclear,producer,true,false,false,0,,5114,5114,0,false,0,0,0,0
-SE_Wind_Onshore,producer,true,false,false,1040,,16901,16901,0,false,0,0,0,0
-SE_Wind_Offshore,producer,true,false,false,1930,,5000,5000,0,false,0,0,0,0
-SE_Hydro_Reservoir,storage,true,false,false,0,,16447,16447,0,false,16447,31931326,15965663,0
-SE_Hydro_Reservoir_Inflow,producer,true,false,false,0,,16447,16447,0,false,0,0,0,0
-SE_Battery,storage,true,false,false,4733,,543,543,0,false,543,1629,815,3
-SE_OCGT,producer,true,false,false,435,,111,111,0,false,0,0,0,0
-SE_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-SE_E_ENS,producer,true,false,false,0,,24623,24623,0,false,0,0,0,0
-NO_E_Demand,consumer,true,false,false,0,,0,0,27028,false,0,0,0,0
-NO_Solar,producer,true,false,false,870,,600,600,0,false,0,0,0,0
-NO_Wind_Onshore,producer,true,false,false,1040,,6060,6060,0,false,0,0,0,0
-NO_Wind_Offshore,producer,true,false,false,1930,,200,200,0,false,0,0,0,0
-NO_Pump_Hydro_Open,storage,true,false,false,0,,38048,38048,0,false,38048,89577400,44788700,0
-NO_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,38048,38048,0,false,0,0,0,0
-NO_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-NO_E_ENS,producer,true,false,false,0,,27028,27028,0,false,0,0,0,0
-ES_E_Demand,consumer,true,false,false,0,,0,0,44844,false,0,0,0,0
-ES_Gas,producer,true,false,false,830,,24499,24499,0,false,0,0,0,0
-ES_Hydro,producer,true,false,false,0,,3640,3640,0,false,0,0,0,0
-ES_Nuclear,producer,true,false,false,0,,3041,3041,0,false,0,0,0,0
-ES_Solar,producer,true,false,false,870,,45704,45704,0,false,0,0,0,0
-ES_Wind_Onshore,producer,true,false,false,1040,,48350,48350,0,false,0,0,0,0
-ES_Wind_Offshore,producer,true,false,false,1930,,200,200,0,false,0,0,0,0
-ES_Battery,storage,true,false,false,4733,,2500,2500,0,false,2500,7500,3750,3
-ES_Pump_Hydro_Closed,storage,true,false,false,0,,6866,6866,0,false,6866,99000,49500,0
-ES_Pump_Hydro_Open,storage,true,false,false,0,,2683,2683,0,false,2683,5961900,2980950,0
-ES_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-ES_E_ENS,producer,true,false,false,0,,44844,44844,0,false,0,0,0,0
-ES_Hydro_Reservoir,storage,true,false,false,0,,10972,10972,0,false,10972,11648500,5824250,0
-ES_Hydro_Reservoir_Inflow,producer,true,false,false,0,,10972,10972,0,false,0,0,0,0
-ES_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,2683,2683,0,false,0,0,0,0
-PT_E_Demand,consumer,true,false,false,0,,0,0,9030,false,0,0,0,0
-PT_Gas,producer,true,false,false,830,,2839,2839,0,false,0,0,0,0
-PT_Hydro,producer,true,false,false,0,,793,793,0,false,0,0,0,0
-PT_Solar,producer,true,false,false,870,,7761,7761,0,false,0,0,0,0
-PT_Wind_Onshore,producer,true,false,false,1040,,8901,8901,0,false,0,0,0,0
-PT_Wind_Offshore,producer,true,false,false,1930,,260,260,0,false,0,0,0,0
-PT_Pump_Hydro_Open,storage,true,false,false,0,,3832,3832,0,false,3832,2017900,1008950,0
-PT_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-PT_E_ENS,producer,true,false,false,0,,9030,9030,0,false,0,0,0,0
-PT_Hydro_Reservoir,storage,true,false,false,0,,3766,3766,0,false,3766,1289600,644800,0
-PT_Hydro_Reservoir_Inflow,producer,true,false,false,0,,3766,3766,0,false,0,0,0,0
-PT_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,3832,3832,0,false,0,0,0,0
-IT_E_Demand,consumer,true,false,false,0,,0,0,62099,false,0,0,0,0
-IT_Gas,producer,true,false,false,830,,40467,40467,0,false,0,0,0,0
-IT_Hydro,producer,true,false,false,0,,6180,6180,0,false,0,0,0,0
-IT_Solar,producer,true,false,false,870,,52000,52000,0,false,0,0,0,0
-IT_Wind_Onshore,producer,true,false,false,1040,,18400,18400,0,false,0,0,0,0
-IT_Wind_Offshore,producer,true,false,false,1930,,900,900,0,false,0,0,0,0
-IT_Battery,storage,true,false,false,4733,,1500,1500,0,false,1500,4500,2250,3
-IT_OCGT,producer,true,false,false,435,,3429,3429,0,false,0,0,0,0
-IT_Pump_Hydro_Closed,storage,true,false,false,0,,6200,6200,0,false,6200,63000,31500,0
-IT_Pump_Hydro_Open,storage,true,false,false,0,,3254,3254,0,false,3254,288990,144495,0
-IT_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-IT_E_ENS,producer,true,false,false,0,,62099,62099,0,false,0,0,0,0
-IT_Hydro_Reservoir,storage,true,false,false,0,,9576,9576,0,false,9576,5567850,2783925,0
-IT_Hydro_Reservoir_Inflow,producer,true,false,false,0,,9576,9576,0,false,0,0,0,0
-IT_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,3254,3254,0,false,0,0,0,0
-MT_E_Demand,consumer,true,false,false,0,,0,0,552,false,0,0,0,0
-MT_Gas,producer,true,false,false,830,,486,486,0,false,0,0,0,0
-MT_Solar,producer,true,false,false,870,,266,266,0,false,0,0,0,0
-MT_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-MT_E_ENS,producer,true,false,false,0,,552,552,0,false,0,0,0,0
-SI_E_Demand,consumer,true,false,false,0,,0,0,2448,false,0,0,0,0
-SI_Coal,producer,true,false,false,0,,584,584,0,false,0,0,0,0
-SI_Gas,producer,true,false,false,830,,445,445,0,false,0,0,0,0
-SI_Hydro,producer,true,false,false,0,,1278,1278,0,false,0,0,0,0
-SI_Nuclear,producer,true,false,false,0,,703,703,0,false,0,0,0,0
-SI_Solar,producer,true,false,false,870,,1866,1866,0,false,0,0,0,0
-SI_Wind_Onshore,producer,true,false,false,1040,,150,150,0,false,0,0,0,0
-SI_Battery,storage,true,false,false,4733,,65,65,0,false,65,195,96,3
-SI_OCGT,producer,true,false,false,435,,331,331,0,false,0,0,0,0
-SI_Pump_Hydro_Closed,storage,true,false,false,0,,180,180,0,false,180,2600,1300,0
-SI_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-SI_E_ENS,producer,true,false,false,0,,2448,2448,0,false,0,0,0,0
-HU_E_Demand,consumer,true,false,false,0,,0,0,10349,false,0,0,0,0
-HU_Gas,producer,true,false,false,830,,2399,2399,0,false,0,0,0,0
-HU_Hydro,producer,true,false,false,0,,55,55,0,false,0,0,0,0
-HU_Nuclear,producer,true,false,false,0,,3080,3080,0,false,0,0,0,0
-HU_Solar,producer,true,false,false,870,,6454,6454,0,false,0,0,0,0
-HU_Wind_Onshore,producer,true,false,false,1040,,326,326,0,false,0,0,0,0
-HU_Battery,storage,true,false,false,4733,,50,50,0,false,50,150,75,3
-HU_OCGT,producer,true,false,false,435,,270,270,0,false,0,0,0,0
-HU_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-HU_E_ENS,producer,true,false,false,0,,10349,10349,0,false,0,0,0,0
-SK_E_Demand,consumer,true,false,false,0,,0,0,1056,false,0,0,0,0
-SK_Coal,producer,true,false,false,0,,358,358,0,false,0,0,0,0
-SK_Gas,producer,true,false,false,830,,802,802,0,false,0,0,0,0
-SK_Hydro,producer,true,false,false,0,,1592,1592,0,false,0,0,0,0
-SK_Nuclear,producer,true,false,false,0,,2674,2674,0,false,0,0,0,0
-SK_Solar,producer,true,false,false,870,,1188,1188,0,false,0,0,0,0
-SK_Wind_Onshore,producer,true,false,false,1040,,495,495,0,false,0,0,0,0
-SK_Pump_Hydro_Closed,storage,true,false,false,0,,650,650,0,false,650,4100,2050,0
-SK_Pump_Hydro_Open,storage,true,false,false,0,,276,276,0,false,276,45550,22775,0
-SK_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-SK_E_ENS,producer,true,false,false,0,,1056,1056,0,false,0,0,0,0
-SK_Hydro_Reservoir,storage,true,false,false,0,,21,21,0,false,21,17242,8621,0
-SK_Hydro_Reservoir_Inflow,producer,true,false,false,0,,21,21,0,false,0,0,0,0
-SK_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,276,276,0,false,0,0,0,0
-LT_E_Demand,consumer,true,false,false,0,,0,0,2131,false,0,0,0,0
-LT_Gas,producer,true,false,false,830,,403,403,0,false,0,0,0,0
-LT_Hydro,producer,true,false,false,0,,128,128,0,false,0,0,0,0
-LT_Solar,producer,true,false,false,870,,1250,1250,0,false,0,0,0,0
-LT_Wind_Onshore,producer,true,false,false,1040,,2000,2000,0,false,0,0,0,0
-LT_Wind_Offshore,producer,true,false,false,1930,,1400,1400,0,false,0,0,0,0
-LT_Battery,storage,true,false,false,4733,,20,20,0,false,20,60,30,3
-LT_Pump_Hydro_Closed,storage,true,false,false,0,,930,930,0,false,930,10600,5300,0
-LT_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-LT_E_ENS,producer,true,false,false,0,,2131,2131,0,false,0,0,0,0
-LV_E_Demand,consumer,true,false,false,0,,0,0,1409,false,0,0,0,0
-LV_Gas,producer,true,false,false,830,,1061,1061,0,false,0,0,0,0
-LV_Hydro,producer,true,false,false,0,,1608,1608,0,false,0,0,0,0
-LV_Solar,producer,true,false,false,870,,109,109,0,false,0,0,0,0
-LV_Wind_Offshore,producer,true,false,false,1930,,500,500,0,false,0,0,0,0
-LV_Wind_Onshore,producer,true,false,false,1040,,396,396,0,false,0,0,0,0
-LV_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-LV_E_ENS,producer,true,false,false,0,,1409,1409,0,false,0,0,0,0
-EE_E_Demand,consumer,true,false,false,0,,0,0,1551,false,0,0,0,0
-EE_Solar,producer,true,false,false,870,,415,415,0,false,0,0,0,0
-EE_Wind_Onshore,producer,true,false,false,1040,,838,838,0,false,0,0,0,0
-EE_Wind_Offshore,producer,true,false,false,1930,,200,200,0,false,0,0,0,0
-EE_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-EE_E_ENS,producer,true,false,false,0,,1551,1551,0,false,0,0,0,0
-FI_E_Demand,consumer,true,false,false,0,,0,0,16523,false,0,0,0,0
-FI_Gas,producer,true,false,false,830,,855,855,0,false,0,0,0,0
-FI_Nuclear,producer,true,false,false,0,,4394,4394,0,false,0,0,0,0
-FI_Solar,producer,true,false,false,870,,1498,1498,0,false,0,0,0,0
-FI_Wind_Offshore,producer,true,false,false,1930,,1512,1512,0,false,0,0,0,0
-FI_Wind_Onshore,producer,true,false,false,1040,,12369,12369,0,false,0,0,0,0
-FI_Battery,storage,true,false,false,4733,,125,125,0,false,125,375,188,3
-FI_OCGT,producer,true,false,false,435,,215,215,0,false,0,0,0,0
-FI_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-FI_E_ENS,producer,true,false,false,0,,16523,16523,0,false,0,0,0,0
-FI_Hydro_Reservoir,storage,true,false,false,0,,3237,3237,0,false,3237,5530000,2765000,0
-FI_Hydro_Reservoir_Inflow,producer,true,false,false,0,,3237,3237,0,false,0,0,0,0
-HR_E_Demand,consumer,true,false,false,0,,0,0,2955,false,0,0,0,0
-HR_Coal,producer,true,false,false,0,,290,290,0,false,0,0,0,0
-HR_Gas,producer,true,false,false,830,,697,697,0,false,0,0,0,0
-HR_Hydro,producer,true,false,false,0,,425,425,0,false,0,0,0,0
-HR_Solar,producer,true,false,false,870,,750,750,0,false,0,0,0,0
-HR_Wind_Onshore,producer,true,false,false,1040,,2781,2781,0,false,0,0,0,0
-HR_Battery,storage,true,false,false,4733,,20,20,0,false,20,60,30,3
-HR_Pump_Hydro_Open,storage,true,false,false,0,,281,281,0,false,281,18300,9150,0
-HR_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-HR_E_ENS,producer,true,false,false,0,,2955,2955,0,false,0,0,0,0
-HR_Hydro_Reservoir,storage,true,false,false,0,,1941,1941,0,false,1941,2045900,1022950,0
-HR_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1941,1941,0,false,0,0,0,0
-HR_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,281,281,0,false,0,0,0,0
-BA_E_Demand,consumer,true,false,false,0,,0,0,2177,false,0,0,0,0
-BA_Coal,producer,true,false,false,0,,1981,1981,0,false,0,0,0,0
-BA_Hydro,producer,true,false,false,0,,325,325,0,false,0,0,0,0
-BA_Solar,producer,true,false,false,870,,350,350,0,false,0,0,0,0
-BA_Wind_Onshore,producer,true,false,false,1040,,735,735,0,false,0,0,0,0
-BA_Pump_Hydro_Open,storage,true,false,false,0,,440,440,0,false,440,3400,1700,0
-BA_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-BA_E_ENS,producer,true,false,false,0,,2177,2177,0,false,0,0,0,0
-BA_Hydro_Reservoir,storage,true,false,false,0,,1616,1616,0,false,1616,1711500,855750,0
-BA_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1616,1616,0,false,0,0,0,0
-BA_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,440,440,0,false,0,0,0,0
-ME_E_Demand,consumer,true,false,false,0,,0,0,863,false,0,0,0,0
-ME_Coal,producer,true,false,false,0,,450,450,0,false,0,0,0,0
-ME_Hydro,producer,true,false,false,0,,79,79,0,false,0,0,0,0
-ME_Solar,producer,true,false,false,870,,32,32,0,false,0,0,0,0
-ME_Wind_Onshore,producer,true,false,false,1040,,254,254,0,false,0,0,0,0
-ME_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-ME_E_ENS,producer,true,false,false,0,,863,863,0,false,0,0,0,0
-ME_Hydro_Reservoir,storage,true,false,false,0,,1058,1058,0,false,1058,582400,291200,0
-ME_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1058,1058,0,false,0,0,0,0
-RS_E_Demand,consumer,true,false,false,0,,0,0,7529,false,0,0,0,0
-RS_Coal,producer,true,false,false,0,,5488,5488,0,false,0,0,0,0
-RS_Gas,producer,true,false,false,830,,401,401,0,false,0,0,0,0
-RS_Hydro,producer,true,false,false,0,,2097,2097,0,false,0,0,0,0
-RS_Solar,producer,true,false,false,870,,235,235,0,false,0,0,0,0
-RS_Wind_Onshore,producer,true,false,false,1040,,4521,4521,0,false,0,0,0,0
-RS_Pump_Hydro_Closed,storage,true,false,false,0,,814,814,0,false,814,254000,127000,0
-RS_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-RS_E_ENS,producer,true,false,false,0,,7529,7529,0,false,0,0,0,0
-RS_Hydro_Reservoir,storage,true,false,false,0,,434,434,0,false,434,646000,323000,0
-RS_Hydro_Reservoir_Inflow,producer,true,false,false,0,,434,434,0,false,0,0,0,0
-AL_E_Demand,consumer,true,false,false,0,,0,0,1729,false,0,0,0,0
-AL_Gas,producer,true,false,false,830,,300,300,0,false,0,0,0,0
-AL_Hydro,producer,true,false,false,0,,612,612,0,false,0,0,0,0
-AL_Solar,producer,true,false,false,870,,500,500,0,false,0,0,0,0
-AL_Wind_Onshore,producer,true,false,false,1040,,200,200,0,false,0,0,0,0
-AL_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-AL_E_ENS,producer,true,false,false,0,,1729,1729,0,false,0,0,0,0
-AL_Hydro_Reservoir,storage,true,false,false,0,,2093,2093,0,false,2093,1450000,725000,0
-AL_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2093,2093,0,false,0,0,0,0
-GR_E_Demand,consumer,true,false,false,0,,0,0,10719,false,0,0,0,0
-GR_Gas,producer,true,false,false,830,,7521,7521,0,false,0,0,0,0
-GR_Hydro,producer,true,false,false,0,,383,383,0,false,0,0,0,0
-GR_Solar,producer,true,false,false,870,,7196,7196,0,false,0,0,0,0
-GR_Wind_Offshore,producer,true,false,false,1930,,100,100,0,false,0,0,0,0
-GR_Wind_Onshore,producer,true,false,false,1040,,6544,6544,0,false,0,0,0,0
-GR_Battery,storage,true,false,false,4733,,1100,1100,0,false,1100,3300,1650,3
-GR_OCGT,producer,true,false,false,435,,148,148,0,false,0,0,0,0
-GR_Pump_Hydro_Open,storage,true,false,false,0,,699,699,0,false,699,4500,2250,0
-GR_Pump_Hydro_Closed,storage,true,false,false,0,,680,680,0,false,680,0,0,0
-GR_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-GR_E_ENS,producer,true,false,false,0,,10719,10719,0,false,0,0,0,0
-GR_Hydro_Reservoir,storage,true,false,false,0,,2744,2744,0,false,2744,3600000,1800000,0
-GR_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2744,2744,0,false,0,0,0,0
-GR_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,699,699,0,false,0,0,0,0
-MK_E_Demand,consumer,true,false,false,0,,0,0,1580,false,0,0,0,0
-MK_Coal,producer,true,false,false,0,,410,410,0,false,0,0,0,0
-MK_Gas,producer,true,false,false,830,,277,277,0,false,0,0,0,0
-MK_Hydro,producer,true,false,false,0,,268,268,0,false,0,0,0,0
-MK_Solar,producer,true,false,false,870,,563,563,0,false,0,0,0,0
-MK_Wind_Onshore,producer,true,false,false,1040,,443,443,0,false,0,0,0,0
-MK_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-MK_E_ENS,producer,true,false,false,0,,1580,1580,0,false,0,0,0,0
-MK_Hydro_Reservoir,storage,true,false,false,0,,671,671,0,false,671,628200,314100,0
-MK_Hydro_Reservoir_Inflow,producer,true,false,false,0,,671,671,0,false,0,0,0,0
-BG_E_Demand,consumer,true,false,false,0,,0,0,6994,false,0,0,0,0
-BG_Coal,producer,true,false,false,0,,2519,2519,0,false,0,0,0,0
-BG_Gas,producer,true,false,false,830,,2005,2005,0,false,0,0,0,0
-BG_Hydro,producer,true,false,false,0,,536,536,0,false,0,0,0,0
-BG_Nuclear,producer,true,false,false,0,,1960,1960,0,false,0,0,0,0
-BG_Solar,producer,true,false,false,870,,3216,3216,0,false,0,0,0,0
-BG_Wind_Onshore,producer,true,false,false,1040,,948,948,0,false,0,0,0,0
-BG_OCGT,producer,true,false,false,435,,20,20,0,false,0,0,0,0
-BG_Pump_Hydro_Open,storage,true,false,false,0,,535,535,0,false,535,255300,127650,0
-BG_Pump_Hydro_Closed,storage,true,false,false,0,,864,864,0,false,864,9400,4700,0
-BG_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-BG_E_ENS,producer,true,false,false,0,,6994,6994,0,false,0,0,0,0
-BG_Hydro_Reservoir,storage,true,false,false,0,,1281,1281,0,false,1281,843000,421500,0
-BG_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1281,1281,0,false,0,0,0,0
-BG_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,535,535,0,false,0,0,0,0
-RO_E_Demand,consumer,true,false,false,0,,0,0,10352,false,0,0,0,0
-RO_Coal,producer,true,false,false,0,,2264,2264,0,false,0,0,0,0
-RO_Gas,producer,true,false,false,830,,5689,5689,0,false,0,0,0,0
-RO_Hydro,producer,true,false,false,0,,3366,3366,0,false,0,0,0,0
-RO_Nuclear,producer,true,false,false,0,,1965,1965,0,false,0,0,0,0
-RO_Solar,producer,true,false,false,870,,5054,5054,0,false,0,0,0,0
-RO_Wind_Onshore,producer,true,false,false,1040,,5255,5255,0,false,0,0,0,0
-RO_Battery,storage,true,false,false,4733,,100,100,0,false,100,300,150,3
-RO_OCGT,producer,true,false,false,435,,1015,1015,0,false,0,0,0,0
-RO_Pump_Hydro_Open,storage,true,false,false,0,,839,839,0,false,839,1506400,753200,0
-RO_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-RO_E_ENS,producer,true,false,false,0,,10352,10352,0,false,0,0,0,0
-RO_Hydro_Reservoir,storage,true,false,false,0,,2579,2579,0,false,2579,2425300,1212650,0
-RO_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2579,2579,0,false,0,0,0,0
-RO_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,839,839,0,false,0,0,0,0
-UA_E_Demand,consumer,true,false,false,0,,0,0,1454,false,0,0,0,0
-UA_Coal,producer,true,false,false,0,,836,836,0,false,0,0,0,0
-UA_Hydro,producer,true,false,false,0,,14,14,0,false,0,0,0,0
-UA_Solar,producer,true,false,false,870,,528,528,0,false,0,0,0,0
-UA_Wind_Onshore,producer,true,false,false,1040,,235,235,0,false,0,0,0,0
-UA_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-UA_E_ENS,producer,true,false,false,0,,1454,1454,0,false,0,0,0,0
-UA_Hydro_Reservoir,storage,true,false,false,0,,55,55,0,false,55,100,50,0
-UA_Hydro_Reservoir_Inflow,producer,true,false,false,0,,55,55,0,false,0,0,0,0
-CY_E_Demand,consumer,true,false,false,0,,0,0,1331,false,0,0,0,0
-CY_Gas,producer,true,false,false,830,,1210,1210,0,false,0,0,0,0
-CY_Solar,producer,true,false,false,870,,800,800,0,false,0,0,0,0
-CY_Wind_Onshore,producer,true,false,false,1040,,198,198,0,false,0,0,0,0
-CY_Battery,storage,true,false,false,4733,,41,41,0,false,41,123,62,3
-CY_E_Balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
-CY_E_ENS,producer,true,false,false,0,,1331,1331,0,false,0,0,0,0
+,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,MWh,h
+name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
+NL_E_Demand,consumer,true,false,false,0,,0,0,21291.22,,false,0,0,0,0
+NL_Wind_Onshore,producer,true,false,false,1040,,7976,7976,0,,false,0,0,0,0
+NL_Wind_Offshore,producer,true,false,false,1930,,11470,11470,0,,false,0,0,0,0
+NL_Solar,producer,true,false,false,870,,27264,27264,0,,false,0,0,0,0
+NL_Gas,producer,true,false,false,830,,10615,10615,0,,false,0,0,0,0
+NL_Battery,storage,true,false,false,4733,,5800,5800,0,,false,5800,17400,8700,3
+NL_OCGT,producer,true,false,false,435,,628,628,0,,false,0,0,0,0
+NL_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+NL_E_ENS,producer,true,false,false,0,,21291,21291,0,,false,0,0,0,0
+BE_E_Demand,consumer,true,false,false,0,,0,0,14380.34,,false,0,0,0,0
+BE_E_ENS,producer,true,false,false,0,,14380.34,14380.34,0,,false,0,0,0,0
+BE_Wind_Onshore,producer,true,false,false,1040,,4669,4669,0,,false,0,0,0,0
+BE_Wind_Offshore,producer,true,false,false,1930,,5800,5800,0,,false,0,0,0,0
+BE_Solar,producer,true,false,false,870,,10400,10400,0,,false,0,0,0,0
+BE_Gas,producer,true,false,false,830,,8731,8731,0,,false,0,0,0,0
+BE_Battery,storage,true,false,false,4733,,5800,5800,0,,false,767,2301,1150,3
+BE_OCGT,producer,true,false,false,435,,294,294,0,,false,0,0,0,0
+BE_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+BE_Pump_Hydro,storage,true,false,false,1265,,1224,1224,0,,false,1224,4896,2448,4
+BE_Hydro,producer,true,false,false,0,,1372,1372,0,,false,0,0,0,0
+DE_E_Demand,consumer,true,false,false,0,,0,0,90152,,false,0,0,0,0
+DE_E_ENS,producer,true,false,false,0,,90152,90152,0,,false,0,0,0,0
+DE_Wind_Onshore,producer,true,false,false,1040,,75372,75372,0,,false,0,0,0,0
+DE_Wind_Offshore,producer,true,false,false,1930,,23296,23296,0,,false,0,0,0,0
+DE_Solar,producer,true,false,false,870,,96140,96140,0,,false,0,0,0,0
+DE_Gas,producer,true,false,false,830,,25898,25898,0,,false,0,0,0,0
+DE_Coal,producer,true,false,false,0,,17042,17042,0,,false,0,0,0,0
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+SK_Hydro_Reservoir_Inflow,producer,true,false,false,0,,21,21,0,,false,0,0,0,0
+SK_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,276,276,0,,false,0,0,0,0
+LT_E_Demand,consumer,true,false,false,0,,0,0,2131,,false,0,0,0,0
+LT_Gas,producer,true,false,false,830,,403,403,0,,false,0,0,0,0
+LT_Hydro,producer,true,false,false,0,,128,128,0,,false,0,0,0,0
+LT_Solar,producer,true,false,false,870,,1250,1250,0,,false,0,0,0,0
+LT_Wind_Onshore,producer,true,false,false,1040,,2000,2000,0,,false,0,0,0,0
+LT_Wind_Offshore,producer,true,false,false,1930,,1400,1400,0,,false,0,0,0,0
+LT_Battery,storage,true,false,false,4733,,20,20,0,,false,20,60,30,3
+LT_Pump_Hydro_Closed,storage,true,false,false,0,,930,930,0,,false,930,10600,5300,0
+LT_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+LT_E_ENS,producer,true,false,false,0,,2131,2131,0,,false,0,0,0,0
+LV_E_Demand,consumer,true,false,false,0,,0,0,1409,,false,0,0,0,0
+LV_Gas,producer,true,false,false,830,,1061,1061,0,,false,0,0,0,0
+LV_Hydro,producer,true,false,false,0,,1608,1608,0,,false,0,0,0,0
+LV_Solar,producer,true,false,false,870,,109,109,0,,false,0,0,0,0
+LV_Wind_Offshore,producer,true,false,false,1930,,500,500,0,,false,0,0,0,0
+LV_Wind_Onshore,producer,true,false,false,1040,,396,396,0,,false,0,0,0,0
+LV_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+LV_E_ENS,producer,true,false,false,0,,1409,1409,0,,false,0,0,0,0
+EE_E_Demand,consumer,true,false,false,0,,0,0,1551,,false,0,0,0,0
+EE_Solar,producer,true,false,false,870,,415,415,0,,false,0,0,0,0
+EE_Wind_Onshore,producer,true,false,false,1040,,838,838,0,,false,0,0,0,0
+EE_Wind_Offshore,producer,true,false,false,1930,,200,200,0,,false,0,0,0,0
+EE_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+EE_E_ENS,producer,true,false,false,0,,1551,1551,0,,false,0,0,0,0
+FI_E_Demand,consumer,true,false,false,0,,0,0,16523,,false,0,0,0,0
+FI_Gas,producer,true,false,false,830,,855,855,0,,false,0,0,0,0
+FI_Nuclear,producer,true,false,false,0,,4394,4394,0,,false,0,0,0,0
+FI_Solar,producer,true,false,false,870,,1498,1498,0,,false,0,0,0,0
+FI_Wind_Offshore,producer,true,false,false,1930,,1512,1512,0,,false,0,0,0,0
+FI_Wind_Onshore,producer,true,false,false,1040,,12369,12369,0,,false,0,0,0,0
+FI_Battery,storage,true,false,false,4733,,125,125,0,,false,125,375,188,3
+FI_OCGT,producer,true,false,false,435,,215,215,0,,false,0,0,0,0
+FI_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+FI_E_ENS,producer,true,false,false,0,,16523,16523,0,,false,0,0,0,0
+FI_Hydro_Reservoir,storage,true,false,false,0,,3237,3237,0,,false,3237,5530000,2765000,0
+FI_Hydro_Reservoir_Inflow,producer,true,false,false,0,,3237,3237,0,,false,0,0,0,0
+HR_E_Demand,consumer,true,false,false,0,,0,0,2955,,false,0,0,0,0
+HR_Coal,producer,true,false,false,0,,290,290,0,,false,0,0,0,0
+HR_Gas,producer,true,false,false,830,,697,697,0,,false,0,0,0,0
+HR_Hydro,producer,true,false,false,0,,425,425,0,,false,0,0,0,0
+HR_Solar,producer,true,false,false,870,,750,750,0,,false,0,0,0,0
+HR_Wind_Onshore,producer,true,false,false,1040,,2781,2781,0,,false,0,0,0,0
+HR_Battery,storage,true,false,false,4733,,20,20,0,,false,20,60,30,3
+HR_Pump_Hydro_Open,storage,true,false,false,0,,281,281,0,,false,281,18300,9150,0
+HR_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+HR_E_ENS,producer,true,false,false,0,,2955,2955,0,,false,0,0,0,0
+HR_Hydro_Reservoir,storage,true,false,false,0,,1941,1941,0,,false,1941,2045900,1022950,0
+HR_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1941,1941,0,,false,0,0,0,0
+HR_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,281,281,0,,false,0,0,0,0
+BA_E_Demand,consumer,true,false,false,0,,0,0,2177,,false,0,0,0,0
+BA_Coal,producer,true,false,false,0,,1981,1981,0,,false,0,0,0,0
+BA_Hydro,producer,true,false,false,0,,325,325,0,,false,0,0,0,0
+BA_Solar,producer,true,false,false,870,,350,350,0,,false,0,0,0,0
+BA_Wind_Onshore,producer,true,false,false,1040,,735,735,0,,false,0,0,0,0
+BA_Pump_Hydro_Open,storage,true,false,false,0,,440,440,0,,false,440,3400,1700,0
+BA_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+BA_E_ENS,producer,true,false,false,0,,2177,2177,0,,false,0,0,0,0
+BA_Hydro_Reservoir,storage,true,false,false,0,,1616,1616,0,,false,1616,1711500,855750,0
+BA_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1616,1616,0,,false,0,0,0,0
+BA_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,440,440,0,,false,0,0,0,0
+ME_E_Demand,consumer,true,false,false,0,,0,0,863,,false,0,0,0,0
+ME_Coal,producer,true,false,false,0,,450,450,0,,false,0,0,0,0
+ME_Hydro,producer,true,false,false,0,,79,79,0,,false,0,0,0,0
+ME_Solar,producer,true,false,false,870,,32,32,0,,false,0,0,0,0
+ME_Wind_Onshore,producer,true,false,false,1040,,254,254,0,,false,0,0,0,0
+ME_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+ME_E_ENS,producer,true,false,false,0,,863,863,0,,false,0,0,0,0
+ME_Hydro_Reservoir,storage,true,false,false,0,,1058,1058,0,,false,1058,582400,291200,0
+ME_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1058,1058,0,,false,0,0,0,0
+RS_E_Demand,consumer,true,false,false,0,,0,0,7529,,false,0,0,0,0
+RS_Coal,producer,true,false,false,0,,5488,5488,0,,false,0,0,0,0
+RS_Gas,producer,true,false,false,830,,401,401,0,,false,0,0,0,0
+RS_Hydro,producer,true,false,false,0,,2097,2097,0,,false,0,0,0,0
+RS_Solar,producer,true,false,false,870,,235,235,0,,false,0,0,0,0
+RS_Wind_Onshore,producer,true,false,false,1040,,4521,4521,0,,false,0,0,0,0
+RS_Pump_Hydro_Closed,storage,true,false,false,0,,814,814,0,,false,814,254000,127000,0
+RS_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+RS_E_ENS,producer,true,false,false,0,,7529,7529,0,,false,0,0,0,0
+RS_Hydro_Reservoir,storage,true,false,false,0,,434,434,0,,false,434,646000,323000,0
+RS_Hydro_Reservoir_Inflow,producer,true,false,false,0,,434,434,0,,false,0,0,0,0
+AL_E_Demand,consumer,true,false,false,0,,0,0,1729,,false,0,0,0,0
+AL_Gas,producer,true,false,false,830,,300,300,0,,false,0,0,0,0
+AL_Hydro,producer,true,false,false,0,,612,612,0,,false,0,0,0,0
+AL_Solar,producer,true,false,false,870,,500,500,0,,false,0,0,0,0
+AL_Wind_Onshore,producer,true,false,false,1040,,200,200,0,,false,0,0,0,0
+AL_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+AL_E_ENS,producer,true,false,false,0,,1729,1729,0,,false,0,0,0,0
+AL_Hydro_Reservoir,storage,true,false,false,0,,2093,2093,0,,false,2093,1450000,725000,0
+AL_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2093,2093,0,,false,0,0,0,0
+GR_E_Demand,consumer,true,false,false,0,,0,0,10719,,false,0,0,0,0
+GR_Gas,producer,true,false,false,830,,7521,7521,0,,false,0,0,0,0
+GR_Hydro,producer,true,false,false,0,,383,383,0,,false,0,0,0,0
+GR_Solar,producer,true,false,false,870,,7196,7196,0,,false,0,0,0,0
+GR_Wind_Offshore,producer,true,false,false,1930,,100,100,0,,false,0,0,0,0
+GR_Wind_Onshore,producer,true,false,false,1040,,6544,6544,0,,false,0,0,0,0
+GR_Battery,storage,true,false,false,4733,,1100,1100,0,,false,1100,3300,1650,3
+GR_OCGT,producer,true,false,false,435,,148,148,0,,false,0,0,0,0
+GR_Pump_Hydro_Open,storage,true,false,false,0,,699,699,0,,false,699,4500,2250,0
+GR_Pump_Hydro_Closed,storage,true,false,false,0,,680,680,0,,false,680,0,0,0
+GR_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+GR_E_ENS,producer,true,false,false,0,,10719,10719,0,,false,0,0,0,0
+GR_Hydro_Reservoir,storage,true,false,false,0,,2744,2744,0,,false,2744,3600000,1800000,0
+GR_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2744,2744,0,,false,0,0,0,0
+GR_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,699,699,0,,false,0,0,0,0
+MK_E_Demand,consumer,true,false,false,0,,0,0,1580,,false,0,0,0,0
+MK_Coal,producer,true,false,false,0,,410,410,0,,false,0,0,0,0
+MK_Gas,producer,true,false,false,830,,277,277,0,,false,0,0,0,0
+MK_Hydro,producer,true,false,false,0,,268,268,0,,false,0,0,0,0
+MK_Solar,producer,true,false,false,870,,563,563,0,,false,0,0,0,0
+MK_Wind_Onshore,producer,true,false,false,1040,,443,443,0,,false,0,0,0,0
+MK_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+MK_E_ENS,producer,true,false,false,0,,1580,1580,0,,false,0,0,0,0
+MK_Hydro_Reservoir,storage,true,false,false,0,,671,671,0,,false,671,628200,314100,0
+MK_Hydro_Reservoir_Inflow,producer,true,false,false,0,,671,671,0,,false,0,0,0,0
+BG_E_Demand,consumer,true,false,false,0,,0,0,6994,,false,0,0,0,0
+BG_Coal,producer,true,false,false,0,,2519,2519,0,,false,0,0,0,0
+BG_Gas,producer,true,false,false,830,,2005,2005,0,,false,0,0,0,0
+BG_Hydro,producer,true,false,false,0,,536,536,0,,false,0,0,0,0
+BG_Nuclear,producer,true,false,false,0,,1960,1960,0,,false,0,0,0,0
+BG_Solar,producer,true,false,false,870,,3216,3216,0,,false,0,0,0,0
+BG_Wind_Onshore,producer,true,false,false,1040,,948,948,0,,false,0,0,0,0
+BG_OCGT,producer,true,false,false,435,,20,20,0,,false,0,0,0,0
+BG_Pump_Hydro_Open,storage,true,false,false,0,,535,535,0,,false,535,255300,127650,0
+BG_Pump_Hydro_Closed,storage,true,false,false,0,,864,864,0,,false,864,9400,4700,0
+BG_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+BG_E_ENS,producer,true,false,false,0,,6994,6994,0,,false,0,0,0,0
+BG_Hydro_Reservoir,storage,true,false,false,0,,1281,1281,0,,false,1281,843000,421500,0
+BG_Hydro_Reservoir_Inflow,producer,true,false,false,0,,1281,1281,0,,false,0,0,0,0
+BG_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,535,535,0,,false,0,0,0,0
+RO_E_Demand,consumer,true,false,false,0,,0,0,10352,,false,0,0,0,0
+RO_Coal,producer,true,false,false,0,,2264,2264,0,,false,0,0,0,0
+RO_Gas,producer,true,false,false,830,,5689,5689,0,,false,0,0,0,0
+RO_Hydro,producer,true,false,false,0,,3366,3366,0,,false,0,0,0,0
+RO_Nuclear,producer,true,false,false,0,,1965,1965,0,,false,0,0,0,0
+RO_Solar,producer,true,false,false,870,,5054,5054,0,,false,0,0,0,0
+RO_Wind_Onshore,producer,true,false,false,1040,,5255,5255,0,,false,0,0,0,0
+RO_Battery,storage,true,false,false,4733,,100,100,0,,false,100,300,150,3
+RO_OCGT,producer,true,false,false,435,,1015,1015,0,,false,0,0,0,0
+RO_Pump_Hydro_Open,storage,true,false,false,0,,839,839,0,,false,839,1506400,753200,0
+RO_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+RO_E_ENS,producer,true,false,false,0,,10352,10352,0,,false,0,0,0,0
+RO_Hydro_Reservoir,storage,true,false,false,0,,2579,2579,0,,false,2579,2425300,1212650,0
+RO_Hydro_Reservoir_Inflow,producer,true,false,false,0,,2579,2579,0,,false,0,0,0,0
+RO_Pump_Hydro_Open_Inflow,producer,true,false,false,0,,839,839,0,,false,0,0,0,0
+UA_E_Demand,consumer,true,false,false,0,,0,0,1454,,false,0,0,0,0
+UA_Coal,producer,true,false,false,0,,836,836,0,,false,0,0,0,0
+UA_Hydro,producer,true,false,false,0,,14,14,0,,false,0,0,0,0
+UA_Solar,producer,true,false,false,870,,528,528,0,,false,0,0,0,0
+UA_Wind_Onshore,producer,true,false,false,1040,,235,235,0,,false,0,0,0,0
+UA_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+UA_E_ENS,producer,true,false,false,0,,1454,1454,0,,false,0,0,0,0
+UA_Hydro_Reservoir,storage,true,false,false,0,,55,55,0,,false,55,100,50,0
+UA_Hydro_Reservoir_Inflow,producer,true,false,false,0,,55,55,0,,false,0,0,0,0
+CY_E_Demand,consumer,true,false,false,0,,0,0,1331,,false,0,0,0,0
+CY_Gas,producer,true,false,false,830,,1210,1210,0,,false,0,0,0,0
+CY_Solar,producer,true,false,false,870,,800,800,0,,false,0,0,0,0
+CY_Wind_Onshore,producer,true,false,false,1040,,198,198,0,,false,0,0,0,0
+CY_Battery,storage,true,false,false,4733,,41,41,0,,false,41,123,62,3
+CY_E_Balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
+CY_E_ENS,producer,true,false,false,0,,1331,1331,0,,false,0,0,0,0
diff --git a/docs/src/formulation.md b/docs/src/formulation.md
index 9d0070ef..0ef9420a 100644
--- a/docs/src/formulation.md
+++ b/docs/src/formulation.md
@@ -1,7 +1,7 @@
 # [Mathematical Formulation](@id formulation)
 
 This section shows the mathematical formulation of _TulipaEnergyModel.jl_, assuming that the temporal definition of timesteps is the same for all the elements in the model.\
-The complete mathematical formulation, including variable temporal resolutions, is also freely available in the [preprint](https://arxiv.org/abs/2309.07711). In addition, the [concepts section](@ref seasonal-storage) has an example of how the model handles the [`flexible time resolution`](@ref flex-time-res).
+The complete mathematical formulation, including variable temporal resolutions, is also freely available in the [preprint](https://arxiv.org/pdf/2309.07711.pdf). In addition, the [concepts section](@ref seasonal-storage) has an example of how the model handles the [`flexible time resolution`](@ref flex-time-res).
 
 ## [Sets](@id math-sets)
 
@@ -152,9 +152,11 @@ v^{\text{flow}}_{f,k,b_k} \geq 0 \quad \forall f \notin \mathcal{F}^{\text{t}},
 
 #### Balance Constraint for Consumers
 
+The balance constraint sense depends on the method selected in the asset file's parameter [`consumer_balance_sense`](@ref assets-data). The default value is $=$, but the user can choose $\geq$ as an option.
+
 ```math
 \begin{aligned}
-\sum_{f \in \mathcal{F}^{\text{in}}_a} v^{\text{flow}}_{f,k,b_k} - \sum_{f \in \mathcal{F}^{\text{out}}_a} v^{\text{flow}}_{f,k,b_k} = p^{\text{demand profile}}_{a,k,b_k} \cdot p^{\text{peak demand}}_{a} \quad
+\sum_{f \in \mathcal{F}^{\text{in}}_a} v^{\text{flow}}_{f,k,b_k} - \sum_{f \in \mathcal{F}^{\text{out}}_a} v^{\text{flow}}_{f,k,b_k} \left\{\begin{array}{l} = \\ \geq \end{array}\right\} p^{\text{demand profile}}_{a,k,b_k} \cdot p^{\text{peak demand}}_{a} \quad
 \\ \\ \forall a \in \mathcal{A}^{\text{c}}, \forall k \in \mathcal{K},\forall b_k \in \mathcal{B_k}
 \end{aligned}
 ```
diff --git a/src/constraints/consumer.jl b/src/constraints/consumer.jl
index fa009ede..27659e61 100644
--- a/src/constraints/consumer.jl
+++ b/src/constraints/consumer.jl
@@ -27,14 +27,14 @@ function add_consumer_constraints!(
         @constraint(
             model,
             incoming_flow_highest_in_out_resolution[row.index] -
-            outgoing_flow_highest_in_out_resolution[row.index] ==
+            outgoing_flow_highest_in_out_resolution[row.index] -
             profile_aggregation(
                 Statistics.mean,
                 graph[row.asset].rep_periods_profiles,
                 (:demand, row.rp),
                 row.timesteps_block,
                 1.0,
-            ) * graph[row.asset].peak_demand,
+            ) * graph[row.asset].peak_demand in graph[row.asset].consumer_balance_sense,
             base_name = "consumer_balance[$(row.asset),$(row.rp),$(row.timesteps_block)]"
         ) for row in eachrow(df)
     ]
diff --git a/src/input-schemas.jl b/src/input-schemas.jl
index 8bcd837d..6f260556 100644
--- a/src/input-schemas.jl
+++ b/src/input-schemas.jl
@@ -14,6 +14,7 @@ const schemas = (
             :capacity => Float64,                                  # MW
             :initial_capacity => Float64,                          # MW
             :peak_demand => Float64,                               # MW
+            :consumer_balance_sense => Union{Missing,Symbol},      # Sense of the consumer balance constraint (default ==)
             :is_seasonal => Bool,                                  # Whether seasonal storage (e.g. hydro) or not (e.g. battery)
             :storage_inflows => Float64,                           # MWh/year
             :initial_storage_capacity => Float64,                  # MWh
diff --git a/src/io.jl b/src/io.jl
index c8440bf7..9a7385cb 100644
--- a/src/io.jl
+++ b/src/io.jl
@@ -137,6 +137,11 @@ function create_graph_and_representative_periods_from_csv_folder(
             row.capacity,
             row.initial_capacity,
             row.peak_demand,
+            if !ismissing(row.consumer_balance_sense) && row.consumer_balance_sense == :>=
+                MathOptInterface.GreaterThan(0.0)
+            else
+                MathOptInterface.EqualTo(0.0)
+            end,
             row.is_seasonal,
             row.storage_inflows,
             row.initial_storage_capacity,
diff --git a/src/structures.jl b/src/structures.jl
index e8df72b9..e92e4474 100644
--- a/src/structures.jl
+++ b/src/structures.jl
@@ -39,6 +39,7 @@ mutable struct GraphAssetData
     capacity::Float64
     initial_capacity::Float64
     peak_demand::Float64
+    consumer_balance_sense::Union{MathOptInterface.EqualTo,MathOptInterface.GreaterThan}
     is_seasonal::Bool
     storage_inflows::Union{Missing,Float64}
     initial_storage_capacity::Float64
@@ -63,6 +64,7 @@ mutable struct GraphAssetData
         capacity,
         initial_capacity,
         peak_demand,
+        consumer_balance_sense,
         is_seasonal,
         storage_inflows,
         initial_storage_capacity,
@@ -82,6 +84,7 @@ mutable struct GraphAssetData
             capacity,
             initial_capacity,
             peak_demand,
+            consumer_balance_sense,
             is_seasonal,
             storage_inflows,
             initial_storage_capacity,
diff --git a/test/inputs/Norse/assets-data.csv b/test/inputs/Norse/assets-data.csv
index d471c341..660af6c2 100644
--- a/test/inputs/Norse/assets-data.csv
+++ b/test/inputs/Norse/assets-data.csv
@@ -1,24 +1,24 @@
-,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,MWh,h
-name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
-Asgard_Battery,storage,true,true,true,300,,10,0,0,false,0,0,,100
-Asgard_Solar,producer,true,true,true,350,50000,100,0,0,false,0,0,0,0
-Asgard_E_demand,consumer,true,false,false,0,0,0,0,65787.17792,false,0,0,0,0
-Asgard_CCGT,conversion,true,true,true,650,,500,0,0,false,0,0,0,0
-G_imports,producer,true,false,false,0,0,0,75000,0,false,0,0,0,0
-Midgard_Wind,producer,true,true,true,1300,80000,3,0,0,false,0,0,0,0
-Midgard_Hydro,storage,true,false,false,1600,0,0,250,0,true,10000,50000,25000,0
-Midgard_Nuclear_SMR,producer,true,true,false,6000,,150,1000,0,false,0,0,0,0
-Midgard_E_imports,producer,true,false,false,0,0,0,500,0,false,0,0,0,0
-Midgard_CCGT,conversion,true,true,true,650,,500,0,0,false,0,0,0,0
-Midgard_E_demand,consumer,true,false,false,0,0,0,0,19604.76443,false,0,0,0,0
-Valhalla_H2_generator,conversion,true,true,true,479,,100,0,0,false,0,0,0,0
-Valhalla_H2_storage,storage,true,true,true,0.1,,500,0,0,true,0,0,,10000
-Valhalla_H2_demand,consumer,true,false,false,0,0,0,0,745.735,false,0,0,0,0
-Valhalla_Electrolyser,conversion,true,true,true,1260,,100,500,0,false,0,0,0,0
-Valhalla_E_balance,hub,true,false,false,0,0,0,0,0,false,0,0,0,0
-Valhalla_E_exports,consumer,true,false,false,0,0,0,0,50,false,0,0,0,0
-Valhalla_Fuel_cell,conversion,true,true,true,800,,100,0,0,false,0,0,0,0
-Valhalla_Heat_pump,conversion,true,true,true,300,,100,0,0,false,0,0,0,0
-Valhalla_Waste_heat,producer,true,false,false,1450,,200,0,0,false,0,0,0,0
-Valhalla_Heat_demand,consumer,true,false,false,0,0,0,0,3548.42445,false,0,0,0,0
-Valhalla_GT,conversion,true,true,true,400,100000,500,0,0,false,0,0,0,0
+,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,MWh,h
+name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
+Asgard_Battery,storage,true,true,true,300,,10,0,0,,false,0,0,,100
+Asgard_Solar,producer,true,true,true,350,50000,100,0,0,,false,0,0,0,0
+Asgard_E_demand,consumer,true,false,false,0,0,0,0,65787.17792,,false,0,0,0,0
+Asgard_CCGT,conversion,true,true,true,650,,500,0,0,,false,0,0,0,0
+G_imports,producer,true,false,false,0,0,0,75000,0,,false,0,0,0,0
+Midgard_Wind,producer,true,true,true,1300,80000,3,0,0,,false,0,0,0,0
+Midgard_Hydro,storage,true,false,false,1600,0,0,250,0,,true,10000,50000,25000,0
+Midgard_Nuclear_SMR,producer,true,true,false,6000,,150,1000,0,,false,0,0,0,0
+Midgard_E_imports,producer,true,false,false,0,0,0,500,0,,false,0,0,0,0
+Midgard_CCGT,conversion,true,true,true,650,,500,0,0,,false,0,0,0,0
+Midgard_E_demand,consumer,true,false,false,0,0,0,0,19604.76443,,false,0,0,0,0
+Valhalla_H2_generator,conversion,true,true,true,479,,100,0,0,,false,0,0,0,0
+Valhalla_H2_storage,storage,true,true,true,0.1,,500,0,0,,true,0,0,,10000
+Valhalla_H2_demand,consumer,true,false,false,0,0,0,0,745.735,,false,0,0,0,0
+Valhalla_Electrolyser,conversion,true,true,true,1260,,100,500,0,,false,0,0,0,0
+Valhalla_E_balance,hub,true,false,false,0,0,0,0,0,,false,0,0,0,0
+Valhalla_E_exports,consumer,true,false,false,0,0,0,0,50,,false,0,0,0,0
+Valhalla_Fuel_cell,conversion,true,true,true,800,,100,0,0,,false,0,0,0,0
+Valhalla_Heat_pump,conversion,true,true,true,300,,100,0,0,,false,0,0,0,0
+Valhalla_Waste_heat,producer,true,false,false,1450,,200,0,0,,false,0,0,0,0
+Valhalla_Heat_demand,consumer,true,false,false,0,0,0,0,3548.42445,>=,false,0,0,0,0
+Valhalla_GT,conversion,true,true,true,400,100000,500,0,0,,false,0,0,0,0
diff --git a/test/inputs/Storage/assets-data.csv b/test/inputs/Storage/assets-data.csv
index 55fda2f4..c6181241 100644
--- a/test/inputs/Storage/assets-data.csv
+++ b/test/inputs/Storage/assets-data.csv
@@ -1,10 +1,10 @@
-,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,MWh,h
-name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
-ocgt,producer,true,false,false,0,,100,100,0,false,0,0,0,0
-ccgt,producer,true,false,false,0,,400,800,0,false,0,0,0,0
-wind,producer,true,false,false,0,,50,1750,0,false,0,0,0,0
-solar,producer,true,false,false,0,,10,450,0,false,0,0,0,0
-ens,producer,true,false,false,0,,0,1240,0,false,0,0,0,0
-battery,storage,true,false,false,0,,10,10,0,false,0,20,0,0
-phs,storage,true,false,false,0,,100,100,0,true,0,4800,2400,0
-demand,consumer,true,false,false,0,,0,0,1240,false,0,0,0,0
+,{producer;consumer;storage;hub;conversion},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,MWh,h
+name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
+ocgt,producer,true,false,false,0,,100,100,0,,false,0,0,0,0
+ccgt,producer,true,false,false,0,,400,800,0,,false,0,0,0,0
+wind,producer,true,false,false,0,,50,1750,0,,false,0,0,0,0
+solar,producer,true,false,false,0,,10,450,0,,false,0,0,0,0
+ens,producer,true,false,false,0,,0,1240,0,,false,0,0,0,0
+battery,storage,true,false,false,0,,10,10,0,,false,0,20,0,0
+phs,storage,true,false,false,0,,100,100,0,,true,0,4800,2400,0
+demand,consumer,true,false,false,0,,0,0,1240,,false,0,0,0,0
diff --git a/test/inputs/Tiny/assets-data.csv b/test/inputs/Tiny/assets-data.csv
index 3916386b..a93129fa 100644
--- a/test/inputs/Tiny/assets-data.csv
+++ b/test/inputs/Tiny/assets-data.csv
@@ -1,8 +1,8 @@
-,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,MWh,h
-name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
-ocgt,producer,true,true,true,25,,100,0,0,false,0,0,0,0
-ccgt,producer,true,true,true,40,10000,400,0,0,false,0,0,0,0
-wind,producer,true,true,true,70,,50,0,0,false,0,0,0,0
-solar,producer,true,true,true,50,,10,0,0,false,0,0,0,0
-ens,producer,true,false,false,0,,0,1115,0,false,0,0,0,0
-demand,consumer,true,false,false,0,,0,0,1115,false,0,0,0,0
+,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,MWh,h
+name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
+ocgt,producer,true,true,true,25,,100,0,0,,false,0,0,0,0
+ccgt,producer,true,true,true,40,10000,400,0,0,,false,0,0,0,0
+wind,producer,true,true,true,70,,50,0,0,,false,0,0,0,0
+solar,producer,true,true,true,50,,10,0,0,,false,0,0,0,0
+ens,producer,true,false,false,0,,0,1115,0,,false,0,0,0,0
+demand,consumer,true,false,false,0,,0,0,1115,,false,0,0,0,0
diff --git a/test/inputs/Tiny/bad-assets-data.csv b/test/inputs/Tiny/bad-assets-data.csv
index be5f7b62..3cfdb773 100644
--- a/test/inputs/Tiny/bad-assets-data.csv
+++ b/test/inputs/Tiny/bad-assets-data.csv
@@ -1,8 +1,8 @@
-,,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MWh,kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,h
-iid,name,type,active,investable,investment_integer,variable_cost,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,energy_to_power_ratio
-1,ocgt,producer,true,t,true,0.07,25,,100,0,t,false,,0,0
-2,ccgt,producer,true,true,true,0.05,40,,400,0,0,false,,0,0
-3,wind,producer,true,true,true,0.001,70,,50,0,0,false,,0,0
-4,solar,producer,true,true,true,0,50,,10,0,0,false,,0,0
-5,ens,producer,true,false,false,0.18,0,,0,0,0,false,,0,0
-6,demand,consumer,true,false,false,0,0,,0,0,1115,false,,0,0
+,,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MWh,kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,h
+iid,name,type,active,investable,investment_integer,variable_cost,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,energy_to_power_ratio
+1,ocgt,producer,true,t,true,0.07,25,,100,0,t,,false,,0,0
+2,ccgt,producer,true,true,true,0.05,40,,400,0,0,,false,,0,0
+3,wind,producer,true,true,true,0.001,70,,50,0,0,,false,,0,0
+4,solar,producer,true,true,true,0,50,,10,0,0,,false,,0,0
+5,ens,producer,true,false,false,0.18,0,,0,0,0,,false,,0,0
+6,demand,consumer,true,false,false,0,0,,0,0,1115,,false,,0,0
diff --git a/test/inputs/Variable Resolution/assets-data.csv b/test/inputs/Variable Resolution/assets-data.csv
index 3fb335d1..50f253f0 100644
--- a/test/inputs/Variable Resolution/assets-data.csv	
+++ b/test/inputs/Variable Resolution/assets-data.csv	
@@ -1,8 +1,8 @@
-,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{true;false},MWh/year,MWh,MWh,h
-name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
-H2,producer,true,false,false,0,,400,400,0,false,0,0,0,0
-ccgt,conversion,true,false,false,0,,100,100,0,false,0,0,0,0
-wind,producer,true,false,false,0,,50,100,0,false,0,0,0,0
-phs,storage,true,false,false,0,,25,25,0,false,0,150,0,6
-demand,consumer,true,false,false,0,,0,0,100,false,0,0,0,0
-balance,hub,true,false,false,0,,0,0,0,false,0,0,0,0
+,{producer;consumer},{true;false},{true;false},{true;false},kEUR/MW/year,MW,MW,MW,MW,{empty;==;>=},{true;false},MWh/year,MWh,MWh,h
+name,type,active,investable,investment_integer,investment_cost,investment_limit,capacity,initial_capacity,peak_demand,consumer_balance_sense,is_seasonal,storage_inflows,initial_storage_capacity,initial_storage_level,energy_to_power_ratio
+H2,producer,true,false,false,0,,400,400,0,,false,0,0,0,0
+ccgt,conversion,true,false,false,0,,100,100,0,,false,0,0,0,0
+wind,producer,true,false,false,0,,50,100,0,,false,0,0,0,0
+phs,storage,true,false,false,0,,25,25,0,,false,0,150,0,6
+demand,consumer,true,false,false,0,,0,0,100,,false,0,0,0,0
+balance,hub,true,false,false,0,,0,0,0,,false,0,0,0,0
diff --git a/test/test-case-studies.jl b/test/test-case-studies.jl
index d84c4610..fc60ded1 100644
--- a/test/test-case-studies.jl
+++ b/test/test-case-studies.jl
@@ -2,7 +2,7 @@
     dir = joinpath(INPUT_FOLDER, "Norse")
     parameters_dict = Dict(
         HiGHS.Optimizer => Dict("mip_rel_gap" => 0.0, "output_flag" => false),
-        GLPK.Optimizer => Dict("mip_gap" => 0.0, "msg_lev" => 0),
+        GLPK.Optimizer => Dict("mip_gap" => 0.0, "msg_lev" => 0, "presolve" => GLPK.GLP_ON),
     )
     if !Sys.isapple()
         parameters_dict[Cbc.Optimizer] = Dict("ratioGap" => 0.0, "logLevel" => 0)