| five_categories (target) | nominal | 5 unique values
0 missing | |
| customer_id | numeric | 27522 unique values
0 missing | |
| type_of_loan_business | nominal | 22 unique values
0 missing | |
| guarantee_the_balance | numeric | 20191 unique values
304 missing | |
| account_connection_amount | numeric | 24789 unique values
304 missing | |
| security_guarantee_amount | numeric | 20209 unique values
304 missing | |
| five-level_classification | nominal | 11 unique values
0 missing | |
| whether_interest_is_owed | nominal | 2 unique values
0 missing | |
| whether_self-service_loan | nominal | 2 unique values
0 missing | |
| type_of_guarantee | nominal | 17 unique values
299 missing | |
| safety_coefficient | numeric | 8 unique values
304 missing | |
| collateral_value_(yuan) | numeric | 11577 unique values
322 missing | |
| guarantee_method | nominal | 4 unique values
304 missing | |
| date_code | nominal | 3 unique values
0 missing | |
| approval_deadline | numeric | 37 unique values
0 missing | |
| whether_devalue_account | nominal | 2 unique values
0 missing | |
| industry_category | nominal | 19 unique values
25444 missing | |
| down_payment_amount | numeric | 10036 unique values
620 missing | |
| whether_personal_business_loan | nominal | 2 unique values
0 missing | |
| whether_interest_is_owed_(regulatory_standard) | nominal | 2 unique values
0 missing | |
| repayment_type | nominal | 2 unique values
745 missing | |
| installment_repayment_method_(numerical_type) | numeric | 2 unique values
757 missing | |
| installment_repayment_method_(discrete_type) | nominal | 2 unique values
757 missing | |
| installment_repayment_cycle_(numerical_type) | nominal | 2 unique values
255 missing | |
| repayment_cycle_(discrete_type) | nominal | 2 unique values
255 missing | |
| number_of_houses | numeric | 4 unique values
4571 missing | |
| month_property_costs | numeric | 3344 unique values
1286 missing | |
| family_monthly_income | numeric | 2940 unique values
20 missing | |