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"""Data models for the synthetic stream."""
from dataclasses import dataclass
from typing import Literal
Label = Literal["normal", "point_anomaly", "contextual_anomaly"]
Phase = Literal["A", "B", "C"]
@dataclass(frozen=True)
class Observation:
"""A single multivariate sensor observation with ground truth label and stream phase."""
timestamp: float
temperature: float
pressure: float
vibration: float
label: Label
phase: Phase = "A"