updated dependencies

.gitignore

@@ -110,7 +110,7 @@ ipython_config.py
 
 # pdm
 #   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-pipelines.
 #   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
 # pdm.lock
 # pdm.toml

alembic/data_science_dev/versions/2026_04_22-adding_legislatorscorefake_06f833813bd7.py

@@ -1,98 +0,0 @@
-"""adding LegislatorScoreFake.
-
-Revision ID: 06f833813bd7
-Revises: b63ed11d6775
-Create Date: 2026-04-22 18:41:07.484609
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "06f833813bd7"
-down_revision: str | None = "b63ed11d6775"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "legislator_score_fake",
-        sa.Column("legislator_id", sa.Integer(), nullable=False),
-        sa.Column("year", sa.Integer(), nullable=False),
-        sa.Column("topic", sa.String(), nullable=False),
-        sa.Column("score", sa.Float(), nullable=False),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["legislator_id"],
-            [f"{schema}.legislator.id"],
-            name=op.f("fk_legislator_score_fake_legislator_id_legislator"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_legislator_score_fake")),
-        sa.UniqueConstraint(
-            "legislator_id",
-            "year",
-            "topic",
-            name="uq_legislator_score_fake_legislator_id_year_topic",
-        ),
-        schema=schema,
-    )
-    op.create_index(
-        op.f("ix_legislator_score_fake_legislator_id"),
-        "legislator_score_fake",
-        ["legislator_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_legislator_score_fake_year_topic",
-        "legislator_score_fake",
-        ["year", "topic"],
-        unique=False,
-        schema=schema,
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_index(
-        "ix_legislator_score_fake_year_topic",
-        table_name="legislator_score_fake",
-        schema=schema,
-    )
-    op.drop_index(
-        op.f("ix_legislator_score_fake_legislator_id"),
-        table_name="legislator_score_fake",
-        schema=schema,
-    )
-    op.drop_table("legislator_score_fake", schema=schema)
-    # ### end Alembic commands ###

alembic/data_science_dev/versions/2026_04_23-add_vote_bill_text_link_9c7d4a2e1b10.py

@@ -1,64 +0,0 @@
-"""add vote.bill_text_id linkage.
-
-Revision ID: 9c7d4a2e1b10
-Revises: 06f833813bd7
-Create Date: 2026-04-23 00:00:00.000000
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "9c7d4a2e1b10"
-down_revision: str | None = "06f833813bd7"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    op.add_column(
-        "vote",
-        sa.Column("bill_text_id", sa.Integer(), nullable=True),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_bill_text_id",
-        "vote",
-        ["bill_text_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_foreign_key(
-        "fk_vote_bill_text_id_bill_text",
-        "vote",
-        "bill_text",
-        ["bill_text_id"],
-        ["id"],
-        source_schema=schema,
-        referent_schema=schema,
-    )
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    op.drop_constraint(
-        "fk_vote_bill_text_id_bill_text",
-        "vote",
-        schema=schema,
-        type_="foreignkey",
-    )
-    op.drop_index("ix_vote_bill_text_id", table_name="vote", schema=schema)
-    op.drop_column("vote", "bill_text_id", schema=schema)

alembic/data_science_dev/versions/2026_04_25-canonical_vote_context_v3_1f8c0e7a9d21.py

@@ -1,844 +0,0 @@
-"""canonical vote context v3.
-
-Revision ID: 1f8c0e7a9d21
-Revises: 9c7d4a2e1b10
-Create Date: 2026-04-25 00:00:00.000000
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-from sqlalchemy.dialects import postgresql
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-
-revision: str = "1f8c0e7a9d21"
-down_revision: str | None = "9c7d4a2e1b10"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    op.create_table(
-        "ingest_run",
-        sa.Column("started_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("completed_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("git_sha", sa.String(), nullable=True),
-        sa.Column("classifier_version", sa.String(), nullable=True),
-        sa.Column("source_snapshot_label", sa.String(), nullable=True),
-        sa.Column("status", sa.String(), nullable=False),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_ingest_run")),
-        schema=schema,
-    )
-    op.create_table(
-        "source_artifact",
-        sa.Column("source_kind", sa.String(), nullable=False),
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=True),
-        sa.Column("local_path", sa.String(), nullable=False),
-        sa.Column("source_url", sa.String(), nullable=True),
-        sa.Column("sha256", sa.String(), nullable=False),
-        sa.Column("byte_size", sa.Integer(), nullable=False),
-        sa.Column("modified_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("ingested_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("ingest_run_id", sa.Integer(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["ingest_run_id"],
-            [f"{schema}.ingest_run.id"],
-            name=op.f("fk_source_artifact_ingest_run_id_ingest_run"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_source_artifact")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_source_artifact_source_kind",
-        "source_artifact",
-        ["source_kind"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_source_artifact_congress",
-        "source_artifact",
-        ["congress"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_table(
-        "score_run",
-        sa.Column("ingest_run_id", sa.Integer(), nullable=True),
-        sa.Column("classifier_version", sa.String(), nullable=True),
-        sa.Column("scoring_version", sa.String(), nullable=True),
-        sa.Column("included_vote_count", sa.Integer(), nullable=False),
-        sa.Column("excluded_vote_count", sa.Integer(), nullable=False),
-        sa.Column("started_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("completed_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["ingest_run_id"],
-            [f"{schema}.ingest_run.id"],
-            name=op.f("fk_score_run_ingest_run_id_ingest_run"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_score_run")),
-        schema=schema,
-    )
-    op.add_column(
-        "legislator_score",
-        sa.Column("score_run_id", sa.Integer(), nullable=True),
-        schema=schema,
-    )
-    op.create_index(
-        op.f("ix_legislator_score_score_run_id"),
-        "legislator_score",
-        ["score_run_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_foreign_key(
-        op.f("fk_legislator_score_score_run_id_score_run"),
-        "legislator_score",
-        "score_run",
-        ["score_run_id"],
-        ["id"],
-        source_schema=schema,
-        referent_schema=schema,
-        ondelete="CASCADE",
-    )
-    op.add_column(
-        "bill_text",
-        sa.Column("source_datetime_raw", sa.String(), nullable=True),
-        schema=schema,
-    )
-    op.add_column(
-        "bill_text", sa.Column("text_url_xml", sa.String(), nullable=True), schema=schema
-    )
-    op.add_column(
-        "bill_text", sa.Column("text_url_pdf", sa.String(), nullable=True), schema=schema
-    )
-    op.add_column(
-        "bill_text",
-        sa.Column("text_url_html", sa.String(), nullable=True),
-        schema=schema,
-    )
-    op.add_column(
-        "bill_text",
-        sa.Column("source_artifact_id", sa.Integer(), nullable=True),
-        schema=schema,
-    )
-    op.create_foreign_key(
-        op.f("fk_bill_text_source_artifact_id_source_artifact"),
-        "bill_text",
-        "source_artifact",
-        ["source_artifact_id"],
-        ["id"],
-        source_schema=schema,
-        referent_schema=schema,
-        ondelete="SET NULL",
-    )
-    op.create_table(
-        "bill_action",
-        sa.Column("bill_id", sa.Integer(), nullable=False),
-        sa.Column("sequence", sa.Integer(), nullable=False),
-        sa.Column("action_date", sa.Date(), nullable=False),
-        sa.Column("action_time", sa.String(), nullable=True),
-        sa.Column("action_text", sa.String(), nullable=False),
-        sa.Column("action_type", sa.String(), nullable=True),
-        sa.Column("action_code", sa.String(), nullable=True),
-        sa.Column("source_system_code", sa.String(), nullable=True),
-        sa.Column("source_system_name", sa.String(), nullable=True),
-        sa.Column("source_artifact_id", sa.Integer(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["bill_id"],
-            [f"{schema}.bill.id"],
-            name=op.f("fk_bill_action_bill_id_bill"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["source_artifact_id"],
-            [f"{schema}.source_artifact.id"],
-            name=op.f("fk_bill_action_source_artifact_id_source_artifact"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill_action")),
-        sa.UniqueConstraint("bill_id", "sequence", name="uq_bill_action_bill_id_sequence"),
-        schema=schema,
-    )
-    op.create_table(
-        "bill_action_recorded_vote",
-        sa.Column("bill_action_id", sa.Integer(), nullable=False),
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=False),
-        sa.Column("session_number", sa.Integer(), nullable=False),
-        sa.Column("roll_number", sa.Integer(), nullable=False),
-        sa.Column("vote_datetime", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("vote_url", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["bill_action_id"],
-            [f"{schema}.bill_action.id"],
-            name=op.f("fk_bill_action_recorded_vote_bill_action_id_bill_action"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill_action_recorded_vote")),
-        sa.UniqueConstraint(
-            "bill_action_id",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-            name="uq_bill_action_recorded_vote_match_key",
-        ),
-        schema=schema,
-    )
-    op.create_table(
-        "bill_relation",
-        sa.Column("bill_id", sa.Integer(), nullable=False),
-        sa.Column("related_bill_id", sa.Integer(), nullable=False),
-        sa.Column("relationship_type", sa.String(), nullable=False),
-        sa.Column("identified_by", sa.String(), nullable=True),
-        sa.Column("latest_action_date", sa.Date(), nullable=True),
-        sa.Column("latest_action_text", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["bill_id"],
-            [f"{schema}.bill.id"],
-            name=op.f("fk_bill_relation_bill_id_bill"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["related_bill_id"],
-            [f"{schema}.bill.id"],
-            name=op.f("fk_bill_relation_related_bill_id_bill"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_bill_relation")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_bill_relation_bill_id",
-        "bill_relation",
-        ["bill_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_bill_relation_related_bill_id",
-        "bill_relation",
-        ["related_bill_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_table(
-        "amendment",
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("amendment_type", sa.String(), nullable=False),
-        sa.Column("number", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=False),
-        sa.Column("description", sa.String(), nullable=True),
-        sa.Column("purpose", sa.String(), nullable=True),
-        sa.Column("amended_bill_id", sa.Integer(), nullable=True),
-        sa.Column("amended_amendment_id", sa.Integer(), nullable=True),
-        sa.Column("source_path", sa.String(), nullable=True),
-        sa.Column("source_artifact_id", sa.Integer(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["amended_amendment_id"],
-            [f"{schema}.amendment.id"],
-            name=op.f("fk_amendment_amended_amendment_id_amendment"),
-            ondelete="SET NULL",
-        ),
-        sa.ForeignKeyConstraint(
-            ["amended_bill_id"],
-            [f"{schema}.bill.id"],
-            name=op.f("fk_amendment_amended_bill_id_bill"),
-            ondelete="SET NULL",
-        ),
-        sa.ForeignKeyConstraint(
-            ["source_artifact_id"],
-            [f"{schema}.source_artifact.id"],
-            name=op.f("fk_amendment_source_artifact_id_source_artifact"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_amendment")),
-        sa.UniqueConstraint(
-            "congress",
-            "amendment_type",
-            "number",
-            name="uq_amendment_congress_type_number",
-        ),
-        schema=schema,
-    )
-    op.create_table(
-        "amendment_action",
-        sa.Column("amendment_id", sa.Integer(), nullable=False),
-        sa.Column("sequence", sa.Integer(), nullable=False),
-        sa.Column("action_date", sa.Date(), nullable=False),
-        sa.Column("action_time", sa.String(), nullable=True),
-        sa.Column("action_text", sa.String(), nullable=False),
-        sa.Column("action_type", sa.String(), nullable=True),
-        sa.Column("action_code", sa.String(), nullable=True),
-        sa.Column("source_system_code", sa.String(), nullable=True),
-        sa.Column("source_system_name", sa.String(), nullable=True),
-        sa.Column("source_artifact_id", sa.Integer(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["amendment_id"],
-            [f"{schema}.amendment.id"],
-            name=op.f("fk_amendment_action_amendment_id_amendment"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["source_artifact_id"],
-            [f"{schema}.source_artifact.id"],
-            name=op.f("fk_amendment_action_source_artifact_id_source_artifact"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_amendment_action")),
-        sa.UniqueConstraint(
-            "amendment_id",
-            "sequence",
-            name="uq_amendment_action_amendment_id_sequence",
-        ),
-        schema=schema,
-    )
-    op.create_table(
-        "amendment_action_recorded_vote",
-        sa.Column("amendment_action_id", sa.Integer(), nullable=False),
-        sa.Column("congress", sa.Integer(), nullable=False),
-        sa.Column("chamber", sa.String(), nullable=False),
-        sa.Column("session_number", sa.Integer(), nullable=False),
-        sa.Column("roll_number", sa.Integer(), nullable=False),
-        sa.Column("vote_datetime", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("vote_url", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["amendment_action_id"],
-            [f"{schema}.amendment_action.id"],
-            name=op.f(
-                "fk_amendment_action_recorded_vote_amendment_action_id_amendment_action"
-            ),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_amendment_action_recorded_vote")),
-        sa.UniqueConstraint(
-            "amendment_action_id",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-            name="uq_amendment_action_recorded_vote_match_key",
-        ),
-        schema=schema,
-    )
-
-    op.drop_constraint(
-        "uq_vote_congress_chamber_session_number",
-        "vote",
-        schema=schema,
-        type_="unique",
-    )
-    op.alter_column("vote", "session", new_column_name="session_year", schema=schema)
-    op.alter_column("vote", "number", new_column_name="roll_number", schema=schema)
-    op.add_column("vote", sa.Column("session_number", sa.Integer(), nullable=True), schema=schema)
-    op.add_column(
-        "vote",
-        sa.Column("vote_datetime", sa.DateTime(timezone=True), nullable=True),
-        schema=schema,
-    )
-    op.add_column(
-        "vote", sa.Column("raw_vote_source_url", sa.String(), nullable=True), schema=schema
-    )
-    op.add_column(
-        "vote",
-        sa.Column("raw_bill_ref", postgresql.JSONB(astext_type=sa.Text()), nullable=True),
-        schema=schema,
-    )
-    op.add_column(
-        "vote",
-        sa.Column(
-            "raw_amendment_ref",
-            postgresql.JSONB(astext_type=sa.Text()),
-            nullable=True,
-        ),
-        schema=schema,
-    )
-    op.add_column(
-        "vote",
-        sa.Column(
-            "raw_nomination_ref",
-            postgresql.JSONB(astext_type=sa.Text()),
-            nullable=True,
-        ),
-        schema=schema,
-    )
-    op.add_column(
-        "vote",
-        sa.Column(
-            "raw_treaty_ref",
-            postgresql.JSONB(astext_type=sa.Text()),
-            nullable=True,
-        ),
-        schema=schema,
-    )
-    op.add_column(
-        "vote",
-        sa.Column("raw_vote_source_artifact_id", sa.Integer(), nullable=True),
-        schema=schema,
-    )
-    op.create_foreign_key(
-        op.f("fk_vote_raw_vote_source_artifact_id_source_artifact"),
-        "vote",
-        "source_artifact",
-        ["raw_vote_source_artifact_id"],
-        ["id"],
-        source_schema=schema,
-        referent_schema=schema,
-        ondelete="SET NULL",
-    )
-    op.execute(
-        sa.text(
-            f"""
-            UPDATE {schema}.vote
-            SET session_number = session_year - (((congress - 1) * 2) + 1789) + 1
-            """
-        )
-    )
-    op.alter_column("vote", "session_number", nullable=False, schema=schema)
-    op.create_unique_constraint(
-        "uq_vote_congress_chamber_session_number_roll_number",
-        "vote",
-        ["congress", "chamber", "session_number", "roll_number"],
-        schema=schema,
-    )
-    op.drop_constraint(
-        op.f("fk_vote_bill_id_bill"),
-        "vote",
-        schema=schema,
-        type_="foreignkey",
-    )
-    op.drop_constraint(
-        "fk_vote_bill_text_id_bill_text",
-        "vote",
-        schema=schema,
-        type_="foreignkey",
-    )
-    op.drop_index("ix_vote_bill_text_id", table_name="vote", schema=schema)
-    op.drop_column("vote", "bill_id", schema=schema)
-    op.drop_column("vote", "bill_text_id", schema=schema)
-
-    op.create_table(
-        "vote_action_match",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("action_scope", sa.String(), nullable=False),
-        sa.Column("bill_action_id", sa.Integer(), nullable=True),
-        sa.Column("amendment_action_id", sa.Integer(), nullable=True),
-        sa.Column("is_selected", sa.Boolean(), nullable=False),
-        sa.Column("match_method", sa.String(), nullable=False),
-        sa.Column("match_reason", sa.String(), nullable=True),
-        sa.Column("match_confidence", sa.String(), nullable=False),
-        sa.Column(
-            "created_at",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["amendment_action_id"],
-            [f"{schema}.amendment_action.id"],
-            name=op.f("fk_vote_action_match_amendment_action_id_amendment_action"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["bill_action_id"],
-            [f"{schema}.bill_action.id"],
-            name=op.f("fk_vote_action_match_bill_action_id_bill_action"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"],
-            [f"{schema}.vote.id"],
-            name=op.f("fk_vote_action_match_vote_id_vote"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_action_match")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_action_match_vote_id",
-        "vote_action_match",
-        ["vote_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "uq_vote_action_match_selected_vote_id",
-        "vote_action_match",
-        ["vote_id"],
-        unique=True,
-        schema=schema,
-        postgresql_where=sa.text("is_selected"),
-    )
-    op.create_table(
-        "vote_classification",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("subject_type", sa.String(), nullable=False),
-        sa.Column("measure_type", sa.String(), nullable=True),
-        sa.Column("measure_subtype", sa.String(), nullable=True),
-        sa.Column("measure_function", sa.String(), nullable=True),
-        sa.Column("vote_relationship", sa.String(), nullable=False),
-        sa.Column("is_legislation_related", sa.Boolean(), nullable=False),
-        sa.Column("is_direct_vote_on_legislative_text", sa.Boolean(), nullable=False),
-        sa.Column("is_substantive_policy_vote", sa.Boolean(), nullable=False),
-        sa.Column("is_lawmaking_vehicle", sa.Boolean(), nullable=False),
-        sa.Column("is_special_rule", sa.Boolean(), nullable=False),
-        sa.Column("classification_method", sa.String(), nullable=False),
-        sa.Column("classification_confidence_reason", sa.String(), nullable=True),
-        sa.Column("confidence", sa.String(), nullable=False),
-        sa.Column("classified_at", sa.DateTime(timezone=True), nullable=True),
-        sa.Column("classification_version", sa.String(), nullable=False),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"],
-            [f"{schema}.vote.id"],
-            name=op.f("fk_vote_classification_vote_id_vote"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_classification")),
-        sa.UniqueConstraint("vote_id", name=op.f("uq_vote_classification_vote_id")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_classification_subject_type",
-        "vote_classification",
-        ["subject_type"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_table(
-        "vote_measure_link",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("measure_id", sa.Integer(), nullable=False),
-        sa.Column("role", sa.String(), nullable=False),
-        sa.Column("source", sa.String(), nullable=False),
-        sa.Column("confidence", sa.String(), nullable=False),
-        sa.Column("notes", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["measure_id"],
-            [f"{schema}.bill.id"],
-            name=op.f("fk_vote_measure_link_measure_id_bill"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_measure_link")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_measure_link_vote_id",
-        "vote_measure_link",
-        ["vote_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_foreign_key(
-        op.f("fk_vote_measure_link_vote_id_vote"),
-        "vote_measure_link",
-        "vote",
-        ["vote_id"],
-        ["id"],
-        source_schema=schema,
-        referent_schema=schema,
-        ondelete="CASCADE",
-    )
-    op.create_table(
-        "vote_text_target",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("text_target_type", sa.String(), nullable=False),
-        sa.Column("voted_text_version_id", sa.Integer(), nullable=True),
-        sa.Column("resulting_text_version_id", sa.Integer(), nullable=True),
-        sa.Column("related_amendment_id", sa.Integer(), nullable=True),
-        sa.Column("text_target_basis", sa.String(), nullable=False),
-        sa.Column("text_resolution_method", sa.String(), nullable=False),
-        sa.Column("text_resolution_confidence_reason", sa.String(), nullable=True),
-        sa.Column("confidence", sa.String(), nullable=False),
-        sa.Column("notes", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["related_amendment_id"],
-            [f"{schema}.amendment.id"],
-            name=op.f("fk_vote_text_target_related_amendment_id_amendment"),
-            ondelete="SET NULL",
-        ),
-        sa.ForeignKeyConstraint(
-            ["resulting_text_version_id"],
-            [f"{schema}.bill_text.id"],
-            name=op.f("fk_vote_text_target_resulting_text_version_id_bill_text"),
-            ondelete="SET NULL",
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"],
-            [f"{schema}.vote.id"],
-            name=op.f("fk_vote_text_target_vote_id_vote"),
-            ondelete="CASCADE",
-        ),
-        sa.ForeignKeyConstraint(
-            ["voted_text_version_id"],
-            [f"{schema}.bill_text.id"],
-            name=op.f("fk_vote_text_target_voted_text_version_id_bill_text"),
-            ondelete="SET NULL",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_text_target")),
-        sa.UniqueConstraint("vote_id", name=op.f("uq_vote_text_target_vote_id")),
-        schema=schema,
-    )
-    op.create_table(
-        "vote_position_meaning",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("yea_effect", sa.String(), nullable=False),
-        sa.Column("nay_effect", sa.String(), nullable=False),
-        sa.Column("present_effect", sa.String(), nullable=False),
-        sa.Column("polarity_confidence", sa.String(), nullable=False),
-        sa.Column("polarity_method", sa.String(), nullable=False),
-        sa.Column("notes", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"],
-            [f"{schema}.vote.id"],
-            name=op.f("fk_vote_position_meaning_vote_id_vote"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_position_meaning")),
-        sa.UniqueConstraint("vote_id", name=op.f("uq_vote_position_meaning_vote_id")),
-        schema=schema,
-    )
-    op.create_table(
-        "vote_context_audit",
-        sa.Column("vote_id", sa.Integer(), nullable=False),
-        sa.Column("step", sa.String(), nullable=False),
-        sa.Column("message", sa.String(), nullable=False),
-        sa.Column("severity", sa.String(), nullable=False),
-        sa.Column("source_path", sa.String(), nullable=True),
-        sa.Column(
-            "created_at",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.ForeignKeyConstraint(
-            ["vote_id"],
-            [f"{schema}.vote.id"],
-            name=op.f("fk_vote_context_audit_vote_id_vote"),
-            ondelete="CASCADE",
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_vote_context_audit")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_context_audit_vote_id",
-        "vote_context_audit",
-        ["vote_id"],
-        unique=False,
-        schema=schema,
-    )
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    raise NotImplementedError("Downgrade is not supported for canonical vote context v3.")

alembic/data_science_dev/versions/2026_04_26-add_supporting_indexes_a7b91c4e2d30.py

@@ -1,203 +0,0 @@
-"""add supporting indexes for congress vote context and scoring.
-
-Revision ID: a7b91c4e2d30
-Revises: 1f8c0e7a9d21
-Create Date: 2026-04-26 00:00:00.000000
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-
-revision: str = "a7b91c4e2d30"
-down_revision: str | None = "1f8c0e7a9d21"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def _dedupe_source_artifacts() -> None:
-    op.execute(
-        sa.text(
-            f"""
-            CREATE TEMP TABLE tmp_source_artifact_dups AS
-            WITH ranked AS (
-                SELECT
-                    id,
-                    first_value(id) OVER (
-                        PARTITION BY ingest_run_id, local_path, sha256
-                        ORDER BY id
-                    ) AS keep_id,
-                    row_number() OVER (
-                        PARTITION BY ingest_run_id, local_path, sha256
-                        ORDER BY id
-                    ) AS rn
-                FROM {schema}.source_artifact
-                WHERE ingest_run_id IS NOT NULL
-            )
-            SELECT id, keep_id
-            FROM ranked
-            WHERE rn > 1
-            """
-        )
-    )
-    for table_name, column_name in (
-        ("bill_text", "source_artifact_id"),
-        ("bill_action", "source_artifact_id"),
-        ("amendment", "source_artifact_id"),
-        ("amendment_action", "source_artifact_id"),
-        ("vote", "raw_vote_source_artifact_id"),
-    ):
-        op.execute(
-            sa.text(
-                f"""
-                UPDATE {schema}.{table_name} AS target
-                SET {column_name} = d.keep_id
-                FROM tmp_source_artifact_dups AS d
-                WHERE target.{column_name} = d.id
-                """
-            )
-        )
-    op.execute(
-        sa.text(
-            f"""
-            DELETE FROM {schema}.source_artifact AS source_artifact
-            USING tmp_source_artifact_dups AS d
-            WHERE source_artifact.id = d.id
-            """
-        )
-    )
-    op.execute(sa.text("DROP TABLE tmp_source_artifact_dups"))
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    _dedupe_source_artifacts()
-
-    op.create_index(
-        "uq_source_artifact_ingest_identity",
-        "source_artifact",
-        ["ingest_run_id", "local_path", "sha256"],
-        unique=True,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_bill_action_recorded_vote_match_tuple",
-        "bill_action_recorded_vote",
-        ["congress", "chamber", "session_number", "roll_number"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_amendment_action_recorded_vote_match_tuple",
-        "amendment_action_recorded_vote",
-        ["congress", "chamber", "session_number", "roll_number"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_classification_eligible_vote_id",
-        "vote_classification",
-        ["vote_id"],
-        unique=False,
-        schema=schema,
-        postgresql_where=sa.text(
-            "subject_type = 'measure' "
-            "AND vote_relationship = 'direct_text_vote' "
-            "AND is_direct_vote_on_legislative_text "
-            "AND is_substantive_policy_vote "
-            "AND NOT is_special_rule"
-        ),
-    )
-    op.create_index(
-        "ix_vote_measure_link_vote_id_role",
-        "vote_measure_link",
-        ["vote_id", "role"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_measure_link_measure_id_role",
-        "vote_measure_link",
-        ["measure_id", "role"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_vote_text_target_voted_text_version_id",
-        "vote_text_target",
-        ["voted_text_version_id"],
-        unique=False,
-        schema=schema,
-        postgresql_where=sa.text("voted_text_version_id IS NOT NULL"),
-    )
-    op.create_index(
-        "ix_vote_context_audit_severity_vote_id",
-        "vote_context_audit",
-        ["severity", "vote_id"],
-        unique=False,
-        schema=schema,
-    )
-    op.create_index(
-        "ix_legislator_current_chamber",
-        "legislator",
-        ["current_chamber"],
-        unique=False,
-        schema=schema,
-    )
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    op.drop_index("ix_legislator_current_chamber", table_name="legislator", schema=schema)
-    op.drop_index(
-        "ix_vote_context_audit_severity_vote_id",
-        table_name="vote_context_audit",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_vote_text_target_voted_text_version_id",
-        table_name="vote_text_target",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_vote_measure_link_measure_id_role",
-        table_name="vote_measure_link",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_vote_measure_link_vote_id_role",
-        table_name="vote_measure_link",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_vote_classification_eligible_vote_id",
-        table_name="vote_classification",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_amendment_action_recorded_vote_match_tuple",
-        table_name="amendment_action_recorded_vote",
-        schema=schema,
-    )
-    op.drop_index(
-        "ix_bill_action_recorded_vote_match_tuple",
-        table_name="bill_action_recorded_vote",
-        schema=schema,
-    )
-    op.drop_index(
-        "uq_source_artifact_ingest_identity",
-        table_name="source_artifact",
-        schema=schema,
-    )

alembic/data_science_dev/versions/2026_04_26-adding_posttopic_032e26bbfcb5.py

@@ -1,66 +0,0 @@
-"""adding PostTopic.
-
-Revision ID: 032e26bbfcb5
-Revises: a7b91c4e2d30
-Create Date: 2026-04-26 14:34:35.688341
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-import sqlalchemy as sa
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "032e26bbfcb5"
-down_revision: str | None = "a7b91c4e2d30"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.create_table(
-        "post_topic",
-        sa.Column("post_id", sa.BigInteger(), nullable=False),
-        sa.Column("topic_id", sa.SmallInteger(), nullable=False),
-        sa.Column("topic_label", sa.String(), nullable=True),
-        sa.Column("model_version", sa.String(), nullable=True),
-        sa.Column("id", sa.Integer(), nullable=False),
-        sa.Column(
-            "created",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.Column(
-            "updated",
-            sa.DateTime(timezone=True),
-            server_default=sa.text("now()"),
-            nullable=False,
-        ),
-        sa.PrimaryKeyConstraint("id", name=op.f("pk_post_topic")),
-        schema=schema,
-    )
-    op.create_index(
-        "ix_post_topic_post_id", "post_topic", ["post_id"], unique=False, schema=schema
-    )
-    # ### end Alembic commands ###
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    # ### commands auto generated by Alembic - please adjust! ###
-    op.drop_index("ix_post_topic_post_id", table_name="post_topic", schema=schema)
-    op.drop_table("post_topic", schema=schema)
-    # ### end Alembic commands ###

alembic/data_science_dev/versions/2026_04_26-pg_vector_b9360b0b0c22.py

@@ -1,35 +0,0 @@
-"""adding PG Vector.
-
-Revision ID: b9360b0b0c22
-Revises: 032e26bbfcb5
-Create Date: 2026-04-26 14:35:08.770128
-
-"""
-
-from __future__ import annotations
-
-from typing import TYPE_CHECKING
-
-from alembic import op
-from pipelines.orm import DataScienceDevBase
-
-if TYPE_CHECKING:
-    from collections.abc import Sequence
-
-# revision identifiers, used by Alembic.
-revision: str = "b9360b0b0c22"
-down_revision: str | None = "032e26bbfcb5"
-branch_labels: str | Sequence[str] | None = None
-depends_on: str | Sequence[str] | None = None
-
-schema = DataScienceDevBase.schema_name
-
-
-def upgrade() -> None:
-    """Upgrade."""
-    op.execute("CREATE EXTENSION IF NOT EXISTS vector")
-
-
-def downgrade() -> None:
-    """Downgrade."""
-    op.execute("DROP EXTENSION IF EXISTS vector")

pipelines/__init__.py

@@ -0,0 +1 @@
+"""Init."""

pipelines/config.py

@@ -69,8 +69,9 @@ class BenchmarkConfig:
 
 
 def get_config_dir() -> Path:
-    """Get the path to the config file."""
-    return Path(__file__).resolve().parent.parent.parent / "config"
+    """Get the path to the config directory."""
+    return Path(__file__).resolve().parents[2] / "config"
+
 
 def default_config_path() -> Path:
     """Get the path to the config file."""

pipelines/ingest_congress.py

@@ -0,0 +1,671 @@
+"""Ingestion pipeline for loading congress data from unitedstates/congress JSON files.
+
+Loads legislators, bills, votes, vote records, and bill text into the data_science_dev database.
+Expects the parent directory to contain congress-tracker/ and congress-legislators/ as siblings.
+
+Usage:
+    ingest-congress /path/to/parent/
+    ingest-congress /path/to/parent/ --congress 118
+    ingest-congress /path/to/parent/ --congress 118 --only bills
+"""
+
+from __future__ import annotations
+
+import logging
+from pathlib import Path  # noqa: TC003 needed at runtime for typer CLI argument
+from typing import TYPE_CHECKING, Annotated
+
+import orjson
+import typer
+import yaml
+from sqlalchemy import select
+from sqlalchemy.orm import Session
+
+from pipelines.pipelines.common import configure_logger
+from pipelines.orm.common import get_postgres_engine
+from pipelines.orm.data_science_dev.congress import (
+    Bill,
+    BillText,
+    Legislator,
+    LegislatorSocialMedia,
+    Vote,
+    VoteRecord,
+)
+
+if TYPE_CHECKING:
+    from collections.abc import Iterator
+
+    from sqlalchemy.engine import Engine
+
+logger = logging.getLogger(__name__)
+
+BATCH_SIZE = 10_000
+
+app = typer.Typer(help="Ingest unitedstates/congress data into data_science_dev.")
+
+
+@app.command()
+def main(
+    parent_dir: Annotated[
+        Path,
+        typer.Argument(
+            help="Parent directory containing congress-tracker/ and congress-legislators/"
+        ),
+    ],
+    congress: Annotated[
+        int | None, typer.Option(help="Only ingest a specific congress number")
+    ] = None,
+    only: Annotated[
+        str | None,
+        typer.Option(
+            help="Only run a specific step: legislators, social-media, bills, votes, bill-text"
+        ),
+    ] = None,
+) -> None:
+    """Ingest congress data from unitedstates/congress JSON files."""
+    configure_logger(level="INFO")
+
+    data_dir = parent_dir / "congress-tracker/congress/data/"
+    legislators_dir = parent_dir / "congress-legislators"
+
+    if not data_dir.is_dir():
+        typer.echo(f"Expected congress-tracker/ directory: {data_dir}", err=True)
+        raise typer.Exit(code=1)
+
+    if not legislators_dir.is_dir():
+        typer.echo(
+            f"Expected congress-legislators/ directory: {legislators_dir}", err=True
+        )
+        raise typer.Exit(code=1)
+
+    engine = get_postgres_engine(name="DATA_SCIENCE_DEV")
+
+    congress_dirs = _resolve_congress_dirs(data_dir, congress)
+    if not congress_dirs:
+        typer.echo("No congress directories found.", err=True)
+        raise typer.Exit(code=1)
+
+    logger.info("Found %d congress directories to process", len(congress_dirs))
+
+    steps: dict[str, tuple] = {
+        "legislators": (ingest_legislators, (engine, legislators_dir)),
+        "legislators-social-media": (ingest_social_media, (engine, legislators_dir)),
+        "bills": (ingest_bills, (engine, congress_dirs)),
+        "votes": (ingest_votes, (engine, congress_dirs)),
+        "bill-text": (ingest_bill_text, (engine, congress_dirs)),
+    }
+
+    if only:
+        if only not in steps:
+            typer.echo(
+                f"Unknown step: {only}. Choose from: {', '.join(steps)}", err=True
+            )
+            raise typer.Exit(code=1)
+        steps = {only: steps[only]}
+
+    for step_name, (step_func, step_args) in steps.items():
+        logger.info("=== Starting step: %s ===", step_name)
+        step_func(*step_args)
+        logger.info("=== Finished step: %s ===", step_name)
+
+    logger.info("ingest-congress done")
+
+
+def _resolve_congress_dirs(data_dir: Path, congress: int | None) -> list[Path]:
+    """Find congress number directories under data_dir."""
+    if congress is not None:
+        target = data_dir / str(congress)
+        return [target] if target.is_dir() else []
+    return sorted(
+        path for path in data_dir.iterdir() if path.is_dir() and path.name.isdigit()
+    )
+
+
+def _flush_batch(session: Session, batch: list[object], label: str) -> int:
+    """Add a batch of ORM objects to the session and commit. Returns count added."""
+    if not batch:
+        return 0
+    session.add_all(batch)
+    session.commit()
+    count = len(batch)
+    logger.info("Committed %d %s", count, label)
+    batch.clear()
+    return count
+
+
+# ---------------------------------------------------------------------------
+# Legislators — loaded from congress-legislators YAML files
+# ---------------------------------------------------------------------------
+
+
+def ingest_legislators(engine: Engine, legislators_dir: Path) -> None:
+    """Load legislators from congress-legislators YAML files."""
+    legislators_data = _load_legislators_yaml(legislators_dir)
+    logger.info("Loaded %d legislators from YAML files", len(legislators_data))
+
+    with Session(engine) as session:
+        existing_legislators = {
+            legislator.bioguide_id: legislator
+            for legislator in session.scalars(select(Legislator)).all()
+        }
+        logger.info("Found %d existing legislators in DB", len(existing_legislators))
+
+        total_inserted = 0
+        total_updated = 0
+        for entry in legislators_data:
+            bioguide_id = entry.get("id", {}).get("bioguide")
+            if not bioguide_id:
+                continue
+
+            fields = _parse_legislator(entry)
+            if existing := existing_legislators.get(bioguide_id):
+                changed = False
+                for field, value in fields.items():
+                    if value is not None and getattr(existing, field) != value:
+                        setattr(existing, field, value)
+                        changed = True
+                if changed:
+                    total_updated += 1
+            else:
+                session.add(Legislator(bioguide_id=bioguide_id, **fields))
+                total_inserted += 1
+
+        session.commit()
+    logger.info(
+        "Inserted %d new legislators, updated %d existing",
+        total_inserted,
+        total_updated,
+    )
+
+
+def _load_legislators_yaml(legislators_dir: Path) -> list[dict]:
+    """Load and combine legislators-current.yaml and legislators-historical.yaml."""
+    legislators: list[dict] = []
+    for filename in ("legislators-current.yaml", "legislators-historical.yaml"):
+        path = legislators_dir / filename
+        if not path.exists():
+            logger.warning("Legislators file not found: %s", path)
+            continue
+        with path.open() as file:
+            data = yaml.safe_load(file)
+            if isinstance(data, list):
+                legislators.extend(data)
+    return legislators
+
+
+def _parse_legislator(entry: dict) -> dict:
+    """Extract Legislator fields from a congress-legislators YAML entry."""
+    ids = entry.get("id", {})
+    name = entry.get("name", {})
+    bio = entry.get("bio", {})
+    terms = entry.get("terms", [])
+    latest_term = terms[-1] if terms else {}
+
+    fec_ids = ids.get("fec")
+    fec_ids_joined = ",".join(fec_ids) if isinstance(fec_ids, list) else fec_ids
+
+    chamber = latest_term.get("type")
+    chamber_normalized = {"rep": "House", "sen": "Senate"}.get(chamber, chamber)
+
+    return {
+        "thomas_id": ids.get("thomas"),
+        "lis_id": ids.get("lis"),
+        "govtrack_id": ids.get("govtrack"),
+        "opensecrets_id": ids.get("opensecrets"),
+        "fec_ids": fec_ids_joined,
+        "first_name": name.get("first"),
+        "last_name": name.get("last"),
+        "official_full_name": name.get("official_full"),
+        "nickname": name.get("nickname"),
+        "birthday": bio.get("birthday"),
+        "gender": bio.get("gender"),
+        "current_party": latest_term.get("party"),
+        "current_state": latest_term.get("state"),
+        "current_district": latest_term.get("district"),
+        "current_chamber": chamber_normalized,
+    }
+
+
+# ---------------------------------------------------------------------------
+# Social Media — loaded from legislators-social-media.yaml
+# ---------------------------------------------------------------------------
+
+SOCIAL_MEDIA_PLATFORMS = {
+    "twitter": "https://twitter.com/{account}",
+    "facebook": "https://facebook.com/{account}",
+    "youtube": "https://youtube.com/{account}",
+    "instagram": "https://instagram.com/{account}",
+    "mastodon": None,
+}
+
+
+def ingest_social_media(engine: Engine, legislators_dir: Path) -> None:
+    """Load social media accounts from legislators-social-media.yaml."""
+    social_media_path = legislators_dir / "legislators-social-media.yaml"
+    if not social_media_path.exists():
+        logger.warning("Social media file not found: %s", social_media_path)
+        return
+
+    with social_media_path.open() as file:
+        social_media_data = yaml.safe_load(file)
+
+    if not isinstance(social_media_data, list):
+        logger.warning("Unexpected format in %s", social_media_path)
+        return
+
+    logger.info(
+        "Loaded %d entries from legislators-social-media.yaml", len(social_media_data)
+    )
+
+    with Session(engine) as session:
+        legislator_map = _build_legislator_map(session)
+        existing_accounts = {
+            (account.legislator_id, account.platform)
+            for account in session.scalars(select(LegislatorSocialMedia)).all()
+        }
+        logger.info(
+            "Found %d existing social media accounts in DB", len(existing_accounts)
+        )
+
+        total_inserted = 0
+        total_updated = 0
+        for entry in social_media_data:
+            bioguide_id = entry.get("id", {}).get("bioguide")
+            if not bioguide_id:
+                continue
+
+            legislator_id = legislator_map.get(bioguide_id)
+            if legislator_id is None:
+                continue
+
+            social = entry.get("social", {})
+            for platform, url_template in SOCIAL_MEDIA_PLATFORMS.items():
+                account_name = social.get(platform)
+                if not account_name:
+                    continue
+
+                url = (
+                    url_template.format(account=account_name) if url_template else None
+                )
+
+                if (legislator_id, platform) in existing_accounts:
+                    total_updated += 1
+                else:
+                    session.add(
+                        LegislatorSocialMedia(
+                            legislator_id=legislator_id,
+                            platform=platform,
+                            account_name=str(account_name),
+                            url=url,
+                            source="https://github.com/unitedstates/congress-legislators",
+                        )
+                    )
+                    existing_accounts.add((legislator_id, platform))
+                    total_inserted += 1
+
+        session.commit()
+    logger.info(
+        "Inserted %d new social media accounts, updated %d existing",
+        total_inserted,
+        total_updated,
+    )
+
+
+def _iter_voters(position_group: object) -> Iterator[dict]:
+    """Yield voter dicts from a vote position group (handles list, single dict, or string)."""
+    if isinstance(position_group, dict):
+        yield position_group
+    elif isinstance(position_group, list):
+        for voter in position_group:
+            if isinstance(voter, dict):
+                yield voter
+
+
+# ---------------------------------------------------------------------------
+# Bills
+# ---------------------------------------------------------------------------
+
+
+def ingest_bills(engine: Engine, congress_dirs: list[Path]) -> None:
+    """Load bill data.json files."""
+    with Session(engine) as session:
+        existing_bills = {
+            (bill.congress, bill.bill_type, bill.number)
+            for bill in session.scalars(select(Bill)).all()
+        }
+        logger.info("Found %d existing bills in DB", len(existing_bills))
+
+        total_inserted = 0
+        batch: list[Bill] = []
+        for congress_dir in congress_dirs:
+            bills_dir = congress_dir / "bills"
+            if not bills_dir.is_dir():
+                continue
+            logger.info("Scanning bills from %s", congress_dir.name)
+            for bill_file in bills_dir.rglob("data.json"):
+                data = _read_json(bill_file)
+                if data is None:
+                    continue
+                bill = _parse_bill(data, existing_bills)
+                if bill is not None:
+                    batch.append(bill)
+                    if len(batch) >= BATCH_SIZE:
+                        total_inserted += _flush_batch(session, batch, "bills")
+
+        total_inserted += _flush_batch(session, batch, "bills")
+    logger.info("Inserted %d new bills total", total_inserted)
+
+
+def _parse_bill(data: dict, existing_bills: set[tuple[int, str, int]]) -> Bill | None:
+    """Parse a bill data.json dict into a Bill ORM object, skipping existing."""
+    raw_congress = data.get("congress")
+    bill_type = data.get("bill_type")
+    raw_number = data.get("number")
+    if raw_congress is None or bill_type is None or raw_number is None:
+        return None
+    congress = int(raw_congress)
+    number = int(raw_number)
+    if (congress, bill_type, number) in existing_bills:
+        return None
+
+    sponsor_bioguide = None
+    sponsor = data.get("sponsor")
+    if sponsor:
+        sponsor_bioguide = sponsor.get("bioguide_id")
+
+    return Bill(
+        congress=congress,
+        bill_type=bill_type,
+        number=number,
+        title=data.get("short_title") or data.get("official_title"),
+        title_short=data.get("short_title"),
+        official_title=data.get("official_title"),
+        status=data.get("status"),
+        status_at=data.get("status_at"),
+        sponsor_bioguide_id=sponsor_bioguide,
+        subjects_top_term=data.get("subjects_top_term"),
+    )
+
+
+# ---------------------------------------------------------------------------
+# Votes (and vote records)
+# ---------------------------------------------------------------------------
+
+
+def ingest_votes(engine: Engine, congress_dirs: list[Path]) -> None:
+    """Load vote data.json files with their vote records."""
+    with Session(engine) as session:
+        legislator_map = _build_legislator_map(session)
+        logger.info("Loaded %d legislators into lookup map", len(legislator_map))
+        bill_map = _build_bill_map(session)
+        logger.info("Loaded %d bills into lookup map", len(bill_map))
+        existing_votes = {
+            (vote.congress, vote.chamber, vote.session, vote.number)
+            for vote in session.scalars(select(Vote)).all()
+        }
+        logger.info("Found %d existing votes in DB", len(existing_votes))
+
+        total_inserted = 0
+        batch: list[Vote] = []
+        for congress_dir in congress_dirs:
+            votes_dir = congress_dir / "votes"
+            if not votes_dir.is_dir():
+                continue
+            logger.info("Scanning votes from %s", congress_dir.name)
+            for vote_file in votes_dir.rglob("data.json"):
+                data = _read_json(vote_file)
+                if data is None:
+                    continue
+                vote = _parse_vote(data, legislator_map, bill_map, existing_votes)
+                if vote is not None:
+                    batch.append(vote)
+                    if len(batch) >= BATCH_SIZE:
+                        total_inserted += _flush_batch(session, batch, "votes")
+
+        total_inserted += _flush_batch(session, batch, "votes")
+    logger.info("Inserted %d new votes total", total_inserted)
+
+
+def _build_legislator_map(session: Session) -> dict[str, int]:
+    """Build a mapping of bioguide_id -> legislator.id."""
+    return {
+        legislator.bioguide_id: legislator.id
+        for legislator in session.scalars(select(Legislator)).all()
+    }
+
+
+def _build_bill_map(session: Session) -> dict[tuple[int, str, int], int]:
+    """Build a mapping of (congress, bill_type, number) -> bill.id."""
+    return {
+        (bill.congress, bill.bill_type, bill.number): bill.id
+        for bill in session.scalars(select(Bill)).all()
+    }
+
+
+def _parse_vote(
+    data: dict,
+    legislator_map: dict[str, int],
+    bill_map: dict[tuple[int, str, int], int],
+    existing_votes: set[tuple[int, str, int, int]],
+) -> Vote | None:
+    """Parse a vote data.json dict into a Vote ORM object with records."""
+    raw_congress = data.get("congress")
+    chamber = data.get("chamber")
+    raw_number = data.get("number")
+    vote_date = data.get("date")
+    if (
+        raw_congress is None
+        or chamber is None
+        or raw_number is None
+        or vote_date is None
+    ):
+        return None
+
+    raw_session = data.get("session")
+    if raw_session is None:
+        return None
+
+    congress = int(raw_congress)
+    number = int(raw_number)
+    session_number = int(raw_session)
+
+    # Normalize chamber from "h"/"s" to "House"/"Senate"
+    chamber_normalized = {"h": "House", "s": "Senate"}.get(chamber, chamber)
+
+    if (congress, chamber_normalized, session_number, number) in existing_votes:
+        return None
+
+    # Resolve linked bill
+    bill_id = None
+    bill_ref = data.get("bill")
+    if bill_ref:
+        bill_key = (
+            int(bill_ref.get("congress", congress)),
+            bill_ref.get("type"),
+            int(bill_ref.get("number", 0)),
+        )
+        bill_id = bill_map.get(bill_key)
+
+    raw_votes = data.get("votes", {})
+    vote_counts = _count_votes(raw_votes)
+    vote_records = _build_vote_records(raw_votes, legislator_map)
+
+    return Vote(
+        congress=congress,
+        chamber=chamber_normalized,
+        session=session_number,
+        number=number,
+        vote_type=data.get("type"),
+        question=data.get("question"),
+        result=data.get("result"),
+        result_text=data.get("result_text"),
+        vote_date=vote_date[:10] if isinstance(vote_date, str) else vote_date,
+        bill_id=bill_id,
+        vote_records=vote_records,
+        **vote_counts,
+    )
+
+
+def _count_votes(raw_votes: dict) -> dict[str, int]:
+    """Count voters per position category, correctly handling dict and list formats."""
+    yea_count = 0
+    nay_count = 0
+    not_voting_count = 0
+    present_count = 0
+
+    for position, position_group in raw_votes.items():
+        voter_count = sum(1 for _ in _iter_voters(position_group))
+        if position in ("Yea", "Aye"):
+            yea_count += voter_count
+        elif position in ("Nay", "No"):
+            nay_count += voter_count
+        elif position == "Not Voting":
+            not_voting_count += voter_count
+        elif position == "Present":
+            present_count += voter_count
+
+    return {
+        "yea_count": yea_count,
+        "nay_count": nay_count,
+        "not_voting_count": not_voting_count,
+        "present_count": present_count,
+    }
+
+
+def _build_vote_records(
+    raw_votes: dict, legislator_map: dict[str, int]
+) -> list[VoteRecord]:
+    """Build VoteRecord objects from raw vote data."""
+    records: list[VoteRecord] = []
+    for position, position_group in raw_votes.items():
+        for voter in _iter_voters(position_group):
+            bioguide_id = voter.get("id")
+            if not bioguide_id:
+                continue
+            legislator_id = legislator_map.get(bioguide_id)
+            if legislator_id is None:
+                continue
+            records.append(
+                VoteRecord(
+                    legislator_id=legislator_id,
+                    position=position,
+                )
+            )
+    return records
+
+
+# ---------------------------------------------------------------------------
+# Bill Text
+# ---------------------------------------------------------------------------
+
+
+def ingest_bill_text(engine: Engine, congress_dirs: list[Path]) -> None:
+    """Load bill text from text-versions directories."""
+    with Session(engine) as session:
+        bill_map = _build_bill_map(session)
+        logger.info("Loaded %d bills into lookup map", len(bill_map))
+        existing_bill_texts = {
+            (bill_text.bill_id, bill_text.version_code)
+            for bill_text in session.scalars(select(BillText)).all()
+        }
+        logger.info(
+            "Found %d existing bill text versions in DB", len(existing_bill_texts)
+        )
+
+        total_inserted = 0
+        batch: list[BillText] = []
+        for congress_dir in congress_dirs:
+            logger.info("Scanning bill texts from %s", congress_dir.name)
+            for bill_text in _iter_bill_texts(
+                congress_dir, bill_map, existing_bill_texts
+            ):
+                batch.append(bill_text)
+                if len(batch) >= BATCH_SIZE:
+                    total_inserted += _flush_batch(session, batch, "bill texts")
+
+        total_inserted += _flush_batch(session, batch, "bill texts")
+    logger.info("Inserted %d new bill text versions total", total_inserted)
+
+
+def _iter_bill_texts(
+    congress_dir: Path,
+    bill_map: dict[tuple[int, str, int], int],
+    existing_bill_texts: set[tuple[int, str]],
+) -> Iterator[BillText]:
+    """Yield BillText objects for a single congress directory, skipping existing."""
+    bills_dir = congress_dir / "bills"
+    if not bills_dir.is_dir():
+        return
+
+    for bill_dir in bills_dir.rglob("text-versions"):
+        if not bill_dir.is_dir():
+            continue
+        bill_key = _bill_key_from_dir(bill_dir.parent, congress_dir)
+        if bill_key is None:
+            continue
+        bill_id = bill_map.get(bill_key)
+        if bill_id is None:
+            continue
+
+        for version_dir in sorted(bill_dir.iterdir()):
+            if not version_dir.is_dir():
+                continue
+            if (bill_id, version_dir.name) in existing_bill_texts:
+                continue
+            text_content = _read_bill_text(version_dir)
+            version_data = _read_json(version_dir / "data.json")
+            yield BillText(
+                bill_id=bill_id,
+                version_code=version_dir.name,
+                version_name=version_data.get("version_name") if version_data else None,
+                date=version_data.get("issued_on") if version_data else None,
+                text_content=text_content,
+            )
+
+
+def _bill_key_from_dir(
+    bill_dir: Path, congress_dir: Path
+) -> tuple[int, str, int] | None:
+    """Extract (congress, bill_type, number) from directory structure."""
+    congress = int(congress_dir.name)
+    bill_type = bill_dir.parent.name
+    name = bill_dir.name
+    # Directory name is like "hr3590" — strip the type prefix to get the number
+    number_str = name[len(bill_type) :]
+    if not number_str.isdigit():
+        return None
+    return (congress, bill_type, int(number_str))
+
+
+def _read_bill_text(version_dir: Path) -> str | None:
+    """Read bill text from a version directory, preferring .txt over .xml."""
+    for extension in ("txt", "htm", "html", "xml"):
+        candidates = list(version_dir.glob(f"document.{extension}"))
+        if not candidates:
+            candidates = list(version_dir.glob(f"*.{extension}"))
+        if candidates:
+            try:
+                return candidates[0].read_text(encoding="utf-8")
+            except Exception:
+                logger.exception("Failed to read %s", candidates[0])
+    return None
+
+
+# ---------------------------------------------------------------------------
+# Helpers
+# ---------------------------------------------------------------------------
+
+
+def _read_json(path: Path) -> dict | None:
+    """Read and parse a JSON file, returning None on failure."""
+    try:
+        return orjson.loads(path.read_bytes())
+    except FileNotFoundError:
+        return None
+    except Exception:
+        logger.exception("Failed to parse %s", path)
+        return None
+
+
+if __name__ == "__main__":
+    app()

pipelines/ingest_posts.py

@@ -0,0 +1,281 @@
+"""Ingestion pipeline for loading JSONL post files into the weekly-partitioned posts table.
+
+Usage:
+    ingest-posts /path/to/files/
+    ingest-posts /path/to/single_file.jsonl
+    ingest-posts /data/dir/ --workers 4 --batch-size 5000
+"""
+
+from __future__ import annotations
+
+import logging
+from datetime import UTC, datetime
+from pathlib import Path  # noqa: TC003 this is needed for typer
+from typing import TYPE_CHECKING, Annotated
+
+import orjson
+import psycopg
+import typer
+
+from pipelines.pipelines.common import configure_logger
+from pipelines.orm.common import get_connection_info
+from pipelines.pipelines.parallelize import parallelize_process
+
+if TYPE_CHECKING:
+    from collections.abc import Iterator
+
+logger = logging.getLogger(__name__)
+
+
+app = typer.Typer(help="Ingest JSONL post files into the partitioned posts table.")
+
+
+@app.command()
+def main(
+    path: Annotated[
+        Path,
+        typer.Argument(help="Directory containing JSONL files, or a single JSONL file"),
+    ],
+    batch_size: Annotated[int, typer.Option(help="Rows per INSERT batch")] = 10000,
+    workers: Annotated[
+        int, typer.Option(help="Parallel workers for multi-file ingestion")
+    ] = 4,
+    pattern: Annotated[
+        str, typer.Option(help="Glob pattern for JSONL files")
+    ] = "*.jsonl",
+) -> None:
+    """Ingest JSONL post files into the weekly-partitioned posts table."""
+    configure_logger(level="INFO")
+
+    logger.info("starting ingest-posts")
+    logger.info(
+        "path=%s batch_size=%d workers=%d pattern=%s",
+        path,
+        batch_size,
+        workers,
+        pattern,
+    )
+    if path.is_file():
+        ingest_file(path, batch_size=batch_size)
+    elif path.is_dir():
+        ingest_directory(
+            path, batch_size=batch_size, max_workers=workers, pattern=pattern
+        )
+    else:
+        typer.echo(f"Path does not exist: {path}", err=True)
+        raise typer.Exit(code=1)
+
+    logger.info("ingest-posts done")
+
+
+def ingest_directory(
+    directory: Path,
+    *,
+    batch_size: int,
+    max_workers: int,
+    pattern: str = "*.jsonl",
+) -> None:
+    """Ingest all JSONL files in a directory using parallel workers."""
+    files = sorted(directory.glob(pattern))
+    if not files:
+        logger.warning("No JSONL files found in %s", directory)
+        return
+
+    logger.info("Found %d JSONL files to ingest", len(files))
+
+    kwargs_list = [{"path": fp, "batch_size": batch_size} for fp in files]
+    parallelize_process(ingest_file, kwargs_list, max_workers=max_workers)
+
+
+SCHEMA = "main"
+
+COLUMNS = (
+    "post_id",
+    "user_id",
+    "instance",
+    "date",
+    "text",
+    "langs",
+    "like_count",
+    "reply_count",
+    "repost_count",
+    "reply_to",
+    "replied_author",
+    "thread_root",
+    "thread_root_author",
+    "repost_from",
+    "reposted_author",
+    "quotes",
+    "quoted_author",
+    "labels",
+    "sent_label",
+    "sent_score",
+)
+
+INSERT_FROM_STAGING = f"""
+    INSERT INTO {SCHEMA}.posts ({", ".join(COLUMNS)})
+    SELECT {", ".join(COLUMNS)} FROM pg_temp.staging
+    ON CONFLICT (post_id, date) DO NOTHING
+"""  # noqa: S608
+
+FAILED_INSERT = f"""
+    INSERT INTO {SCHEMA}.failed_ingestion (raw_line, error)
+    VALUES (%(raw_line)s, %(error)s)
+"""  # noqa: S608
+
+
+def get_psycopg_connection() -> psycopg.Connection:
+    """Create a raw psycopg3 connection from environment variables."""
+    database, host, port, username, password = get_connection_info("DATA_SCIENCE_DEV")
+    return psycopg.connect(
+        dbname=database,
+        host=host,
+        port=int(port),
+        user=username,
+        password=password,
+        autocommit=False,
+    )
+
+
+def ingest_file(path: Path, *, batch_size: int) -> None:
+    """Ingest a single JSONL file into the posts table."""
+    log_trigger = max(100_000 // batch_size, 1)
+    failed_lines: list[dict] = []
+    try:
+        with get_psycopg_connection() as connection:
+            for index, batch in enumerate(
+                read_jsonl_batches(path, batch_size, failed_lines), 1
+            ):
+                ingest_batch(connection, batch)
+                if index % log_trigger == 0:
+                    logger.info(
+                        "Ingested %d batches (%d rows) from %s",
+                        index,
+                        index * batch_size,
+                        path,
+                    )
+
+            if failed_lines:
+                logger.warning(
+                    "Recording %d malformed lines from %s", len(failed_lines), path.name
+                )
+                with connection.cursor() as cursor:
+                    cursor.executemany(FAILED_INSERT, failed_lines)
+                connection.commit()
+    except Exception:
+        logger.exception("Failed to ingest file: %s", path)
+        raise
+
+
+def ingest_batch(connection: psycopg.Connection, batch: list[dict]) -> None:
+    """COPY batch into a temp staging table, then INSERT ... ON CONFLICT into posts."""
+    if not batch:
+        return
+
+    try:
+        with connection.cursor() as cursor:
+            cursor.execute(f"""
+                CREATE TEMP TABLE IF NOT EXISTS staging
+                (LIKE {SCHEMA}.posts INCLUDING DEFAULTS)
+                ON COMMIT DELETE ROWS
+            """)
+            cursor.execute("TRUNCATE pg_temp.staging")
+
+            with cursor.copy(
+                f"COPY pg_temp.staging ({', '.join(COLUMNS)}) FROM STDIN"
+            ) as copy:
+                for row in batch:
+                    copy.write_row(tuple(row.get(column) for column in COLUMNS))
+
+            cursor.execute(INSERT_FROM_STAGING)
+        connection.commit()
+    except Exception as error:
+        connection.rollback()
+
+        if len(batch) == 1:
+            logger.exception("Skipping bad row post_id=%s", batch[0].get("post_id"))
+            with connection.cursor() as cursor:
+                cursor.execute(
+                    FAILED_INSERT,
+                    {
+                        "raw_line": orjson.dumps(batch[0], default=str).decode(),
+                        "error": str(error),
+                    },
+                )
+            connection.commit()
+            return
+
+        midpoint = len(batch) // 2
+        ingest_batch(connection, batch[:midpoint])
+        ingest_batch(connection, batch[midpoint:])
+
+
+def read_jsonl_batches(
+    file_path: Path, batch_size: int, failed_lines: list[dict]
+) -> Iterator[list[dict]]:
+    """Stream a JSONL file and yield batches of transformed rows."""
+    batch: list[dict] = []
+    with file_path.open("r", encoding="utf-8") as handle:
+        for raw_line in handle:
+            line = raw_line.strip()
+            if not line:
+                continue
+            batch.extend(parse_line(line, file_path, failed_lines))
+            if len(batch) >= batch_size:
+                yield batch
+                batch = []
+    if batch:
+        yield batch
+
+
+def parse_line(line: str, file_path: Path, failed_lines: list[dict]) -> Iterator[dict]:
+    """Parse a JSONL line, handling concatenated JSON objects."""
+    try:
+        yield transform_row(orjson.loads(line))
+    except orjson.JSONDecodeError:
+        if "}{" not in line:
+            logger.warning(
+                "Skipping malformed line in %s: %s", file_path.name, line[:120]
+            )
+            failed_lines.append({"raw_line": line, "error": "malformed JSON"})
+            return
+        fragments = line.replace("}{", "}\n{").split("\n")
+        for fragment in fragments:
+            try:
+                yield transform_row(orjson.loads(fragment))
+            except (orjson.JSONDecodeError, KeyError, ValueError) as error:
+                logger.warning(
+                    "Skipping malformed fragment in %s: %s",
+                    file_path.name,
+                    fragment[:120],
+                )
+                failed_lines.append({"raw_line": fragment, "error": str(error)})
+    except Exception as error:
+        logger.exception("Skipping bad row in %s: %s", file_path.name, line[:120])
+        failed_lines.append({"raw_line": line, "error": str(error)})
+
+
+def transform_row(raw: dict) -> dict:
+    """Transform a raw JSONL row into a dict matching the Posts table columns."""
+    raw["date"] = parse_date(raw["date"])
+    if raw.get("langs") is not None:
+        raw["langs"] = orjson.dumps(raw["langs"])
+    if raw.get("text") is not None:
+        raw["text"] = raw["text"].replace("\x00", "")
+    return raw
+
+
+def parse_date(raw_date: int) -> datetime:
+    """Parse compact YYYYMMDDHHmm integer into a naive datetime (input is UTC by spec)."""
+    return datetime(
+        raw_date // 100000000,
+        (raw_date // 1000000) % 100,
+        (raw_date // 10000) % 100,
+        (raw_date // 100) % 100,
+        raw_date % 100,
+        tzinfo=UTC,
+    )
+
+
+if __name__ == "__main__":
+    app()

pipelines/orm/data_science_dev/congress/__init__.py

@@ -2,85 +2,25 @@
 
 from pipelines.orm.data_science_dev.congress.bill import (
     Bill,
-    BillAction,
-    BillActionRecordedVote,
-    BillRelation,
     BillText,
     BillTopic,
     BillTopicPosition,
 )
-from pipelines.orm.data_science_dev.congress.amendment import (
-    Amendment,
-    AmendmentAction,
-    AmendmentActionRecordedVote,
-)
-from pipelines.orm.data_science_dev.congress.context import (
-    ClassificationMethod,
-    ConfidenceLevel,
-    IngestRun,
-    MeasureFunction,
-    MeasureSubtype,
-    ScoreRun,
-    SourceArtifact,
-    SubjectType,
-    TextResolutionMethod,
-    TextTargetBasis,
-    TextTargetType,
-    VoteActionMatch,
-    VoteActionScope,
-    VoteClassification,
-    VoteContextAudit,
-    VoteEffect,
-    VoteMeasureLink,
-    VoteMeasureRole,
-    VotePositionMeaning,
-    VoteRelationship,
-    VoteTextTarget,
-)
 from pipelines.orm.data_science_dev.congress.legislator import (
     Legislator,
     LegislatorScore,
     LegislatorSocialMedia,
-    LegislatorScoreFake,
 )
 from pipelines.orm.data_science_dev.congress.vote import Vote, VoteRecord
 
 __all__ = [
-    "Amendment",
-    "AmendmentAction",
-    "AmendmentActionRecordedVote",
     "Bill",
-    "BillAction",
-    "BillActionRecordedVote",
-    "BillRelation",
     "BillText",
     "BillTopic",
     "BillTopicPosition",
-    "ClassificationMethod",
-    "ConfidenceLevel",
-    "IngestRun",
     "Legislator",
     "LegislatorScore",
-    "LegislatorScoreFake",
     "LegislatorSocialMedia",
-    "MeasureFunction",
-    "MeasureSubtype",
-    "ScoreRun",
-    "SourceArtifact",
-    "SubjectType",
-    "TextResolutionMethod",
-    "TextTargetBasis",
-    "TextTargetType",
     "Vote",
-    "VoteActionMatch",
-    "VoteActionScope",
-    "VoteClassification",
-    "VoteContextAudit",
-    "VoteEffect",
-    "VoteMeasureLink",
-    "VoteMeasureRole",
-    "VotePositionMeaning",
-    "VoteRelationship",
     "VoteRecord",
-    "VoteTextTarget",
 ]

pipelines/orm/data_science_dev/congress/amendment.py

@@ -1,127 +0,0 @@
-"""Amendment models and official action context."""
-
-from __future__ import annotations
-
-from datetime import date, datetime
-
-from sqlalchemy import DateTime, ForeignKey, Index, UniqueConstraint
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from pipelines.orm.data_science_dev.base import DataScienceDevTableBase
-
-
-class Amendment(DataScienceDevTableBase):
-    """Congressional amendment linked to a bill or to another amendment."""
-
-    __tablename__ = "amendment"
-    __table_args__ = (
-        UniqueConstraint(
-            "congress",
-            "amendment_type",
-            "number",
-            name="uq_amendment_congress_type_number",
-        ),
-    )
-
-    congress: Mapped[int]
-    amendment_type: Mapped[str]
-    number: Mapped[int]
-    chamber: Mapped[str]
-    description: Mapped[str | None]
-    purpose: Mapped[str | None]
-    amended_bill_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.bill.id", ondelete="SET NULL")
-    )
-    amended_amendment_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.amendment.id", ondelete="SET NULL")
-    )
-    source_path: Mapped[str | None]
-    source_artifact_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.source_artifact.id", ondelete="SET NULL")
-    )
-
-    actions: Mapped[list[AmendmentAction]] = relationship(
-        "AmendmentAction",
-        back_populates="amendment",
-        cascade="all, delete-orphan",
-    )
-    amended_amendment: Mapped[Amendment | None] = relationship(
-        "Amendment",
-        remote_side="Amendment.id",
-    )
-
-
-class AmendmentAction(DataScienceDevTableBase):
-    """Official action row for an amendment."""
-
-    __tablename__ = "amendment_action"
-    __table_args__ = (
-        UniqueConstraint(
-            "amendment_id",
-            "sequence",
-            name="uq_amendment_action_amendment_id_sequence",
-        ),
-    )
-
-    amendment_id: Mapped[int] = mapped_column(
-        ForeignKey("main.amendment.id", ondelete="CASCADE")
-    )
-    sequence: Mapped[int]
-    action_date: Mapped[date]
-    action_time: Mapped[str | None]
-    action_text: Mapped[str]
-    action_type: Mapped[str | None]
-    action_code: Mapped[str | None]
-    source_system_code: Mapped[str | None]
-    source_system_name: Mapped[str | None]
-    source_artifact_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.source_artifact.id", ondelete="SET NULL")
-    )
-
-    amendment: Mapped[Amendment] = relationship(
-        "Amendment",
-        back_populates="actions",
-    )
-    recorded_votes: Mapped[list[AmendmentActionRecordedVote]] = relationship(
-        "AmendmentActionRecordedVote",
-        back_populates="amendment_action",
-        cascade="all, delete-orphan",
-    )
-
-
-class AmendmentActionRecordedVote(DataScienceDevTableBase):
-    """Recorded vote nested under one official amendment action."""
-
-    __tablename__ = "amendment_action_recorded_vote"
-    __table_args__ = (
-        UniqueConstraint(
-            "amendment_action_id",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-            name="uq_amendment_action_recorded_vote_match_key",
-        ),
-        Index(
-            "ix_amendment_action_recorded_vote_match_tuple",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-        ),
-    )
-
-    amendment_action_id: Mapped[int] = mapped_column(
-        ForeignKey("main.amendment_action.id", ondelete="CASCADE")
-    )
-    congress: Mapped[int]
-    chamber: Mapped[str]
-    session_number: Mapped[int]
-    roll_number: Mapped[int]
-    vote_datetime: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    vote_url: Mapped[str | None]
-
-    amendment_action: Mapped[AmendmentAction] = relationship(
-        "AmendmentAction",
-        back_populates="recorded_votes",
-    )

pipelines/orm/data_science_dev/congress/bill.py

@@ -1,4 +1,4 @@
-"""Bill models for legislation, official actions, text versions, and topic tags."""
+"""Bill model - legislation introduced in Congress."""
 
 from __future__ import annotations
 
@@ -12,7 +12,7 @@ from sqlalchemy.orm import Mapped, mapped_column, relationship
 from pipelines.orm.data_science_dev.base import DataScienceDevTableBase
 
 if TYPE_CHECKING:
-    from pipelines.orm.data_science_dev.congress.context import VoteMeasureLink
+    from pipelines.orm.data_science_dev.congress.vote import Vote
 
 
 class BillTopicPosition(StrEnum):
@@ -22,17 +22,6 @@ class BillTopicPosition(StrEnum):
     AGAINST = "against"
 
 
-def _enum_column(enum_cls: type[StrEnum], *, name: str) -> Enum:
-    """Build a portable SQLAlchemy enum column for StrEnum values."""
-
-    return Enum(
-        enum_cls,
-        values_callable=lambda enum_type: [member.value for member in enum_type],
-        native_enum=False,
-        name=name,
-    )
-
-
 class Bill(DataScienceDevTableBase):
     """Legislation with congress number, type, titles, status, and sponsor."""
 
@@ -60,6 +49,10 @@ class Bill(DataScienceDevTableBase):
     subjects_top_term: Mapped[str | None]
     score_processed_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
 
+    votes: Mapped[list[Vote]] = relationship(
+        "Vote",
+        back_populates="bill",
+    )
     bill_texts: Mapped[list[BillText]] = relationship(
         "BillText",
         back_populates="bill",
@@ -70,28 +63,6 @@ class Bill(DataScienceDevTableBase):
         back_populates="bill",
         cascade="all, delete-orphan",
     )
-    bill_actions: Mapped[list[BillAction]] = relationship(
-        "BillAction",
-        back_populates="bill",
-        cascade="all, delete-orphan",
-    )
-    outgoing_bill_relations: Mapped[list[BillRelation]] = relationship(
-        "BillRelation",
-        foreign_keys="BillRelation.bill_id",
-        back_populates="bill",
-        cascade="all, delete-orphan",
-    )
-    incoming_bill_relations: Mapped[list[BillRelation]] = relationship(
-        "BillRelation",
-        foreign_keys="BillRelation.related_bill_id",
-        back_populates="related_bill",
-        cascade="all, delete-orphan",
-    )
-    vote_measure_links: Mapped[list[VoteMeasureLink]] = relationship(
-        "VoteMeasureLink",
-        back_populates="measure",
-        cascade="all, delete-orphan",
-    )
 
 
 class BillText(DataScienceDevTableBase):
@@ -113,113 +84,10 @@ class BillText(DataScienceDevTableBase):
     summarization_user_prompt_version: Mapped[str | None]
     summarization_system_prompt_version: Mapped[str | None]
     date: Mapped[date | None]
-    source_datetime_raw: Mapped[str | None]
-    text_url_xml: Mapped[str | None]
-    text_url_pdf: Mapped[str | None]
-    text_url_html: Mapped[str | None]
-    source_artifact_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.source_artifact.id", ondelete="SET NULL")
-    )
 
     bill: Mapped[Bill] = relationship("Bill", back_populates="bill_texts")
 
-
-class BillAction(DataScienceDevTableBase):
-    """Official action row from Bill Status XML."""
-
-    __tablename__ = "bill_action"
-    __table_args__ = (
-        UniqueConstraint("bill_id", "sequence", name="uq_bill_action_bill_id_sequence"),
-    )
-
-    bill_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
-    sequence: Mapped[int]
-    action_date: Mapped[date]
-    action_time: Mapped[str | None]
-    action_text: Mapped[str]
-    action_type: Mapped[str | None]
-    action_code: Mapped[str | None]
-    source_system_code: Mapped[str | None]
-    source_system_name: Mapped[str | None]
-    source_artifact_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.source_artifact.id", ondelete="SET NULL")
-    )
-
-    bill: Mapped[Bill] = relationship("Bill", back_populates="bill_actions")
-    recorded_votes: Mapped[list[BillActionRecordedVote]] = relationship(
-        "BillActionRecordedVote",
-        back_populates="bill_action",
-        cascade="all, delete-orphan",
-    )
-
-
-class BillActionRecordedVote(DataScienceDevTableBase):
-    """Recorded vote nested under one official bill action."""
-
-    __tablename__ = "bill_action_recorded_vote"
-    __table_args__ = (
-        UniqueConstraint(
-            "bill_action_id",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-            name="uq_bill_action_recorded_vote_match_key",
-        ),
-        Index(
-            "ix_bill_action_recorded_vote_match_tuple",
-            "congress",
-            "chamber",
-            "session_number",
-            "roll_number",
-        ),
-    )
-
-    bill_action_id: Mapped[int] = mapped_column(
-        ForeignKey("main.bill_action.id", ondelete="CASCADE")
-    )
-    congress: Mapped[int]
-    chamber: Mapped[str]
-    session_number: Mapped[int]
-    roll_number: Mapped[int]
-    vote_datetime: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    vote_url: Mapped[str | None]
-
-    bill_action: Mapped[BillAction] = relationship(
-        "BillAction",
-        back_populates="recorded_votes",
-    )
-
-
-class BillRelation(DataScienceDevTableBase):
-    """Relationship between one bill/resolution and another."""
-
-    __tablename__ = "bill_relation"
-    __table_args__ = (
-        Index("ix_bill_relation_bill_id", "bill_id"),
-        Index("ix_bill_relation_related_bill_id", "related_bill_id"),
-    )
-
-    bill_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
-    related_bill_id: Mapped[int] = mapped_column(
-        ForeignKey("main.bill.id", ondelete="CASCADE")
-    )
-    relationship_type: Mapped[str]
-    identified_by: Mapped[str | None]
-    latest_action_date: Mapped[date | None]
-    latest_action_text: Mapped[str | None]
-
-    bill: Mapped[Bill] = relationship(
-        "Bill",
-        foreign_keys=[bill_id],
-        back_populates="outgoing_bill_relations",
-    )
-    related_bill: Mapped[Bill] = relationship(
-        "Bill",
-        foreign_keys=[related_bill_id],
-        back_populates="incoming_bill_relations",
-    )
-
+# suport multipu summary prer bill
 
 class BillTopic(DataScienceDevTableBase):
     """One bill stance on one topic used to score roll-call votes."""
@@ -238,7 +106,12 @@ class BillTopic(DataScienceDevTableBase):
     bill_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
     topic: Mapped[str]
     support_position: Mapped[BillTopicPosition] = mapped_column(
-        _enum_column(BillTopicPosition, name="bill_topic_position")
+        Enum(
+            BillTopicPosition,
+            values_callable=lambda enum_cls: [member.value for member in enum_cls],
+            native_enum=False,
+            name="bill_topic_position",
+        )
     )
 
     bill: Mapped[Bill] = relationship("Bill", back_populates="topics")

pipelines/orm/data_science_dev/congress/context.py

@@ -1,462 +0,0 @@
-"""Canonical vote context, artifact tracking, and run metadata models."""
-
-from __future__ import annotations
-
-from datetime import datetime
-from enum import StrEnum
-from typing import TYPE_CHECKING
-
-from sqlalchemy import DateTime, Enum, ForeignKey, Index, func, text
-from sqlalchemy.orm import Mapped, mapped_column, relationship
-
-from pipelines.orm.data_science_dev.base import DataScienceDevTableBase
-
-if TYPE_CHECKING:
-    from pipelines.orm.data_science_dev.congress.amendment import Amendment, AmendmentAction
-    from pipelines.orm.data_science_dev.congress.bill import Bill, BillAction, BillText
-    from pipelines.orm.data_science_dev.congress.legislator import LegislatorScore
-    from pipelines.orm.data_science_dev.congress.vote import Vote
-
-
-def _enum_column(enum_cls: type[StrEnum], *, name: str) -> Enum:
-    """Build a portable SQLAlchemy enum column for StrEnum values."""
-
-    return Enum(
-        enum_cls,
-        values_callable=lambda enum_type: [member.value for member in enum_type],
-        native_enum=False,
-        name=name,
-    )
-
-
-class ConfidenceLevel(StrEnum):
-    """Low/medium/high confidence buckets."""
-
-    HIGH = "high"
-    MEDIUM = "medium"
-    LOW = "low"
-
-
-class VoteActionScope(StrEnum):
-    """Whether a matched action came from bill or amendment context."""
-
-    BILL = "bill"
-    AMENDMENT = "amendment"
-
-
-class SubjectType(StrEnum):
-    """The direct legal/procedural subject of the vote."""
-
-    MEASURE = "measure"
-    AMENDMENT = "amendment"
-    NOMINATION = "nomination"
-    TREATY = "treaty"
-    QUORUM = "quorum"
-    CHAMBER_ADMIN = "chamber_admin"
-    UNKNOWN = "unknown"
-
-
-class MeasureSubtype(StrEnum):
-    """Formal congressional measure subtype."""
-
-    BILL = "bill"
-    JOINT_RESOLUTION = "joint_resolution"
-    CONCURRENT_RESOLUTION = "concurrent_resolution"
-    SIMPLE_RESOLUTION = "simple_resolution"
-
-
-class MeasureFunction(StrEnum):
-    """Semantic function of a measure beyond its formal subtype."""
-
-    SUBSTANTIVE_MEASURE = "substantive_measure"
-    SPECIAL_RULE = "special_rule"
-    BUDGET_RESOLUTION = "budget_resolution"
-    CHAMBER_INTERNAL = "chamber_internal"
-    COMMEMORATIVE_OR_SENSE_OF = "commemorative_or_sense_of"
-    UNKNOWN = "unknown"
-
-
-class VoteRelationship(StrEnum):
-    """The vote's relationship to the direct subject and its text."""
-
-    DIRECT_TEXT_VOTE = "direct_text_vote"
-    AMENDMENT_TEXT_VOTE = "amendment_text_vote"
-    PROCEDURAL_RELATED_TO_MEASURE = "procedural_related_to_measure"
-    PROCEDURAL_RELATED_TO_AMENDMENT = "procedural_related_to_amendment"
-    NON_LEGISLATIVE = "non_legislative"
-    UNKNOWN = "unknown"
-
-
-class ClassificationMethod(StrEnum):
-    """How the final classification was derived."""
-
-    RECORDED_VOTE_ACTION_EXACT = "recorded_vote_action_exact"
-    RECORDED_VOTE_ACTION_DUPLICATE_SOURCE_DEDUPED = (
-        "recorded_vote_action_duplicate_source_deduped"
-    )
-    VOTE_XML_ONLY = "vote_xml_only"
-    QUESTION_TEXT_ONLY = "question_text_only"
-    MANUAL_REVIEW = "manual_review"
-
-
-class VoteMeasureRole(StrEnum):
-    """How one measure relates to one classified vote."""
-
-    VOTED_ON = "voted_on"
-    RULE_FOR = "rule_for"
-    UNDERLYING_BILL = "underlying_bill"
-    PROCEDURAL_TARGET = "procedural_target"
-    AMENDS = "amends"
-    AMENDED_BY = "amended_by"
-    CONFERENCE_REPORT_FOR = "conference_report_for"
-    RELATED_ONLY = "related_only"
-
-
-class TextTargetType(StrEnum):
-    """Which kind of legislative text was the object of a vote."""
-
-    BILL_TEXT = "bill_text"
-    RESOLUTION_TEXT = "resolution_text"
-    AMENDMENT_TEXT = "amendment_text"
-    NONE = "none"
-    UNKNOWN = "unknown"
-
-
-class TextTargetBasis(StrEnum):
-    """How the text target should be interpreted."""
-
-    EXACT_ACTION_TEXT_VERSION = "exact_action_text_version"
-    RESULTING_ENGROSSED_VERSION = "resulting_engrossed_version"
-    RECEIVED_PRIOR_CHAMBER_VERSION = "received_prior_chamber_version"
-    AMENDMENT_TEXT = "amendment_text"
-    RULE_RESOLUTION_TEXT = "rule_resolution_text"
-    NO_TEXT_TARGET = "no_text_target"
-    UNKNOWN = "unknown"
-
-
-class TextResolutionMethod(StrEnum):
-    """How the official text target was resolved."""
-
-    TEXT_EXACT_ACTION_DATE_AND_CODE = "text_exact_action_date_and_code"
-    TEXT_EXACT_ACTION_DATE_WRONG_CODE = "text_exact_action_date_wrong_code"
-    TEXT_PRIOR_VERSION_CODE_MATCH = "text_prior_version_code_match"
-    TEXT_RECEIVED_PRIOR_CHAMBER_VERSION = "text_received_prior_chamber_version"
-    TEXT_RESULTING_ENROLLED_ONLY = "text_resulting_enrolled_only"
-    AMENDMENT_TEXT_UNMODELED_PHASE1 = "amendment_text_unmodeled_phase1"
-    NO_TEXT_TARGET = "no_text_target"
-    UNKNOWN = "unknown"
-
-
-class VoteEffect(StrEnum):
-    """Meaning of one member position relative to the target text/procedure."""
-
-    SUPPORTS_TEXT = "supports_text"
-    OPPOSES_TEXT = "opposes_text"
-    ADVANCES_PROCEDURE = "advances_procedure"
-    BLOCKS_PROCEDURE = "blocks_procedure"
-    UNKNOWN = "unknown"
-
-
-class IngestRun(DataScienceDevTableBase):
-    """One full ingestion or context rebuild run."""
-
-    __tablename__ = "ingest_run"
-
-    started_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    completed_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    git_sha: Mapped[str | None]
-    classifier_version: Mapped[str | None]
-    source_snapshot_label: Mapped[str | None]
-    status: Mapped[str]
-
-    source_artifacts: Mapped[list[SourceArtifact]] = relationship(
-        "SourceArtifact",
-        back_populates="ingest_run",
-        cascade="all, delete-orphan",
-    )
-    score_runs: Mapped[list[ScoreRun]] = relationship(
-        "ScoreRun",
-        back_populates="ingest_run",
-        cascade="all, delete-orphan",
-    )
-
-
-class SourceArtifact(DataScienceDevTableBase):
-    """Local artifact manifest entry for reproducibility."""
-
-    __tablename__ = "source_artifact"
-    __table_args__ = (
-        Index("ix_source_artifact_source_kind", "source_kind"),
-        Index("ix_source_artifact_congress", "congress"),
-        Index(
-            "uq_source_artifact_ingest_identity",
-            "ingest_run_id",
-            "local_path",
-            "sha256",
-            unique=True,
-        ),
-    )
-
-    source_kind: Mapped[str]
-    congress: Mapped[int]
-    chamber: Mapped[str | None]
-    local_path: Mapped[str]
-    source_url: Mapped[str | None]
-    sha256: Mapped[str]
-    byte_size: Mapped[int]
-    modified_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    ingested_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    ingest_run_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.ingest_run.id", ondelete="SET NULL")
-    )
-
-    ingest_run: Mapped[IngestRun | None] = relationship(
-        "IngestRun",
-        back_populates="source_artifacts",
-    )
-
-
-class ScoreRun(DataScienceDevTableBase):
-    """One full score recomputation tied to one ingest snapshot."""
-
-    __tablename__ = "score_run"
-
-    ingest_run_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.ingest_run.id", ondelete="SET NULL")
-    )
-    classifier_version: Mapped[str | None]
-    scoring_version: Mapped[str | None]
-    included_vote_count: Mapped[int]
-    excluded_vote_count: Mapped[int]
-    started_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    completed_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-
-    ingest_run: Mapped[IngestRun | None] = relationship(
-        "IngestRun",
-        back_populates="score_runs",
-    )
-    scores: Mapped[list[LegislatorScore]] = relationship(
-        "LegislatorScore",
-        back_populates="score_run",
-        cascade="all, delete-orphan",
-    )
-
-
-class VoteActionMatch(DataScienceDevTableBase):
-    """A candidate or selected official action match for one raw vote."""
-
-    __tablename__ = "vote_action_match"
-    __table_args__ = (
-        Index("ix_vote_action_match_vote_id", "vote_id"),
-        Index(
-            "uq_vote_action_match_selected_vote_id",
-            "vote_id",
-            unique=True,
-            postgresql_where=text("is_selected"),
-        ),
-    )
-
-    vote_id: Mapped[int] = mapped_column(ForeignKey("main.vote.id", ondelete="CASCADE"))
-    action_scope: Mapped[VoteActionScope] = mapped_column(
-        _enum_column(VoteActionScope, name="vote_action_scope")
-    )
-    bill_action_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.bill_action.id", ondelete="CASCADE")
-    )
-    amendment_action_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.amendment_action.id", ondelete="CASCADE")
-    )
-    is_selected: Mapped[bool]
-    match_method: Mapped[str]
-    match_reason: Mapped[str | None]
-    match_confidence: Mapped[ConfidenceLevel] = mapped_column(
-        _enum_column(ConfidenceLevel, name="vote_action_match_confidence")
-    )
-    created_at: Mapped[datetime] = mapped_column(
-        DateTime(timezone=True),
-        server_default=func.now(),
-    )
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="action_matches")
-    bill_action: Mapped[BillAction | None] = relationship("BillAction")
-    amendment_action: Mapped[AmendmentAction | None] = relationship("AmendmentAction")
-
-
-class VoteClassification(DataScienceDevTableBase):
-    """Normalized classification for what a vote was legally/procedurally on."""
-
-    __tablename__ = "vote_classification"
-    __table_args__ = (
-        Index("ix_vote_classification_subject_type", "subject_type"),
-        Index(
-            "ix_vote_classification_eligible_vote_id",
-            "vote_id",
-            postgresql_where=text(
-                "subject_type = 'measure' "
-                "AND vote_relationship = 'direct_text_vote' "
-                "AND is_direct_vote_on_legislative_text "
-                "AND is_substantive_policy_vote "
-                "AND NOT is_special_rule"
-            ),
-        ),
-    )
-
-    vote_id: Mapped[int] = mapped_column(
-        ForeignKey("main.vote.id", ondelete="CASCADE"),
-        unique=True,
-    )
-    subject_type: Mapped[SubjectType] = mapped_column(
-        _enum_column(SubjectType, name="vote_subject_type")
-    )
-    measure_type: Mapped[str | None]
-    measure_subtype: Mapped[MeasureSubtype | None] = mapped_column(
-        _enum_column(MeasureSubtype, name="vote_measure_subtype")
-    )
-    measure_function: Mapped[MeasureFunction | None] = mapped_column(
-        _enum_column(MeasureFunction, name="vote_measure_function")
-    )
-    vote_relationship: Mapped[VoteRelationship] = mapped_column(
-        _enum_column(VoteRelationship, name="vote_relationship")
-    )
-    is_legislation_related: Mapped[bool]
-    is_direct_vote_on_legislative_text: Mapped[bool]
-    is_substantive_policy_vote: Mapped[bool]
-    is_lawmaking_vehicle: Mapped[bool]
-    is_special_rule: Mapped[bool]
-    classification_method: Mapped[ClassificationMethod] = mapped_column(
-        _enum_column(ClassificationMethod, name="vote_classification_method")
-    )
-    classification_confidence_reason: Mapped[str | None]
-    confidence: Mapped[ConfidenceLevel] = mapped_column(
-        _enum_column(ConfidenceLevel, name="vote_classification_confidence")
-    )
-    classified_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    classification_version: Mapped[str]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="classification")
-
-
-class VoteMeasureLink(DataScienceDevTableBase):
-    """Relationship between a classified vote and one bill/resolution measure."""
-
-    __tablename__ = "vote_measure_link"
-    __table_args__ = (
-        Index("ix_vote_measure_link_vote_id", "vote_id"),
-        Index("ix_vote_measure_link_vote_id_role", "vote_id", "role"),
-        Index("ix_vote_measure_link_measure_id_role", "measure_id", "role"),
-    )
-
-    vote_id: Mapped[int] = mapped_column(ForeignKey("main.vote.id", ondelete="CASCADE"))
-    measure_id: Mapped[int] = mapped_column(ForeignKey("main.bill.id", ondelete="CASCADE"))
-    role: Mapped[VoteMeasureRole] = mapped_column(
-        _enum_column(VoteMeasureRole, name="vote_measure_role")
-    )
-    source: Mapped[str]
-    confidence: Mapped[ConfidenceLevel] = mapped_column(
-        _enum_column(ConfidenceLevel, name="vote_measure_link_confidence")
-    )
-    notes: Mapped[str | None]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="vote_measure_links")
-    measure: Mapped[Bill] = relationship("Bill", back_populates="vote_measure_links")
-
-
-class VoteTextTarget(DataScienceDevTableBase):
-    """Official text target, if any, resolved for one classified vote."""
-
-    __tablename__ = "vote_text_target"
-    __table_args__ = (
-        Index(
-            "ix_vote_text_target_voted_text_version_id",
-            "voted_text_version_id",
-            postgresql_where=text("voted_text_version_id IS NOT NULL"),
-        ),
-    )
-
-    vote_id: Mapped[int] = mapped_column(
-        ForeignKey("main.vote.id", ondelete="CASCADE"),
-        unique=True,
-    )
-    text_target_type: Mapped[TextTargetType] = mapped_column(
-        _enum_column(TextTargetType, name="vote_text_target_type")
-    )
-    voted_text_version_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.bill_text.id", ondelete="SET NULL")
-    )
-    resulting_text_version_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.bill_text.id", ondelete="SET NULL")
-    )
-    related_amendment_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.amendment.id", ondelete="SET NULL")
-    )
-    text_target_basis: Mapped[TextTargetBasis] = mapped_column(
-        _enum_column(TextTargetBasis, name="vote_text_target_basis")
-    )
-    text_resolution_method: Mapped[TextResolutionMethod] = mapped_column(
-        _enum_column(TextResolutionMethod, name="vote_text_resolution_method")
-    )
-    text_resolution_confidence_reason: Mapped[str | None]
-    confidence: Mapped[ConfidenceLevel] = mapped_column(
-        _enum_column(ConfidenceLevel, name="vote_text_target_confidence")
-    )
-    notes: Mapped[str | None]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="text_target")
-    voted_text_version: Mapped[BillText | None] = relationship(
-        "BillText",
-        foreign_keys=[voted_text_version_id],
-    )
-    resulting_text_version: Mapped[BillText | None] = relationship(
-        "BillText",
-        foreign_keys=[resulting_text_version_id],
-    )
-    related_amendment: Mapped[Amendment | None] = relationship("Amendment")
-
-
-class VotePositionMeaning(DataScienceDevTableBase):
-    """Meaning of Yea/Nay/Present positions for one classified vote."""
-
-    __tablename__ = "vote_position_meaning"
-
-    vote_id: Mapped[int] = mapped_column(
-        ForeignKey("main.vote.id", ondelete="CASCADE"),
-        unique=True,
-    )
-    yea_effect: Mapped[VoteEffect] = mapped_column(
-        _enum_column(VoteEffect, name="vote_yea_effect")
-    )
-    nay_effect: Mapped[VoteEffect] = mapped_column(
-        _enum_column(VoteEffect, name="vote_nay_effect")
-    )
-    present_effect: Mapped[VoteEffect] = mapped_column(
-        _enum_column(VoteEffect, name="vote_present_effect")
-    )
-    polarity_confidence: Mapped[ConfidenceLevel] = mapped_column(
-        _enum_column(ConfidenceLevel, name="vote_polarity_confidence")
-    )
-    polarity_method: Mapped[str]
-    notes: Mapped[str | None]
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="position_meaning")
-
-
-class VoteContextAudit(DataScienceDevTableBase):
-    """Audit/event row for ambiguous or noteworthy vote-context decisions."""
-
-    __tablename__ = "vote_context_audit"
-    __table_args__ = (
-        Index("ix_vote_context_audit_vote_id", "vote_id"),
-        Index("ix_vote_context_audit_severity_vote_id", "severity", "vote_id"),
-    )
-
-    vote_id: Mapped[int] = mapped_column(ForeignKey("main.vote.id", ondelete="CASCADE"))
-    step: Mapped[str]
-    message: Mapped[str]
-    severity: Mapped[str]
-    source_path: Mapped[str | None]
-    created_at: Mapped[datetime] = mapped_column(
-        DateTime(timezone=True),
-        server_default=func.now(),
-    )
-
-    vote: Mapped[Vote] = relationship("Vote", back_populates="context_audit_rows")

pipelines/orm/data_science_dev/congress/legislator.py

@@ -11,7 +11,6 @@ from sqlalchemy.orm import Mapped, mapped_column, relationship
 from pipelines.orm.data_science_dev.base import DataScienceDevTableBase
 
 if TYPE_CHECKING:
-    from pipelines.orm.data_science_dev.congress.context import ScoreRun
     from pipelines.orm.data_science_dev.congress.vote import VoteRecord
 
 
@@ -19,7 +18,6 @@ class Legislator(DataScienceDevTableBase):
     """Members of Congress with identification and current term info."""
 
     __tablename__ = "legislator"
-    __table_args__ = (Index("ix_legislator_current_chamber", "current_chamber"),)
 
     bioguide_id: Mapped[str] = mapped_column(Text, unique=True, index=True)
 
@@ -93,39 +91,8 @@ class LegislatorScore(DataScienceDevTableBase):
         ForeignKey("main.legislator.id", ondelete="CASCADE"),
         index=True,
     )
-    score_run_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.score_run.id", ondelete="CASCADE"),
-        index=True,
-    )
     year: Mapped[int]
     topic: Mapped[str]
     score: Mapped[float]
 
     legislator: Mapped[Legislator] = relationship(back_populates="scores")
-    score_run: Mapped[ScoreRun | None] = relationship(
-        "ScoreRun",
-        back_populates="scores",
-    )
-
-
-class LegislatorScoreFake(DataScienceDevTableBase):
-    """Computed topic score for a legislator in one calendar year."""
-
-    __tablename__ = "legislator_score_fake"
-    __table_args__ = (
-        UniqueConstraint(
-            "legislator_id",
-            "year",
-            "topic",
-            name="uq_legislator_score_fake_legislator_id_year_topic",
-        ),
-        Index("ix_legislator_score_fake_year_topic", "year", "topic"),
-    )
-
-    legislator_id: Mapped[int] = mapped_column(
-        ForeignKey("main.legislator.id", ondelete="CASCADE"),
-        index=True,
-    )
-    year: Mapped[int]
-    topic: Mapped[str]
-    score: Mapped[float]

pipelines/orm/data_science_dev/congress/vote.py

@@ -1,12 +1,11 @@
-"""Vote models for raw roll-call data and member positions."""
+"""Vote model - roll call votes in Congress."""
 
 from __future__ import annotations
 
-from datetime import date, datetime
+from datetime import date
 from typing import TYPE_CHECKING
 
-from sqlalchemy import DateTime, ForeignKey, Index, UniqueConstraint
-from sqlalchemy.dialects.postgresql import JSONB
+from sqlalchemy import ForeignKey, Index, UniqueConstraint
 from sqlalchemy.orm import Mapped, mapped_column, relationship
 
 from pipelines.orm.data_science_dev.base import (
@@ -15,15 +14,9 @@ from pipelines.orm.data_science_dev.base import (
 )
 
 if TYPE_CHECKING:
-    from pipelines.orm.data_science_dev.congress.context import (
-        VoteActionMatch,
-        VoteClassification,
-        VoteContextAudit,
-        VoteMeasureLink,
-        VotePositionMeaning,
-        VoteTextTarget,
-    )
+    from pipelines.orm.data_science_dev.congress.bill import Bill
     from pipelines.orm.data_science_dev.congress.legislator import Legislator
+    from pipelines.orm.data_science_dev.congress.vote import Vote
 
 
 class VoteRecord(DataScienceDevBase):
@@ -48,16 +41,16 @@ class VoteRecord(DataScienceDevBase):
 
 
 class Vote(DataScienceDevTableBase):
-    """Raw roll call vote facts from House or Senate vote sources."""
+    """Roll call votes with counts and optional bill linkage."""
 
     __tablename__ = "vote"
     __table_args__ = (
         UniqueConstraint(
             "congress",
             "chamber",
-            "session_number",
-            "roll_number",
-            name="uq_vote_congress_chamber_session_number_roll_number",
+            "session",
+            "number",
+            name="uq_vote_congress_chamber_session_number",
         ),
         Index("ix_vote_date", "vote_date"),
         Index("ix_vote_congress_chamber", "congress", "chamber"),
@@ -65,9 +58,8 @@ class Vote(DataScienceDevTableBase):
 
     congress: Mapped[int]
     chamber: Mapped[str]
-    session_year: Mapped[int]
-    session_number: Mapped[int]
-    roll_number: Mapped[int]
+    session: Mapped[int]
+    number: Mapped[int]
 
     vote_type: Mapped[str | None]
     question: Mapped[str | None]
@@ -75,57 +67,18 @@ class Vote(DataScienceDevTableBase):
     result_text: Mapped[str | None]
 
     vote_date: Mapped[date]
-    vote_datetime: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
-    raw_vote_source_url: Mapped[str | None]
 
     yea_count: Mapped[int | None]
     nay_count: Mapped[int | None]
     not_voting_count: Mapped[int | None]
     present_count: Mapped[int | None]
 
-    raw_bill_ref: Mapped[dict | None] = mapped_column(JSONB)
-    raw_amendment_ref: Mapped[dict | None] = mapped_column(JSONB)
-    raw_nomination_ref: Mapped[dict | None] = mapped_column(JSONB)
-    raw_treaty_ref: Mapped[dict | None] = mapped_column(JSONB)
-    raw_vote_source_artifact_id: Mapped[int | None] = mapped_column(
-        ForeignKey("main.source_artifact.id", ondelete="SET NULL")
-    )
+    bill_id: Mapped[int | None] = mapped_column(ForeignKey("main.bill.id"))
 
+    bill: Mapped[Bill | None] = relationship("Bill", back_populates="votes")
     vote_records: Mapped[list[VoteRecord]] = relationship(
         "VoteRecord",
         back_populates="vote",
         cascade="all, delete-orphan",
     )
-    action_matches: Mapped[list[VoteActionMatch]] = relationship(
-        "VoteActionMatch",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-    )
-    classification: Mapped[VoteClassification | None] = relationship(
-        "VoteClassification",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-        uselist=False,
-    )
-    vote_measure_links: Mapped[list[VoteMeasureLink]] = relationship(
-        "VoteMeasureLink",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-    )
-    text_target: Mapped[VoteTextTarget | None] = relationship(
-        "VoteTextTarget",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-        uselist=False,
-    )
-    position_meaning: Mapped[VotePositionMeaning | None] = relationship(
-        "VotePositionMeaning",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-        uselist=False,
-    )
-    context_audit_rows: Mapped[list[VoteContextAudit]] = relationship(
-        "VoteContextAudit",
-        back_populates="vote",
-        cascade="all, delete-orphan",
-    )
+

pipelines/orm/data_science_dev/models.py

@@ -3,80 +3,26 @@
 from __future__ import annotations
 
 from pipelines.orm.data_science_dev.congress import (
-    Amendment,
-    AmendmentAction,
-    AmendmentActionRecordedVote,
     Bill,
-    BillAction,
-    BillActionRecordedVote,
-    BillRelation,
     BillText,
     BillTopic,
     BillTopicPosition,
-    ClassificationMethod,
-    ConfidenceLevel,
-    IngestRun,
     Legislator,
     LegislatorScore,
-    MeasureFunction,
-    MeasureSubtype,
-    ScoreRun,
-    SourceArtifact,
-    SubjectType,
-    TextResolutionMethod,
-    TextTargetBasis,
-    TextTargetType,
     Vote,
-    VoteActionMatch,
-    VoteActionScope,
-    VoteClassification,
-    VoteContextAudit,
-    VoteEffect,
-    VoteMeasureLink,
-    VoteMeasureRole,
-    VotePositionMeaning,
-    VoteRelationship,
     VoteRecord,
-    VoteTextTarget,
 )
 from pipelines.orm.data_science_dev.posts import partitions  # noqa: F401 — registers partition classes in metadata
 from pipelines.orm.data_science_dev.posts.tables import Posts
 
 __all__ = [
-    "Amendment",
-    "AmendmentAction",
-    "AmendmentActionRecordedVote",
     "Bill",
-    "BillAction",
-    "BillActionRecordedVote",
-    "BillRelation",
     "BillText",
     "BillTopic",
     "BillTopicPosition",
-    "ClassificationMethod",
-    "ConfidenceLevel",
-    "IngestRun",
     "Legislator",
     "LegislatorScore",
-    "MeasureFunction",
-    "MeasureSubtype",
     "Posts",
-    "ScoreRun",
-    "SourceArtifact",
-    "SubjectType",
-    "TextResolutionMethod",
-    "TextTargetBasis",
-    "TextTargetType",
     "Vote",
-    "VoteActionMatch",
-    "VoteActionScope",
-    "VoteClassification",
-    "VoteContextAudit",
-    "VoteEffect",
-    "VoteMeasureLink",
-    "VoteMeasureRole",
-    "VotePositionMeaning",
-    "VoteRelationship",
     "VoteRecord",
-    "VoteTextTarget",
 ]

pipelines/orm/data_science_dev/posts/__init__.py

@@ -3,10 +3,9 @@
 from __future__ import annotations
 
 from pipelines.orm.data_science_dev.posts.failed_ingestion import FailedIngestion
-from pipelines.orm.data_science_dev.posts.tables import Posts, PostTopic
+from pipelines.orm.data_science_dev.posts.tables import Posts
 
 __all__ = [
     "FailedIngestion",
     "Posts",
-    "PostTopic",
 ]

pipelines/orm/data_science_dev/posts/lang_filters.py

@@ -1,195 +0,0 @@
-"""Shared language filter constants for post sampling queries."""
-
-from __future__ import annotations
-
-ENGLISH_LANGS = (
-    '["", "", ""]',
-    '[""]',
-    "[]",
-    '["", "eng"]',
-    '["eng", "", ""]',
-    '["eng", ""]',
-    '["eng"]',
-    '["eng", "aar"]',
-    '["eng", "abk", "afr"]',
-    '["eng", "afr"]',
-    '["eng", "afr", "abk"]',
-    '["eng", "afr", "anp"]',
-    '["eng", "afr", "ber"]',
-    '["eng", "afr", "dan"]',
-    '["eng", "afr", "deu"]',
-    '["eng", "afr", "est"]',
-    '["eng", "afr", "fra"]',
-    '["eng", "afr", "ind"]',
-    '["eng", "afr", "lat"]',
-    '["eng", "afr", "nld"]',
-    '["eng", "afr", "nor"]',
-    '["eng", "afr", "pol"]',
-    '["eng", "afr", "por"]',
-    '["eng", "afr", "ron"]',
-    '["eng", "afr", "slk"]',
-    '["eng", "afr", "spa"]',
-    '["eng", "afr", "tgl"]',
-    '["eng", "afr", "tuk"]',
-    '["eng", "afr", "tur"]',
-    '["eng", "afr", "ukr"]',
-    '["eng", "afr", "vol"]',
-    '["eng", "agq"]',
-    '["eng", "ain"]',
-    '["eng", "ain", "amh"]',
-    '["eng", "ain", "jpn"]',
-    '["eng", "aka"]',
-    '["eng", "amh"]',
-    '["eng", "amh", "afr"]',
-    '["eng", "amh", "ara"]',
-    '["eng", "amh", "fra"]',
-    '["eng", "anp"]',
-    '["eng", "anp", "hye"]',
-    '["eng", "anp", "sqi"]',
-    '["eng", "", "ara"]',
-    '["eng", "ara", ""]',
-    '["eng", "ara"]',
-    '["eng", "ara", "afr"]',
-    '["eng", "ara", "anp"]',
-    '["eng", "ara", "ars"]',
-    '["eng", "ara", "bul"]',
-    '["eng", "ara", "cat"]',
-    '["eng", "ara", "deu"]',
-    '["eng", "ara", "ell"]',
-    '["eng", "ara", "fas"]',
-    '["eng", "ara", "fra"]',
-    '["eng", "ara", "heb"]',
-    '["eng", "ara", "hin"]',
-    '["eng", "ara", "ind"]',
-    '["eng", "ara", "ita"]',
-    '["eng", "ara", "jpn"]',
-    '["eng", "ara", "kas"]',
-    '["eng", "ara", "kor"]',
-    '["eng", "ara", "nob"]',
-    '["eng", "ara", "nor"]',
-    '["eng", "ara", "rus"]',
-    '["eng", "ara", "spa"]',
-    '["eng", "ara", "swe"]',
-    '["eng", "ara", "tam"]',
-    '["eng", "ara", "tur"]',
-    '["eng", "ara", "urd"]',
-    '["eng", "ara", "zho"]',
-    '["eng", "arg"]',
-    '["eng", "arg", "amh"]',
-    '["eng", "arg", "aze"]',
-    '["eng", "ars"]',
-    '["eng", "ars", "ara"]',
-    '["eng", "asm"]',
-    '["eng", "ava", "sqi"]',
-    '["eng", "ave"]',
-    '["eng", "aze"]',
-    '["eng", "aze", "deu"]',
-    '["eng", "aze", "hye"]',
-    '["eng", "aze", "ita"]',
-    '["eng", "aze", "rus"]',
-    '["eng", "bam", ""]',
-    '["eng", "bel"]',
-    '["eng", "bel", "rus"]',
-    '["eng", "ben"]',
-    '["eng", "ben", "deu"]',
-    '["eng", "ben", "fra"]',
-    '["eng", "ben", "hin"]',
-    '["eng", "ben", "mya"]',
-    '["eng", "ber"]',
-    '["eng", "ber", "afr"]',
-    '["eng", "ber", "deu"]',
-    '["eng", "ber", "est"]',
-    '["eng", "ber", "hun"]',
-    '["eng", "ber", "isl"]',
-    '["eng", "ber", "jpn"]',
-    '["eng", "ber", "lat"]',
-    '["eng", "ber", "nor"]',
-    '["eng", "ber", "pol"]',
-    '["eng", "ber", "por"]',
-    '["eng", "ber", "ron"]',
-    '["eng", "ber", "run"]',
-    '["eng", "ber", "slk"]',
-    '["eng", "ber", "spa"]',
-    '["eng", "ber", "tgl"]',
-    '["eng", "ber", "tlh"]',
-    '["eng", "ber", "tuk"]',
-    '["eng", "bod"]',
-    '["eng", "bod", "nep"]',
-    '["eng", "bos", "hrv"]',
-    '["eng", "bos", "srp"]',
-    '["eng", "bul"]',
-    '["eng", "bul", "deu"]',
-    '["eng", "bul", "fra"]',
-    '["eng", "bul", "jpn"]',
-    '["eng", "bul", "mkd"]',
-    '["eng", "bul", "mri"]',
-    '["eng", "bul", "nld"]',
-    '["eng", "bul", "rus"]',
-    '["eng", "bul", "srp"]',
-    '["eng", "cat"]',
-    '["eng", "cat", "fra"]',
-    '["eng", "cat", "ind"]',
-    '["eng", "cat", "isl"]',
-    '["eng", "cat", "jpn"]',
-    '["eng", "cat", "nld"]',
-    '["eng", "cat", "spa"]',
-    '["eng", "ces"]',
-    '["eng", "ces", "deu"]',
-    '["eng", "ces", "ell"]',
-    '["eng", "ces", "haw"]',
-    '["eng", "ces", "ind"]',
-    '["eng", "ces", "ita"]',
-    '["eng", "ces", "jpn"]',
-    '["eng", "ces", "por"]',
-    '["eng", "ces", "rus"]',
-    '["eng", "ces", "slk"]',
-    '["eng", "ces", "spa"]',
-    '["eng", "ces", "tuk"]',
-    '["eng", "cha"]',
-    '["eng", "chr"]',
-    '["eng", "chr", "ara"]',
-    '["eng", "chr", "deu"]',
-    '["eng", "chr", "ell"]',
-    '["eng", "chr", "fil"]',
-    '["eng", "chr", "isl"]',
-    '["eng", "chr", "kor"]',
-    '["eng", "chr", "rus"]',
-    '["eng", "chr", "spa"]',
-    '["eng", "chr", "zho"]',
-    '["eng", "chu", "oci"]',
-    '["eng", "cor"]',
-    '["eng", "", "cos"]',
-    '["eng", "cos"]',
-    '["eng", "cym"]',
-    '["eng", "cym", "deu"]',
-    '["eng", "cym", "fra"]',
-    '["eng", "cym", "jpn"]',
-    '["eng", "cym", "spa"]',
-    '["eng", "cym", "zho"]',
-    '["eng", "dan"]',
-    '["eng", "dan", "ber"]',
-    '["eng", "dan", "deu"]',
-    '["eng", "dan", "ell"]',
-    '["eng", "dan", "est"]',
-    '["eng", "dan", "fas"]',
-    '["eng", "dan", "fin"]',
-    '["eng", "dan", "fra"]',
-    '["eng", "dan", "gle"]',
-    '["eng", "dan", "hun"]',
-    '["eng", "dan", "isl"]',
-    '["eng", "dan", "ita"]',
-    '["eng", "dan", "jpn"]',
-    '["eng", "dan", "lat"]',
-    '["eng", "dan", "nld"]',
-    '["eng", "dan", "nob"]',
-    '["eng", "dan", "nor"]',
-    '["eng", "dan", "por"]',
-    '["eng", "dan", "rus"]',
-    '["eng", "dan", "slk"]',
-    '["eng", "dan", "spa"]',
-    '["eng", "dan", "swe"]',
-    '["eng", "dan", "tuk"]',
-    '["eng", "dan", "zho"]',
-    '["eng", "deu", ""]',
-    '["eng", "deu"]',
-)

pipelines/orm/data_science_dev/posts/tables.py

@@ -1,36 +1,13 @@
-"""Posts parent table and PostTopic table for the data_science_dev database."""
+"""Posts parent table with PostgreSQL weekly range partitioning on date column."""
 
 from __future__ import annotations
 
-from pipelines.orm.data_science_dev.base import (
-    DataScienceDevBase,
-    DataScienceDevTableBase,
-)
+from pipelines.orm.data_science_dev.base import DataScienceDevBase
 from pipelines.orm.data_science_dev.posts.columns import PostsColumns
 
 
-from sqlalchemy import BigInteger, Index, SmallInteger
-from sqlalchemy.orm import Mapped, mapped_column
-
-
 class Posts(PostsColumns, DataScienceDevBase):
     """Parent partitioned table for posts, partitioned by week on `date`."""
 
     __tablename__ = "posts"
     __table_args__ = ({"postgresql_partition_by": "RANGE (date)"},)
-
-
-class PostTopic(DataScienceDevTableBase):
-    """Stores BERTopic topic assignments for posts.
-
-    post_id references main.posts but without a FK constraint
-    since posts is a partitioned table.
-    """
-
-    __tablename__ = "post_topic"
-    __table_args__ = (Index("ix_post_topic_post_id", "post_id"),)
-
-    post_id: Mapped[int] = mapped_column(BigInteger)
-    topic_id: Mapped[int] = mapped_column(SmallInteger)
-    topic_label: Mapped[str | None]
-    model_version: Mapped[str | None]

pipelines/tools/batch_bill_summarizer.py

@@ -23,14 +23,10 @@ import httpx
 import typer
 from tiktoken import Encoding, get_encoding
 
+from pipelines.config import get_config_dir
 from pipelines.tools.bill_token_compression import compress_bill_text
 
-_PROMPTS_PATH = (
-    Path(__file__).resolve().parents[2]
-    / "config"
-    / "prompts"
-    / "summarization_prompts.toml"
-)
+_PROMPTS_PATH = get_config_dir() / "prompts" / "summarization_prompts.toml"
 _PROMPTS = tomllib.loads(_PROMPTS_PATH.read_text())["summarization"]
 SUMMARIZATION_SYSTEM_PROMPT: str = _PROMPTS["system_prompt"]
 SUMMARIZATION_USER_TEMPLATE: str = _PROMPTS["user_template"]

pipelines/tools/compresion_test.py

@@ -24,14 +24,10 @@ from typing import Annotated
 import httpx
 import typer
 
+from pipelines.config import get_config_dir
 from pipelines.tools.bill_token_compression import compress_bill_text
 
-_PROMPTS_PATH = (
-    Path(__file__).resolve().parents[2]
-    / "config"
-    / "prompts"
-    / "summarization_prompts.toml"
-)
+_PROMPTS_PATH = get_config_dir() / "prompts" / "summarization_prompts.toml"
 _PROMPTS = tomllib.loads(_PROMPTS_PATH.read_text())["summarization"]
 SUMMARIZATION_SYSTEM_PROMPT: str = _PROMPTS["system_prompt"]
 SUMMARIZATION_USER_TEMPLATE: str = _PROMPTS["user_template"]

pipelines/tools/finetune.py

@@ -25,6 +25,8 @@ from datasets import Dataset
 from transformers import TrainingArguments
 from trl import SFTTrainer
 
+from pipelines.config import default_config_path
+
 logger = logging.getLogger(__name__)
 
 
@@ -123,7 +125,7 @@ def main(
     config_path: Annotated[
         Path,
         typer.Option("--config", help="TOML config file"),
-    ] = Path(__file__).parent / "config.toml",
+    ] = default_config_path(),
     save_gguf: Annotated[
         bool, typer.Option("--save-gguf/--no-save-gguf", help="Also save GGUF")
     ] = False,

pipelines/tools/summarization_prompts.py

@@ -1,34 +0,0 @@
-SUMMARIZATION_SYSTEM_PROMPT = """You are a legislative analyst extracting policy substance from Congressional bill text.
-
-Your job is to compress a bill into a dense, neutral structured summary that captures every distinct policy action — including secondary effects that might be buried in subsections.
-
-EXTRACTION RULES:
-- IGNORE: whereas clauses, congressional findings that are purely political statements, recitals, preambles, citations of existing law by number alone, and procedural boilerplate.
-- FOCUS ON: operative verbs — what the bill SHALL do, PROHIBIT, REQUIRE, AUTHORIZE, AMEND, APPROPRIATE, or ESTABLISH.
-- SURFACE ALL THREADS: If the bill touches multiple policy areas, list each thread separately. Do not collapse them.
-- BE CONCRETE: Name the affected population, the mechanism, and the direction (expands/restricts/maintains).
-- STAY NEUTRAL: No political framing. Describe what the text does, not what its sponsors claim it does.
-
-OUTPUT FORMAT — plain structured text, not JSON:
-
-OPERATIVE ACTIONS:
-[Numbered list of what the bill actually does, one action per line, max 20 words each]
-
-AFFECTED POPULATIONS:
-[Who gains something, who loses something, or whose behavior is regulated]
-
-MECHANISMS:
-[How it works: new funding, mandate, prohibition, amendment to existing statute, grant program, study commission, etc.]
-
-POLICY THREADS:
-[List each distinct policy domain this bill touches, even minor ones. Use plain language, not domain codes.]
-
-SYMBOLIC/PROCEDURAL ONLY:
-[Yes or No — is this bill primarily a resolution, designation, or awareness declaration with no operative effect?]
-
-LENGTH TARGET: 150-250 words total. Be ruthless about cutting. Density over completeness."""
-
-SUMMARIZATION_USER_TEMPLATE = """Summarize the following Congressional bill according to your instructions.
-
-BILL TEXT:
-{text_content}"""

pipelines/tools/summarize_bills.py

@@ -0,0 +1,268 @@
+"""Summarize bill_text rows with GPT-5 and store results in the database."""
+
+from __future__ import annotations
+
+import logging
+import tomllib
+from os import getenv
+from pathlib import Path
+from typing import Annotated, Any
+
+import httpx
+import typer
+from sqlalchemy import Select, or_, select
+from sqlalchemy.orm import Session, selectinload
+
+from pipelines.config import get_config_dir
+from pipelines.orm.common import get_postgres_engine
+from pipelines.orm.data_science_dev.congress import Bill, BillText
+from pipelines.tools.bill_token_compression import compress_bill_text
+
+logger = logging.getLogger(__name__)
+
+OPENAI_PROJECT_ID = "proj_fQBPEXFgnS87Fk6wZwploFwE"
+
+
+
+def _find_prompts_path() -> Path:
+    return get_config_dir() / "prompts" / "summarization_prompts.toml"
+
+
+def load_summarization_prompts(
+    section: str = "summarization",
+) -> dict[str, str]:
+    return tomllib.loads(_find_prompts_path().read_text())[section]
+
+
+class BillSummaryError(RuntimeError):
+    """Raised when a bill summary request or response is invalid."""
+
+
+def call_openai_summary(
+    *,
+    model: str,
+    messages: list[dict[str, str]],
+) -> str:
+    """Call GPT and return the assistant message content."""
+    api_key = getenv("CLOSEDAI_TOKEN")
+    if not api_key:
+        msg = "CLOSEDAI_TOKEN is required"
+        raise BillSummaryError(msg)
+
+    response = httpx.post(
+        "https://api.openai.com/v1/chat/completions",
+        headers={
+            "Authorization": f"Bearer {api_key}",
+            "OpenAI-Project": OPENAI_PROJECT_ID,
+            "Content-Type": "application/json",
+        },
+        json={
+            "model": model,
+            "messages": messages,
+        },
+        timeout=60,
+    )
+    response.raise_for_status()
+    return extract_message_content(response.json())
+
+
+def build_bill_summary_messages(
+    *,
+    bill_text: BillText,
+) -> list[dict[str, str]]:
+    """Build the GPT prompt messages for one bill text row."""
+    if not bill_text.text_content:
+        msg = f"bill_text id={bill_text.id} has no text_content"
+        raise BillSummaryError(msg)
+
+    bill = bill_text.bill
+    compressed_text = compress_bill_text(bill_text.text_content)
+    if not compressed_text:
+        msg = f"bill_text id={bill_text.id} has no summarizable text_content"
+        raise BillSummaryError(msg)
+
+    metadata = "\n".join(
+        (
+            f"Congress: {bill.congress}",
+            f"Bill: {bill.bill_type} {bill.number}",
+            f"Title: {bill.title_short or bill.title or bill.official_title or ''}",
+            f"Top subject term: {bill.subjects_top_term or ''}",
+            f"Text version: {bill_text.version_code}"
+            + (f" ({bill_text.version_name})" if bill_text.version_name else ""),
+        )
+    )
+    summarization_prompts = load_summarization_prompts()
+    user_prompt = "\n\n".join(
+        (
+            "BILL METADATA:",
+            metadata,
+            summarization_prompts["user_template"].format(text_content=compressed_text),
+        )
+    )
+
+    return [
+        {"role": "system", "content": summarization_prompts["system_prompt"]},
+        {
+            "role": "user",
+            "content": user_prompt,
+        },
+    ]
+
+
+def summarize_bill_text(
+    *,
+    model: str,
+    bill_text: BillText,
+) -> str:
+    """Generate and return a summary for one bill_text row."""
+    messages = build_bill_summary_messages(bill_text=bill_text)
+    summary = call_openai_summary(
+        model=model,
+        messages=messages,
+    ).strip()
+    if not summary:
+        msg = f"Model returned an empty summary for bill_text id={bill_text.id}"
+        raise BillSummaryError(msg)
+    return summary
+
+
+def store_bill_summary_result(
+    *,
+    bill_text: BillText,
+    summary: str,
+    model: str,
+) -> None:
+    """Store a generated summary and the prompt/model metadata that produced it."""
+    bill_text.summary = summary
+    bill_text.summarization_model = model
+    bill_text.summarization_system_prompt_version = "v1"
+    bill_text.summarization_user_prompt_version = "v1"
+
+
+def create_select_bill_texts_for_summarization(
+    congress: int | None = None,
+    bill_ids: list[int] | None = None,
+    bill_text_ids: list[int] | None = None,
+    force: bool = False,
+    limit: int | None = None,
+) -> Select:
+    """Select bill_text rows that have source text and need summaries."""
+    stmt = (
+        select(BillText)
+        .join(Bill, Bill.id == BillText.bill_id)
+        .where(BillText.text_content.is_not(None), BillText.text_content != "")
+        .options(selectinload(BillText.bill))
+        .order_by(BillText.id)
+    )
+    if congress is not None:
+        stmt = stmt.where(Bill.congress == congress)
+    if bill_ids:
+        stmt = stmt.where(BillText.bill_id.in_(bill_ids))
+    if bill_text_ids:
+        stmt = stmt.where(BillText.id.in_(bill_text_ids))
+    if not force:
+        stmt = stmt.where(or_(BillText.summary.is_(None), BillText.summary == ""))
+    if limit is not None:
+        stmt = stmt.limit(limit)
+    return stmt
+
+
+def extract_message_content(data: dict[str, Any]) -> str:
+    """Extract message content from a chat-completions response body."""
+    choices = data.get("choices")
+    if not isinstance(choices, list) or not choices:
+        msg = "Chat completion response did not contain choices"
+        raise BillSummaryError(msg)
+
+    first = choices[0]
+    if not isinstance(first, dict):
+        msg = "Chat completion choice must be an object"
+        raise BillSummaryError(msg)
+
+    message = first.get("message")
+    if isinstance(message, dict) and isinstance(message.get("content"), str):
+        return message["content"]
+    if isinstance(first.get("text"), str):
+        return first["text"]
+
+    msg = "Chat completion response did not contain message content"
+    raise BillSummaryError(msg)
+
+
+def main(
+    model: Annotated[str, typer.Option(help="OpenAI model id.")] = "gpt-5.4-mini",
+    congress: Annotated[
+        int | None, typer.Option(help="Only process one Congress.")
+    ] = None,
+    bill_ids: Annotated[
+        list[int] | None,
+        typer.Option(
+            "--bill-id",
+            help="Only process one internal bill.id. Repeat for multiple bills.",
+        ),
+    ] = None,
+    bill_text_ids: Annotated[
+        list[int] | None,
+        typer.Option(
+            "--bill-text-id",
+            help="Only process one internal bill_text.id. Repeat for multiple rows.",
+        ),
+    ] = None,
+    limit: Annotated[int | None, typer.Option(help="Maximum rows to process.")] = None,
+    force: Annotated[
+        bool,
+        typer.Option(help="Regenerate summaries for rows that already have a summary."),
+    ] = False,
+    dry_run: Annotated[
+        bool, typer.Option(help="Print summaries without writing them to the database.")
+    ] = False,
+    log_level: Annotated[str, typer.Option(help="Log level.")] = "INFO",
+) -> None:
+    """CLI entrypoint for generating and storing bill summaries."""
+    logging.basicConfig(
+        level=log_level,
+        format="%(asctime)s %(levelname)s %(name)s: %(message)s",
+    )
+    if not getenv("CLOSEDAI_TOKEN"):
+        message = "CLOSEDAI_TOKEN is required"
+        raise typer.BadParameter(message)
+
+    engine = get_postgres_engine(name="DATA_SCIENCE_DEV")
+    with Session(engine) as session:
+        stmt = create_select_bill_texts_for_summarization(
+            congress=congress,
+            bill_ids=bill_ids,
+            bill_text_ids=bill_text_ids,
+            force=force,
+            limit=limit,
+        )
+        bill_texts = session.scalars(stmt).all()
+        logger.info("Selected %d bill_text rows for summarization", len(bill_texts))
+
+        written = 0
+        for index, bill_text in enumerate(bill_texts, 1):
+            summary = summarize_bill_text(
+                model=model,
+                bill_text=bill_text,
+            )
+            store_bill_summary_result(
+                bill_text=bill_text,
+                summary=summary,
+                model=model,
+            )
+            if index % 100 == 0:
+                session.commit()
+            written += 1
+            session.commit()
+            logger.info("Stored summary for bill_text id=%s", bill_text.id)
+
+        logger.info("Done: stored %d summaries", written)
+
+
+def cli() -> None:
+    """Typer entry point."""
+    typer.run(main)
+
+
+if __name__ == "__main__":
+    cli()

pyproject.toml

@@ -0,0 +1,22 @@
+[project]
+name = "ds-testing-pipelines"
+version = "0.1.0"
+description = "Data science pipeline tools and legislative dashboard."
+requires-python = ">=3.12"
+dependencies = [
+    "fastapi",
+    "httpx",
+    "uvicorn[standard]",
+    "jinja2",
+    "sqlalchemy",
+    "psycopg",
+]
+
+[project.optional-dependencies]
+test = [
+    "pytest",
+]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["."]