heart {AssocBin}R Documentation

Heart Disease Diagnosis Data

Description

This data (adapted from the UCI Machine Learning Repository at https://archive.ics.uci.edu/) presents a single data frame reporting heart disease diagnosis results for patients from studies carried out by Andras Janosi at the Hungarian Institute of Cardiology; William Steinbrunn and Matthias Pfisterer at the University Hospitals of Zurich and Basel; and two separate studies by Robert Detrano carried out at the Cleveland Clinic Foundation and Long Beach V.A. Medical Center. The data contains measurements of 15 variables collected on 920 participants:

age

Age in years

sex

Sex

cp

Reported chest pain type: typical angina, non-typical angina, non-angina, or no pain

trestbps

Resting blood pressure (mmHg on admission to hospital)

chol

Serum cholesterol in mg/dl

fbs

Indicator of fasting blood sugar >120 mg/dl

restecg

Resting electrocardiographic results: normal, indicating ventricular hypertrophy, or displaying ST-T wave abnormality

thalach

Maximum measured heart rate

exang

Indicator of exercise induced angina

oldpeak

ST wave depression induced by exercise relative to rest

slope

The slope of the ST segment during peak exercise

ca

Number of major blood vessels coloured by fluoroscopy

thal

Type of heart defect

num

Diagnosis of heart disease. Values greater than one indicate heart disease of different sorts while a value of zero indicates no heart disease

study

The study where the participant's data was collected

Usage

data(heart)

Format

A matrix with 920 rows and 15 columns, with each row reporting measurements for a participant in one of the heart disease studies.


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