HCV data
The data set contains laboratory values of blood donors and Hepatitis C patients and demographic values like age.
Characteristics
Multivariate
Subject Area
Health and Medicine
Associated Tasks
Classification, Clustering
Attribute Type
--
# Instances
615
# Attributes
12
Info
The target attribute for classification is Category (blood donors vs. Hepatitis C, including its progress: 'just' Hepatitis C, Fibrosis, Cirrhosis).
Introductory Paper
Using machine learning techniques to generate laboratory diagnostic pathways—a case study
By Georg F. Hoffmann, A. Bietenbeck, R. Lichtinghagen, F. Klawonn. 2018
Published in Journal of Laboratory and Precision Medicine
Provided by
University of California, Irvine
Creators
- Ralf Lichtinghagen
- Frank Klawonn
- Georg Hoffmann
DOI
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Features
| Attribute Name | Role | Type | Demographic | Description | Units | Missing Values |
|---|---|---|---|---|---|---|
| ID | ID | Integer | Patient ID | no | ||
| Age | Feature | Integer | Age | years | no | |
| Sex | Feature | Binary | Sex | no | ||
| ALB | Feature | Continuous | yes | |||
| ALP | Feature | Continuous | yes | |||
| AST | Feature | Continuous | yes | |||
| BIL | Feature | Continuous | no | |||
| CHE | Feature | Continuous | no | |||
| CHOL | Feature | Continuous | yes | |||
| CREA | Feature | Continuous | no | |||
| CGT | Feature | Continuous | no | |||
| PROT | Feature | Continuous | yes | |||
| Category | Target | Categorical | values: '0=Blood Donor', '0s=suspect Blood Donor', '1=Hepatitis', '2=Fibrosis', '3=Cirrhosis' | no | ||
| ALT | Feature | Continuous | no |