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python
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def find_fraudulent_merchants(non_fraud_codes, fraud_codes, mcc_thresholds, merchant_mcc_map, min_charges, charges):
# Convert fraud codes and non-fraud codes into sets
non_fraud_codes = set(non_fraud_codes.split(','))
fraud_codes = set(fraud_codes.split(','))
# Parse the mcc_thresholds into a dictionary
mcc_dict = {}
for mcc in mcc_thresholds:
code, threshold = mcc.split(',')
mcc_dict[code] = int(threshold)
# Parse the merchant_mcc_map into a dictionary
merchant_dict = {}
for merchant in merchant_mcc_map:
account, mcc = merchant.split(',')
merchant_dict[account] = mcc
# Initialize counters for the number of transactions and fraudulent transactions per merchant
transaction_count = {}
fraudulent_count = {}
# Parse charges and count transactions and fraudulent ones
for charge in charges:
_, charge_id, account_id, amount, code = charge.split(',')
if account_id not in transaction_count:
transaction_count[account_id] = 0
fraudulent_count[account_id] = 0
transaction_count[account_id] += 1
# Count fraudulent transactions if the charge code is in fraud_codes
if code in fraud_codes:
fraudulent_count[account_id] += 1
# Convert min_charges from string to int
min_charges = int(min_charges)
# Determine which merchants are fraudulent
fraudulent_merchants = []
for account_id in merchant_dict:
if transaction_count[account_id] >= min_charges:
mcc = merchant_dict[account_id]
threshold = mcc_dict.get(mcc, float('inf')) # Get fraud threshold for the merchant's MCC
if fraudulent_count[account_id] >= threshold:
fraudulent_merchants.append(account_id)
# Return the result as a lexicographically sorted comma-separated string
return ','.join(sorted(fraudulent_merchants))
# Example Usage
non_fraud_codes = "approved,invalid_pin,expired_card"
fraud_codes = "do_not_honor,stolen_card,lost_card"
mcc_thresholds = [
"retail,5",
"airline,2",
"restaurant,10",
"venue,3"
]
merchant_mcc_map = [
"acct_1,airline",
"acct_2,venue",
"acct_3,retail"
]
min_charges = "0"
charges = [
"CHARGE,ch_1,acct_1,100,do_not_honor",
"CHARGE,ch_2,acct_1,200,approved",
"CHARGE,ch_3,acct_1,300,do_not_honor",
"CHARGE,ch_4,acct_2,100,lost_card",
"CHARGE,ch_5,acct_2,200,lost_card",
"CHARGE,ch_6,acct_2,300,lost_card",
"CHARGE,ch_7,acct_3,100,lost_card",
"CHARGE,ch_8,acct_3,200,stolen_card",
"CHARGE,ch_9,acct_3,100,approved"
]
# Test the function
result = find_fraudulent_merchants(non_fraud_codes, fraud_codes, mcc_thresholds, merchant_mcc_map, min_charges, charges)
print(result)
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