|
|
--- |
|
|
configs: |
|
|
- config_name: loan |
|
|
data_files: |
|
|
- path: loan/train.csv |
|
|
split: train |
|
|
default: true |
|
|
language: en |
|
|
license: cc |
|
|
pretty_name: German |
|
|
size_categories: 1M<n<10M |
|
|
tags: |
|
|
- tabular_classification |
|
|
- binary_classification |
|
|
- multiclass_classification |
|
|
task_categories: |
|
|
- tabular-classification |
|
|
--- |
|
|
# German |
|
|
The [German dataset](https://archive.ics.uci.edu/ml/datasets/Statlog+%28German+Credit+Data%29) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets). |
|
|
Dataset on loan grants to customers. |
|
|
|
|
|
|
|
|
# Configurations and tasks |
|
|
| **Configuration** | **Task** | Description | |
|
|
|-------------------|---------------------------|-----------------------------------------------------------------| |
|
|
| encoding | | Encoding dictionary showing original values of encoded features.| |
|
|
| loan | Binary classification | Has the loan request been accepted? | |
|
|
|
|
|
# Usage |
|
|
```python |
|
|
from datasets import load_dataset |
|
|
|
|
|
dataset = load_dataset("mstz/german", "loan")["train"] |
|
|
``` |
|
|
|
|
|
# Features |
|
|
|**Feature** |**Type** | |
|
|
|------------------------------------|-----------| |
|
|
|`checking_account_status` | `int8` | |
|
|
|`account_life_in_months` | `int8` | |
|
|
|`credit_status` | `int8` | |
|
|
|`loan_purpose` | `string` | |
|
|
|`current_credit` | `int32` | |
|
|
|`current_savings` | `int8` | |
|
|
|`employed_since` | `int8` | |
|
|
|`installment_rate_percentage` | `int8` | |
|
|
|`sex` | `int8` | |
|
|
|`marital_status` | `string` | |
|
|
|`guarantors` | `int8` | |
|
|
|`years_living_in_current_residence` | `int8` | |
|
|
|`age` | `int8` | |
|
|
|`installment_plans` | `string` | |
|
|
|`housing_status` | `int8` | |
|
|
|`nr_credit_accounts_in_bank` | `int8` | |
|
|
|`job_status` | `int8` | |
|
|
|`number_of_people_in_support` | `int8` | |
|
|
|`has_registered_phone_number` | `int8` | |
|
|
|`is_foreign` | `int8` | |
