%      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%% 'slope' is ordered%%%%% Relabeled values in attribute 'sex'%    From: 0                       To: female              %    From: 1                       To: male                %%% Relabeled values in attribute 'cp'%    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: 1                       To: up                  %    From: 2                       To: flat                %    From: 3                       To: down                %%% 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 cleveland-14-heart-disease@attribute 'age' real@attribute 'sex' { female, male}@attribute 'cp' { 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' { up, flat, down}@attribute 'ca' real@attribute 'thal' { fixed_defect, normal, reversable_defect}@attribute 'num' { '<50', '>50_1', '>50_2', '>50_3', '>50_4'}@data63,male,typ_angina,145,233,t,left_vent_hyper,150,no,2.3,down,0,fixed_defect,'<50'67,male,asympt,160,286,f,left_vent_hyper,108,yes,1.5,flat,3,normal,'>50_1'67,male,asympt,120,229,f,left_vent_hyper,129,yes,2.6,flat,2,reversable_defect,'>50_1'37,male,non_anginal,130,250,f,normal,187,no,3.5,down,0,normal,'<50'41,female,atyp_angina,130,204,f,left_vent_hyper,172,no,1.4,up,0,normal,'<50'56,male,atyp_angina,120,236,f,normal,178,no,0.8,up,0,normal,'<50'62,female,asympt,140,268,f,left_vent_hyper,160,no,3.6,down,2,normal,'>50_1'57,female,asympt,120,354,f,normal,163,yes,0.6,up,0,normal,'<50'63,male,asympt,130,254,f,left_vent_hyper,147,no,1.4,flat,1,reversable_defect,'>50_1'53,male,asympt,140,203,t,left_vent_hyper,155,yes,3.1,down,0,reversable_defect,'>50_1'57,male,asympt,140,192,f,normal,148,no,0.4,flat,0,fixed_defect,'<50'56,female,atyp_angina,140,294,f,left_vent_hyper,153,no,1.3,flat,0,normal,'<50'56,male,non_anginal,130,256,t,left_vent_hyper,142,yes,0.6,flat,1,fixed_defect,'>50_1'44,male,atyp_angina,120,263,f,normal,173,no,0,up,0,reversable_defect,'<50'52,male,non_anginal,172,199,t,normal,162,no,0.5,up,0,reversable_defect,'<50'57,male,non_anginal,150,168,f,normal,174,no,1.6,up,0,normal,'<50'48,male,atyp_angina,110,229,f,normal,168,no,1,down,0,reversable_defect,'>50_1'54,male,asympt,140,239,f,normal,160,no,1.2,up,0,normal,'<50'48,female,non_anginal,130,275,f,normal,139,no,0.2,up,0,normal,'<50'49,male,atyp_angina,130,266,f,normal,171,no,0.6,up,0,normal,'<50'64,male,typ_angina,110,211,f,left_vent_hyper,144,yes,1.8,flat,0,normal,'<50'58,female,typ_angina,150,283,t,left_vent_hyper,162,no,1,up,0,normal,'<50'58,male,atyp_angina,120,284,f,left_vent_hyper,160,no,1.8,flat,0,normal,'>50_1'58,male,non_anginal,132,224,f,left_vent_hyper,173,no,3.2,up,2,reversable_defect,'>50_1'60,male,asympt,130,206,f,left_vent_hyper,132,yes,2.4,flat,2,reversable_defect,'>50_1'50,female,non_anginal,120,219,f,normal,158,no,1.6,flat,0,normal,'<50'58,female,non_anginal,120,340,f,normal,172,no,0,up,0,normal,'<50'66,female,typ_angina,150,226,f,normal,114,no,2.6,down,0,normal,'<50'43,male,asympt,150,247,f,normal,171,no,1.5,up,0,normal,'<50'40,male,asympt,110,167,f,left_vent_hyper,114,yes,2,flat,0,reversable_defect,'>50_1'69,female,typ_angina,140,239,f,normal,151,no,1.8,up,2,normal,'<50'60,male,asympt,117,230,t,normal,160,yes,1.4,up,2,reversable_defect,'>50_1'64,male,non_anginal,140,335,f,normal,158,no,0,up,0,normal,'>50_1'59,male,asympt,135,234,f,normal,161,no,0.5,flat,0,reversable_defect,'<50'44,male,non_anginal,130,233,f,normal,179,yes,0.4,up,0,normal,'<50'42,male,asympt,140,226,f,normal,178,no,0,up,0,normal,'<50'43,male,asympt,120,177,f,left_vent_hyper,120,yes,2.5,flat,0,reversable_defect,'>50_1'57,male,asympt,150,276,f,left_vent_hyper,112,yes,0.6,flat,1,fixed_defect,'>50_1'55,male,asympt,132,353,f,normal,132,yes,1.2,flat,1,reversable_defect,'>50_1'61,male,non_anginal,150,243,t,normal,137,yes,1,flat,0,normal,'<50'65,female,asympt,150,225,f,left_vent_hyper,114,no,1,flat,3,reversable_defect,'>50_1'40,male,typ_angina,140,199,f,normal,178,yes,1.4,up,0,reversable_defect,'<50'71,female,atyp_angina,160,302,f,normal,162,no,0.4,up,2,normal,'<50'59,male,non_anginal,150,212,t,normal,157,no,1.6,up,0,normal,'<50'61,female,asympt,130,330,f,left_vent_hyper,169,no,0,up,0,normal,'>50_1'58,male,non_anginal,112,230,f,left_vent_hyper,165,no,2.5,flat,1,reversable_defect,'>50_1'51,male,non_anginal,110,175,f,normal,123,no,0.6,up,0,normal,'<50'50,male,asympt,150,243,f,left_vent_hyper,128,no,2.6,flat,0,reversable_defect,'>50_1'65,female,non_anginal,140,417,t,left_vent_hyper,157,no,0.8,up,1,normal,'<50'53,male,non_anginal,130,197,t,left_vent_hyper,152,no,1.2,down,0,normal,'<50'41,female,atyp_angina,105,198,f,normal,168,no,0,up,1,normal,'<50'65,male,asympt,120,177,f,normal,140,no,0.4,up,0,reversable_defect,'<50'44,male,asympt,112,290,f,left_vent_hyper,153,no,0,up,1,normal,'>50_1'44,male,atyp_angina,130,219,f,left_vent_hyper,188,no,0,up,0,normal,'<50'60,male,asympt,130,253,f,normal,144,yes,1.4,up,1,reversable_defect,'>50_1'54,male,asympt,124,266,f,left_vent_hyper,109,yes,2.2,flat,1,reversable_defect,'>50_1'50,male,non_anginal,140,233,f,normal,163,no,0.6,flat,1,reversable_defect,'>50_1'41,male,asympt,110,172,f,left_vent_hyper,158,no,0,up,0,reversable_defect,'>50_1'54,male,non_anginal,125,273,f,left_vent_hyper,152,no,0.5,down,1,normal,'<50'51,male,typ_angina,125,213,f,left_vent_hyper,125,yes,1.4,up,1,normal,'<50'51,female,asympt,130,305,f,normal,142,yes,1.2,flat,0,reversable_defect,'>50_1'46,female,non_anginal,142,177,f,left_vent_hyper,160,yes,1.4,down,0,normal,'<50'58,male,asympt,128,216,f,left_vent_hyper,131,yes,2.2,flat,3,reversable_defect,'>50_1'54,female,non_anginal,135,304,t,normal,170,no,0,up,0,normal,'<50'54,male,asympt,120,188,f,normal,113,no,1.4,flat,1,reversable_defect,'>50_1'60,male,asympt,145,282,f,left_vent_hyper,142,yes,2.8,flat,2,reversable_defect,'>50_1'60,male,non_anginal,140,185,f,left_vent_hyper,155,no,3,flat,0,normal,'>50_1'54,male,non_anginal,150,232,f,left_vent_hyper,165,no,1.6,up,0,reversable_defect,'<50'59,male,asympt,170,326,f,left_vent_hyper,140,yes,3.4,down,0,reversable_defect,'>50_1'46,male,non_anginal,150,231,f,normal,147,no,3.6,flat,0,normal,'>50_1'65,female,non_anginal,155,269,f,normal,148,no,0.8,up,0,normal,'<50'67,male,asympt,125,254,t,normal,163,no,0.2,flat,2,reversable_defect,'>50_1'62,male,asympt,120,267,f,normal,99,yes,1.8,flat,2,reversable_defect,'>50_1'65,male,asympt,110,248,f,left_vent_hyper,158,no,0.6,up,2,fixed_defect,'>50_1'44,male,asympt,110,197,f,left_vent_hyper,177,no,0,up,1,normal,'>50_1'65,female,non_anginal,160,360,f,left_vent_hyper,151,no,0.8,up,0,normal,'<50'60,male,asympt,125,258,f,left_vent_hyper,141,yes,2.8,flat,1,reversable_defect,'>50_1'51,female,non_anginal,140,308,f,left_vent_hyper,142,no,1.5,up,1,normal,'<50'48,male,atyp_angina,130,245,f,left_vent_hyper,180,no,0.2,flat,0,normal,'<50'58,male,asympt,150,270,f,left_vent_hyper,111,yes,0.8,up,0,reversable_defect,'>50_1'45,male,asympt,104,208,f,left_vent_hyper,148,yes,3,flat,0,normal,'<50'53,female,asympt,130,264,f,left_vent_hyper,143,no,0.4,flat,0,normal,'<50'39,male,non_anginal,140,321,f,left_vent_hyper,182,no,0,up,0,normal,'<50'68,male,non_anginal,180,274,t,left_vent_hyper,150,yes,1.6,flat,0,reversable_defect,'>50_1'52,male,atyp_angina,120,325,f,normal,172,no,0.2,up,0,normal,'<50'44,male,non_anginal,140,235,f,left_vent_hyper,180,no,0,up,0,normal,'<50'47,male,non_anginal,138,257,f,left_vent_hyper,156,no,0,up,0,normal,'<50'53,female,non_anginal,128,216,f,left_vent_hyper,115,no,0,up,0,?,'<50'53,female,asympt,138,234,f,left_vent_hyper,160,no,0,up,0,normal,'<50'51,female,non_anginal,130,256,f,left_vent_hyper,149,no,0.5,up,0,normal,'<50'66,male,asympt,120,302,f,left_vent_hyper,151,no,0.4,flat,0,normal,'<50'62,female,asympt,160,164,f,left_vent_hyper,145,no,6.2,down,3,reversable_defect,'>50_1'62,male,non_anginal,130,231,f,normal,146,no,1.8,flat,3,reversable_defect,'<50'44,female,non_anginal,108,141,f,normal,175,no,0.6,flat,0,normal,'<50'63,female,non_anginal,135,252,f,left_vent_hyper,172,no,0,up,0,normal,'<50'52,male,asympt,128,255,f,normal,161,yes,0,up,1,reversable_defect,'>50_1'59,male,asympt,110,239,f,left_vent_hyper,142,yes,1.2,flat,1,reversable_defect,'>50_1'60,female,asympt,150,258,f,left_vent_hyper,157,no,2.6,flat,2,reversable_defect,'>50_1'