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1 | %HEART 303 objects with 13 features in 2 classes |
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2 | % |
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3 | % X = HEART |
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4 | % |
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5 | % Heart-Cleveland dataset from the Hungarian Institute of Cardiology. |
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6 | % Budapest: Andras Janosi, M.D. |
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7 | % |
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8 | % X = HEART(VAL) |
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9 | % |
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10 | % By default objects with missing values are removed. When something else |
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11 | % is desired, use one of the options in MISVAL. |
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12 | % |
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13 | % SEE ALSO <a href="http://37steps.com/prtools">PRTools Guide</a>, <a href="http://archive.ics.uci.edu/ml/">UCI Website</a> |
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14 | % PRTOOLS, DATASETS, MISVAL |
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15 | |
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16 | % Copyright: R.P.W. Duin, r.p.w.duin@prtools.org |
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17 | |
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18 | function x = heart(val) |
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19 | |
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20 | prdatasets(mfilename,1,'http://prtools.org/prdatasets/heart.dat'); |
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21 | if nargin<1 |
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22 | val = 'remove'; |
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23 | end |
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24 | |
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25 | user.desc='The Cleveland database from the Heart Disease Databases from UCI. The class disease-presence is used as target class. '; |
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26 | user.link = 'ftp://ftp.ics.uci.edu/pub/machine-learning-databases/heart-cleveland/'; |
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27 | cl = {'absent' 'present'}; |
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28 | fl = {'age' 'sex' 'cp' 'trestbps' 'chol' 'fbs' 'restecg' ... |
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29 | 'thalach' 'exang' 'oldpeak' 'slope' 'ca' 'thal'}; |
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30 | fd = {[0 inf; 0 inf] [0 1] [1 2 3 4] [0 inf; 0 inf] [0 inf; 0 inf]... |
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31 | [0 1] [0 1 2] [0 inf; 0 inf] [0 1] [0 inf; 0 inf] [1 2 3] [-1 0 1 2 3] [3 6 7]}; |
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32 | |
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33 | a = load('heart.dat'); |
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34 | lab = (a(:,end)>0); |
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35 | x = pr_dataset(a(:,1:(end-1)),cl(lab+1)); |
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36 | x = setfeatlab(x,fl); |
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37 | x = setname(x,'Heart Cleveland'); |
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38 | x = setfeatdom(x,fd); |
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39 | [x,msg] = misval(x,val); |
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40 | user.desc = [user.desc msg]; |
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41 | x = setuser(x,user); |
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42 | |
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43 | return |
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