from datetime import date import operator from dateutil.relativedelta import relativedelta from collections import defaultdict import traceback def check_if_open_account(account, type, is_approval): try: open_account = 1 if is_approval: return open_account if type == 'experian' and account.get("Date_Closed"): open_account = 0 elif type == 'equifax' and not account.get("sch:DateOpened"): open_account = 0 return open_account except Exception as ex: return 0 def check_condition(val1, op_str, val2, name, ops, order=()): if name == 'dpd' and order and val1 is not None: for elem in order: if order[-1] != elem and int(elem) == val2: compare_start = int(val2) compare_end = int(val2) + (int(order[order.index(elem) + 1]) - int(val2)) if compare_start < val1 <= compare_end: return True elif order[-1] == elem and int(elem) == val2: if int(val2) < int(val1): return True else: op_func = ops.get(op_str) if op_func and val1 is not None and val2 is not None: return op_func(val1, val2) return False def check_condition_equifax(val1, op_str, val2, name, ops, order=()): EquifaxDPD = { 'NEW': 0, '90+': 90, '120+': 120, '180+': 180 } if name == 'dpd' and val1: if f"{val2}+" == val1 and val2 != order[-1]: return True elif val2 == order[-1]: if int(EquifaxDPD.get(val1, 0)) >= int(val2): return True else: op_func = ops.get(op_str) if op_func and val1 is not None and val2 is not None: return op_func(val1, val2) return False def dpd_reject_rule(rule_data, bureau_data, bureau_type, OwnershipDict, account_type_dict, approval=True): try: ops = { '>': operator.gt, '<': operator.lt, '>=': operator.ge, '<=': operator.le, '==': operator.eq, '!=': operator.ne } historical_key_map = {'experian': {'dpd': 'Days_Past_Due', 'keyword': 'Asset_Classification'}, 'equifax': {'dpd': 'sch:PaymentStatus', 'keyword': 'sch:AssetClassificationStatus'}} numeric_map = {'experian': {'dpd': True, 'keyword': False}, 'equifax': {'dpd': False, 'keyword': False}} dpd_rules = rule_data.get("rules") ownership = rule_data.get("Ownership") if rule_data.get("Ownership") else rule_data.get("ownership") dpd_ownership_list = [OwnershipDict[i.capitalize()] for i in ownership] dpd_excluded_account_types = rule_data.get("account_types") dpd_order = [i.get("value") for i in dpd_rules] grouped_by_month = defaultdict(list) rule_sources = [ (dpd_rules, 'dpd') ] for current_rules_list, source_name in rule_sources: for item in current_rules_list: month_key = item.get("months") if month_key is not None: remaining_data = {k: v for k, v in item.items() if k != 'months'} remaining_data['name'] = source_name grouped_by_month[month_key].append(remaining_data) triggered_rules = [] rule_definitions = {} all_lookbacks = set() today = date.today() lookback_start_dates = {} for months_str, rules_list in grouped_by_month.items(): try: months_int = int(months_str) if months_str != '*' else '*' all_lookbacks.add(months_int) if months_int not in lookback_start_dates: lookback_start_dates[months_int] = today.replace(day=1) - relativedelta(months=months_int - 1) if months_int != '*' else 0 for rule in rules_list: rule_id = (months_int, rule.get('name'), rule.get('operator'), rule.get('value')) if None not in rule_id and rule_id not in rule_definitions: try: req_tradelines = int(rule.get('tradelines', 1)) rule_definitions[rule_id] = (rule, req_tradelines) except ValueError: rule_definitions[rule_id] = (rule, 1) except ValueError: continue sorted_lookbacks = sorted([elem for elem in all_lookbacks if elem != '*']) if '*' in all_lookbacks: sorted_lookbacks.append('*') rule_tradeline_match_counts = defaultdict(int) record_details = {} if bureau_data: for account in bureau_data: rule_to_check = [] if (str(account.get("AccountHoldertypeCode")) in dpd_ownership_list or OwnershipDict.get(account.get("sch:OwnershipType")) in dpd_ownership_list): if dpd_excluded_account_types: if (account_type_dict.get(str(account.get("Account_Type"))) not in dpd_excluded_account_types and account.get("sch:AccountType") not in dpd_excluded_account_types): rule_to_check.append('dpd') else: rule_to_check.append('dpd') tradeline_name = account.get( "Account_Number") if bureau_type == "experian" else f"{account.get('@seq')}_{account.get('sch:AccountNumber')}" if bureau_type == "experian": tradeline_records = [account.get("CAIS_Account_History")] if isinstance( account.get("CAIS_Account_History"), dict) else account.get("CAIS_Account_History") else: tradeline_records = [account.get("sch:History48Months").get("sch:Month")] \ if isinstance(account.get("sch:History48Months").get("sch:Month"), dict) else account.get( "sch:History48Months").get("sch:Month") satisfied_rules_per_tradeline = set() if rule_to_check and check_if_open_account(account, bureau_type, approval) == 1: if tradeline_records: for record in tradeline_records: try: if bureau_type == "equifax": time_key = record.get("@key") record_year = f"20{time_key.split('-')[-1]}" record_month = time_key.split('-')[0] else: record_year = record.get("Year") record_month = record.get("Month") if not record_year or not record_month: continue record_date = date(int(record_year), int(record_month), 1) if record_date > today: continue except (ValueError, TypeError, KeyError): continue for months_lookback in sorted_lookbacks: start_date = lookback_start_dates[months_lookback] if months_lookback != '*' else '0000-00-00' if start_date == '0000-00-00' or record_date >= start_date: months_str = str(months_lookback) if months_str not in grouped_by_month: continue filtered_grouped_by_month = [item for item in grouped_by_month[months_str] if item.get("name") in rule_to_check] for rule in filtered_grouped_by_month: rule_id = (months_lookback, rule.get('name'), rule.get('operator'), rule.get('value')) if rule_id in satisfied_rules_per_tradeline: continue rule_name = rule.get('name') rule_value_str = rule.get('value') rule_operator = '>' if rule_name == 'dpd' else '==' historical_key = historical_key_map.get(bureau_type).get(rule_name) value_is_numeric = numeric_map.get(bureau_type).get(rule_name, False) if not all([rule_name, rule_value_str, rule_operator, historical_key is not None]): continue try: compare_value_rule = int(rule_value_str) if value_is_numeric else rule_value_str except ValueError: continue record_value_raw = record.get(historical_key) compare_value_record = None try: if record_value_raw is not None: compare_value_record = int(record_value_raw) if value_is_numeric else str( record_value_raw) except (ValueError, TypeError): if value_is_numeric: continue if bureau_type == 'experian': condition_result = check_condition(compare_value_record, rule_operator, compare_value_rule, rule_name,ops, dpd_order) else: condition_result = check_condition_equifax(compare_value_record, rule_operator, compare_value_rule, rule_name,ops, dpd_order) if condition_result: satisfied_rules_per_tradeline.add(rule_id) rule_tradeline_match_counts[rule_id] += 1 if rule_id not in record_details: record_details[rule_id] = [] record_details[rule_id].append(f"{tradeline_name} - {record}") sorted_rule_ids = sorted(rule_tradeline_match_counts.keys(), key=lambda x: (float('inf') if x[0] == '*' else x[0], x[1:])) for rule_id in sorted_rule_ids: count = rule_tradeline_match_counts[rule_id] if rule_id in rule_definitions: original_rule, required_tradelines = rule_definitions[rule_id] original_rule['months'] = rule_id[0] print(f" Rule {rule_id}: Matched on {count} tradeline(s). Required: {required_tradelines}") op_func = ops.get('==' if original_rule.get("operator") == '=' else original_rule.get("operator")) if (not approval and op_func(count, required_tradelines)) or (approval and not op_func(count, required_tradelines)): print(f" -> TRIGGERED") triggered_rules.append({ "rule": original_rule, "records": record_details[rule_id] }) if triggered_rules: return [1], triggered_rules return 0 except Exception as ex: traceback.print_exc() accounts = [ { "Identification_Number": "FORXXXXXXXX", "Subscriber_Name": "XXXXXXXXXX", "Account_Number": "XXXXXXXX8812", "Portfolio_Type": "R", "Account_Type": "10", "Open_Date": "20080229", "Credit_Limit_Amount": "33000", "Highest_Credit_or_Original_Loan_Amount": "33018", "Terms_Duration": "REV", "Terms_Frequency": "M", "Scheduled_Monthly_Payment_Amount": None, "Account_Status": "11", "Payment_Rating": "0", "Payment_History_Profile": "??00000000000000????????????????????", "Special_Comment": None, "Current_Balance": "-6", "Amount_Past_Due": None, "Original_Charge_Off_Amount": None, "Date_Reported": "20120131", "Date_of_First_Delinquency": None, "Date_Closed": None, "Date_of_Last_Payment": "20101015", "SuitFiledWillfulDefaultWrittenOffStatus": None, "SuitFiled_WillfulDefault": None, "Written_off_Settled_Status": None, "Value_of_Credits_Last_Month": None, "Occupation_Code": "E", "Settlement_Amount": None, "Value_of_Collateral": None, "Type_of_Collateral": None, "Written_Off_Amt_Total": None, "Written_Off_Amt_Principal": None, "Rate_of_Interest": None, "Repayment_Tenure": "-1", "Promotional_Rate_Flag": None, "Income": None, "Income_Indicator": None, "Income_Frequency_Indicator": None, "DefaultStatusDate": None, "LitigationStatusDate": None, "WriteOffStatusDate": None, "DateOfAddition": "20100930", "CurrencyCode": "INR", "Subscriber_comments": None, "Consumer_comments": None, "AccountHoldertypeCode": "1", "CAIS_Account_History": [ { "Year": "2012", "Month": "01", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "10", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "08", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "07", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "06", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "05", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "04", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "03", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "02", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "01", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "12", "Days_Past_Due": "0", "Asset_Classification": "-1" }, { "Year": "2010", "Month": "11", "Days_Past_Due": "0", "Asset_Classification": "-1" }, { "Year": "2010", "Month": "10", "Days_Past_Due": "0", "Asset_Classification": "-1" }, { "Year": "2010", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "-1" } ], "CAIS_Holder_Details": { "Surname_Non_Normalized": "VIKEY", "First_Name_Non_Normalized": None, "Middle_Name_1_Non_Normalized": "RAMENDRA", "Middle_Name_2_Non_Normalized": None, "Middle_Name_3_Non_Normalized": None, "Alias": None, "Gender_Code": "1", "Income_TAX_PAN": None, "Passport_Number": None, "Voter_ID_Number": None, "Date_of_birth": "19790315" }, "CAIS_Holder_Address_Details": [ { "First_Line_Of_Address_non_normalized": "EH-11 NEHRU NAGAR KOTRA SULTANABAD", "Second_Line_Of_Address_non_normalized": "BHOPAL MOTHER TERASUS ASHRAM", "Third_Line_Of_Address_non_normalized": "BHOPALMADHYA PRADESH", "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None }, { "First_Line_Of_Address_non_normalized": "TURNIG POINT GIFT CENTRE EH-11 NEHRU", "Second_Line_Of_Address_non_normalized": "NAGAR KOTRA SULTANANAD BHOPAL OPP MOTHER", "Third_Line_Of_Address_non_normalized": "TERUSUS ASHRAM BHOPALMADHYA PRADESH", "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None }, { "First_Line_Of_Address_non_normalized": "EH-11 NEHRU NAGAR KOTRA SULTANABAD", "Second_Line_Of_Address_non_normalized": "BHOPAL MOTHER TERASUS ASHRAM BHOPAL", "Third_Line_Of_Address_non_normalized": "MADHYA PRAD", "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None }, { "First_Line_Of_Address_non_normalized": "EH-11 NEHRU NAGAR KOTRA SULTANABAD", "Second_Line_Of_Address_non_normalized": "BHOPAL MOTHER TERASUS ASHRAM BHOPAL", "Third_Line_Of_Address_non_normalized": "MADHYA PRADESH", "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None } ], "CAIS_Holder_Phone_Details": [ { "Telephone_Number": "917552671756", "Telephone_Type": None, "Telephone_Extension": None, "Mobile_Telephone_Number": None, "FaxNumber": None, "EMailId": "DDEEP4U@REDIFFMAIL.COM" }, { "Telephone_Number": "919826017169", "Telephone_Type": None, "Telephone_Extension": None, "Mobile_Telephone_Number": None, "FaxNumber": None, "EMailId": "DDEEP4U@REDIFFMAIL.COM" }, { "Telephone_Number": None, "Telephone_Type": "01", "Telephone_Extension": None, "Mobile_Telephone_Number": "919826017169", "FaxNumber": None, "EMailId": "DDEEP4U@REDIFFMAIL.COM" } ], "CAIS_Holder_ID_Details": { "Income_TAX_PAN": None, "PAN_Issue_Date": None, "PAN_Expiration_Date": None, "Passport_Number": None, "Passport_Issue_Date": None, "Passport_Expiration_Date": None, "Voter_ID_Number": None, "Voter_ID_Issue_Date": None, "Voter_ID_Expiration_Date": None, "Driver_License_Number": None, "Driver_License_Issue_Date": None, "Driver_License_Expiration_Date": None, "Ration_Card_Number": None, "Ration_Card_Issue_Date": None, "Ration_Card_Expiration_Date": None, "Universal_ID_Number": None, "Universal_ID_Issue_Date": None, "Universal_ID_Expiration_Date": None } }, { "Identification_Number": "FORXXXXXXXX", "Subscriber_Name": "XXXXXXXXXX", "Account_Number": "XXXXXXXXXXX6518", "Portfolio_Type": "I", "Account_Type": "05", "Open_Date": "20080227", "Credit_Limit_Amount": None, "Highest_Credit_or_Original_Loan_Amount": "150000", "Terms_Duration": "001", "Terms_Frequency": None, "Scheduled_Monthly_Payment_Amount": None, "Account_Status": "13", "Payment_Rating": "0", "Payment_History_Profile": "0000000000??????????????????????????", "Special_Comment": None, "Current_Balance": "0", "Amount_Past_Due": "0", "Original_Charge_Off_Amount": None, "Date_Reported": "20110331", "Date_of_First_Delinquency": None, "Date_Closed": "20110304", "Date_of_Last_Payment": "20110304", "SuitFiledWillfulDefaultWrittenOffStatus": None, "SuitFiled_WillfulDefault": None, "Written_off_Settled_Status": None, "Value_of_Credits_Last_Month": None, "Occupation_Code": None, "Settlement_Amount": "0", "Value_of_Collateral": "0", "Type_of_Collateral": None, "Written_Off_Amt_Total": "0", "Written_Off_Amt_Principal": "0", "Rate_of_Interest": None, "Repayment_Tenure": "0", "Promotional_Rate_Flag": None, "Income": None, "Income_Indicator": None, "Income_Frequency_Indicator": None, "DefaultStatusDate": None, "LitigationStatusDate": None, "WriteOffStatusDate": None, "DateOfAddition": "20100531", "CurrencyCode": "INR", "Subscriber_comments": None, "Consumer_comments": None, "AccountHoldertypeCode": "1", "CAIS_Account_History": [ { "Year": "2011", "Month": "03", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "02", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2011", "Month": "01", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "12", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "11", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "10", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "08", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "07", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "06", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2010", "Month": "05", "Days_Past_Due": "0", "Asset_Classification": "?" } ], "CAIS_Holder_Details": { "Surname_Non_Normalized": "UIKEY", "First_Name_Non_Normalized": "RAMENDRA", "Middle_Name_1_Non_Normalized": None, "Middle_Name_2_Non_Normalized": None, "Middle_Name_3_Non_Normalized": None, "Alias": None, "Gender_Code": "1", "Income_TAX_PAN": "ABCPU7159D", "Passport_Number": None, "Voter_ID_Number": None, "Date_of_birth": "19790315" }, "CAIS_Holder_Address_Details": [ { "First_Line_Of_Address_non_normalized": "HOUSE NO-EH-11,", "Second_Line_Of_Address_non_normalized": "NEHRU NAGAR,", "Third_Line_Of_Address_non_normalized": "BHOPAL.", "City_non_normalized": "BHOPAL", "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None }, { "First_Line_Of_Address_non_normalized": "FEELING GIFT SHOP NO-4,", "Second_Line_Of_Address_non_normalized": "OPP KOPAL SCHOOL NEHRU NAGAR,", "Third_Line_Of_Address_non_normalized": "BHOPAL.", "City_non_normalized": "BHOPAL", "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": None, "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None } ], "CAIS_Holder_Phone_Details": { "Telephone_Number": "2671756", "Telephone_Type": None, "Telephone_Extension": None, "Mobile_Telephone_Number": None, "FaxNumber": None, "EMailId": None }, "CAIS_Holder_ID_Details": { "Income_TAX_PAN": "ABCPU7159D", "PAN_Issue_Date": None, "PAN_Expiration_Date": None, "Passport_Number": None, "Passport_Issue_Date": None, "Passport_Expiration_Date": None, "Voter_ID_Number": None, "Voter_ID_Issue_Date": None, "Voter_ID_Expiration_Date": None, "Driver_License_Number": None, "Driver_License_Issue_Date": None, "Driver_License_Expiration_Date": None, "Ration_Card_Number": None, "Ration_Card_Issue_Date": None, "Ration_Card_Expiration_Date": None, "Universal_ID_Number": None, "Universal_ID_Issue_Date": None, "Universal_ID_Expiration_Date": None, "EMailId": None } }, { "Identification_Number": "FORXXXXXXXX", "Subscriber_Name": "XXXXXXXXXX", "Account_Number": "XXXXXXXXXXXX8579", "Portfolio_Type": "R", "Account_Type": "10", "Open_Date": "20070430", "Credit_Limit_Amount": None, "Highest_Credit_or_Original_Loan_Amount": "292821", "Terms_Duration": None, "Terms_Frequency": None, "Scheduled_Monthly_Payment_Amount": None, "Account_Status": "13", "Payment_Rating": "0", "Payment_History_Profile": "?0000011333344444455566666665432?100", "Special_Comment": None, "Current_Balance": "0", "Amount_Past_Due": "0", "Original_Charge_Off_Amount": None, "Date_Reported": "20180912", "Date_of_First_Delinquency": None, "Date_Closed": "20180803", "Date_of_Last_Payment": "20180809", "SuitFiledWillfulDefaultWrittenOffStatus": None, "SuitFiled_WillfulDefault": None, "Written_off_Settled_Status": "04", "Value_of_Credits_Last_Month": None, "Occupation_Code": None, "Settlement_Amount": "10000", "Value_of_Collateral": None, "Type_of_Collateral": None, "Written_Off_Amt_Total": "103821", "Written_Off_Amt_Principal": "39197", "Rate_of_Interest": None, "Repayment_Tenure": "0", "Promotional_Rate_Flag": None, "Income": "415947", "Income_Indicator": None, "Income_Frequency_Indicator": "A", "DefaultStatusDate": None, "LitigationStatusDate": None, "WriteOffStatusDate": None, "DateOfAddition": "20150912", "CurrencyCode": "INR", "Subscriber_comments": None, "Consumer_comments": None, "AccountHoldertypeCode": "1", "CAIS_Account_History": [ { "Year": "2018", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2018", "Month": "07", "Days_Past_Due": "8", "Asset_Classification": "L" }, { "Year": "2018", "Month": "06", "Days_Past_Due": "8", "Asset_Classification": "L" }, { "Year": "2018", "Month": "05", "Days_Past_Due": "9", "Asset_Classification": "L" }, { "Year": "2018", "Month": "04", "Days_Past_Due": "9", "Asset_Classification": "L" }, { "Year": "2018", "Month": "03", "Days_Past_Due": "6", "Asset_Classification": "L" }, { "Year": "2018", "Month": "02", "Days_Past_Due": "36", "Asset_Classification": "L" }, { "Year": "2018", "Month": "01", "Days_Past_Due": "40", "Asset_Classification": "L" }, { "Year": "2017", "Month": "12", "Days_Past_Due": "97", "Asset_Classification": "L" }, { "Year": "2017", "Month": "11", "Days_Past_Due": "98", "Asset_Classification": "L" }, { "Year": "2017", "Month": "10", "Days_Past_Due": "97", "Asset_Classification": "L" }, { "Year": "2017", "Month": "09", "Days_Past_Due": "97", "Asset_Classification": "L" }, { "Year": "2017", "Month": "08", "Days_Past_Due": "129", "Asset_Classification": "L" }, { "Year": "2017", "Month": "07", "Days_Past_Due": "127", "Asset_Classification": "L" }, { "Year": "2017", "Month": "06", "Days_Past_Due": "126", "Asset_Classification": "L" }, { "Year": "2017", "Month": "05", "Days_Past_Due": "129", "Asset_Classification": "L" }, { "Year": "2017", "Month": "04", "Days_Past_Due": "128", "Asset_Classification": "L" }, { "Year": "2017", "Month": "03", "Days_Past_Due": "125", "Asset_Classification": "L" }, { "Year": "2017", "Month": "02", "Days_Past_Due": "158", "Asset_Classification": "L" }, { "Year": "2017", "Month": "01", "Days_Past_Due": "158", "Asset_Classification": "L" }, { "Year": "2016", "Month": "12", "Days_Past_Due": "156", "Asset_Classification": "L" }, { "Year": "2016", "Month": "11", "Days_Past_Due": "189", "Asset_Classification": "L" }, { "Year": "2016", "Month": "10", "Days_Past_Due": "187", "Asset_Classification": "L" }, { "Year": "2016", "Month": "09", "Days_Past_Due": "185", "Asset_Classification": "L" }, { "Year": "2016", "Month": "08", "Days_Past_Due": "191", "Asset_Classification": "L" }, { "Year": "2016", "Month": "07", "Days_Past_Due": "187", "Asset_Classification": "L" }, { "Year": "2016", "Month": "06", "Days_Past_Due": "188", "Asset_Classification": "L" }, { "Year": "2016", "Month": "05", "Days_Past_Due": "187", "Asset_Classification": "L" }, { "Year": "2016", "Month": "04", "Days_Past_Due": "157", "Asset_Classification": "?" }, { "Year": "2016", "Month": "03", "Days_Past_Due": "126", "Asset_Classification": "?" }, { "Year": "2016", "Month": "02", "Days_Past_Due": "98", "Asset_Classification": "?" }, { "Year": "2016", "Month": "01", "Days_Past_Due": "67", "Asset_Classification": "?" }, { "Year": "2015", "Month": "11", "Days_Past_Due": "38", "Asset_Classification": "?" }, { "Year": "2015", "Month": "10", "Days_Past_Due": "1", "Asset_Classification": "?" }, { "Year": "2015", "Month": "09", "Days_Past_Due": "1", "Asset_Classification": "?" } ], "CAIS_Holder_Details": { "Surname_Non_Normalized": "VIKEY", "First_Name_Non_Normalized": "RAMENDRA", 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None, "Middle_Name_2_Non_Normalized": None, "Middle_Name_3_Non_Normalized": None, "Alias": None, "Gender_Code": "1", "Income_TAX_PAN": "ABCPU7159D", "Passport_Number": None, "Voter_ID_Number": None, "Date_of_birth": "19790315" }, "CAIS_Holder_Address_Details": { "First_Line_Of_Address_non_normalized": "HOUSE NO 11 GIRDHAR GARDEN KOLAR ROAD", "Second_Line_Of_Address_non_normalized": "NEAR DANISH KUNJ SQUARE BHOPAL 462042", "Third_Line_Of_Address_non_normalized": None, "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": "23", "ZIP_Postal_Code_non_normalized": "462042", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "04", "Residence_code_non_normalized": None }, "CAIS_Holder_Phone_Details": { "Telephone_Number": None, "Telephone_Type": "01", "Telephone_Extension": None, "Mobile_Telephone_Number": "9826017169", "FaxNumber": None, "EMailId": "RAMENDRA.UIKEY@GMAIL.COM" }, "CAIS_Holder_ID_Details": { "Income_TAX_PAN": "ABCPU7159D", "PAN_Issue_Date": None, "PAN_Expiration_Date": None, "Passport_Number": None, "Passport_Issue_Date": None, "Passport_Expiration_Date": None, "Voter_ID_Number": None, "Voter_ID_Issue_Date": None, "Voter_ID_Expiration_Date": None, "Driver_License_Number": None, "Driver_License_Issue_Date": None, "Driver_License_Expiration_Date": None, "Ration_Card_Number": None, "Ration_Card_Issue_Date": None, "Ration_Card_Expiration_Date": None, "Universal_ID_Number": None, "Universal_ID_Issue_Date": None, "Universal_ID_Expiration_Date": None, "EMailId": "RAMENDRA.UIKEY@GMAIL.COM" } }, { "Identification_Number": "NBFXXXXXXXX", "Subscriber_Name": "XXXXXXXXXX", "Account_Number": "XXXXXXXXXXX3059", "Portfolio_Type": "I", "Account_Type": "05", "Open_Date": "20241130", "Credit_Limit_Amount": None, "Highest_Credit_or_Original_Loan_Amount": "65173", "Terms_Duration": "039", "Terms_Frequency": "M", "Scheduled_Monthly_Payment_Amount": None, "Account_Status": "11", "Payment_Rating": "0", "Payment_History_Profile": "0000000000000???????????????????????", "Special_Comment": None, "Current_Balance": "48035", "Amount_Past_Due": "0", "Original_Charge_Off_Amount": None, "Date_Reported": "20251215", "Date_of_First_Delinquency": None, "Date_Closed": None, "Date_of_Last_Payment": "20251202", "SuitFiledWillfulDefaultWrittenOffStatus": None, "SuitFiled_WillfulDefault": None, "Written_off_Settled_Status": None, "Value_of_Credits_Last_Month": None, "Occupation_Code": None, "Settlement_Amount": None, "Value_of_Collateral": None, "Type_of_Collateral": "00", "Written_Off_Amt_Total": None, "Written_Off_Amt_Principal": None, "Rate_of_Interest": "32.000", "Repayment_Tenure": "39", "Promotional_Rate_Flag": None, "Income": None, "Income_Indicator": None, "Income_Frequency_Indicator": None, "DefaultStatusDate": None, "LitigationStatusDate": None, "WriteOffStatusDate": None, "DateOfAddition": "20241130", "CurrencyCode": "INR", "Subscriber_comments": None, "Consumer_comments": None, "AccountHoldertypeCode": "1", "CAIS_Account_History": [ { "Year": "2025", "Month": "12", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "11", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "10", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "08", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "07", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "06", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "05", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "04", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "03", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "02", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "01", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2024", "Month": "12", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2024", "Month": "11", "Days_Past_Due": "0", "Asset_Classification": "?" } ], "CAIS_Holder_Details": { "Surname_Non_Normalized": "RAMENDRA UIKEY", "First_Name_Non_Normalized": None, "Middle_Name_1_Non_Normalized": None, "Middle_Name_2_Non_Normalized": None, "Middle_Name_3_Non_Normalized": None, "Alias": None, "Gender_Code": "1", "Income_TAX_PAN": "ABCPU7159D", "Passport_Number": None, "Voter_ID_Number": None, "Date_of_birth": "19790315" }, "CAIS_Holder_Address_Details": { "First_Line_Of_Address_non_normalized": "H NO 11 GIRDHAR GARDEN NEARBY DANISH", "Second_Line_Of_Address_non_normalized": "KUNJ SQUARE MADHYA PRADESH 462042", "Third_Line_Of_Address_non_normalized": None, "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": "23", "ZIP_Postal_Code_non_normalized": "462042", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "02", "Residence_code_non_normalized": "02" }, "CAIS_Holder_Phone_Details": { "Telephone_Number": None, "Telephone_Type": "01", "Telephone_Extension": None, "Mobile_Telephone_Number": "9826111411", "FaxNumber": None, "EMailId": "RAMENDRA.UIKEY@GMAIL.COM" }, "CAIS_Holder_ID_Details": { "Income_TAX_PAN": "ABCPU7159D", "PAN_Issue_Date": None, "PAN_Expiration_Date": None, "Passport_Number": None, "Passport_Issue_Date": None, "Passport_Expiration_Date": None, "Voter_ID_Number": None, "Voter_ID_Issue_Date": None, "Voter_ID_Expiration_Date": None, "Driver_License_Number": None, "Driver_License_Issue_Date": None, "Driver_License_Expiration_Date": None, "Ration_Card_Number": None, "Ration_Card_Issue_Date": None, "Ration_Card_Expiration_Date": None, "Universal_ID_Number": None, "Universal_ID_Issue_Date": None, "Universal_ID_Expiration_Date": None, "EMailId": "RAMENDRA.UIKEY@GMAIL.COM" } }, { "Identification_Number": "COPXXXXXXXX", "Subscriber_Name": "XXXXXXXXXX", "Account_Number": "XXXXXXXXXXX0474", "Portfolio_Type": "I", "Account_Type": "07", "Open_Date": "20241213", "Credit_Limit_Amount": None, "Highest_Credit_or_Original_Loan_Amount": "200000", "Terms_Duration": "012", "Terms_Frequency": "BP", "Scheduled_Monthly_Payment_Amount": None, "Account_Status": "11", "Payment_Rating": "0", "Payment_History_Profile": "000000000???????????????????????????", "Special_Comment": None, "Current_Balance": "186381", "Amount_Past_Due": "0", "Original_Charge_Off_Amount": None, "Date_Reported": "20251231", "Date_of_First_Delinquency": None, "Date_Closed": None, "Date_of_Last_Payment": "20250301", "SuitFiledWillfulDefaultWrittenOffStatus": None, "SuitFiled_WillfulDefault": "00", "Written_off_Settled_Status": None, "Value_of_Credits_Last_Month": None, "Occupation_Code": None, "Settlement_Amount": None, "Value_of_Collateral": None, "Type_of_Collateral": None, "Written_Off_Amt_Total": None, "Written_Off_Amt_Principal": None, "Rate_of_Interest": "10.900", "Repayment_Tenure": "12", "Promotional_Rate_Flag": None, "Income": None, "Income_Indicator": None, "Income_Frequency_Indicator": None, "DefaultStatusDate": None, "LitigationStatusDate": None, "WriteOffStatusDate": None, "DateOfAddition": "20250331", "CurrencyCode": "INR", "Subscriber_comments": None, "Consumer_comments": None, "AccountHoldertypeCode": "1", "CAIS_Account_History": [ { "Year": "2025", "Month": "12", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "11", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "10", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "09", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "08", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "07", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "06", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "05", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "04", "Days_Past_Due": "0", "Asset_Classification": "?" }, { "Year": "2025", "Month": "03", "Days_Past_Due": "0", "Asset_Classification": "?" } ], "CAIS_Holder_Details": { "Surname_Non_Normalized": "RAMENDRA UIKEY", "First_Name_Non_Normalized": None, "Middle_Name_1_Non_Normalized": None, "Middle_Name_2_Non_Normalized": None, "Middle_Name_3_Non_Normalized": None, "Alias": None, "Gender_Code": "1", "Income_TAX_PAN": "ABCPU7159D", "Passport_Number": None, "Voter_ID_Number": None, "Date_of_birth": "19790315" }, "CAIS_Holder_Address_Details": [ { "First_Line_Of_Address_non_normalized": "HOME EH 11, HIG DUPLEX NEHRU NAGAR 3380", "Second_Line_Of_Address_non_normalized": None, "Third_Line_Of_Address_non_normalized": None, "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": "23", "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "01", "Residence_code_non_normalized": None }, { "First_Line_Of_Address_non_normalized": "HOME EH 11, HIG DUPLEX NEHRU NAGAR", "Second_Line_Of_Address_non_normalized": None, "Third_Line_Of_Address_non_normalized": None, "City_non_normalized": None, "Fifth_Line_Of_Address_non_normalized": None, "State_non_normalized": "23", "ZIP_Postal_Code_non_normalized": "462003", "CountryCode_non_normalized": "IB", "Address_indicator_non_normalized": "02", "Residence_code_non_normalized": None } ], "CAIS_Holder_Phone_Details": [ { "Telephone_Number": "9826017169", "Telephone_Type": "03", "Telephone_Extension": None, "Mobile_Telephone_Number": None, "FaxNumber": None, "EMailId": None }, { "Telephone_Number": "9826017169", "Telephone_Type": "02", "Telephone_Extension": None, "Mobile_Telephone_Number": None, "FaxNumber": None, "EMailId": None } ], "CAIS_Holder_ID_Details": { "Income_TAX_PAN": "ABCPU7159D", "PAN_Issue_Date": None, "PAN_Expiration_Date": None, "Passport_Number": None, "Passport_Issue_Date": None, "Passport_Expiration_Date": None, "Voter_ID_Number": None, "Voter_ID_Issue_Date": None, "Voter_ID_Expiration_Date": None, "Driver_License_Number": None, "Driver_License_Issue_Date": None, "Driver_License_Expiration_Date": None, "Ration_Card_Number": None, "Ration_Card_Issue_Date": None, "Ration_Card_Expiration_Date": None, "Universal_ID_Number": None, "Universal_ID_Issue_Date": None, "Universal_ID_Expiration_Date": None, "EMailId": None } } ] dpd_data = { "rules": [ { "value": "0", "months": "3", "operator": "=", "tradelines": "0" }, { "value": "30", "months": "12", "operator": "=", "tradelines": "0" }, { "value": "90", "months": "*", "operator": "=", "tradelines": "0" } ], "status": 1, "ownership": [ "individual", "joint", "Authorized User" ], "account_types": [ "LOAN AGAINST SHARES/SECURITIES", "Gold Loan", "LOAN AGAINST BANK DEPOSITS", "FLEET CARD", "Telco – Wireless", "Telco – Broadband", "Telco – Landline", "Kisan Credit Card", "Mudra Loans – Shishu / Kishor / Tarun", "Priority Sector Gold Loan [Secured]" ] } bureau_type = 'experian' ownership_list_mapping = { 'Individual': "1", 'Joint': "2", 'Joint Account': "2", 'Authorized User': "3", 'Authorized user': "3", 'Guarantor': "7", 'Deceased': "20", } account_type_dict = { "1": "Auto Loan", "01": "Auto Loan", "2": "Housing Loan", "02": "Housing Loan", "3": "Property Loan", "03": "Property Loan", "4": "LOAN AGAINST SHARES/SECURITIES", "04": "LOAN AGAINST SHARES/SECURITIES", "5": "Personal Loan", "05": "Personal Loan", "6": "Consumer Loan", "06": "Consumer Loan", "7": "Gold Loan", "07": "Gold Loan", "8": "EDUCATIONAL LOAN", "08": "EDUCATIONAL LOAN", "9": "LOAN TO PROFESSIONAL", "09": "LOAN TO PROFESSIONAL", "10": "Credit Card", "11": "LEASING", "12": "OVERDRAFT", "13": "TWO-WHEELER LOAN", "14": "NON-FUNDED CREDIT FACILITY", "15": "LOAN AGAINST BANK DEPOSITS", "16": "FLEET CARD", "17": "Commercial Vehicle Loan", "18": "Telco – Wireless", "19": "Telco – Broadband", "20": "Telco – Landline", "23": "GECL Secured", "24": "GECL Unsecured", "31": "Secured Credit Card", "32": "Used Car Loan", "33": "Construction Equipment Loan", "34": "Tractor Loan", "35": "Corporate Credit Card", "36": "Kisan Credit Card", "37": "Loan on Credit Card", "38": "Prime Minister Jaan Dhan Yojana - Overdraft", "39": "Mudra Loans – Shishu / Kishor / Tarun", "40": "Microfinance – Business Loan", "41": "Microfinance – Personal Loan", "42": "Microfinance – Housing Loan", "43": "Microfinance – Others", "44": "Pradhan Mantri Awas Yojana - Credit Link Subsidy Scheme MAY CLSS", "45": "P2P Personal Loan", "46": "P2P Auto Loan", "47": "P2P Education Loan", "51": "BUSINESS LOAN – GENERAL", "52": "BUSINESS LOAN –PRIORITY SECTOR – SMALL BUSINESS", "53": "BUSINESS LOAN –PRIORITY SECTOR – AGRICULTURE", "54": "BUSINESS LOAN –PRIORITY SECTOR – OTHERS", "55": "BUSINESS NON-FUNDED CREDIT FACILITY – GENERAL", "56": "BUSINESS NON-FUNDED CREDIT FACILITY – PRIORITY SECTOR – SMALL BUSINESS", "57": "BUSINESS NON-FUNDED CREDIT FACILITY – PRIORITY SECTOR – AGRICULTURE", "58": "BUSINESS NON-FUNDED CREDIT FACILITY – PRIORITY SECTOR – OTHERS", "59": "BUSINESS LOANS AGAINST BANK DEPOSITS", "60": "Staff Loan", "61": "Business Loan - Unsecured", "00": "Others", "50": "Business Loan - Secured", "69": "Short Term Personal Loan [Unsecured]", "70": "Priority Sector Gold Loan [Secured]", "71": "Temporary Overdraft [Unsecured]" } print(dpd_reject_rule(dpd_data, accounts, bureau_type, ownership_list_mapping, account_type_dict, True))