% Publication Request: 
%    >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>
%    This file describes the contents of the heart-disease directory.
% 
%    This directory contains 4 databases concerning heart disease diagnosis.
%    All attributes are numeric-valued.  The data was collected from the
%    four following locations:
% 
%      1. Cleveland Clinic Foundation (cleveland.data)
%      2. Hungarian Institute of Cardiology, Budapest (hungarian.data)
%      3. V.A. Medical Center, Long Beach, CA (long-beach-va.data)
%      4. University Hospital, Zurich, Switzerland (switzerland.data)
% 
%    Each database has the same instance format.  While the databases have 76
%    raw attributes, only 14 of them are actually used.  Thus I've taken the
%    liberty of making 2 copies of each database: one with all the attributes
%    and 1 with the 14 attributes actually used in past experiments.
% 
%    The authors of the databases 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.
% 
%    Thanks in advance for abiding by this request.
% 
%    David Aha
%    July 22, 1988
%    >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>
% 
% 1. Title: Heart Disease Databases
% 
% 2. Source Information:
%    (a) Creators: 
%        -- 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.
%    (b) Donor: David W. Aha (aha@ics.uci.edu) (714) 856-8779   
%    (c) Date: July, 1988
% 
% 3. Past Usage:
%     1. Detrano,~R., Janosi,~A., Steinbrunn,~W., Pfisterer,~M., Schmid,~J.,
%        Sandhu,~S., Guppy,~K., Lee,~S., \& Froelicher,~V. (1989).  {\it 
%        International application of a new probability algorithm for the 
%        diagnosis of coronary artery disease.}  {\it American Journal of 
%        Cardiology}, {\it 64},304--310.
%        -- International Probability Analysis 
%        -- Address: Robert Detrano, M.D.
%                    Cardiology 111-C
%                    V.A. Medical Center
%                    5901 E. 7th Street
%                    Long Beach, CA 90028
%        -- Results in percent accuracy: (for 0.5 probability threshold)
%              Data Name:  CDF    CADENZA
%           -- Hungarian   77     74
%              Long beach  79     77
%              Swiss       81     81
%           -- Approximately a 77% correct classification accuracy with a
%              logistic-regression-derived discriminant function
%     2. David W. Aha & Dennis Kibler
%        -- 
%           
%           
%           -- Instance-based prediction of heart-disease presence with the 
%              Cleveland database
%              -- NTgrowth: 77.0% accuracy
%              --       C4: 74.8% accuracy
%     3. John Gennari
%        -- Gennari, J.~H., Langley, P, \& Fisher, D. (1989). Models of
%           incremental concept formation. {\it Artificial Intelligence, 40},
%           11--61.
%        -- Results: 
%           -- The CLASSIT conceptual clustering system achieved a 78.9% accuracy
%              on the Cleveland database.
% 
% 4. Relevant Information:
%      This database contains 76 attributes, but all published experiments
%      refer to using a subset of 14 of them.  In particular, the Cleveland
%      database is the only one that has been used by ML researchers to 
%      this date.  The "goal" field refers to the presence of heart disease
%      in the patient.  It is integer valued from 0 (no presence) to 4.
%      Experiments with the Cleveland database have concentrated on simply
%      attempting to distinguish presence (values 1,2,3,4) from absence (value
%      0).  
%    
%      The names and social security numbers of the patients were recently 
%      removed from the database, replaced with dummy values.
% 
%      One file has been "processed", that one containing the Cleveland 
%      database.  All four unprocessed files also exist in this directory.
%     
% 5. Number of Instances: 
%         Database:    # of instances:
%           Cleveland: 303
%           Hungarian: 294
%         Switzerland: 123
%       Long Beach VA: 200
% 
% 6. Number of Attributes: 76 (including the predicted attribute)
% 
% 7. Attribute Information:
%    -- Only 14 used
%       -- 1. #3  (age)       
%       -- 2. #4  (sex)       
%       -- 3. #9  (cp)        
%       -- 4. #10 (trestbps)  
%       -- 5. #12 (chol)      
%       -- 6. #16 (fbs)       
%       -- 7. #19 (restecg)   
%       -- 8. #32 (thalach)   
%       -- 9. #38 (exang)     
%       -- 10. #40 (oldpeak)   
%       -- 11. #41 (slope)     
%       -- 12. #44 (ca)        
%       -- 13. #51 (thal)      
%       -- 14. #58 (num)       (the predicted attribute)
% 
%    -- Complete attribute documentation:
%       1 id: patient identification number
%       2 ccf: social security number (I replaced this with a dummy value of 0)
%       3 age: age in years
%       4 sex: sex (1 = male; 0 = female)
%       5 painloc: chest pain location (1 = substernal; 0 = otherwise)
%       6 painexer (1 = provoked by exertion; 0 = otherwise)
%       7 relrest (1 = relieved after rest; 0 = otherwise)
%       8 pncaden (sum of 5, 6, and 7)
%       9 cp: chest pain type
%         -- Value 1: typical angina
%         -- Value 2: atypical angina
%         -- Value 3: non-anginal pain
%         -- Value 4: asymptomatic
%      10 trestbps: resting blood pressure (in mm Hg on admission to the 
%         hospital)
%      11 htn
%      12 chol: serum cholestoral in mg/dl
%      13 smoke: I believe this is 1 = yes; 0 = no (is or is not a smoker)
%      14 cigs (cigarettes per day)
%      15 years (number of years as a smoker)
%      16 fbs: (fasting blood sugar > 120 mg/dl)  (1 = true; 0 = false)
%      17 dm (1 = history of diabetes; 0 = no such history)
%      18 famhist: family history of coronary artery disease (1 = yes; 0 = no)
%      19 restecg: resting electrocardiographic results
%         -- Value 0: normal
%         -- Value 1: having ST-T wave abnormality (T wave inversions and/or ST 
%                     elevation or depression of > 0.05 mV)
%         -- Value 2: showing probable or definite left ventricular hypertrophy
%                     by Estes' criteria
%      20 ekgmo (month of exercise ECG reading)
%      21 ekgday(day of exercise ECG reading)
%      22 ekgyr (year of exercise ECG reading)
%      23 dig (digitalis used furing exercise ECG: 1 = yes; 0 = no)
%      24 prop (Beta blocker used during exercise ECG: 1 = yes; 0 = no)
%      25 nitr (nitrates used during exercise ECG: 1 = yes; 0 = no)
%      26 pro (calcium channel blocker used during exercise ECG: 1 = yes; 0 = no)
%      27 diuretic (diuretic used used during exercise ECG: 1 = yes; 0 = no)
%      28 proto: exercise protocol
%           1 = Bruce     
%           2 = Kottus
%           3 = McHenry
%           4 = fast Balke
%           5 = Balke
%           6 = Noughton 
%           7 = bike 150 kpa min/min  (Not sure if "kpa min/min" is what was 
%               written!)
%           8 = bike 125 kpa min/min  
%           9 = bike 100 kpa min/min
%          10 = bike 75 kpa min/min
%          11 = bike 50 kpa min/min
%          12 = arm ergometer
%      29 thaldur: duration of exercise test in minutes
%      30 thaltime: time when ST measure depression was noted
%      31 met: mets achieved
%      32 thalach: maximum heart rate achieved
%      33 thalrest: resting heart rate
%      34 tpeakbps: peak exercise blood pressure (first of 2 parts)
%      35 tpeakbpd: peak exercise blood pressure (second of 2 parts)
%      36 dummy
%      37 trestbpd: resting blood pressure
%      38 exang: exercise induced angina (1 = yes; 0 = no)
%      39 xhypo: (1 = yes; 0 = no)
%      40 oldpeak = ST depression induced by exercise relative to rest
%      41 slope: the slope of the peak exercise ST segment
%         -- Value 1: upsloping
%         -- Value 2: flat
%         -- Value 3: downsloping
%      42 rldv5: height at rest
%      43 rldv5e: height at peak exercise
%      44 ca: number of major vessels (0-3) colored by flourosopy
%      45 restckm: irrelevant
%      46 exerckm: irrelevant
%      47 restef: rest raidonuclid (sp?) ejection fraction
%      48 restwm: rest wall (sp?) motion abnormality
%         0 = none
%         1 = mild or moderate
%         2 = moderate or severe
%         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
%
% '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'}
@data
58,female,typ_angina,150,283,t,left_vent_hyper,162,no,1,up,0,normal,'<50'
57,male,asympt,132,207,f,normal,168,yes,0,up,0,reversable_defect,'<50'
57,female,asympt,128,303,f,left_vent_hyper,159,no,0,up,1,normal,'<50'
51,male,non_anginal,100,222,f,normal,143,yes,1.2,flat,0,normal,'<50'
56,male,typ_angina,120,193,f,left_vent_hyper,162,no,1.9,flat,0,reversable_defect,'<50'
38,male,non_anginal,138,175,f,normal,173,no,0,up,?,normal,'<50'
52,male,typ_angina,152,298,t,normal,178,no,1.2,flat,0,reversable_defect,'<50'
48,male,non_anginal,124,255,t,normal,175,no,0,up,2,normal,'<50'
52,female,non_anginal,136,196,f,left_vent_hyper,169,no,0.1,flat,0,normal,'<50'
50,female,atyp_angina,120,244,f,normal,162,no,1.1,up,0,normal,'<50'
64,female,asympt,180,325,f,normal,154,yes,0,up,0,normal,'<50'
58,male,non_anginal,140,211,t,left_vent_hyper,165,no,0,up,0,normal,'<50'
66,male,asympt,120,302,f,left_vent_hyper,151,no,0.4,flat,0,normal,'<50'
58,female,asympt,100,248,f,left_vent_hyper,122,no,1,flat,0,normal,'<50'
46,female,atyp_angina,105,204,f,normal,172,no,0,up,0,normal,'<50'
44,male,non_anginal,130,233,f,normal,179,yes,0.4,up,0,normal,'<50'
50,male,asympt,144,200,f,left_vent_hyper,126,yes,0.9,flat,0,reversable_defect,'>50_1'
48,male,asympt,130,256,t,left_vent_hyper,150,yes,0,up,2,reversable_defect,'>50_1'
63,male,asympt,130,330,t,left_vent_hyper,132,yes,1.8,up,3,reversable_defect,'>50_1'
56,male,non_anginal,130,256,t,left_vent_hyper,142,yes,0.6,flat,1,fixed_defect,'>50_1'
47,male,non_anginal,108,243,f,normal,152,no,0,up,0,normal,'>50_1'
56,male,asympt,125,249,t,left_vent_hyper,144,yes,1.2,flat,1,normal,'>50_1'
61,male,typ_angina,134,234,f,normal,145,no,2.6,flat,2,normal,'>50_1'
61,male,asympt,138,166,f,left_vent_hyper,125,yes,3.6,flat,1,normal,'>50_1'
63,female,asympt,108,269,f,normal,169,yes,1.8,flat,2,normal,'>50_1'
56,female,asympt,134,409,f,left_vent_hyper,150,yes,1.9,flat,2,reversable_defect,'>50_1'
61,male,asympt,148,203,f,normal,161,no,0,up,1,reversable_defect,'>50_1'
64,male,asympt,120,246,f,left_vent_hyper,96,yes,2.2,down,1,normal,'>50_1'
61,male,asympt,120,260,f,normal,140,yes,3.6,flat,1,reversable_defect,'>50_1'
55,female,atyp_angina,132,342,f,normal,166,no,1.2,up,0,normal,'<50'
58,male,atyp_angina,125,220,f,normal,144,no,0.4,flat,?,reversable_defect,'<50'
46,female,asympt,138,243,f,left_vent_hyper,152,yes,0,flat,0,normal,'<50'
41,male,non_anginal,130,214,f,left_vent_hyper,168,no,2,flat,0,normal,'<50'
53,male,asympt,142,226,f,left_vent_hyper,111,yes,0,up,0,reversable_defect,'<50'
48,male,asympt,122,222,f,left_vent_hyper,186,no,0,up,0,normal,'<50'
43,male,asympt,150,247,f,normal,171,no,1.5,up,0,normal,'<50'
35,male,atyp_angina,122,192,f,normal,174,no,0,up,0,normal,'<50'
41,female,atyp_angina,105,198,f,normal,168,no,0,up,1,normal,'<50'
48,female,non_anginal,130,275,f,normal,139,no,0.2,up,0,normal,'<50'
42,female,non_anginal,120,209,f,normal,173,no,0,flat,0,normal,'<50'
43,male,non_anginal,130,315,f,normal,162,no,1.9,up,1,normal,'<50'
29,male,atyp_angina,130,204,f,left_vent_hyper,202,no,0,up,0,normal,'<50'
59,male,typ_angina,178,270,f,left_vent_hyper,145,no,4.2,down,0,reversable_defect,'<50'
62,female,asympt,140,394,f,left_vent_hyper,157,no,1.2,flat,0,normal,'<50'
45,male,asympt,104,208,f,left_vent_hyper,148,yes,3,flat,0,normal,'<50'
39,male,asympt,118,219,f,normal,140,no,1.2,flat,0,reversable_defect,'>50_1'
56,male,asympt,130,283,t,left_vent_hyper,103,yes,1.6,down,0,reversable_defect,'>50_1'
58,male,asympt,100,234,f,normal,156,no,0.1,up,1,reversable_defect,'>50_1'
64,male,non_anginal,125,309,f,normal,131,yes,1.8,flat,0,reversable_defect,'>50_1'
42,male,asympt,136,315,f,normal,125,yes,1.8,flat,0,fixed_defect,'>50_1'
60,male,asympt,145,282,f,left_vent_hyper,142,yes,2.8,flat,2,reversable_defect,'>50_1'
67,male,asympt,120,237,f,normal,71,no,1,flat,0,normal,'>50_1'
43,male,asympt,120,177,f,left_vent_hyper,120,yes,2.5,flat,0,reversable_defect,'>50_1'
62,female,asympt,150,244,f,normal,154,yes,1.4,flat,0,normal,'>50_1'
55,male,asympt,140,217,f,normal,111,yes,5.6,down,0,reversable_defect,'>50_1'
59,female,asympt,174,249,f,normal,143,yes,0,flat,0,normal,'>50_1'
43,male,asympt,132,247,t,left_vent_hyper,143,yes,0.1,flat,?,reversable_defect,'>50_1'
46,male,asympt,140,311,f,normal,120,yes,1.8,flat,2,reversable_defect,'>50_1'
57,female,asympt,120,354,f,normal,163,yes,0.6,up,0,normal,'<50'
62,female,asympt,160,164,f,left_vent_hyper,145,no,6.2,down,3,reversable_defect,'>50_1'
35,male,asympt,126,282,f,left_vent_hyper,156,yes,0,up,0,reversable_defect,'>50_1'
69,male,typ_angina,160,234,t,left_vent_hyper,131,no,0.1,flat,1,normal,'<50'
35,female,asympt,138,183,f,normal,182,no,1.4,up,0,normal,'<50'
47,male,non_anginal,138,257,f,left_vent_hyper,156,no,0,up,0,normal,'<50'
71,female,atyp_angina,160,302,f,normal,162,no,0.4,up,2,normal,'<50'
52,male,atyp_angina,134,201,f,normal,158,no,0.8,up,1,normal,'<50'
67,female,asympt,106,223,f,normal,142,no,0.3,up,2,normal,'<50'
54,female,non_anginal,135,304,t,normal,170,no,0,up,0,normal,'<50'
52,male,asympt,108,233,t,normal,147,no,0.1,up,3,reversable_defect,'<50'
42,male,atyp_angina,120,295,f,normal,162,no,0,up,0,normal,'<50'
39,female,non_anginal,138,220,f,normal,152,no,0,flat,0,normal,'<50'
66,male,asympt,160,228,f,left_vent_hyper,138,no,2.3,up,0,fixed_defect,'<50'
45,female,atyp_angina,130,234,f,left_vent_hyper,175,no,0.6,flat,0,normal,'<50'
44,male,atyp_angina,120,220,f,normal,170,no,0,up,0,normal,'<50'
42,male,non_anginal,130,180,f,normal,150,no,0,up,0,normal,'<50'
41,male,atyp_angina,110,235,f,normal,153,no,0,up,0,normal,'<50'
54,female,non_anginal,160,201,f,normal,163,no,0,up,1,normal,'<50'
63,male,asympt,130,254,f,left_vent_hyper,147,no,1.4,flat,1,reversable_defect,'>50_1'
63,female,asympt,150,407,f,left_vent_hyper,154,no,4,flat,3,reversable_defect,'>50_1'
59,male,typ_angina,134,204,f,normal,162,no,0.8,up,2,normal,'>50_1'
44,male,asympt,110,197,f,left_vent_hyper,177,no,0,up,1,normal,'>50_1'
59,male,asympt,140,177,f,normal,162,yes,0,up,1,reversable_defect,'>50_1'
41,male,asympt,110,172,f,left_vent_hyper,158,no,0,up,0,reversable_defect,'>50_1'
62,female,asympt,140,268,f,left_vent_hyper,160,no,3.6,down,2,normal,'>50_1'
48,male,asympt,124,274,f,left_vent_hyper,166,no,0.5,flat,0,reversable_defect,'>50_1'
62,female,non_anginal,130,263,f,normal,97,no,1.2,flat,1,reversable_defect,'>50_1'
58,male,asympt,125,300,f,left_vent_hyper,171,no,0,up,2,reversable_defect,'>50_1'
43,female,asympt,132,341,t,left_vent_hyper,136,yes,3,flat,0,reversable_defect,'>50_1'
67,male,asympt,125,254,t,normal,163,no,0.2,flat,2,reversable_defect,'>50_1'
57,male,atyp_angina,154,232,f,left_vent_hyper,164,no,0,up,1,normal,'>50_1'
66,male,atyp_angina,160,246,f,normal,120,yes,0,flat,3,fixed_defect,'>50_1'
50,female,non_anginal,120,219,f,normal,158,no,1.6,flat,0,normal,'<50'
62,female,asympt,124,209,f,normal,163,no,0,up,0,normal,'<50'
56,male,atyp_angina,120,236,f,normal,178,no,0.8,up,0,normal,'<50'
40,male,typ_angina,140,199,f,normal,178,yes,1.4,up,0,reversable_defect,'<50'
65,female,non_anginal,155,269,f,normal,148,no,0.8,up,0,normal,'<50'
50,female,asympt,110,254,f,left_vent_hyper,159,no,0,up,0,normal,'<50'
45,male,asympt,115,260,f,left_vent_hyper,185,no,0,up,0,normal,'<50'
67,female,non_anginal,152,277,f,normal,172,no,0,up,1,normal,'<50'
44,female,non_anginal,108,141,f,normal,175,no,0.6,flat,0,normal,'<50'
44,male,non_anginal,140,235,f,left_vent_hyper,180,no,0,up,0,normal,'<50'
56,female,atyp_angina,140,294,f,left_vent_hyper,153,no,1.3,flat,0,normal,'<50'
67,female,non_anginal,115,564,f,left_vent_hyper,160,no,1.6,flat,0,reversable_defect,'<50'
51,male,non_anginal,125,245,t,left_vent_hyper,166,no,2.4,flat,0,normal,'<50'
64,male,typ_angina,110,211,f,left_vent_hyper,144,yes,1.8,flat,0,normal,'<50'
68,female,non_anginal,120,211,f,left_vent_hyper,115,no,1.5,flat,0,normal,'<50'
71,female,asympt,112,149,f,normal,125,no,1.6,flat,0,normal,'<50'
49,male,non_anginal,120,188,f,normal,139,no,2,flat,3,reversable_defect,'>50_1'
59,male,asympt,170,326,f,left_vent_hyper,140,yes,3.4,down,0,reversable_defect,'>50_1'
57,male,asympt,165,289,t,left_vent_hyper,124,no,1,flat,3,reversable_defect,'>50_1'
61,female,asympt,145,307,f,left_vent_hyper,146,yes,1,flat,0,reversable_defect,'>50_1'
45,male,typ_angina,110,264,f,normal,132,no,1.2,flat,0,reversable_defect,'>50_1'
54,male,asympt,122,286,f,left_vent_hyper,116,yes,3.2,flat,2,normal,'>50_1'
65,male,typ_angina,138,282,t,left_vent_hyper,174,no,1.4,flat,1,normal,'>50_1'
58,male,asympt,150,270,f,left_vent_hyper,111,yes,0.8,up,0,reversable_defect,'>50_1'
58,female,asympt,170,225,t,left_vent_hyper,146,yes,2.8,flat,2,fixed_defect,'>50_1'
55,male,asympt,132,353,f,normal,132,yes,1.2,flat,1,reversable_defect,'>50_1'
59,male,asympt,110,239,f,left_vent_hyper,142,yes,1.2,flat,1,reversable_defect,'>50_1'
54,male,asympt,120,188,f,normal,113,no,1.4,flat,1,reversable_defect,'>50_1'
55,female,asympt,180,327,f,st_t_wave_abnormality,117,yes,3.4,flat,0,normal,'>50_1'
60,male,asympt,117,230,t,normal,160,yes,1.4,up,2,reversable_defect,'>50_1'
54,male,asympt,110,206,f,left_vent_hyper,108,yes,0,flat,1,normal,'>50_1'
52,male,atyp_angina,128,205,t,normal,184,no,0,up,0,normal,'<50'
45,female,atyp_angina,112,160,f,normal,138,no,0,flat,0,normal,'<50'
54,female,non_anginal,110,214,f,normal,158,no,1.6,flat,0,normal,'<50'
65,female,non_anginal,160,360,f,left_vent_hyper,151,no,0.8,up,0,normal,'<50'
63,female,atyp_angina,140,195,f,normal,179,no,0,up,2,normal,'<50'
53,female,asympt,138,234,f,left_vent_hyper,160,no,0,up,0,normal,'<50'
50,male,non_anginal,129,196,f,normal,163,no,0,up,0,normal,'<50'
43,male,asympt,115,303,f,normal,181,no,1.2,flat,0,normal,'<50'
42,female,asympt,102,265,f,left_vent_hyper,122,no,0.6,flat,0,normal,'<50'
49,male,atyp_angina,130,266,f,normal,171,no,0.6,up,0,normal,'<50'
47,male,asympt,112,204,f,normal,143,no,0.1,up,0,normal,'<50'
56,male,atyp_angina,120,240,f,normal,169,no,0,down,0,normal,'<50'
54,male,non_anginal,120,258,f,left_vent_hyper,147,no,0.4,flat,0,reversable_defect,'<50'
74,female,atyp_angina,120,269,f,left_vent_hyper,121,yes,0.2,up,1,normal,'<50'
43,female,non_anginal,122,213,f,normal,165,no,0.2,flat,0,normal,'<50'
58,female,non_anginal,120,340,f,normal,172,no,0,up,0,normal,'<50'
64,male,non_anginal,140,335,f,normal,158,no,0,up,0,normal,'>50_1'
55,male,asympt,160,289,f,left_vent_hyper,145,yes,0.8,flat,1,reversable_defect,'>50_1'
49,male,non_anginal,118,149,f,left_vent_hyper,126,no,0.8,up,3,normal,'>50_1'
53,male,asympt,140,203,t,left_vent_hyper,155,yes,3.1,down,0,reversable_defect,'>50_1'
58,male,asympt,114,318,f,st_t_wave_abnormality,140,no,4.4,down,3,fixed_defect,'>50_1'
60,male,asympt,130,206,f,left_vent_hyper,132,yes,2.4,flat,2,reversable_defect,'>50_1'
57,male,asympt,110,335,f,normal,143,yes,3,flat,1,reversable_defect,'>50_1'
65,female,asympt,150,225,f,left_vent_hyper,114,no,1,flat,3,reversable_defect,'>50_1'
50,male,non_anginal,140,233,f,normal,163,no,0.6,flat,1,reversable_defect,'>50_1'
52,male,asympt,125,212,f,normal,168,no,1,up,2,reversable_defect,'>50_1'
46,male,asympt,120,249,f,left_vent_hyper,144,no,0.8,up,0,reversable_defect,'>50_1'
60,female,asympt,150,258,f,left_vent_hyper,157,no,2.6,flat,2,reversable_defect,'>50_1'
65,male,asympt,135,254,f,left_vent_hyper,127,no,2.8,flat,1,reversable_defect,'>50_1'
59,male,asympt,135,234,f,normal,161,no,0.5,flat,0,reversable_defect,'<50'
70,male,atyp_angina,156,245,f,left_vent_hyper,143,no,0,up,0,normal,'<50'
41,female,atyp_angina,126,306,f,normal,163,no,0,up,0,normal,'<50'
52,male,non_anginal,172,199,t,normal,162,no,0.5,up,0,reversable_defect,'<50'
53,male,non_anginal,130,197,t,left_vent_hyper,152,no,1.2,down,0,normal,'<50'
41,female,atyp_angina,130,204,f,left_vent_hyper,172,no,1.4,up,0,normal,'<50'
65,female,non_anginal,140,417,t,left_vent_hyper,157,no,0.8,up,1,normal,'<50'
42,male,asympt,140,226,f,normal,178,no,0,up,0,normal,'<50'
59,male,non_anginal,150,212,t,normal,157,no,1.6,up,0,normal,'<50'
64,male,asympt,128,263,f,normal,105,yes,0.2,flat,1,reversable_defect,'<50'
34,male,typ_angina,118,182,f,left_vent_hyper,174,no,0,up,0,normal,'<50'
65,male,asympt,120,177,f,normal,140,no,0.4,up,0,reversable_defect,'<50'
43,male,asympt,110,211,f,normal,161,no,0,up,0,reversable_defect,'<50'
37,male,non_anginal,130,250,f,normal,187,no,3.5,down,0,normal,'<50'
54,male,non_anginal,150,232,f,left_vent_hyper,165,no,1.6,up,0,reversable_defect,'<50'
51,male,typ_angina,125,213,f,left_vent_hyper,125,yes,1.4,up,1,normal,'<50'
64,female,non_anginal,140,313,f,normal,133,no,0.2,up,0,reversable_defect,'<50'
67,male,asympt,120,229,f,left_vent_hyper,129,yes,2.6,flat,2,reversable_defect,'>50_1'
59,male,asympt,164,176,t,left_vent_hyper,90,no,1,flat,2,fixed_defect,'>50_1'
63,female,asympt,124,197,f,normal,136,yes,0,flat,0,normal,'>50_1'
55,female,asympt,128,205,f,st_t_wave_abnormality,130,yes,2,flat,1,reversable_defect,'>50_1'
60,male,asympt,125,258,f,left_vent_hyper,141,yes,2.8,flat,1,reversable_defect,'>50_1'
54,male,atyp_angina,192,283,f,left_vent_hyper,195,no,0,up,1,reversable_defect,'>50_1'
44,male,asympt,112,290,f,left_vent_hyper,153,no,0,up,1,normal,'>50_1'
46,male,non_anginal,150,231,f,normal,147,no,3.6,flat,0,normal,'>50_1'
70,male,non_anginal,160,269,f,normal,112,yes,2.9,flat,1,reversable_defect,'>50_1'
38,male,typ_angina,120,231,f,normal,182,yes,3.8,flat,0,reversable_defect,'>50_1'
70,male,asympt,145,174,f,normal,125,yes,2.6,down,0,reversable_defect,'>50_1'
54,male,asympt,124,266,f,left_vent_hyper,109,yes,2.2,flat,1,reversable_defect,'>50_1'
59,male,typ_angina,160,273,f,left_vent_hyper,125,no,0,up,0,normal,'>50_1'
38,male,non_anginal,138,175,f,normal,173,no,0,up,?,normal,'<50'
61,male,asympt,140,207,f,left_vent_hyper,138,yes,1.9,up,1,reversable_defect,'>50_1'
70,male,asympt,130,322,f,left_vent_hyper,109,no,2.4,flat,3,normal,'>50_1'
44,female,non_anginal,118,242,f,normal,149,no,0.3,flat,1,normal,'<50'
57,male,non_anginal,150,168,f,normal,174,no,1.6,up,0,normal,'<50'
51,female,non_anginal,140,308,f,left_vent_hyper,142,no,1.5,up,1,normal,'<50'
55,male,atyp_angina,130,262,f,normal,155,no,0,up,0,normal,'<50'
52,male,atyp_angina,120,325,f,normal,172,no,0.2,up,0,normal,'<50'
62,male,non_anginal,130,231,f,normal,146,no,1.8,flat,3,reversable_defect,'<50'
66,female,typ_angina,150,226,f,normal,114,no,2.6,down,0,normal,'<50'
51,female,non_anginal,120,295,f,left_vent_hyper,157,no,0.6,up,0,normal,'<50'
60,female,typ_angina,150,240,f,normal,171,no,0.9,up,0,normal,'<50'
59,male,atyp_angina,140,221,f,normal,164,yes,0,up,0,normal,'<50'
44,male,non_anginal,120,226,f,normal,169,no,0,up,0,normal,'<50'
39,female,non_anginal,94,199,f,normal,179,no,0,up,0,normal,'<50'
54,female,atyp_angina,132,288,t,left_vent_hyper,159,yes,0,up,1,normal,'<50'
54,male,asympt,140,239,f,normal,160,no,1.2,up,0,normal,'<50'
55,female,atyp_angina,135,250,f,left_vent_hyper,161,no,1.4,flat,0,normal,'<50'
63,female,non_anginal,135,252,f,left_vent_hyper,172,no,0,up,0,normal,'<50'
77,male,asympt,125,304,f,left_vent_hyper,162,yes,0,up,3,normal,'>50_1'
57,female,asympt,140,241,f,normal,123,yes,0.2,flat,0,reversable_defect,'>50_1'
51,male,asympt,140,298,f,normal,122,yes,4.2,flat,3,reversable_defect,'>50_1'
62,male,asympt,120,267,f,normal,99,yes,1.8,flat,2,reversable_defect,'>50_1'
51,female,asympt,130,305,f,normal,142,yes,1.2,flat,0,reversable_defect,'>50_1'
48,male,atyp_angina,110,229,f,normal,168,no,1,down,0,reversable_defect,'>50_1'
57,male,asympt,152,274,f,normal,88,yes,1.2,flat,1,reversable_defect,'>50_1'
67,male,non_anginal,152,212,f,left_vent_hyper,150,no,0.8,flat,0,reversable_defect,'>50_1'
52,male,asympt,112,230,f,normal,160,no,0,up,1,normal,'>50_1'
57,female,atyp_angina,130,236,f,left_vent_hyper,174,no,0,flat,1,normal,'>50_1'
57,male,non_anginal,128,229,f,left_vent_hyper,150,no,0.4,flat,1,reversable_defect,'>50_1'
58,male,asympt,128,216,f,left_vent_hyper,131,yes,2.2,flat,3,reversable_defect,'>50_1'
56,female,asympt,200,288,t,left_vent_hyper,133,yes,4,down,2,reversable_defect,'>50_1'
52,male,typ_angina,118,186,f,left_vent_hyper,190,no,0,flat,0,fixed_defect,'<50'
60,female,non_anginal,102,318,f,normal,160,no,0,up,1,normal,'<50'
51,female,non_anginal,130,256,f,left_vent_hyper,149,no,0.5,up,0,normal,'<50'
37,female,non_anginal,120,215,f,normal,170,no,0,up,0,normal,'<50'
71,female,non_anginal,110,265,t,left_vent_hyper,130,no,0,up,1,normal,'<50'
51,male,asympt,140,261,f,left_vent_hyper,186,yes,0,up,0,normal,'<50'
41,female,non_anginal,112,268,f,left_vent_hyper,172,yes,0,up,0,normal,'<50'
57,male,asympt,140,192,f,normal,148,no,0.4,flat,0,fixed_defect,'<50'
53,female,non_anginal,128,216,f,left_vent_hyper,115,no,0,up,0,?,'<50'
57,male,non_anginal,150,126,t,normal,173,no,0.2,up,1,reversable_defect,'<50'
47,male,non_anginal,130,253,f,normal,179,no,0,up,0,normal,'<50'
53,female,asympt,130,264,f,left_vent_hyper,143,no,0.4,flat,0,normal,'<50'
42,male,typ_angina,148,244,f,left_vent_hyper,178,no,0.8,up,2,normal,'<50'
44,male,atyp_angina,120,263,f,normal,173,no,0,up,0,reversable_defect,'<50'
63,male,typ_angina,145,233,t,left_vent_hyper,150,no,2.3,down,0,fixed_defect,'<50'
46,male,atyp_angina,101,197,t,normal,156,no,0,up,0,reversable_defect,'<50'
69,male,non_anginal,140,254,f,left_vent_hyper,146,no,2,flat,3,reversable_defect,'>50_1'
57,male,atyp_angina,124,261,f,normal,141,no,0.3,up,0,reversable_defect,'>50_1'
58,male,atyp_angina,120,284,f,left_vent_hyper,160,no,1.8,flat,0,normal,'>50_1'
35,male,asympt,120,198,f,normal,130,yes,1.6,flat,0,reversable_defect,'>50_1'
40,male,asympt,152,223,f,normal,181,no,0,up,0,reversable_defect,'>50_1'
64,male,asympt,145,212,f,left_vent_hyper,132,no,2,flat,2,fixed_defect,'>50_1'
60,male,asympt,130,253,f,normal,144,yes,1.4,up,1,reversable_defect,'>50_1'
50,male,asympt,150,243,f,left_vent_hyper,128,no,2.6,flat,0,reversable_defect,'>50_1'
58,female,atyp_angina,136,319,t,left_vent_hyper,152,no,0,up,2,normal,'>50_1'
58,male,non_anginal,132,224,f,left_vent_hyper,173,no,3.2,up,2,reversable_defect,'>50_1'
56,male,asympt,132,184,f,left_vent_hyper,105,yes,2.1,flat,1,fixed_defect,'>50_1'
52,male,asympt,128,204,t,normal,156,yes,1,flat,0,?,'>50_1'
51,male,asympt,140,299,f,normal,173,yes,1.6,up,0,reversable_defect,'>50_1'
42,male,non_anginal,120,240,t,normal,194,no,0.8,down,0,reversable_defect,'<50'
49,female,atyp_angina,134,271,f,normal,162,no,0,flat,0,normal,'<50'
58,male,non_anginal,105,240,f,left_vent_hyper,154,yes,0.6,flat,0,reversable_defect,'<50'
76,female,non_anginal,140,197,f,st_t_wave_abnormality,116,no,1.1,flat,0,normal,'<50'
39,male,non_anginal,140,321,f,left_vent_hyper,182,no,0,up,0,normal,'<50'
54,male,atyp_angina,108,309,f,normal,156,no,0,up,0,reversable_defect,'<50'
60,female,non_anginal,120,178,t,normal,96,no,0,up,0,normal,'<50'
48,male,atyp_angina,130,245,f,left_vent_hyper,180,no,0.2,flat,0,normal,'<50'
49,female,asympt,130,269,f,normal,163,no,0,up,0,normal,'<50'
54,male,non_anginal,125,273,f,left_vent_hyper,152,no,0.5,down,1,normal,'<50'
46,female,non_anginal,142,177,f,left_vent_hyper,160,yes,1.4,down,0,normal,'<50'
58,female,asympt,130,197,f,normal,131,no,0.6,flat,0,normal,'<50'
41,male,atyp_angina,135,203,f,normal,132,no,0,flat,0,fixed_defect,'<50'
64,male,typ_angina,170,227,f,left_vent_hyper,155,no,0.6,flat,0,reversable_defect,'<50'
68,male,non_anginal,118,277,f,normal,151,no,1,up,1,reversable_defect,'<50'
64,female,asympt,130,303,f,normal,122,no,2,flat,2,normal,'<50'
61,male,non_anginal,150,243,t,normal,137,yes,1,flat,0,normal,'<50'
53,male,asympt,123,282,f,normal,95,yes,2,flat,2,reversable_defect,'>50_1'
54,male,asympt,110,239,f,normal,126,yes,2.8,flat,1,reversable_defect,'>50_1'
58,male,non_anginal,112,230,f,left_vent_hyper,165,no,2.5,flat,1,reversable_defect,'>50_1'
65,male,asympt,110,248,f,left_vent_hyper,158,no,0.6,up,2,fixed_defect,'>50_1'
60,male,non_anginal,140,185,f,left_vent_hyper,155,no,3,flat,0,normal,'>50_1'
57,male,asympt,130,131,f,normal,115,yes,1.2,flat,1,reversable_defect,'>50_1'
58,male,asympt,146,218,f,normal,105,no,2,flat,1,reversable_defect,'>50_1'
44,male,asympt,120,169,f,normal,144,yes,2.8,down,0,fixed_defect,'>50_1'
57,male,asympt,150,276,f,left_vent_hyper,112,yes,0.6,flat,1,fixed_defect,'>50_1'
67,male,asympt,160,286,f,left_vent_hyper,108,yes,1.5,flat,3,normal,'>50_1'
68,male,asympt,144,193,t,normal,141,no,3.4,flat,2,reversable_defect,'>50_1'
59,male,non_anginal,126,218,t,normal,134,no,2.2,flat,1,fixed_defect,'>50_1'
63,male,asympt,140,187,f,left_vent_hyper,144,yes,4,up,2,reversable_defect,'>50_1'
53,male,non_anginal,130,246,t,left_vent_hyper,173,no,0,up,3,normal,'<50'
68,male,non_anginal,180,274,t,left_vent_hyper,150,yes,1.6,flat,0,reversable_defect,'>50_1'