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