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KEEL-dataset - data set description
dataset/images/saheart.jpg



This section describes main characteristics of the saheart data set and its attributes:

General information

South African Hearth data set
TypeClassificationOriginReal world
Features 9(Real / Integer / Nominal)(5 / 3 / 1)
Instances462 Classes2
Missing values?No

Attribute description

AttributeDomain
Sbp[101, 218]
Tobacco[0.0, 31.2]
Ldl[0.98, 15.33]
Adiposity[6.74, 42.49]
Famhist{Present, Absent}
Typea[13, 78]
Obesity[14.7, 46.58]
Alcohol[0.0, 147.19]
Age[15, 64]
Chd{0, 1}

Additional information

A retrospective sample of males in a heart-disease high-risk region of the Western Cape, South Africa. There are roughly two controls per case of CHD. Many of the CHD positive men have undergone blood pressure reduction treatment and other programs to reduce their risk factors after their CHD event. In some cases the measurements were made after these treatments. These data are taken from a larger dataset, described in Rousseauw et al, 1983, South African Medical Journal.

The class label indicates if the person has a coronary heart disease: negative (0) or positive (1).

Attributes description:
- sbp: systolic blood pressure
- tobacco: cumulative tobacco (kg)
- ldl: low densiity lipoprotein cholesterol
- adiposity
- famhist: family history of heart disease (Present, Absent)
- typea: type-A behavior
- obesity
- alcohol: current alcohol consumption
- age: age at onset




In this section you can download some files related to the saheart data set:

  • The complete data set already formatted in KEEL format can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 10-folds cross validation procedure can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 5-folds cross validation procedure can be downloaded from herezip.gif.
  • The header file associated to this data set can be downloaded from heretxt.png.
  • This is not a native data set from the KEEL project. It has been obtained from the Orange Repository. The original page where the data set can be found is: http://old.biolab.si/datasets/SAheart.htm.


 
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