Contents

Data Set Description

Contents

Data Set Description

The data was collected from Cleveland Clinic Foundation.

Note

The authors of the database have requested that any publications resulting from the use of the data include the names of the principal investigator responsible for the data collection at each institution. They would be:

  1. Hungarian Institute of Cardiology. Budapest: Andras Janosi, M.D.

  2. University Hospital, Zurich, Switzerland: William Steinbrunn, M.D.

  3. University Hospital, Basel, Switzerland: Matthias Pfisterer, M.D.

  4. V.A. Medical Center, Long Beach and Cleveland Clinic Foundation: Robert Detrano, M.D., Ph.D.

Description of the data is given in Table 1

Table 1

Column # Column label Description Data type
0 age age of patient real number
1 sex 0 = female; 1 = male real number
2 cp chest pain type
1 = typical angina
2 = atypical angina
3 = non-anginal pain
4 = asymptomatic		 real number, categorical
3 trestbps resting blood pressure (in mm Hg) real number
4 chol serum cholesterol in mg/dl real number
5 fbs fasting blood sugar > 120 mg/dl (1 = true; 0 = false) real number
6 restecg resting electrocardiographic results
0 = normal
1 = having ST-T wave abnormality (T wave inversions and/or ST levation or depression of > 0.05 mV)
2 = showing probable or definite left ventricular hypertrophy by Estes' criteria		 real number, categorical
7 thalach maximum heart rate achieved real number
8 exang exercise induced angina (1 = yes; 0 = no) real number
9 oldpeak ST depression induced by exercise relative to rest real number
10 slope the slope of the peak exercise ST segment
1 = upsloping
2 = flat
3 = downsloping 		real number
11 ca number of major vessels (0-3) colored by flourosopy real number
12 thal thalassemia - inherited blood disorder that causes your body to have less hemoglobin than normal
3 = normal
6 = fixed defect
7 = reversable defect		 real number, categorical
13 num diagnosis of heart disease (angiographic disease status)
0 = less than 50% diameter narrowing
1, 2, 3, 4 = more than 50% diameter narrowing		 real number

previous

Introduction

next

Data loading and clining