import logging # Configure logging logging.basicConfig( level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s - %(message)s", ) logger = logging.getLogger(__name__) def processing(data: dict) -> dict: score_threshold = 1200 score_threshold2 = 1225 # ---- Compute hd_score1, hd_score2, final hd_score ---- try: hd_score1 = max([ data["hd_score_s1"], data["hd_score_s2"], data["hd_score_g1"], data["hd_score_s3"], data["hd_score_m1"], ]) hd_score2 = data["hd_score_iso_m2"] if hd_score1 > score_threshold: hd_score = hd_score1 elif hd_score2 >= score_threshold2: hd_score = hd_score2 else: hd_score = max(hd_score1, hd_score2) # logging.info(f"Computed hd_score1={hd_score1}, hd_score2={hd_score2}, final hd_score={hd_score}") except Exception as e: logging.error(f"Error calculating hd_score values: {e}") return {} # ---- recommended_action ---- try: if hd_score1 > score_threshold or hd_score2 >= score_threshold2: recommended_action = "Decline Application" else: recommended_action = "Pass Application" logging.info(f"recommended_action: {recommended_action}") except Exception as e: logging.error(f"Error assigning recommended_action: {e}") return {} # ---- description ---- try: if hd_score1 > score_threshold: description = ( f"HD Fraud Score is above the risk threshold {score_threshold}, " f"Recommended action: Decline Application" ) elif hd_score2 >= score_threshold2: description = ( f"HD Fraud Score is above the risk threshold {score_threshold2}, " f"Recommended action: Decline Application" ) else: description = ( "HD Fraud Score is below the risk threshold, Recommended action: Pass Application" ) logging.info(f"description: {description}") except Exception as e: logging.error(f"Error creating description: {e}") return {} # ---- hd_action_reasoncode ---- try: reason_hierarchy = [ ("hd_score_s1", "S1 Triggered"), ("hd_score_s2", "S2 Triggered"), ("hd_score_g1", "G1 Triggered"), ("hd_score_s3", "S3 Triggered"), ("hd_score_m1", "M1 Triggered"), ("hd_score_iso_m2", "M2 Triggered"), # NEW ] hd_action_reasoncode = "Pass" for key, reason in reason_hierarchy: score = data[key] if key == "hd_score_iso_m2": if score >= score_threshold2: hd_action_reasoncode = reason break else: if score > score_threshold: hd_action_reasoncode = reason break logging.info(f"hd_action_reasoncode: {hd_action_reasoncode}") except Exception as e: logging.error(f"Error determining action_reasoncode: {e}") return {} # ---- Return only original 4 fields ---- return { "hd_score": hd_score, "recommended_action": recommended_action, "description": description, "hd_action_reasoncode": hd_action_reasoncode, }