heart-h.arff

是UCI数据库中的一些有代表性的数据集

%         3 = akinesis or dyskmem (sp?)
%      49 exeref: exercise radinalid (sp?) ejection fraction
%      50 exerwm: exercise wall (sp?) motion 
%      51 thal: 3 = normal; 6 = fixed defect; 7 = reversable defect
%      52 thalsev: not used
%      53 thalpul: not used
%      54 earlobe: not used
%      55 cmo: month of cardiac cath (sp?)  (perhaps "call")
%      56 cday: day of cardiac cath (sp?)
%      57 cyr: year of cardiac cath (sp?)
%      58 num: diagnosis of heart disease (angiographic disease status)
%         -- Value 0: < 50% diameter narrowing
%         -- Value 1: > 50% diameter narrowing
%         (in any major vessel: attributes 59 through 68 are vessels)
%      59 lmt
%      60 ladprox
%      61 laddist
%      62 diag
%      63 cxmain
%      64 ramus
%      65 om1
%      66 om2
%      67 rcaprox
%      68 rcadist
%      69 lvx1: not used
%      70 lvx2: not used
%      71 lvx3: not used
%      72 lvx4: not used
%      73 lvf: not used
%      74 cathef: not used
%      75 junk: not used
%      76 name: last name of patient 
%         (I replaced this with the dummy string "name")
% 
% 9. Missing Attribute Values: Several.  Distinguished with value -9.0.
% 
% 10. Class Distribution:
%         Database:      0   1   2   3   4 Total
%           Cleveland: 164  55  36  35  13   303
%           Hungarian: 188  37  26  28  15   294
%         Switzerland:   8  48  32  30   5   123
%       Long Beach VA:  51  56  41  42  10   200
%
%
%
%
%
% Relabeled values in attribute 'sex'
%    From: 0                       To: female              
%    From: 1                       To: male                
%
%
% Relabeled values in attribute 'chest_pain'
%    From: 1                       To: typ_angina          
%    From: 4                       To: asympt              
%    From: 3                       To: non_anginal         
%    From: 2                       To: atyp_angina         
%
%
% Relabeled values in attribute 'fbs'
%    From: 1                       To: t                   
%    From: 0                       To: f                   
%
%
% Relabeled values in attribute 'restecg'
%    From: 2                       To: left_vent_hyper     
%    From: 0                       To: normal              
%    From: 1                       To: st_t_wave_abnormality
%
%
% Relabeled values in attribute 'exang'
%    From: 0                       To: no                  
%    From: 1                       To: yes                 
%
%
% Relabeled values in attribute 'slope'
%    From: 3                       To: down                
%    From: 2                       To: flat                
%    From: 1                       To: up                  
%
%
% Relabeled values in attribute 'thal'
%    From: 6                       To: fixed_defect        
%    From: 3                       To: normal              
%    From: 7                       To: reversable_defect   
%
%
% Relabeled values in attribute 'num'
%    From: '0'                     To: '<50'               
%    From: '1'                     To: '>50_1'             
%    From: '2'                     To: '>50_2'             
%    From: '3'                     To: '>50_3'             
%    From: '4'                     To: '>50_4'             
%
@relation hungarian-14-heart-disease
@attribute 'age' real
@attribute 'sex' { female, male}
@attribute 'chest_pain' { typ_angina, asympt, non_anginal, atyp_angina}
@attribute 'trestbps' real
@attribute 'chol' real
@attribute 'fbs' { t, f}
@attribute 'restecg' { left_vent_hyper, normal, st_t_wave_abnormality}
@attribute 'thalach' real
@attribute 'exang' { no, yes}
@attribute 'oldpeak' real
@attribute 'slope' { down, flat, up}
@attribute 'ca' real
@attribute 'thal' { fixed_defect, normal, reversable_defect}
@attribute 'num' { '<50', '>50_1', '>50_2', '>50_3', '>50_4'}
@data
28,male,atyp_angina,130,132,f,left_vent_hyper,185,no,0,?,?,?,'<50'
29,male,atyp_angina,120,243,f,normal,160,no,0,?,?,?,'<50'
29,male,atyp_angina,140,?,f,normal,170,no,0,?,?,?,'<50'
30,female,typ_angina,170,237,f,st_t_wave_abnormality,170,no,0,?,?,fixed_defect,'<50'
31,female,atyp_angina,100,219,f,st_t_wave_abnormality,150,no,0,?,?,?,'<50'
32,female,atyp_angina,105,198,f,normal,165,no,0,?,?,?,'<50'
32,male,atyp_angina,110,225,f,normal,184,no,0,?,?,?,'<50'
32,male,atyp_angina,125,254,f,normal,155,no,0,?,?,?,'<50'
33,male,non_anginal,120,298,f,normal,185,no,0,?,?,?,'<50'
34,female,atyp_angina,130,161,f,normal,190,no,0,?,?,?,'<50'
34,male,atyp_angina,150,214,f,st_t_wave_abnormality,168,no,0,?,?,?,'<50'
34,male,atyp_angina,98,220,f,normal,150,no,0,?,?,?,'<50'
35,female,typ_angina,120,160,f,st_t_wave_abnormality,185,no,0,?,?,?,'<50'
35,female,asympt,140,167,f,normal,150,no,0,?,?,?,'<50'
35,male,atyp_angina,120,308,f,left_vent_hyper,180,no,0,?,?,?,'<50'
35,male,atyp_angina,150,264,f,normal,168,no,0,?,?,?,'<50'
36,male,atyp_angina,120,166,f,normal,180,no,0,?,?,?,'<50'
36,male,non_anginal,112,340,f,normal,184,no,1,flat,?,normal,'<50'
36,male,non_anginal,130,209,f,normal,178,no,0,?,?,?,'<50'
36,male,non_anginal,150,160,f,normal,172,no,0,?,?,?,'<50'
37,female,atyp_angina,120,260,f,normal,130,no,0,?,?,?,'<50'
37,female,non_anginal,130,211,f,normal,142,no,0,?,?,?,'<50'
37,female,asympt,130,173,f,st_t_wave_abnormality,184,no,0,?,?,?,'<50'
37,male,atyp_angina,130,283,f,st_t_wave_abnormality,98,no,0,?,?,?,'<50'
37,male,non_anginal,130,194,f,normal,150,no,0,?,?,?,'<50'
37,male,asympt,120,223,f,normal,168,no,0,?,?,normal,'<50'
37,male,asympt,130,315,f,normal,158,no,0,?,?,?,'<50'
38,female,atyp_angina,120,275,?,normal,129,no,0,?,?,?,'<50'
38,male,atyp_angina,140,297,f,normal,150,no,0,?,?,?,'<50'
38,male,non_anginal,145,292,f,normal,130,no,0,?,?,?,'<50'
39,female,non_anginal,110,182,f,st_t_wave_abnormality,180,no,0,?,?,?,'<50'
39,male,atyp_angina,120,?,f,st_t_wave_abnormality,146,no,2,up,?,?,'<50'
39,male,atyp_angina,120,200,f,normal,160,yes,1,flat,?,?,'<50'
39,male,atyp_angina,120,204,f,normal,145,no,0,?,?,?,'<50'
39,male,atyp_angina,130,?,f,normal,120,no,0,?,?,?,'<50'
39,male,atyp_angina,190,241,f,normal,106,no,0,?,?,?,'<50'
39,male,non_anginal,120,339,f,normal,170,no,0,?,?,?,'<50'
39,male,non_anginal,160,147,t,normal,160,no,0,?,?,?,'<50'
39,male,asympt,110,273,f,normal,132,no,0,?,?,?,'<50'
39,male,asympt,130,307,f,normal,140,no,0,?,?,?,'<50'
40,male,atyp_angina,130,275,f,normal,150,no,0,?,?,?,'<50'
40,male,atyp_angina,140,289,f,normal,172,no,0,?,?,?,'<50'
40,male,non_anginal,130,215,f,normal,138,no,0,?,?,?,'<50'
40,male,non_anginal,130,281,f,normal,167,no,0,?,?,?,'<50'
40,male,non_anginal,140,?,f,normal,188,no,0,?,?,?,'<50'
41,female,atyp_angina,110,250,f,st_t_wave_abnormality,142,no,0,?,?,?,'<50'
41,female,atyp_angina,125,184,f,normal,180,no,0,?,?,?,'<50'
41,female,atyp_angina,130,245,f,normal,150,no,0,?,?,?,'<50'
41,male,atyp_angina,120,291,f,st_t_wave_abnormality,160,no,0,?,?,?,'<50'
41,male,atyp_angina,120,295,f,normal,170,no,0,?,?,?,'<50'
41,male,atyp_angina,125,269,f,normal,144,no,0,?,?,?,'<50'
41,male,asympt,112,250,f,normal,142,no,0,?,?,?,'<50'
42,female,non_anginal,115,211,f,st_t_wave_abnormality,137,no,0,?,?,?,'<50'
42,male,atyp_angina,120,196,f,normal,150,no,0,?,?,?,'<50'
42,male,atyp_angina,120,198,f,normal,155,no,0,?,?,?,'<50'
42,male,atyp_angina,150,268,f,normal,136,no,0,?,?,?,'<50'
42,male,non_anginal,120,228,f,normal,152,yes,1.5,flat,?,?,'<50'
42,male,non_anginal,160,147,f,normal,146,no,0,?,?,?,'<50'
42,male,asympt,140,358,f,normal,170,no,0,?,?,?,'<50'
43,female,typ_angina,100,223,f,normal,142,no,0,?,?,?,'<50'
43,female,atyp_angina,120,201,f,normal,165,no,0,?,?,?,'<50'
43,female,atyp_angina,120,215,f,st_t_wave_abnormality,175,no,0,?,?,?,'<50'
43,female,atyp_angina,120,249,f,st_t_wave_abnormality,176,no,0,?,?,?,'<50'
43,female,atyp_angina,120,266,f,normal,118,no,0,?,?,?,'<50'
43,female,atyp_angina,150,186,f,normal,154,no,0,?,?,?,'<50'
43,female,non_anginal,150,?,f,normal,175,no,0,?,?,normal,'<50'
43,male,atyp_angina,142,207,f,normal,138,no,0,?,?,?,'<50'
44,female,asympt,120,218,f,st_t_wave_abnormality,115,no,0,?,?,?,'<50'
44,male,atyp_angina,120,184,f,normal,142,no,1,flat,?,?,'<50'
44,male,atyp_angina,130,215,f,normal,135,no,0,?,?,?,'<50'
44,male,asympt,150,412,f,normal,170,no,0,?,?,?,'<50'
45,female,atyp_angina,130,237,f,normal,170,no,0,?,?,?,'<50'
45,female,atyp_angina,180,?,f,normal,180,no,0,?,?,?,'<50'
45,female,asympt,132,297,f,normal,144,no,0,?,?,?,'<50'
45,male,atyp_angina,140,224,t,normal,122,no,0,?,?,?,'<50'
45,male,non_anginal,135,?,f,normal,110,no,0,?,?,?,'<50'
45,male,asympt,120,225,f,normal,140,no,0,?,?,?,'<50'
45,male,asympt,140,224,f,normal,144,no,0,?,?,?,'<50'
46,female,asympt,130,238,f,normal,90,no,0,?,?,?,'<50'
46,male,atyp_angina,140,275,f,normal,165,yes,0,?,?,?,'<50'
46,male,non_anginal,120,230,f,normal,150,no,0,?,?,?,'<50'
46,male,non_anginal,150,163,?,normal,116,no,0,?,?,?,'<50'
46,male,asympt,110,238,f,st_t_wave_abnormality,140,yes,1,flat,?,normal,'<50'
46,male,asympt,110,240,f,st_t_wave_abnormality,140,no,0,?,?,normal,'<50'
46,male,asympt,180,280,f,st_t_wave_abnormality,120,no,0,?,?,?,'<50'
47,female,atyp_angina,140,257,f,normal,135,no,1,up,?,?,'<50'
47,female,non_anginal,130,?,f,normal,145,no,2,flat,?,?,'<50'
47,male,typ_angina,110,249,f,normal,150,no,0,?,?,?,'<50'
47,male,atyp_angina,160,263,f,normal,174,no,0,?,?,?,'<50'
47,male,asympt,140,276,t,normal,125,yes,0,?,?,?,'<50'
48,female,atyp_angina,?,308,f,st_t_wave_abnormality,?,?,2,up,?,?,'<50'
48,female,atyp_angina,120,?,t,st_t_wave_abnormality,148,no,0,?,?,?,'<50'
48,female,atyp_angina,120,284,f,normal,120,no,0,?,?,?,'<50'