"""Fraud Detection Trace - Tracks fraud analysis process.""" from typing import Dict, List, Any from datetime import datetime class FraudDetectionTrace: """Maintains trace of fraud detection process.""" def __init__(self): self.trace_steps = [] self.start_time = None def start_trace(self, claim_id: str): self.start_time = datetime.now() self.trace_steps = [] self.add_step("fraud_analysis_started", {"claim_id": claim_id}) def add_step(self, step_name: str, step_data: Dict[str, Any]): step = { "step": step_name, "timestamp": datetime.now().isoformat(), "data": step_data } self.trace_steps.append(step) def get_trace(self) -> Dict[str, Any]: return { "trace_id": f"FTRACE-{self.start_time.strftime('%Y%m%d%H%M%S')}" if self.start_time else "FTRACE-UNKNOWN", "total_steps": len(self.trace_steps), "steps": self.trace_steps }