""" Soil properties extractor. Single Responsibility: Extract soil-related features. """ import geopandas as gpd from typing import Dict, Any from .base import BaseFeatureExtractor class SoilExtractor(BaseFeatureExtractor): """ Extracts soil properties from spatial datasets. Features: - Soil type, texture (sand, silt, clay %) - Hydraulic conductivity - Available water capacity - Porosity - Soil depth """ def extract(self, basin_gdf: gpd.GeoDataFrame) -> Dict[str, Any]: """ Extract soil features from basin. Args: basin_gdf: GeoDataFrame with basin geometry Returns: Dictionary with soil features """ if not self.validate_inputs(basin_gdf): raise ValueError("Invalid basin GeoDataFrame") # Placeholder for soil data extraction # Would involve spatial join with soil databases (e.g., SoilGrids, national datasets) return { "soil_sand_pct": None, "soil_silt_pct": None, "soil_clay_pct": None, "hydraulic_conductivity": None, "available_water_capacity": None, "soil_porosity": None, "soil_depth_cm": None } def get_feature_names(self) -> list: """Get list of feature names.""" return [ "soil_sand_pct", "soil_silt_pct", "soil_clay_pct", "hydraulic_conductivity", "available_water_capacity", "soil_porosity", "soil_depth_cm" ]