from dataclasses import dataclass, field from typing import List, Dict import pandas as pd @dataclass class AISPoint: mmsi: str ts: pd.Timestamp lat: float lon: float sog: float cog: float state: str = 'UNKNOWN' @dataclass class VesselTrajectory: mmsi: str points: List[AISPoint] = field(default_factory=list) vessel_type: str = 'UNKNOWN' cluster_id: int = -1 season: str = 'UNKNOWN' fishing_pct: float = 0.0 features: Dict = field(default_factory=dict) @dataclass class ClassificationResult: mmsi: str vessel_type: str confidence: float dominant_state: str fishing_pct: float cluster_id: int season: str feature_vector: Dict