Rename heat_rate_mmbtu_mwh -> unit_heat_rate_mmbtu_per_mwh... again

migrations/versions/ccdf68a30cbd_add_unit__to_heat_rate_mmbtu_per_mwh.py

@@ -0,0 +1,305 @@
+"""Add unit_ to heat_rate_mmbtu_per_mwh
+
+Revision ID: ccdf68a30cbd
+Revises: 9edc4a11c809
+Create Date: 2023-11-15 14:09:59.541894
+
+"""
+import sqlalchemy as sa
+from alembic import op
+
+# revision identifiers, used by Alembic.
+revision = "ccdf68a30cbd"
+down_revision = "9edc4a11c809"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table(
+        "_out_eia__monthly_derived_generator_attributes", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_fuel_cost_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_heat_rate_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_heat_rate_by_unit", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_derived_generator_attributes", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_fuel_cost_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_heat_rate_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_heat_rate_by_unit", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table("mega_generators_eia", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table("out_eia__monthly_generators", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table("out_eia__yearly_generators", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "out_eia__yearly_generators_by_ownership", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table("out_eia__yearly_plant_parts", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    with op.batch_alter_table(
+        "out_pudl__yearly_assn_eia_ferc1_plant_parts", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh_eia",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh_ferc1",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Calculated from FERC reported fuel consumption and net generation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh_eia")
+        batch_op.drop_column("heat_rate_mmbtu_mwh_ferc1")
+
+    with op.batch_alter_table("plant_parts_eia", schema=None) as batch_op:
+        batch_op.add_column(
+            sa.Column(
+                "unit_heat_rate_mmbtu_per_mwh",
+                sa.Float(),
+                nullable=True,
+                comment="Fuel content per unit of electricity generated. Coming from MCOE calculation.",
+            )
+        )
+        batch_op.drop_column("heat_rate_mmbtu_mwh")
+
+    # ### end Alembic commands ###
+
+
+def downgrade() -> None:
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table("plant_parts_eia", schema=None) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "out_pudl__yearly_assn_eia_ferc1_plant_parts", schema=None
+    ) as batch_op:
+        batch_op.add_column(
+            sa.Column("heat_rate_mmbtu_mwh_ferc1", sa.FLOAT(), nullable=True)
+        )
+        batch_op.add_column(
+            sa.Column("heat_rate_mmbtu_mwh_eia", sa.FLOAT(), nullable=True)
+        )
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh_ferc1")
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh_eia")
+
+    with op.batch_alter_table("out_eia__yearly_plant_parts", schema=None) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "out_eia__yearly_generators_by_ownership", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table("out_eia__yearly_generators", schema=None) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table("out_eia__monthly_generators", schema=None) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table("mega_generators_eia", schema=None) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_heat_rate_by_unit", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_heat_rate_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_fuel_cost_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__yearly_derived_generator_attributes", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_heat_rate_by_unit", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_heat_rate_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_fuel_cost_by_generator", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    with op.batch_alter_table(
+        "_out_eia__monthly_derived_generator_attributes", schema=None
+    ) as batch_op:
+        batch_op.add_column(sa.Column("heat_rate_mmbtu_mwh", sa.FLOAT(), nullable=True))
+        batch_op.drop_column("unit_heat_rate_mmbtu_per_mwh")
+
+    # ### end Alembic commands ###

src/pudl/analysis/eia_ferc1_record_linkage.py

@@ -209,7 +209,9 @@ def get_plants_ferc1(self, clobber: bool = False) -> pd.DataFrame:
                         x.plant_id_report_year + "_" + x.utility_id_pudl.map(str)
                     ),
                     fuel_cost_per_mmbtu=lambda x: (x.fuel_cost / x.fuel_mmbtu),
-                    heat_rate_mmbtu_mwh=lambda x: (x.fuel_mmbtu / x.net_generation_mwh),
+                    unit_heat_rate_mmbtu_per_mwh=lambda x: (
+                        x.fuel_mmbtu / x.net_generation_mwh
+                    ),
                 )
                 .rename(
                     columns={
@@ -419,9 +421,9 @@ def make_features(
                     label="fuel_cost_per_mmbtu",
                 ),
                 Numeric(
-                    "heat_rate_mmbtu_mwh",
-                    "heat_rate_mmbtu_mwh",
-                    label="heat_rate_mmbtu_mwh",
+                    "unit_heat_rate_mmbtu_per_mwh",
+                    "unit_heat_rate_mmbtu_per_mwh",
+                    label="unit_heat_rate_mmbtu_per_mwh",
                 ),
                 Exact(
                     "fuel_type_code_pudl",

src/pudl/analysis/eia_ferc1_train.py

@@ -103,7 +103,7 @@
     "total_fuel_cost",
     "total_mmbtu",
     "fuel_cost_per_mmbtu",
-    "heat_rate_mmbtu_mwh",
+    "unit_heat_rate_mmbtu_per_mwh",
 ]
 
 # --------------------------------------------------------------------------------------