corrected data update

agoenergy · Sep 27, 2024 · 4b96c3d · 4b96c3d
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diff --git a/ptxboa/data/2030_high.csv b/ptxboa/data/2030_high.csv
@@ -16,7 +16,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAPEX,CH4SYN,,,",CAPEX,CH4SYN,,,,978.4702302731051,USD2023/kW,Öko-Institut 2020
 "CAPEX,DAC,,,",CAPEX,DAC,,,,1.9146208862479552,USD2023/ kg CO2 (g)*a,Kreidelmeyer et al. 2020
 "CAPEX,DESAL,,,",CAPEX,DESAL,,,,0.002731203678453038,USD2023/l*a,Fraunhofer IEE
-"CAPEX,DRI,,,",CAPEX,DRI,,,,5289.972482521444,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"CAPEX,DRI,,,",CAPEX,DRI,,,,4552.838966249561,USD2023/kg DRI (s)/a*h,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CAPEX,EFUELSYN,,,",CAPEX,EFUELSYN,,,,1229.0416553038672,USD2023/kW,Frotier Economics 2021
 "CAPEX,EL-STR,,,",CAPEX,EL-STR,,,,1100.5760041967612,USD2023/kW,
 "CAPEX,H2-COMP,,,",CAPEX,H2-COMP,,,,311.96883931703496,USD2023/kW,DNV GL 2020
@@ -369,7 +369,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAP-T,,,RUS,CHN",CAP-T,,,RUS,CHN,1.0,kWh/a,
 "CAP-T,,,RUS,DEU",CAP-T,,,RUS,DEU,1.0,kWh/a,
 "CONV,AEL-EL,H2O-L,,",CONV,AEL-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,Oni et al. 2022
+"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,,Oni et al. 2022
 "CONV,CH3OH-SB,BFUEL-L,,",CONV,CH3OH-SB,BFUEL-L,,,3.050988367317537e-06,kwh bunker fuel (l)/(km*CH3OH-L),calc_shipping
 "CONV,CH3OHSYN,CO2-G,,",CONV,CH3OHSYN,CO2-G,,,0.26448241206030154,kg CO2 (g)/kWh CH3OH (l),Frotier Economics 2021
 "CONV,CH3OHSYN,EL,,",CONV,CH3OHSYN,EL,,,0.039989420788151285,kWh (el.)/kWh CH3OH (l),Fasihi & Breyer 2018
@@ -383,7 +383,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,DAC,H2O-L,,",CONV,DAC,H2O-L,,,-1.4,kg H2O (l)/kg CO2 (g),Fasihi et al. 2019
 "CONV,DAC,HEAT,,",CONV,DAC,HEAT,,,2.2,kWh (heat)/kg CO2 (g),Kreidelmeyer et al. 2020
 "CONV,DESAL,EL,,",CONV,DESAL,EL,,,0.003,kWh (el.)/kg H2O (l),
-"CONV,DRI,EL,,",CONV,DRI,EL,,,0.1082967032967033,kWh (el.)/kg DRI (s),Agora Industry Transformation 2021
+"CONV,DRI,EL,,",CONV,DRI,EL,,,0.09255555555555554,kWh (el.)/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CONV,EFUELSYN,CO2-G,,",CONV,EFUELSYN,CO2-G,,,0.2645581395348838,kg CO2 (g)/kwh CHx (l),Frontier Economics 2021
 "CONV,EFUELSYN,EL,,",CONV,EFUELSYN,EL,,,0.08577878103837472,kWh (el.)/kwh CHx (l),Fasihi & Breyer 2018
 "CONV,EFUELSYN,H2O-L,,",CONV,EFUELSYN,H2O-L,,,-0.24830699774266365,kg H2O (l)/kwh CHx (l),Fasihi & Breyer 2018
@@ -401,7 +401,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,NH3SYN,EL,,",CONV,NH3SYN,EL,,,0.14192307692307693,kWh (el.)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,NH3SYN,N2-G,,",CONV,NH3SYN,N2-G,,,0.15980769230769232,kg N2 (g)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,PEM-EL,H2O-L,,",CONV,PEM-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,combined values
+"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,,combined values
 "CONV,SOEC-EL,H2O-L,,",CONV,SOEC-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
 "CONV,SYN-S,CHX-L,,",CONV,SYN-S,CHX-L,,,1.264193639501289e-06,kwh CHx (l)/(km*CHX-L),calc_shipping
 "CONV,SYN-SB,BFUEL-L,,",CONV,SYN-SB,BFUEL-L,,,1.264193639501289e-06,kwh bunker fuel (l)/(km*CHX-L),calc_shipping
@@ -1261,7 +1261,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "EFF,CH4-RGAS,,,",EFF,CH4-RGAS,,,,0.98,various (output per main input),Pospíšil et al. 2019
 "EFF,CH4SYN,,,",EFF,CH4SYN,,,,0.83,various (output per main input),Öko-Institut 2020
 "EFF,DESAL,,,",EFF,DESAL,,,,1.0,various (output per main input),
-"EFF,DRI,,,",EFF,DRI,,,,0.3575989782886334,kg DRI (s)/kwhh2,Agora Industry Transformation 2021
+"EFF,DRI,,,",EFF,DRI,,,,0.43356936849754335,kg DRI (s)/kwhh2,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "EFF,EFUELSYN,,,",EFF,EFUELSYN,,,,0.73,various (output per main input),Frontier Economics 2021
 "EFF,EL-STR,,,",EFF,EL-STR,,,,0.9,various (output per main input),
 "EFF,H2-LIQ,,,",EFF,H2-LIQ,,,,1.0,various (output per main input),
@@ -1583,7 +1583,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "LIFETIME,CH4SYN,,,",LIFETIME,CH4SYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,DAC,,,",LIFETIME,DAC,,,,30.0,years,Kreidelmeyer et al. 2020
 "LIFETIME,DESAL,,,",LIFETIME,DESAL,,,,20.0,years,PTX Atlas
-"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2021
+"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2022
 "LIFETIME,EFUELSYN,,,",LIFETIME,EFUELSYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,EL-STR,,,",LIFETIME,EL-STR,,,,20.0,years,
 "LIFETIME,EL-TRANS,,,",LIFETIME,EL-TRANS,,,,20.0,years,DUMMY
@@ -1639,7 +1639,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-F,CH4SYN,,,",OPEX-F,CH4SYN,,,,29.354106908193152,USD2023/kW,Öko-Institut 2020
 "OPEX-F,DAC,,,",OPEX-F,DAC,,,,0.0765848354499182,USD2023/ kg CO2 (g)*a,Kreidelmeyer et al. 2020
 "OPEX-F,DESAL,,,",OPEX-F,DESAL,,,,0.00010924814713812152,USD2023/kW,
-"OPEX-F,DRI,,,",OPEX-F,DRI,,,,158.6991744756433,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"OPEX-F,DRI,,,",OPEX-F,DRI,,,,136.58516898748684,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2022
 "OPEX-F,EFUELSYN,,,",OPEX-F,EFUELSYN,,,,36.87124965911602,USD2023/kW,Öko-Institut 2020
 "OPEX-F,H2-COMP,,,",OPEX-F,H2-COMP,,,,12.4787535726814,USD2023/kW,DNV GL 2020
 "OPEX-F,H2-LIQ,,,",OPEX-F,H2-LIQ,,,,102.86620512155875,USD2023/kW,IEA 2019
@@ -1972,7 +1972,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-O,CH3OH-SB,,,",OPEX-O,CH3OH-SB,,,,0.00012519788508432044,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-S,,,",OPEX-O,CH4-S,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-SB,,,",OPEX-O,CH4-SB,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
-"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.30762053723076915,USD2023/kg DRI (s),Agora Industry Transformation 2021
+"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.24907382636238215,USD2023/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "OPEX-O,H2-S,,,",OPEX-O,H2-S,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,H2-SB,,,",OPEX-O,H2-SB,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,LOHC-S,,,",OPEX-O,LOHC-S,,,,0.017747039773146154,USD2023/kWh,UNSW Sydney 2021

diff --git a/ptxboa/data/2030_low.csv b/ptxboa/data/2030_low.csv
@@ -16,7 +16,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAPEX,CH4SYN,,,",CAPEX,CH4SYN,,,,978.4702302731051,USD2023/kW,Öko-Institut 2020
 "CAPEX,DAC,,,",CAPEX,DAC,,,,0.48048543831154017,USD2023/ kg CO2 (g)*a,Fasihi et al. 2019
 "CAPEX,DESAL,,,",CAPEX,DESAL,,,,0.002731203678453038,USD2023/l*a,Fraunhofer IEE
-"CAPEX,DRI,,,",CAPEX,DRI,,,,5289.972482521444,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"CAPEX,DRI,,,",CAPEX,DRI,,,,4552.838966249561,USD2023/kg DRI (s)/a*h,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CAPEX,EFUELSYN,,,",CAPEX,EFUELSYN,,,,971.7221597194975,USD2023/kW,Öko-Institut 2020
 "CAPEX,EL-STR,,,",CAPEX,EL-STR,,,,1100.5760041967612,USD2023/kW,
 "CAPEX,H2-COMP,,,",CAPEX,H2-COMP,,,,126.93904496348323,USD2023/kW,DNV GL 2020
@@ -369,7 +369,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAP-T,,,RUS,CHN",CAP-T,,,RUS,CHN,1.0,kWh/a,
 "CAP-T,,,RUS,DEU",CAP-T,,,RUS,DEU,1.0,kWh/a,
 "CONV,AEL-EL,H2O-L,,",CONV,AEL-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,Oni et al. 2022
+"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,,Oni et al. 2022
 "CONV,CH3OH-SB,BFUEL-L,,",CONV,CH3OH-SB,BFUEL-L,,,3.050988367317537e-06,kwh bunker fuel (l)/(km*CH3OH-L),calc_shipping
 "CONV,CH3OHSYN,CO2-G,,",CONV,CH3OHSYN,CO2-G,,,0.26448241206030154,kg CO2 (g)/kWh CH3OH (l),Frotier Economics 2021
 "CONV,CH3OHSYN,EL,,",CONV,CH3OHSYN,EL,,,0.039989420788151285,kWh (el.)/kWh CH3OH (l),Fasihi & Breyer 2018
@@ -383,7 +383,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,DAC,H2O-L,,",CONV,DAC,H2O-L,,,-1.4,kg H2O (l)/kg CO2 (g),Fasihi et al. 2019
 "CONV,DAC,HEAT,,",CONV,DAC,HEAT,,,1.5,kWh (heat)/kg CO2 (g),Fasihi et al. 2019
 "CONV,DESAL,EL,,",CONV,DESAL,EL,,,0.003,kWh (el.)/kg H2O (l),
-"CONV,DRI,EL,,",CONV,DRI,EL,,,0.1082967032967033,kWh (el.)/kg DRI (s),Agora Industry Transformation 2021
+"CONV,DRI,EL,,",CONV,DRI,EL,,,0.09255555555555554,kWh (el.)/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CONV,EFUELSYN,CO2-G,,",CONV,EFUELSYN,CO2-G,,,0.2645581395348838,kg CO2 (g)/kwh CHx (l),Frontier Economics 2021
 "CONV,EFUELSYN,EL,,",CONV,EFUELSYN,EL,,,0.08577878103837472,kWh (el.)/kwh CHx (l),Fasihi & Breyer 2018
 "CONV,EFUELSYN,H2O-L,,",CONV,EFUELSYN,H2O-L,,,-0.24830699774266365,kg H2O (l)/kwh CHx (l),Fasihi & Breyer 2018
@@ -401,7 +401,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,NH3SYN,EL,,",CONV,NH3SYN,EL,,,0.14192307692307693,kWh (el.)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,NH3SYN,N2-G,,",CONV,NH3SYN,N2-G,,,0.15980769230769232,kg N2 (g)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,PEM-EL,H2O-L,,",CONV,PEM-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,combined values
+"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,,combined values
 "CONV,SOEC-EL,H2O-L,,",CONV,SOEC-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
 "CONV,SYN-S,CHX-L,,",CONV,SYN-S,CHX-L,,,1.264193639501289e-06,kwh CHx (l)/(km*CHX-L),calc_shipping
 "CONV,SYN-SB,BFUEL-L,,",CONV,SYN-SB,BFUEL-L,,,1.264193639501289e-06,kwh bunker fuel (l)/(km*CHX-L),calc_shipping
@@ -1261,7 +1261,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "EFF,CH4-RGAS,,,",EFF,CH4-RGAS,,,,0.98,various (output per main input),Pospíšil et al. 2019
 "EFF,CH4SYN,,,",EFF,CH4SYN,,,,0.83,various (output per main input),Öko-Institut 2020
 "EFF,DESAL,,,",EFF,DESAL,,,,1.0,various (output per main input),
-"EFF,DRI,,,",EFF,DRI,,,,0.3575989782886334,kg DRI (s)/kwhh2,Agora Industry Transformation 2021
+"EFF,DRI,,,",EFF,DRI,,,,0.43356936849754335,kg DRI (s)/kwhh2,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "EFF,EFUELSYN,,,",EFF,EFUELSYN,,,,0.73,various (output per main input),Frontier Economics 2021
 "EFF,EL-STR,,,",EFF,EL-STR,,,,0.9,various (output per main input),
 "EFF,H2-LIQ,,,",EFF,H2-LIQ,,,,1.0,various (output per main input),
@@ -1583,7 +1583,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "LIFETIME,CH4SYN,,,",LIFETIME,CH4SYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,DAC,,,",LIFETIME,DAC,,,,25.0,years,Fasihi et al. 2019
 "LIFETIME,DESAL,,,",LIFETIME,DESAL,,,,20.0,years,PTX Atlas
-"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2021
+"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2022
 "LIFETIME,EFUELSYN,,,",LIFETIME,EFUELSYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,EL-STR,,,",LIFETIME,EL-STR,,,,20.0,years,
 "LIFETIME,EL-TRANS,,,",LIFETIME,EL-TRANS,,,,20.0,years,DUMMY
@@ -1639,7 +1639,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-F,CH4SYN,,,",OPEX-F,CH4SYN,,,,29.354106908193152,USD2023/kW,Öko-Institut 2020
 "OPEX-F,DAC,,,",OPEX-F,DAC,,,,0.019219417532461605,USD2023/ kg CO2 (g)*a,Fasihi et al. 2019
 "OPEX-F,DESAL,,,",OPEX-F,DESAL,,,,0.00010924814713812152,USD2023/kW,
-"OPEX-F,DRI,,,",OPEX-F,DRI,,,,158.6991744756433,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"OPEX-F,DRI,,,",OPEX-F,DRI,,,,136.58516898748684,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2022
 "OPEX-F,EFUELSYN,,,",OPEX-F,EFUELSYN,,,,29.151664791584928,USD2023/kW,Öko-Institut 2020
 "OPEX-F,H2-COMP,,,",OPEX-F,H2-COMP,,,,5.077561798539329,USD2023/kW,DNV GL 2020
 "OPEX-F,H2-LIQ,,,",OPEX-F,H2-LIQ,,,,46.28979230470144,USD2023/kW,IEA 2019
@@ -1972,7 +1972,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-O,CH3OH-SB,,,",OPEX-O,CH3OH-SB,,,,0.00012519788508432044,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-S,,,",OPEX-O,CH4-S,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-SB,,,",OPEX-O,CH4-SB,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
-"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.30762053723076915,USD2023/kg DRI (s),Agora Industry Transformation 2021
+"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.24907382636238215,USD2023/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "OPEX-O,H2-S,,,",OPEX-O,H2-S,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,H2-SB,,,",OPEX-O,H2-SB,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,LOHC-S,,,",OPEX-O,LOHC-S,,,,0.017747039773146154,USD2023/kWh,UNSW Sydney 2021

diff --git a/ptxboa/data/2030_medium.csv b/ptxboa/data/2030_medium.csv
@@ -16,7 +16,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAPEX,CH4SYN,,,",CAPEX,CH4SYN,,,,978.4702302731051,USD2023/kW,Öko-Institut 2020
 "CAPEX,DAC,,,",CAPEX,DAC,,,,1.1975531622797477,USD2023/ kg CO2 (g)*a,average low and high
 "CAPEX,DESAL,,,",CAPEX,DESAL,,,,0.002731203678453038,USD2023/l*a,Fraunhofer IEE
-"CAPEX,DRI,,,",CAPEX,DRI,,,,5289.972482521444,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"CAPEX,DRI,,,",CAPEX,DRI,,,,4552.838966249561,USD2023/kg DRI (s)/a*h,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CAPEX,EFUELSYN,,,",CAPEX,EFUELSYN,,,,1100.3819075116824,USD2023/kW,
 "CAPEX,EL-STR,,,",CAPEX,EL-STR,,,,1100.5760041967612,USD2023/kW,
 "CAPEX,H2-COMP,,,",CAPEX,H2-COMP,,,,166.74196584186356,USD2023/kW,DNV GL 2020
@@ -369,7 +369,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CAP-T,,,RUS,CHN",CAP-T,,,RUS,CHN,1.0,kWh/a,
 "CAP-T,,,RUS,DEU",CAP-T,,,RUS,DEU,1.0,kWh/a,
 "CONV,AEL-EL,H2O-L,,",CONV,AEL-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,Oni et al. 2022
+"CONV,ATR,EL,,",CONV,ATR,EL,,,0.1077107710771077,,Oni et al. 2022
 "CONV,CH3OH-SB,BFUEL-L,,",CONV,CH3OH-SB,BFUEL-L,,,3.050988367317537e-06,kwh bunker fuel (l)/(km*CH3OH-L),calc_shipping
 "CONV,CH3OHSYN,CO2-G,,",CONV,CH3OHSYN,CO2-G,,,0.26448241206030154,kg CO2 (g)/kWh CH3OH (l),Frotier Economics 2021
 "CONV,CH3OHSYN,EL,,",CONV,CH3OHSYN,EL,,,0.039989420788151285,kWh (el.)/kWh CH3OH (l),Fasihi & Breyer 2018
@@ -383,7 +383,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,DAC,H2O-L,,",CONV,DAC,H2O-L,,,-1.4,kg H2O (l)/kg CO2 (g),Fasihi et al. 2019
 "CONV,DAC,HEAT,,",CONV,DAC,HEAT,,,1.85,kWh (heat)/kg CO2 (g),average low and high
 "CONV,DESAL,EL,,",CONV,DESAL,EL,,,0.003,kWh (el.)/kg H2O (l),
-"CONV,DRI,EL,,",CONV,DRI,EL,,,0.1082967032967033,kWh (el.)/kg DRI (s),Agora Industry Transformation 2021
+"CONV,DRI,EL,,",CONV,DRI,EL,,,0.09255555555555554,kWh (el.)/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "CONV,EFUELSYN,CO2-G,,",CONV,EFUELSYN,CO2-G,,,0.2645581395348838,kg CO2 (g)/kwh CHx (l),Frontier Economics 2021
 "CONV,EFUELSYN,EL,,",CONV,EFUELSYN,EL,,,0.08577878103837472,kWh (el.)/kwh CHx (l),Fasihi & Breyer 2018
 "CONV,EFUELSYN,H2O-L,,",CONV,EFUELSYN,H2O-L,,,-0.24830699774266365,kg H2O (l)/kwh CHx (l),Fasihi & Breyer 2018
@@ -401,7 +401,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "CONV,NH3SYN,EL,,",CONV,NH3SYN,EL,,,0.14192307692307693,kWh (el.)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,NH3SYN,N2-G,,",CONV,NH3SYN,N2-G,,,0.15980769230769232,kg N2 (g)/kWh NH3 (l),Fasihi et al. 2021
 "CONV,PEM-EL,H2O-L,,",CONV,PEM-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
-"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,kWh (el.)/H2-G,combined values
+"CONV,REGASATR,EL,,",CONV,REGASATR,EL,,,0.1077107710771077,,combined values
 "CONV,SOEC-EL,H2O-L,,",CONV,SOEC-EL,H2O-L,,,0.3,kg H2O (l)/H2-G,
 "CONV,SYN-S,CHX-L,,",CONV,SYN-S,CHX-L,,,1.264193639501289e-06,kwh CHx (l)/(km*CHX-L),calc_shipping
 "CONV,SYN-SB,BFUEL-L,,",CONV,SYN-SB,BFUEL-L,,,1.264193639501289e-06,kwh bunker fuel (l)/(km*CHX-L),calc_shipping
@@ -1261,7 +1261,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "EFF,CH4-RGAS,,,",EFF,CH4-RGAS,,,,0.98,various (output per main input),Pospíšil et al. 2019
 "EFF,CH4SYN,,,",EFF,CH4SYN,,,,0.83,various (output per main input),Öko-Institut 2020
 "EFF,DESAL,,,",EFF,DESAL,,,,1.0,various (output per main input),
-"EFF,DRI,,,",EFF,DRI,,,,0.3575989782886334,kg DRI (s)/kwhh2,Agora Industry Transformation 2021
+"EFF,DRI,,,",EFF,DRI,,,,0.43356936849754335,kg DRI (s)/kwhh2,"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "EFF,EFUELSYN,,,",EFF,EFUELSYN,,,,0.73,various (output per main input),Frontier Economics 2021
 "EFF,EL-STR,,,",EFF,EL-STR,,,,0.9,various (output per main input),
 "EFF,H2-LIQ,,,",EFF,H2-LIQ,,,,1.0,various (output per main input),
@@ -1583,7 +1583,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "LIFETIME,CH4SYN,,,",LIFETIME,CH4SYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,DAC,,,",LIFETIME,DAC,,,,25.0,years,Fasihi et al. 2019
 "LIFETIME,DESAL,,,",LIFETIME,DESAL,,,,20.0,years,PTX Atlas
-"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2021
+"LIFETIME,DRI,,,",LIFETIME,DRI,,,,15.0,years,Agora Industry Transformation 2022
 "LIFETIME,EFUELSYN,,,",LIFETIME,EFUELSYN,,,,30.0,years,Öko-Institut 2020
 "LIFETIME,EL-STR,,,",LIFETIME,EL-STR,,,,20.0,years,
 "LIFETIME,EL-TRANS,,,",LIFETIME,EL-TRANS,,,,20.0,years,DUMMY
@@ -1639,7 +1639,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-F,CH4SYN,,,",OPEX-F,CH4SYN,,,,29.354106908193152,USD2023/kW,Öko-Institut 2020
 "OPEX-F,DAC,,,",OPEX-F,DAC,,,,0.047902126491189904,USD2023/ kg CO2 (g)*a,average low and high
 "OPEX-F,DESAL,,,",OPEX-F,DESAL,,,,0.00010924814713812152,USD2023/kW,
-"OPEX-F,DRI,,,",OPEX-F,DRI,,,,158.6991744756433,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2021
+"OPEX-F,DRI,,,",OPEX-F,DRI,,,,136.58516898748684,USD2023/kg DRI (s)/a*h,Agora Industry Transformation 2022
 "OPEX-F,EFUELSYN,,,",OPEX-F,EFUELSYN,,,,33.01145722535047,USD2023/kW,Öko-Institut 2020
 "OPEX-F,H2-COMP,,,",OPEX-F,H2-COMP,,,,6.6696786336745415,USD2023/kW,DNV GL 2020
 "OPEX-F,H2-LIQ,,,",OPEX-F,H2-LIQ,,,,67.27183479037932,USD2023/kW,IEA 2019
@@ -1972,7 +1972,7 @@ key,parameter_code,process_code,flow_code,source_region_code,target_country_code
 "OPEX-O,CH3OH-SB,,,",OPEX-O,CH3OH-SB,,,,0.00012519788508432044,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-S,,,",OPEX-O,CH4-S,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,CH4-SB,,,",OPEX-O,CH4-SB,,,,0.0003813147912294295,USD2023/kWh,UNSW Sydney 2021
-"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.30762053723076915,USD2023/kg DRI (s),Agora Industry Transformation 2021
+"OPEX-O,DRI,,,",OPEX-O,DRI,,,,0.24907382636238215,USD2023/kg DRI (s),"Agora Industry, Wuppertal Institute and Lund University (2024)"
 "OPEX-O,H2-S,,,",OPEX-O,H2-S,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,H2-SB,,,",OPEX-O,H2-SB,,,,0.0022569810463972553,USD2023/kWh,UNSW Sydney 2021
 "OPEX-O,LOHC-S,,,",OPEX-O,LOHC-S,,,,0.017747039773146154,USD2023/kWh,UNSW Sydney 2021