Baselight

Grid Service Values Of Generic Marginal Building Flexibility In Modeled 2030 U.S. Power Systems

Department of Energy

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf

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About this Dataset

Grid Service Values Of Generic Marginal Building Flexibility In Modeled 2030 U.S. Power Systems

The datasets include the capacity, energy, and ancillary service values of a marginal kilowatt-hour (kWh) of generic, daily, shiftable building flexibility as a presumed market entrant in the 2030 U.S. power systems. The results should be interpreted along with the caveats listed in "Valuation of Building Flexibility: Grid Service Value for Initial Market Entrants in Projected 2030 United States Power Systems", which also documents the methods used for the study. The factors examined in the study include: grid scenario, region, original usage hour in the day (local time), and building flexibility parameters - efficiency, dissipation, and shifting window include max pre-shift and max post-shift. Filenames in the datasets: The filenames contain information on the grid scenario, and the building flexibility efficiency and dissipation. For example: MidCase_2030_efficiency1.25_dissipation0.05_value.csv contains all results under Mid RE 2020, efficiency = 1.25, and dissipation = 0.05. * MidCase = Mid RE Each .csv file contains: region: The location of the building flexibility, aligned with U.S. Energy Information Administration (EIA) National Energy Modeling System (NEMS) Electricity Market Module regions. max_pre_shift: Part of building flexibility shifting window parameter, indicates the max number of hours the building flexibility can shift earlier. max_post_shift: Part of building flexibility shifting window parameter, indicates the max number of hours the building flexibility can shift later. local_datetime: Original datetime of 1kWh of building energy consumption. local_orig_h: Original usage hour (1-24) of building energy consumption, ignores daylight saving. local_shift_to: The datetime to when building energy consumption shifts, if shifting happens. If no shifting occurs, this cell is left blank. energy: Net energy value of energy shifting. capacity: Net capacity value of energy shifting. shifting_value: Net energy plus capacity value of energy shifting. spin: Spin reserve value at the original datetime of consumption. flex: Flexible reserve value at the original datetime of consumption. reg: Regulation reserve value at the original datetime of consumption. total_profit: Assuming the building flexibility is capable of providing energy, capacity, and ancillary services, total profit is the maximum value of energy shifting value, spin reserve value, flexible reserve value, and regulation reserve value - one of the four choices at any given hour - because we do not allow its value to be double-counted.
Organization: Department of Energy
Last updated: 2025-01-11T23:58:14.468366
Tags: building-flexibility, demand-response, grid-integration, grid-interactive-efficient-buildings

Tables

High RE 2030 Efficiency0.75 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency0_75_dissipation0_005_value
  • 13.54 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency0_75_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency0.75 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency0_75_dissipation0_05_value
  • 11.98 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency0_75_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency0.75 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency0_75_dissipation0_5_value
  • 10.36 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency0_75_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency0.75 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency0_75_dissipation0_value
  • 27.22 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency0_75_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1.25 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_25_dissipation0_005_value
  • 21.18 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_25_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1.25 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_25_dissipation0_05_value
  • 21.23 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_25_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1.25 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_25_dissipation0_5_value
  • 11.73 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_25_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1.25 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_25_dissipation0_value
  • 42.28 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_25_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_dissipation0_005_value
  • 16.62 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_dissipation0_05_value
  • 15.16 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_dissipation0_5_value
  • 10.26 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

High RE 2030 Efficiency1 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.high_re_2030_efficiency1_dissipation0_value
  • 38.26 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE high_re_2030_efficiency1_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency0.75 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency0_75_dissipation0_05_value
  • 8.4 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency0_75_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency0.75 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency0_75_dissipation0_5_value
  • 7.89 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency0_75_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency0.75 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency0_75_dissipation0_value
  • 18.39 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency0_75_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1.25 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_25_dissipation0_005_value
  • 20.9 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_25_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1.25 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_25_dissipation0_05_value
  • 21.71 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_25_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1.25 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_25_dissipation0_5_value
  • 7.65 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_25_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1.25 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_25_dissipation0_value
  • 41.54 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_25_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_dissipation0_005_value
  • 14.9 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_dissipation0_05_value
  • 11.08 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1 Dissipation0.5 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_dissipation0_5_value
  • 7.46 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_dissipation0_5_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

Low RE 2030 Efficiency1 Dissipation0 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.low_re_2030_efficiency1_dissipation0_value
  • 36.23 MB
  • 1103760 rows
  • 13 columns
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CREATE TABLE low_re_2030_efficiency1_dissipation0_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

MidCase 2030 Efficiency0.75 Dissipation0.005 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.midcase_2030_efficiency0_75_dissipation0_005_value
  • 8.75 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE midcase_2030_efficiency0_75_dissipation0_005_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

MidCase 2030 Efficiency0.75 Dissipation0.05 Value

@usgov.doe_gov_grid_service_values_of_generic_marginal_buildi_05fd6ebf.midcase_2030_efficiency0_75_dissipation0_05_value
  • 8.22 MB
  • 551880 rows
  • 13 columns
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CREATE TABLE midcase_2030_efficiency0_75_dissipation0_05_value (
  "region" VARCHAR,
  "max_pre_shift" DOUBLE,
  "max_post_shift" DOUBLE,
  "local_datetime" TIMESTAMP,
  "local_orig_h" BIGINT,
  "local_shift_to" TIMESTAMP,
  "energy" DOUBLE,
  "capacity" DOUBLE,
  "shifting_value" DOUBLE,
  "spin" DOUBLE,
  "flex" DOUBLE,
  "reg" DOUBLE,
  "total_profit" DOUBLE
);

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