import time def simulate_fluctuations(state): """ Simulates price harmonization across commodities. """ output = {} timestamp = int(time.time()) for commodity in state["commodities"]: base = abs(hash(commodity)) % 500 + 1000 correction = (hash(commodity + str(timestamp)) % 50) - 25 output[commodity] = { "synthetic_price_index": base, "correction": correction, "harmonized_price_index": base + correction, "confidence": round(0.85 + (abs(correction) / 500), 3) } return output