Lymphography
Donated on 10/31/1988
This lymphography domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. (Restricted access)
Dataset Characteristics
Multivariate
Subject Area
Health and Medicine
Associated Tasks
Classification
Feature Type
Categorical
# Instances
148
# Features
19
Dataset Information
Additional Information
This is one of three domains provided by the Oncology Institute that has repeatedly appeared in the machine learning literature. (See also breast-cancer and primary-tumor.)
Has Missing Values?
No
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| class | Target | Integer | no | ||
| lymphatics | Feature | Integer | no | ||
| block of affere | Feature | Integer | no | ||
| bl. of lymph. c | Feature | Integer | no | ||
| bl. of lymph. s | Feature | Integer | no | ||
| by pass | Feature | Integer | no | ||
| extravasates | Feature | Integer | no | ||
| regeneration of | Feature | Integer | no | ||
| early uptake in | Feature | Integer | no | ||
| lym.nodes dimin | Feature | Integer | no |
0 to 10 of 20
Additional Variable Information
--- NOTE: All attribute values in the database have been entered as numeric values corresponding to their index in the list of attribute values for that attribute domain as given below. 1. class: normal find, metastases, malign lymph, fibrosis 2. lymphatics: normal, arched, deformed, displaced 3. block of affere: no, yes 4. bl. of lymph. c: no, yes 5. bl. of lymph. s: no, yes 6. by pass: no, yes 7. extravasates: no, yes 8. regeneration of: no, yes 9. early uptake in: no, yes 10. lym.nodes dimin: 0-3 11. lym.nodes enlar: 1-4 12. changes in lym.: bean, oval, round 13. defect in node: no, lacunar, lac. marginal, lac. central 14. changes in node: no, lacunar, lac. margin, lac. central 15. changes in stru: no, grainy, drop-like, coarse, diluted, reticular, stripped, faint, 16. special forms: no, chalices, vesicles 17. dislocation of: no, yes 18. exclusion of no: no, yes 19. no. of nodes in: 0-9, 10-19, 20-29, 30-39, 40-49, 50-59, 60-69, >=70
Class Labels
normal find, metastases, malign lymph, fibrosis
Dataset Files
| File | Size |
|---|---|
| lymphography.data | 5.5 KB |
| lymphography.names | 3.2 KB |
| Index | 129 Bytes |
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset lymphography = fetch_ucirepo(id=63) # data (as pandas dataframes) X = lymphography.data.features y = lymphography.data.targets # metadata print(lymphography.metadata) # variable information print(lymphography.variables)
Zwitter, M. & Soklic, M. (1988). Lymphography [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C54598.
Creators
M. Zwitter
M. Soklic
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.