Breast Cancer Coimbra
Donated on 3/5/2018
Clinical features were observed or measured for 64 patients with breast cancer and 52 healthy controls.
Dataset Characteristics
Multivariate
Subject Area
Health and Medicine
Associated Tasks
Classification
Feature Type
Integer
# Instances
116
# Features
9
Dataset Information
Additional Information
There are 10 predictors, all quantitative, and a binary dependent variable, indicating the presence or absence of breast cancer. The predictors are anthropometric data and parameters which can be gathered in routine blood analysis. Prediction models based on these predictors, if accurate, can potentially be used as a biomarker of breast cancer.
Has Missing Values?
No
Introductory Paper
By M. Patrício, J. Pereira, J. Crisóstomo, P. Matafome, M. Gomes, Raquel Seiça, F. Caramelo. 2018
Published in BMC Cancer
Variables Table
| Variable Name | Role | Type | Demographic | Description | Units | Missing Values |
|---|---|---|---|---|---|---|
| Age | Feature | Integer | Age | year | no | |
| BMI | Feature | Continuous | kg/m2 | no | ||
| Glucose | Feature | Integer | mg/dL | no | ||
| Insulin | Feature | Continuous | µU/mL | no | ||
| HOMA | Feature | Continuous | no | |||
| Leptin | Feature | Continuous | ng/mL | no | ||
| Adiponectin | Feature | Continuous | µU/mL | no | ||
| Resistin | Feature | Continuous | ng/mL | no | ||
| MCP.1 | Feature | Continuous | pg/dL | no | ||
| Classification | Target | Integer | 1=Healthy controls, 2=Patients | no |
0 to 10 of 10
Additional Variable Information
Quantitative Attributes: Age (years) BMI (kg/m2) Glucose (mg/dL) Insulin (µU/mL) HOMA Leptin (ng/mL) Adiponectin (µg/mL) Resistin (ng/mL) MCP-1(pg/dL) Labels: 1=Healthy controls 2=Patients
Reviews
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pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset breast_cancer_coimbra = fetch_ucirepo(id=451) # data (as pandas dataframes) X = breast_cancer_coimbra.data.features y = breast_cancer_coimbra.data.targets # metadata print(breast_cancer_coimbra.metadata) # variable information print(breast_cancer_coimbra.variables)
Patrcio,Miguel, Pereira,Jos, Crisstomo,Joana, Matafome,Paulo, Seia,Raquel, and Caramelo,Francisco. (2018). Breast Cancer Coimbra. UCI Machine Learning Repository. https://doi.org/10.24432/C52P59.
@misc{misc_breast_cancer_coimbra_451,
author = {Patrcio,Miguel, Pereira,Jos, Crisstomo,Joana, Matafome,Paulo, Seia,Raquel, and Caramelo,Francisco},
title = {{Breast Cancer Coimbra}},
year = {2018},
howpublished = {UCI Machine Learning Repository},
note = {{DOI}: https://doi.org/10.24432/C52P59}
}Creators
Miguel Patrcio
Jos Pereira
Joana Crisstomo
Paulo Matafome
Raquel Seia
Francisco Caramelo
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.