"""Validation helpers for operation parameters.""" from __future__ import annotations from typing import Any def validate_column_exists(column: str, schema: list[dict[str, Any]]) -> bool: """Check that a column exists in the schema.""" return any(c["name"] == column for c in schema) def validate_columns_exist(columns: list[str], schema: list[dict[str, Any]]) -> list[str]: """Return list of columns that don't exist.""" existing = {c["name"] for c in schema} return [c for c in columns if c not in existing] def validate_numeric_column(column: str, schema: list[dict[str, Any]]) -> bool: """Check that a column is numeric.""" for c in schema: if c["name"] == column: return c.get("column_type") in ("numeric", "geo_lat_lon") return False