EPA_THRESHOLDS_PPM = { "Fe": 300, "Cr": 0.1, "Mn": 0.05, "Mo": 0.1, "In": 0.05, "Ta": 0.01 } def get_epa_warnings(predicted): warnings = {} for metal, value in predicted.items(): threshold = EPA_THRESHOLDS_PPM.get(metal, float("inf")) warnings[metal] = value > threshold return warnings def calculate_risk_score(predicted): weights = {"Fe": 1.2, "Cr": 2.5, "Mn": 1.0, "Mo": 1.8, "In": 3.0, "Ta": 2.2} score = sum(predicted[m] * weights.get(m, 1) for m in predicted) return round(score / len(predicted), 2)