Update Scores block processing and schema
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parent
d1e90e8a14
commit
20b2f4afdb
2
block.py
2
block.py
@ -14,6 +14,7 @@ def __main__(
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hd_score_s1: float,
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hd_score_s1: float,
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hd_score_s2: float,
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hd_score_s2: float,
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hd_score_s3: float,
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hd_score_s3: float,
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hd_score_iso_m2: float
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) -> dict:
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) -> dict:
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data = {
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data = {
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@ -22,6 +23,7 @@ def __main__(
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"hd_score_s1": hd_score_s1,
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"hd_score_s1": hd_score_s1,
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"hd_score_s2": hd_score_s2,
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"hd_score_s2": hd_score_s2,
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"hd_score_s3": hd_score_s3,
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"hd_score_s3": hd_score_s3,
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"hd_score_iso_m2": hd_score_iso_m2,
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}
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}
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final = processing(data)
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final = processing(data)
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@ -21,6 +21,10 @@
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"hd_score_s3": {
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"hd_score_s3": {
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"type": ["number", "null"],
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"type": ["number", "null"],
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"description": "HD Fraud Score S3"
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"description": "HD Fraud Score S3"
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},
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"hd_score_iso_m2": {
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"type": ["number", "null"],
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"description": "HD Fraud Score M2"
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}
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}
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},
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},
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"required": []
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"required": []
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@ -10,61 +10,101 @@ logger = logging.getLogger(__name__)
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def processing(data: dict) -> dict:
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def processing(data: dict) -> dict:
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score_threshold = 1200
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score_threshold = 1200
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score_threshold2 = 1225
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# Compute FINAL_score based on conditions
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# ---- Compute hd_score1, hd_score2, final hd_score ----
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try:
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try:
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for key in ["hd_score_s1", "hd_score_s2", "hd_score_g1", "hd_score_s3"]:
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hd_score1 = max([
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if key in data and data[key] > score_threshold:
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data["hd_score_s1"],
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hd_score = data[key]
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data["hd_score_s2"],
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break
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data["hd_score_g1"],
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else:
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data["hd_score_s3"],
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hd_score = data.get("hd_score_m1", None) # Default if no conditions are met
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data["hd_score_m1"],
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])
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hd_score2 = data["hd_score_iso_m2"]
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if hd_score1 > score_threshold:
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hd_score = hd_score1
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elif hd_score2 >= score_threshold2:
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hd_score = hd_score2
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else:
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hd_score = max(hd_score1, hd_score2)
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# logging.info(f"Computed hd_score1={hd_score1}, hd_score2={hd_score2}, final hd_score={hd_score}")
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logging.info(f"hd_score calculated: {hd_score}")
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except Exception as e:
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except Exception as e:
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logging.error(f"Error processing hd_score calculations: {e}")
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logging.error(f"Error calculating hd_score values: {e}")
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return {}
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return {}
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# ---- recommended_action ----
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# Compute recommended_action
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try:
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try:
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recommended_action = "Decline Application" if hd_score > score_threshold else "Pass Application"
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if hd_score1 > score_threshold or hd_score2 >= score_threshold2:
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recommended_action = "Decline Application"
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else:
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recommended_action = "Pass Application"
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logging.info(f"recommended_action: {recommended_action}")
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logging.info(f"recommended_action: {recommended_action}")
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except Exception as e:
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except Exception as e:
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logging.error(f"Error assigning recommended_action: {e}")
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logging.error(f"Error assigning recommended_action: {e}")
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return {}
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return {}
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# Compute description
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# ---- description ----
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try:
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try:
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description = (
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if hd_score1 > score_threshold:
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f"HD Fraud Score is above the risk threshold {score_threshold}, Recommended action: Decline Application"
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description = (
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if hd_score > score_threshold
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f"HD Fraud Score is above the risk threshold {score_threshold}, "
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else f"HD Fraud Score is below the risk threshold {score_threshold}, Recommended action: Pass Application"
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f"Recommended action: Decline Application"
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)
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)
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elif hd_score2 >= score_threshold2:
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description = (
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f"HD Fraud Score is above the risk threshold {score_threshold2}, "
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f"Recommended action: Decline Application"
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)
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else:
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description = (
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"HD Fraud Score is below the risk threshold, Recommended action: Pass Application"
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)
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logging.info(f"description: {description}")
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logging.info(f"description: {description}")
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except Exception as e:
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except Exception as e:
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logging.error(f"Error assigning description: {e}")
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logging.error(f"Error creating description: {e}")
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return {}
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return {}
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# Compute action_reasoncode
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# ---- hd_action_reasoncode ----
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try:
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try:
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action_reason_mapping = {
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reason_hierarchy = [
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"hd_score_s1": "S1 Triggered",
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("hd_score_s1", "S1 Triggered"),
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"hd_score_s2": "S2 Triggered",
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("hd_score_s2", "S2 Triggered"),
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"hd_score_g1": "G1 Triggered",
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("hd_score_g1", "G1 Triggered"),
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"hd_score_s3": "S3 Triggered",
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("hd_score_s3", "S3 Triggered"),
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"hd_score_m1": "M1 Triggered",
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("hd_score_m1", "M1 Triggered"),
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}
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("hd_score_iso_m2", "M2 Triggered"), # NEW
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]
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hd_action_reasoncode = "Pass"
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for key, reason in reason_hierarchy:
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score = data[key]
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if key == "hd_score_iso_m2":
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if score >= score_threshold2:
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hd_action_reasoncode = reason
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break
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else:
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if score > score_threshold:
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hd_action_reasoncode = reason
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break
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logging.info(f"hd_action_reasoncode: {hd_action_reasoncode}")
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hd_action_reasoncode = next(
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(reason for key, reason in action_reason_mapping.items() if data[key] > score_threshold),
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"Pass"
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)
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logging.info(f"action_reasoncode: {hd_action_reasoncode}")
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except Exception as e:
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except Exception as e:
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logging.error(f"Error compiling action_reasoncode: {e}")
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logging.error(f"Error determining action_reasoncode: {e}")
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return {}
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return {}
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# ---- Return only original 4 fields ----
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return {
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return {
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"hd_score": hd_score,
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"hd_score": hd_score,
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"recommended_action": recommended_action,
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"recommended_action": recommended_action,
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@ -1,7 +1,7 @@
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import unittest
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import unittest
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from block import __main__
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from block import __main__
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data = {'hd_score_m1': 1173.0, 'hd_score_g1': 1203.0, 'hd_score_s1': 1240.0, 'hd_score_s2': 0, 'hd_score_s3': 0}
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data = {'hd_score_m1': 1173.0, 'hd_score_g1': 1203.0, 'hd_score_s1': 1240.0, 'hd_score_s2': 0, 'hd_score_s3': 0, 'hd_score_iso_m2': 1001.0}
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class TestBlock(unittest.TestCase):
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class TestBlock(unittest.TestCase):
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def test_main_success(self):
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def test_main_success(self):
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