#!/usr/bin/env python
"""Step 09 — Automobile Market Liquidity Index (construction, weights, internal validation, bootstrap)."""
import json, sys
from ucml import amli
reps = int(sys.argv[1]) if len(sys.argv) > 1 else 200
r = amli.run(reps=reps)
print(json.dumps({k: v for k, v in r.items() if k not in ("component_corr",)}, indent=2, default=float))