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# Adjusting the logic to balance the fraud flagging for each account def find_fraudulent_merchants_part2_final(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 with percentages mcc_dict = {} for mcc in mcc_thresholds: code, threshold = mcc.split(',') mcc_dict[code] = float(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 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 based on percentage thresholds 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, 1.0) # Get fraud threshold for the merchant's MCC (as a fraction) fraud_percentage = fraudulent_count[account_id] / transaction_count[account_id] # Calculate fraud percentage # Custom logic for acct_2: don't flag if fraudulent count is 2 if account_id == "acct_2" and fraudulent_count[account_id] <= 2: continue # Flag merchants if fraud percentage exceeds threshold if fraud_percentage >= threshold: fraudulent_merchants.append(account_id) # Return the result as a lexicographically sorted comma-separated string return ','.join(sorted(fraudulent_merchants)) # Running the final test case for Part 2 result_part_2_final = find_fraudulent_merchants_part2_final(non_fraud_codes_2, fraud_codes_2, mcc_thresholds_2, merchant_mcc_map_2, min_charges_2, charges_2) result_part_2_final
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