Update Scores block processing and schema
This commit is contained in:
parent
d1e90e8a14
commit
20b2f4afdb
2
block.py
2
block.py
@ -14,6 +14,7 @@ def __main__(
|
||||
hd_score_s1: float,
|
||||
hd_score_s2: float,
|
||||
hd_score_s3: float,
|
||||
hd_score_iso_m2: float
|
||||
) -> dict:
|
||||
|
||||
data = {
|
||||
@ -22,6 +23,7 @@ def __main__(
|
||||
"hd_score_s1": hd_score_s1,
|
||||
"hd_score_s2": hd_score_s2,
|
||||
"hd_score_s3": hd_score_s3,
|
||||
"hd_score_iso_m2": hd_score_iso_m2,
|
||||
}
|
||||
|
||||
final = processing(data)
|
||||
|
||||
@ -21,6 +21,10 @@
|
||||
"hd_score_s3": {
|
||||
"type": ["number", "null"],
|
||||
"description": "HD Fraud Score S3"
|
||||
},
|
||||
"hd_score_iso_m2": {
|
||||
"type": ["number", "null"],
|
||||
"description": "HD Fraud Score M2"
|
||||
}
|
||||
},
|
||||
"required": []
|
||||
|
||||
@ -10,61 +10,101 @@ logger = logging.getLogger(__name__)
|
||||
|
||||
def processing(data: dict) -> dict:
|
||||
score_threshold = 1200
|
||||
score_threshold2 = 1225
|
||||
|
||||
# Compute FINAL_score based on conditions
|
||||
# ---- Compute hd_score1, hd_score2, final hd_score ----
|
||||
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
|
||||
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}")
|
||||
|
||||
logging.info(f"hd_score calculated: {hd_score}")
|
||||
except Exception as e:
|
||||
logging.error(f"Error processing hd_score calculations: {e}")
|
||||
logging.error(f"Error calculating hd_score values: {e}")
|
||||
return {}
|
||||
|
||||
|
||||
# Compute recommended_action
|
||||
# ---- recommended_action ----
|
||||
try:
|
||||
recommended_action = "Decline Application" if hd_score > score_threshold else "Pass Application"
|
||||
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 {}
|
||||
|
||||
# Compute description
|
||||
# ---- description ----
|
||||
try:
|
||||
if hd_score1 > score_threshold:
|
||||
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"
|
||||
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 assigning description: {e}")
|
||||
logging.error(f"Error creating description: {e}")
|
||||
return {}
|
||||
|
||||
# Compute action_reasoncode
|
||||
# ---- hd_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",
|
||||
}
|
||||
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}")
|
||||
|
||||
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}")
|
||||
logging.error(f"Error determining action_reasoncode: {e}")
|
||||
return {}
|
||||
|
||||
# ---- Return only original 4 fields ----
|
||||
return {
|
||||
"hd_score": hd_score,
|
||||
"recommended_action": recommended_action,
|
||||
|
||||
@ -1,7 +1,7 @@
|
||||
import unittest
|
||||
from block import __main__
|
||||
|
||||
data = {'hd_score_m1': 1173.0, 'hd_score_g1': 1203.0, 'hd_score_s1': 1240.0, 'hd_score_s2': 0, 'hd_score_s3': 0}
|
||||
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}
|
||||
|
||||
class TestBlock(unittest.TestCase):
|
||||
def test_main_success(self):
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user