| | --- |
| | configs: |
| | - config_name: death |
| | data_files: |
| | - path: death/train.csv |
| | split: train |
| | default: true |
| | language: en |
| | license: cc |
| | pretty_name: Heart failure |
| | size_categories: 1M<n<10M |
| | tags: |
| | - tabular_classification |
| | - binary_classification |
| | - multiclass_classification |
| | task_categories: |
| | - tabular-classification |
| | --- |
| | # Heart failure |
| | The [Heart failure dataset](https://www.kaggle.com/datasets/andrewmvd/heart-failure-clinical-data) from Kaggle. |
| | Predict patient death from earth failure given some personal medical data . |
| |
|
| |
|
| | # Configurations and tasks |
| | | **Configuration** | **Task** | **Description** | |
| | |-------------------|---------------------------|-----------------------------------------------------------------| |
| | | death | Binary classification | Did the patient die? | |
| |
|
| | # Usage |
| | ```python |
| | from datasets import load_dataset |
| | |
| | dataset = load_dataset("mstz/heart_failure", "death")["train"] |
| | ``` |
| |
|
| |
|
| | # Features |
| | |**Feature** |**Type** | |
| | |----------------------------------------------------|-----------| |
| | |`age` |`int8` | |
| | |`has_anaemia` |`int8` | |
| | |`creatinine_phosphokinase_concentration_in_blood` |`float64` | |
| | |`has_diabetes` |`int8` | |
| | |`heart_ejection_fraction` |`float64` | |
| | |`has_high_blood_pressure` |`int8` | |
| | |`platelets_concentration_in_blood` |`float64` | |
| | |`serum_creatinine_concentration_in_blood` |`float64` | |
| | |`serum_sodium_concentration_in_blood` |`float64` | |
| | |`sex` |`int8` | |
| | |`is_smoker` |`int8` | |
| | |`days_in_study` |`int64` | |
