| --- |
| configs: |
| - config_name: default |
| data_files: |
| - path: default/train.csv |
| split: train |
| default: true |
| language: en |
| license: cc |
| pretty_name: Nbfi |
| size_categories: 1M<n<10M |
| tags: |
| - tabular_classification |
| - binary_classification |
| - multiclass_classification |
| task_categories: |
| - tabular-classification |
| --- |
| # NBFI |
| The [NBFI dataset](https://www.kaggle.com/datasets/meastanmay/nbfi-vehicle-loan-repayment-dataset) from the [Kaggle](https://www.kaggle.com/datasets). |
| Client default prediction. |
|
|
| | **Configuration** | **Task** | **Description** | |
| |-------------------|---------------------------|-----------------------------------------------------------------| |
| | default | Binary classification | Has the client defaulted? | |
|
|
| # Usage |
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("mstz/nbfi")["train"] |
| ``` |
|
|
|
|
| # Features |
| |**Feature** |**Type** | |
| |-----------------------------------------------|---------------| |
| |`income` | `float32` | |
| |`owns_a_car` | `bool` | |
| |`owns_a_bike` | `bool` | |
| |`has_an_active_loan` | `bool` | |
| |`owns_a_house` | `bool` | |
| |`nr_children` | `int8` | |
| |`credit` | `float32` | |
| |`loan_annuity` | `float32` | |
| |`accompanied_by` | `string` | |
| |`income_type` | `string` | |
| |`education_level` | `float32` | |
| |`marital_status` | `float32` | |
| |`is_male` | `bool` | |
| |`type_of_contract` | `string` | |
| |`type_of_housing` | `string` | |
| |`residence_density` | `float32` | |
| |`age_in_days` | `int32` | |
| |`consecutive_days_of_employment` | `int16` | |
| |`nr_days_since_last_registration_change` | `int32` | |
| |`nr_days_since_last_document_change` | `int32` | |
| |`owned_a_house_for_nr_days` | `int32` | |
| |`has_provided_a_mobile_number` | `bool` | |
| |`has_provided_a_home_number` | `bool` | |
| |`was_reachable_at_work` | `bool` | |
| |`job` | `string` | |
| |`nr_family_members` | `int8` | |
| |`city_rating` | `int8` | |
| |`weekday_of_application` | `int8` | |
| |`hour_of_application` | `float32` | |
| |`same_residence_and_home` | `bool` | |
| |`same_work_and_home` | `bool` | |
| |`score_1` | `float32` | |
| |`score_2` | `float32` | |
| |`score_3` | `float32` | |
| |`nr_defaults_in_social_circle` | `int8` | |
| |`inquiries_in_last_year` | `float32` | |
