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added perennials and green biorefining in compile_cost_assumptions.py #255

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275bc38
added perennials and green biorefining in compile_cost_assumptions.py
BertoGBG Jan 27, 2026
7dc71f5
[pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] Jan 27, 2026
80b11cf
comments on perennials cost assumtions
BertoGBG Mar 21, 2026
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6 changes: 6 additions & 0 deletions outputs/US/costs_2020.csv
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Original file line number Diff line number Diff line change
Expand Up @@ -4239,6 +4239,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.6564,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2020.0,Market,Advanced
ror,CF,0.6564,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2020.0,Market,Conservative
ror,CF,0.6564,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2020.0,Market,Moderate
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6 changes: 6 additions & 0 deletions outputs/US/costs_2025.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4309,6 +4309,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
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@fneum fneum Feb 4, 2026

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Could you add a little more detail in the commentary how the concrete value for the investment was obtained from the paper? Thanks!

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@BertoGBG BertoGBG Mar 21, 2026

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I added comments about the investments and VOM (mostly the reference table), the code/function with in compile_cost_assumptions.py contains direct reference to the tables in the source ( and the link to the course as a comment) so that the calculations are traceable.

perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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6 changes: 6 additions & 0 deletions outputs/US/costs_2030.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4501,6 +4501,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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6 changes: 6 additions & 0 deletions outputs/US/costs_2035.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4525,6 +4525,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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6 changes: 6 additions & 0 deletions outputs/US/costs_2040.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4525,6 +4525,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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6 changes: 6 additions & 0 deletions outputs/US/costs_2045.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4525,6 +4525,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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6 changes: 6 additions & 0 deletions outputs/US/costs_2050.csv
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -4525,6 +4525,12 @@ organic rankine cycle,FOM,2.0,%/year,"Aghahosseini, Breyer 2020: From hot rock t
organic rankine cycle,electricity-input,0.12,MWh_el/MWh_th,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551; Breede et al. 2015: Overcoming challenges in the classification of deep geothermal potential, https://eprints.gla.ac.uk/169585/","Heat-input, Electricity-output. This is a rough estimate, depends on input temperature, implies ~150 C.",2020.0,,
organic rankine cycle,investment,1376.0,EUR/kW_el,Tartiere and Astolfi 2017: A world overview of the organic Rankine cycle market,"Low rollout complicates the estimation, compounded by a dependence both on plant size and temperature, converted from 1500 USD/kW using currency conversion 1.09 USD = 1 EUR.",2020.0,,
organic rankine cycle,lifetime,30.0,years,"Aghahosseini, Breyer 2020: From hot rock to useful energy: A global estimate of enhanced geothermal systems potential, https://www.sciencedirect.com/science/article/pii/S0306261920312551",,2020.0,,
perennials gbr,FOM,0.0,%/year,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,VOM,43.2317,EUR/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes purchase of perennials and revenue from protein concentrate; incl. wages/maintenance/aux costs (R1),2015.0,,
perennials gbr,biogas-output,0.1947,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,electricity-input,0.0733,MWh/tDM,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
perennials gbr,investment,1371509.7864,EUR/tDM/h,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,Includes GBR plant and scaled biogas plant without upgrading,2015.0,,
perennials gbr,lifetime,25.0,years,https://doi.org/10.1016/B978-0-323-95879-0.50147-8,,2015.0,,
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Advanced
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Moderate
ror,CF,0.66,per unit,NREL/ATB-https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=ATB%2Felectricity%2Fcsv%2F2022%2F,Meaning of scenario and financial case: https://atb.nrel.gov/electricity/2024/definitions#scenarios,2022.0,Market,Conservative
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