blocks-transformer/score_processing.py
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Composite score block
2025-03-12 16:16:45 +00:00

76 lines
2.4 KiB
Python

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
# Compute FINAL_score based on conditions
try:
for key in ["hd_score_s1", "hd_score_s2", "hd_score_g1", "hd_score_s3"]:
if key in data and data[key] > score_threshold:
hd_score = data[key]
break
else:
hd_score = data.get("hd_score_m1", None) # Default if no conditions are met
logging.info(f"hd_score calculated: {hd_score}")
except Exception as e:
logging.error(f"Error processing hd_score calculations: {e}")
return {}
# Compute recommended_action
try:
recommended_action = "Decline Application" if hd_score > score_threshold else "Pass Application"
logging.info(f"recommended_action: {recommended_action}")
except Exception as e:
logging.error(f"Error assigning recommended_action: {e}")
return {}
# Compute description
try:
description = (
f"HD Fraud Score is above the risk threshold {score_threshold}, Recommended action: Decline Application"
if hd_score > score_threshold
else f"HD Fraud Score is below the risk threshold {score_threshold}, Recommended action: Pass Application"
)
logging.info(f"description: {description}")
except Exception as e:
logging.error(f"Error assigning description: {e}")
return {}
# Compute action_reasoncode
try:
action_reason_mapping = {
"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_action_reasoncode = next(
(reason for key, reason in action_reason_mapping.items() if data[key] > score_threshold),
"Pass"
)
logging.info(f"action_reasoncode: {hd_action_reasoncode}")
except Exception as e:
logging.error(f"Error compiling action_reasoncode: {e}")
return {}
return {
"hd_score": hd_score,
"recommended_action": recommended_action,
"description": description,
"hd_action_reasoncode": hd_action_reasoncode,
}