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Integrate EIA 861 2023 final release data (#3911)
* Extract new archive * WIP updates to extraction CSVs * Fix duplicated column name * Update clean_nerc docstring and add FRCC_NERC to enum * Prevent silent column drops on write to sqlite, add energy_capacity column * Update release notes * Add under_1mw and over_1mw to table * Update src/pudl/metadata/classes.py Co-authored-by: Zane Selvans <[email protected]> * Add -1s to 861 skipfooter map, update validation tests --------- Co-authored-by: Zane Selvans <[email protected]>
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migrations/versions/450d100cd30b_add_under_1mw_and_over_1mw_to_tech_enums.py
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"""add under 1mw and over 1mw to tech enums | ||
Revision ID: 450d100cd30b | ||
Revises: d52742bec92a | ||
Create Date: 2024-10-17 14:37:06.632766 | ||
""" | ||
from alembic import op | ||
import sqlalchemy as sa | ||
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# revision identifiers, used by Alembic. | ||
revision = '450d100cd30b' | ||
down_revision = 'd52742bec92a' | ||
branch_labels = None | ||
depends_on = None | ||
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def upgrade() -> None: | ||
# ### commands auto generated by Alembic - please adjust! ### | ||
with op.batch_alter_table('core_eia861__yearly_distributed_generation_tech', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.VARCHAR(length=19), | ||
type_=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
existing_nullable=True) | ||
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with op.batch_alter_table('core_eia861__yearly_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.VARCHAR(length=19), | ||
type_=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
existing_nullable=True) | ||
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with op.batch_alter_table('core_eia861__yearly_non_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.VARCHAR(length=19), | ||
type_=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
existing_nullable=True) | ||
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# ### end Alembic commands ### | ||
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def downgrade() -> None: | ||
# ### commands auto generated by Alembic - please adjust! ### | ||
with op.batch_alter_table('core_eia861__yearly_non_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
type_=sa.VARCHAR(length=19), | ||
existing_nullable=True) | ||
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with op.batch_alter_table('core_eia861__yearly_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
type_=sa.VARCHAR(length=19), | ||
existing_nullable=True) | ||
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with op.batch_alter_table('core_eia861__yearly_distributed_generation_tech', schema=None) as batch_op: | ||
batch_op.alter_column('tech_class', | ||
existing_type=sa.Enum('backup', 'chp_cogen', 'combustion_turbine', 'fuel_cell', 'hydro', 'internal_combustion', 'other', 'pv', 'steam', 'storage_pv', 'storage_nonpv', 'all_storage', 'total', 'virtual_pv', 'virtual_pv_under_1mw', 'virtual_pv_over_1mw', 'wind'), | ||
type_=sa.VARCHAR(length=19), | ||
existing_nullable=True) | ||
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||
# ### end Alembic commands ### |
38 changes: 38 additions & 0 deletions
38
migrations/versions/d52742bec92a_add_energy_capacity_mwh_to_net_and_non_.py
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"""Add energy_capacity_mwh to net and non-net generation tables | ||
Revision ID: d52742bec92a | ||
Revises: 1fd5fac43603 | ||
Create Date: 2024-10-17 09:48:45.659743 | ||
""" | ||
from alembic import op | ||
import sqlalchemy as sa | ||
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||
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||
# revision identifiers, used by Alembic. | ||
revision = 'd52742bec92a' | ||
down_revision = '1fd5fac43603' | ||
branch_labels = None | ||
depends_on = None | ||
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||
|
||
def upgrade() -> None: | ||
# ### commands auto generated by Alembic - please adjust! ### | ||
with op.batch_alter_table('core_eia861__yearly_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.add_column(sa.Column('energy_capacity_mwh', sa.Float(), nullable=True, comment='The total amount of energy which the system can supply power before recharging is necessary, in megawatt-hours.')) | ||
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with op.batch_alter_table('core_eia861__yearly_non_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.add_column(sa.Column('energy_capacity_mwh', sa.Float(), nullable=True, comment='The total amount of energy which the system can supply power before recharging is necessary, in megawatt-hours.')) | ||
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# ### end Alembic commands ### | ||
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def downgrade() -> None: | ||
# ### commands auto generated by Alembic - please adjust! ### | ||
with op.batch_alter_table('core_eia861__yearly_non_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.drop_column('energy_capacity_mwh') | ||
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with op.batch_alter_table('core_eia861__yearly_net_metering_customer_fuel_class', schema=None) as batch_op: | ||
batch_op.drop_column('energy_capacity_mwh') | ||
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||
# ### end Alembic commands ### |
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98 changes: 49 additions & 49 deletions
98
src/pudl/package_data/eia861/column_maps/advanced_metering_infrastructure_eia861.csv
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,49 +1,49 @@ | ||
year_index,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022 | ||
report_year,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 | ||
utility_id_eia,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1 | ||
utility_name_eia,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2 | ||
entity_type,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,3,3,3,3 | ||
short_form,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4 | ||
state,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5 | ||
balancing_authority_code_eia,-1,-1,-1,-1,-1,-1,-1,-1,5,5,5,5,6,6,6,6 | ||
residential_automated_meter_reading,5,5,5,5,5,5,5,5,6,6,6,6,7,7,7,7 | ||
commercial_automated_meter_reading,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8 | ||
industrial_automated_meter_reading,7,7,7,7,7,7,7,7,8,8,8,8,9,9,9,9 | ||
transportation_automated_meter_reading,8,8,8,8,8,8,8,8,9,9,9,9,10,10,10,10 | ||
total_automated_meter_reading,9,9,9,9,9,9,9,9,10,10,10,10,11,11,11,11 | ||
residential_advanced_metering_infrastructure,10,10,10,10,10,10,10,10,11,11,11,11,12,12,12,12 | ||
commercial_advanced_metering_infrastructure,11,11,11,11,11,11,11,11,12,12,12,12,13,13,13,13 | ||
industrial_advanced_metering_infrastructure,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,14 | ||
transportation_advanced_metering_infrastructure,13,13,13,13,13,13,13,13,14,14,14,14,15,15,15,15 | ||
total_advanced_metering_infrastructure,14,14,14,14,14,14,14,14,15,15,15,15,16,16,16,16 | ||
residential_home_area_network,-1,-1,-1,-1,-1,-1,15,15,16,16,16,16,17,17,17,17 | ||
commercial_home_area_network,-1,-1,-1,-1,-1,-1,16,16,17,17,17,17,18,18,18,18 | ||
industrial_home_area_network,-1,-1,-1,-1,-1,-1,17,17,18,18,18,18,19,19,19,19 | ||
transportation_home_area_network,-1,-1,-1,-1,-1,-1,18,18,19,19,19,19,20,20,20,20 | ||
total_home_area_network,-1,-1,-1,-1,-1,-1,19,19,20,20,20,20,21,21,21,21 | ||
residential_non_amr_ami,-1,-1,-1,-1,-1,-1,20,20,21,21,21,21,22,22,22,22 | ||
commercial_non_amr_ami,-1,-1,-1,-1,-1,-1,21,21,22,22,22,22,23,23,23,23 | ||
industrial_non_amr_ami,-1,-1,-1,-1,-1,-1,22,22,23,23,23,23,24,24,24,24 | ||
transportation_non_amr_ami,-1,-1,-1,-1,-1,-1,23,23,24,24,24,24,25,25,25,25 | ||
total_non_amr_ami,-1,-1,-1,-1,-1,-1,24,24,25,25,25,25,26,26,26,26 | ||
residential_total_meters,-1,-1,-1,-1,-1,-1,25,25,26,26,26,26,27,27,27,27 | ||
commercial_total_meters,-1,-1,-1,-1,-1,-1,26,26,27,27,27,27,28,28,28,28 | ||
industrial_total_meters,-1,-1,-1,-1,-1,-1,27,27,28,28,28,28,29,29,29,29 | ||
transportation_total_meters,-1,-1,-1,-1,-1,-1,28,28,29,29,29,29,30,30,30,30 | ||
total_total_meters,-1,-1,-1,-1,-1,-1,29,29,30,30,30,30,31,31,31,31 | ||
residential_energy_served_ami_mwh,15,15,15,15,15,15,30,30,31,31,31,31,32,32,32,32 | ||
commercial_energy_served_ami_mwh,16,16,16,16,16,16,31,31,32,32,32,32,33,33,33,33 | ||
industrial_energy_served_ami_mwh,17,17,17,17,17,17,32,32,33,33,33,33,34,34,34,34 | ||
transportation_energy_served_ami_mwh,18,18,18,18,18,18,33,33,34,34,34,34,35,35,35,35 | ||
total_energy_served_ami_mwh,19,19,19,19,19,19,34,34,35,35,35,35,36,36,36,36 | ||
residential_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,35,35,36,36,36,36,37,37,37,37 | ||
commercial_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,36,36,37,37,37,37,38,38,38,38 | ||
industrial_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,37,37,38,38,38,38,39,39,39,39 | ||
transportation_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,38,38,39,39,39,39,40,40,40,40 | ||
total_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,39,39,40,40,40,40,41,41,41,41 | ||
residential_direct_load_control_customers,-1,-1,-1,-1,-1,-1,40,40,41,41,41,41,42,42,42,42 | ||
commercial_direct_load_control_customers,-1,-1,-1,-1,-1,-1,41,41,42,42,42,42,43,43,43,43 | ||
industrial_direct_load_control_customers,-1,-1,-1,-1,-1,-1,42,42,43,43,43,43,44,44,44,44 | ||
transportation_direct_load_control_customers,-1,-1,-1,-1,-1,-1,43,43,44,44,44,44,45,45,45,45 | ||
total_direct_load_control_customers,-1,-1,-1,-1,-1,-1,44,44,45,45,45,45,46,46,46,46 | ||
early_release,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,0 | ||
year_index,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023 | ||
report_year,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 | ||
utility_id_eia,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1 | ||
utility_name_eia,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2 | ||
entity_type,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,3,3,3,3,3 | ||
short_form,3,3,3,3,3,3,3,3,3,3,3,3,4,4,4,4,4 | ||
state,4,4,4,4,4,4,4,4,4,4,4,4,5,5,5,5,5 | ||
balancing_authority_code_eia,-1,-1,-1,-1,-1,-1,-1,-1,5,5,5,5,6,6,6,6,6 | ||
residential_automated_meter_reading,5,5,5,5,5,5,5,5,6,6,6,6,7,7,7,7,7 | ||
commercial_automated_meter_reading,6,6,6,6,6,6,6,6,7,7,7,7,8,8,8,8,8 | ||
industrial_automated_meter_reading,7,7,7,7,7,7,7,7,8,8,8,8,9,9,9,9,9 | ||
transportation_automated_meter_reading,8,8,8,8,8,8,8,8,9,9,9,9,10,10,10,10,10 | ||
total_automated_meter_reading,9,9,9,9,9,9,9,9,10,10,10,10,11,11,11,11,11 | ||
residential_advanced_metering_infrastructure,10,10,10,10,10,10,10,10,11,11,11,11,12,12,12,12,12 | ||
commercial_advanced_metering_infrastructure,11,11,11,11,11,11,11,11,12,12,12,12,13,13,13,13,13 | ||
industrial_advanced_metering_infrastructure,12,12,12,12,12,12,12,12,13,13,13,13,14,14,14,14,14 | ||
transportation_advanced_metering_infrastructure,13,13,13,13,13,13,13,13,14,14,14,14,15,15,15,15,15 | ||
total_advanced_metering_infrastructure,14,14,14,14,14,14,14,14,15,15,15,15,16,16,16,16,16 | ||
residential_home_area_network,-1,-1,-1,-1,-1,-1,15,15,16,16,16,16,17,17,17,17,17 | ||
commercial_home_area_network,-1,-1,-1,-1,-1,-1,16,16,17,17,17,17,18,18,18,18,18 | ||
industrial_home_area_network,-1,-1,-1,-1,-1,-1,17,17,18,18,18,18,19,19,19,19,19 | ||
transportation_home_area_network,-1,-1,-1,-1,-1,-1,18,18,19,19,19,19,20,20,20,20,20 | ||
total_home_area_network,-1,-1,-1,-1,-1,-1,19,19,20,20,20,20,21,21,21,21,21 | ||
residential_non_amr_ami,-1,-1,-1,-1,-1,-1,20,20,21,21,21,21,22,22,22,22,22 | ||
commercial_non_amr_ami,-1,-1,-1,-1,-1,-1,21,21,22,22,22,22,23,23,23,23,23 | ||
industrial_non_amr_ami,-1,-1,-1,-1,-1,-1,22,22,23,23,23,23,24,24,24,24,24 | ||
transportation_non_amr_ami,-1,-1,-1,-1,-1,-1,23,23,24,24,24,24,25,25,25,25,25 | ||
total_non_amr_ami,-1,-1,-1,-1,-1,-1,24,24,25,25,25,25,26,26,26,26,26 | ||
residential_total_meters,-1,-1,-1,-1,-1,-1,25,25,26,26,26,26,27,27,27,27,27 | ||
commercial_total_meters,-1,-1,-1,-1,-1,-1,26,26,27,27,27,27,28,28,28,28,28 | ||
industrial_total_meters,-1,-1,-1,-1,-1,-1,27,27,28,28,28,28,29,29,29,29,29 | ||
transportation_total_meters,-1,-1,-1,-1,-1,-1,28,28,29,29,29,29,30,30,30,30,30 | ||
total_total_meters,-1,-1,-1,-1,-1,-1,29,29,30,30,30,30,31,31,31,31,31 | ||
residential_energy_served_ami_mwh,15,15,15,15,15,15,30,30,31,31,31,31,32,32,32,32,32 | ||
commercial_energy_served_ami_mwh,16,16,16,16,16,16,31,31,32,32,32,32,33,33,33,33,33 | ||
industrial_energy_served_ami_mwh,17,17,17,17,17,17,32,32,33,33,33,33,34,34,34,34,34 | ||
transportation_energy_served_ami_mwh,18,18,18,18,18,18,33,33,34,34,34,34,35,35,35,35,35 | ||
total_energy_served_ami_mwh,19,19,19,19,19,19,34,34,35,35,35,35,36,36,36,36,36 | ||
residential_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,35,35,36,36,36,36,37,37,37,37,37 | ||
commercial_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,36,36,37,37,37,37,38,38,38,38,38 | ||
industrial_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,37,37,38,38,38,38,39,39,39,39,39 | ||
transportation_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,38,38,39,39,39,39,40,40,40,40,40 | ||
total_daily_digital_access_customers,-1,-1,-1,-1,-1,-1,39,39,40,40,40,40,41,41,41,41,41 | ||
residential_direct_load_control_customers,-1,-1,-1,-1,-1,-1,40,40,41,41,41,41,42,42,42,42,42 | ||
commercial_direct_load_control_customers,-1,-1,-1,-1,-1,-1,41,41,42,42,42,42,43,43,43,43,43 | ||
industrial_direct_load_control_customers,-1,-1,-1,-1,-1,-1,42,42,43,43,43,43,44,44,44,44,44 | ||
transportation_direct_load_control_customers,-1,-1,-1,-1,-1,-1,43,43,44,44,44,44,45,45,45,45,45 | ||
total_direct_load_control_customers,-1,-1,-1,-1,-1,-1,44,44,45,45,45,45,46,46,46,46,46 | ||
early_release,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 |
18 changes: 9 additions & 9 deletions
18
src/pudl/package_data/eia861/column_maps/balancing_authority_eia861.csv
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@@ -1,9 +1,9 @@ | ||
year_index,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022 | ||
report_year,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 | ||
utility_id_eia,1,1,1,1,1,1,1,1,1,1,1,1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 | ||
utility_name_eia,-1,2,2,2,2,-1,-1,-1,-1,-1,-1,2,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 | ||
balancing_authority_id_eia,2,3,3,3,3,2,2,2,2,2,2,3,1,1,1,1,1,1,1,1,1,1 | ||
balancing_authority_code_eia,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,2,2,2,2,2,2,2,2,2,2 | ||
state,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,3,3,3,3,3,3,3,3,3,3 | ||
balancing_authority_name_eia,3,4,4,4,4,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4 | ||
early_release,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 | ||
year_index,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023 | ||
report_year,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0 | ||
utility_id_eia,1,1,1,1,1,1,1,1,1,1,1,1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 | ||
utility_name_eia,-1,2,2,2,2,-1,-1,-1,-1,-1,-1,2,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 | ||
balancing_authority_id_eia,2,3,3,3,3,2,2,2,2,2,2,3,1,1,1,1,1,1,1,1,1,1,1 | ||
balancing_authority_code_eia,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,2,2,2,2,2,2,2,2,2,2,2 | ||
state,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,3,3,3,3,3,3,3,3,3,3,3 | ||
balancing_authority_name_eia,3,4,4,4,4,3,3,3,3,3,3,4,4,4,4,4,4,4,4,4,4,4,4 | ||
early_release,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1 |
52 changes: 26 additions & 26 deletions
52
src/pudl/package_data/eia861/column_maps/delivery_companies_eia861.csv
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,26 +1,26 @@ | ||
year_index,2020,2021,2022 | ||
report_year,0,0,0 | ||
utility_id_eia,1,1,1 | ||
utility_name_eia,2,2,2 | ||
business_model,3,3,3 | ||
service_type,4,4,4 | ||
data_observed,5,5,5 | ||
state,6,6,6 | ||
entity_type,7,7,7 | ||
balancing_authority_code_eia,8,8,8 | ||
residential_sales_revenue,9,9,9 | ||
residential_sales_mwh,10,10,10 | ||
residential_customers,11,11,11 | ||
commercial_sales_revenue,12,12,12 | ||
commercial_sales_mwh,13,13,13 | ||
commercial_customers,14,14,14 | ||
industrial_sales_revenue,15,15,15 | ||
industrial_sales_mwh,16,16,16 | ||
industrial_customers,17,17,17 | ||
transportation_sales_revenue,18,18,18 | ||
transportation_sales_mwh,19,19,19 | ||
transportation_customers,20,20,20 | ||
total_sales_revenue,21,21,21 | ||
total_sales_mwh,22,22,22 | ||
total_customers,23,23,23 | ||
early_release,-1,-1,-1 | ||
year_index,2020,2021,2022,2023 | ||
report_year,0,0,0,0 | ||
utility_id_eia,1,1,1,1 | ||
utility_name_eia,2,2,2,2 | ||
business_model,3,3,3,3 | ||
service_type,4,4,4,4 | ||
data_observed,5,5,5,5 | ||
state,6,6,6,6 | ||
entity_type,7,7,7,7 | ||
balancing_authority_code_eia,8,8,8,8 | ||
residential_sales_revenue,9,9,9,9 | ||
residential_sales_mwh,10,10,10,10 | ||
residential_customers,11,11,11,11 | ||
commercial_sales_revenue,12,12,12,12 | ||
commercial_sales_mwh,13,13,13,13 | ||
commercial_customers,14,14,14,14 | ||
industrial_sales_revenue,15,15,15,15 | ||
industrial_sales_mwh,16,16,16,16 | ||
industrial_customers,17,17,17,17 | ||
transportation_sales_revenue,18,18,18,18 | ||
transportation_sales_mwh,19,19,19,19 | ||
transportation_customers,20,20,20,20 | ||
total_sales_revenue,21,21,21,21 | ||
total_sales_mwh,22,22,22,22 | ||
total_customers,23,23,23,23 | ||
early_release,-1,-1,-1,-1 |
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