HDF  ` .TREE4HEAPX datadata_descr8 @namecleveland-14-heart-disease (mldata0 @.comment.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'  2@4TREE7H0uhHEAPptwrSNOD1`4/X8LSNODXHK?HK@HKAHKBHKCHKDHKEHKFHKGHKHHKIHKJHKKHKLHKMHKNHKOHKPHKQHKRHKSHKTHKUHKVHKWHKXHKYHKZHK[HK\HK]HK^HK_HK`HKaHKbHKcHKdHKeHKfHKgHKhHKiHKjHKkHKlHKmHKnHKoHKpHKqHKrHKsHKtHKuHKvHKwHKxHKyHKzHK{HK|HK}HK~HKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKHKGCOL ffffffff t f f f tfftfffffffftfftfff f!f"t#f$f%f&f'f(t)t*f+f,t-f.f/f0f1f2t3f4f5f6f7f8f9f:f;f<f=t>f?f@fAfBfCfDfEfFfGfHfIfJfKfLfMfNfOfPfQfRfSfTtUfVfWfXfYfZf[f\t]f^f_f`fatbfcfdfefffgfhfifjfkflfmtnfofpfqfrtsttfufvfwfxfyfzf{f|f}f~fffffffftffffffffftfftffffffffffftffffffffffffffffffftffffffftftfftftftffftftfffffffffffftfftffftffftfftffftffffttffffffffffffftffffffftfff f f f t ffffffffftfffffffft f!t"f#f$f%f&f'f(f)f*t+f,f-f.f/t0flat1flat2down3flat4up5up6flat7up8up9up:flat;flat<up=up>up?up@upAflatBflatCupDflatEflatFflatGflatHupIflatJupKupLflatMflatNupOdownPupQdownRflatSupTflat/HsL/8L/(L/ L/?L /ax L /pkLHEAPX(rnamesorderingtypes08 8 888888888888888888888888888888888888888888888888888888888888888888888888888s8t8u8v8w8x8y8z8{8|8}8~8888888888888888888888888888888888888888888888888888888888888888HK0HK1HK2HK3HK4HK5HK6HK7HK8HK9HK:HK;HK<HK=HK>HK?HK@HKAHKBHKCHKDHKEHKFHKGHKHHKIHKJHKKHKLHKMHKNHKOHKPHKQHKRHKSHKT888888888 8 8 8 8 8888888888888888888 8!8"8#8$8%8&8'8(8)8*8+8,8-8.8/808182838485868788898:8;8<8=8>8?8@8A8B8C8D8E8F8G8H8I8J8K8L8M8N8O8P8Q8R8S8T8U8V8W8X8Y8Z8[8\8]8^8_8`8a8b8c8d8e8f8g8h8i8j8k8l8m8n8o8p8q8rGCOL upflatflatflatflatflatflatflat up up up up upupupflatflatflatupflatupflatflatflatupflatupflatflatupup up!up"flat#flat$up%up&up'flat(up)flat*flat+up,up-up.flat/down0up1flat2up3up4up5up6flat7up8flat9up:flat;up<up=flat>flat?flat@upAflatBflatCupDflatEupFupGflatHupIupJupKflatLflatMflatNflatOupPupQupRupSflatTflatUupVflatWflatXflatYupZflat[flat\up]flat^up_up`downaflatbflatcupddowneflatfupgdownhupiflatjupkflatlflatmflatnflatoflatpflatquprupsflattupuflatvupwflatxflatyupzflat{up|up}up~upupupflatdownflatflatupupflatflatupupupupupupflatupupflatflatflatflatflatflatflatflatflatupupupflatupflatflatdownflatflatdownflatupupflatupupupflatflatdownflatflatflatupflatupflatflatupflatupupupflatflatflatflatflatupupupupflatupflatupdownupupupupupflatflatupdownupflatdownflatupflatflatflatupdownflatupflatflatupupupupflatupflatupflatflatupdownupflatupupupflatupupflatflatflatflatflatupupupdownupupupdownupflatdowndownupflat flat down no yes yesnoyesnonononoyesnononoyesnoyesyesnoyesyesyes no!no"yes#no$yes%no&no'no(yes)no*no+no,no-yes.no/no0no1yes2yes3no4no5yes6no7yes8no9no:no;yes<no=no>no?yes@yesAyesBnoCyesDnoEyesFnoGyesHnoInoJnoKyesLnoMnoNyesOnoPnoQyesRyesSnoTno(((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((N(O(P(Q(R(S(T(U(V(W(X(Y(Z([(\(](^(_(`(a(b(c(d(e(f(g(h(i(j(k(l(m(n(o(p(q(r(s(t(u(v(w(x(y(z({(|(}(~(((((((((((((((((((((((((((8 8 8 8888888888888888888 8!8"8#8$8%8&8'8(8)8*8+8,8-8.8/808182838485868788898:8;8<8=8>8?8@8A8B8C8D8E8F8G8H8I8J8K8L8M8N8O8P8Q8R8S8T((((((((( ( ( ( ( ((((((((((((((((((( (!("(#($(%(&('((()(*(+(,(-(.(/(0(1(2(3(4(5(6(7(8(9(:(;(<(=(>(?(@(A(B(C(D(E(F(G(H(I(J(K(L(MGCOL noyesyesnoyesnoyesno yes yes no no nonononononononoyesnonoyesnoyesnonononono no!no"no#no$no%no&yes'yes(yes)no*no+no,yes-no.yes/no0no1no2no3no4no5no6yes7no8yes9no:no;no<yes=no>no?no@noAnoByesCyesDyesEnoFnoGyesHnoInoJyesKnoLnoMnoNyesOnoPnoQyesRyesSnoTnoUyesVnoWnoXnoYnoZno[no\no]no^no_no`noayesbyescnodnoenofnognohnoinojnoknolyesmnonyesonopyesqyesrnosyestnounovnownoxyesynozyes{no|yes}yes~nonoyesyesnononoyesnoyesnonoyesnoyesnoyesnonoyesyesnononononononoyesyesnoyesnonononononononononononoyesyesnononoyesyesyesyesnonoyesnonoyesnononoyesnonononoyesnononoyesnonononoyesnoyesnonoyesnoyesyesnonoyesnonononononononoyesnoyesnonoyesyesnoleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalnormalleft_vent_hypernormalleft_vent_hypernormalnormalnormalleft_vent_hyperleft_vent_hypernormalnormalleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalnormalleft_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hypernormalnormalnormal left_vent_hyper left_vent_hyper normal normal left_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalnormalnormalnormalleft_vent_hyperleft_vent_hyperleft_vent_hypernormalnormalnormal normal!left_vent_hyper"normal#normal$left_vent_hyper%normal&left_vent_hyper'normal(left_vent_hyper)left_vent_hyper*left_vent_hyper+normal,normal-normal.normal/normal0normal1left_vent_hyper2left_vent_hyper3left_vent_hyper4st_t_wave_abnormality5left_vent_hyper6left_vent_hyper7normal8left_vent_hyper9left_vent_hyper:left_vent_hyper;normal<normal=normal>normal?normal@normalAnormalBnormalCnormalDleft_vent_hyper9:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~(((((((((((((((((((((((((((((((((((( ( ( ( ( ((((((((((((((((((( (!("(#($(%(&('((()(*(+(,(-(.(/(0(1(2(3(4(5(6(7(8(9(:(;(<(=(>(?(@(A(B(C(D      !"#$%&'()*+,-./012345678GCOL normalleft_vent_hypernormalnormalnormalleft_vent_hypernormalnormal normal st_t_wave_abnormality left_vent_hyper normal normalleft_vent_hypernormalnormalleft_vent_hypernormalnormalnormalnormalnormalleft_vent_hyperleft_vent_hypernormalnormalnormalleft_vent_hyperleft_vent_hypernormalleft_vent_hyper normal!normal"normal#st_t_wave_abnormality$normal%normal&st_t_wave_abnormality'left_vent_hyper(normal)left_vent_hyper*normal+left_vent_hyper,normal-normal.left_vent_hyper/normal0normal1left_vent_hyper2normal3normal4normal5normal6left_vent_hyper7normal8normal9left_vent_hyper:left_vent_hyper;left_vent_hyper<left_vent_hyper=left_vent_hyper>left_vent_hyper?left_vent_hyper@left_vent_hyperAnormalBleft_vent_hyperCleft_vent_hyperDleft_vent_hyperEleft_vent_hyperFleft_vent_hyperGleft_vent_hyperHleft_vent_hyperInormalJnormalKleft_vent_hyperLnormalMleft_vent_hyperNleft_vent_hyperOnormalPleft_vent_hyperQleft_vent_hyperRleft_vent_hyperSleft_vent_hyperTleft_vent_hyperUnormalVnormalWnormalXleft_vent_hyperYnormalZnormal[left_vent_hyper\left_vent_hyper]left_vent_hyper^left_vent_hyper_normal`normalaleft_vent_hyperbnormalcleft_vent_hyperdleft_vent_hypereleft_vent_hyperfleft_vent_hypergnormalhnormalileft_vent_hyperjleft_vent_hyperkleft_vent_hyperlnormalmnormalnnormaloleft_vent_hyperpnormalqleft_vent_hyperrleft_vent_hypersnormaltleft_vent_hyperunormalvleft_vent_hyperwnormalxleft_vent_hyperynormalzleft_vent_hyper{normal|normal}left_vent_hyper~normalleft_vent_hypernormalleft_vent_hypernormalnormalleft_vent_hypernormalnormalleft_vent_hypernormalnormalnormalleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hypernormalnormalleft_vent_hyperleft_vent_hypernormalleft_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalnormalleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hypernormalnormalnormalnormalleft_vent_hyperleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hypernormalnormalnormalnormalleft_vent_hypernormalnormalnormalnormalnormalnormalleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalnormalnormalnormalnormalnormalnormalleft_vent_hypernormalleft_vent_hyperleft_vent_hypernormalleft_vent_hyperleft_vent_hyperleft_vent_hyperleft_vent_hyperfemalemalemalemalemalemalemalemalemalemalefemalefemalemalemalemalefemalemalefemalemalemalefemalefemalemalemalemalemalemalemalemalefemalemalemalefemalemalemalemalemalemalemalemalefemalefemalemalemalefemalefemalemalefemalefemalemalefemalemalemalemalemalemale female female male male femalemalemalefemalefemalefemalemalefemalefemalefemalemalefemalefemalemalefemalemalemalefemalefemale male!female"female#male$male%male&female'male(male)female*female+male,female-male.male/male0male1male789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./01      !"#$%&'()*+,-./0123456GCOL malemalemalefemalemalefemalefemalefemale male male female female femalemalemalemalemalemalemalemalemalemalemalefemalemalemalefemalefemalemalefemalemale male!female"male#male$male%female&male'male(male)male*female+male,male-female.male/male0female1male2male3male4female5male6male7male8female9male:male;male<female=male>male?male@maleAmaleBfemaleCfemaleDfemaleEmaleFfemaleGmaleHfemaleIfemaleJmaleKmaleLfemaleMmaleNmaleOmalePmaleQfemaleRfemaleSmaleTmaleUmaleVmaleWmaleXmaleYfemaleZmale[male\female]female^male_male`femaleamalebmalecmaledfemaleemalefmalegmalehfemaleifemalejmalekmalelfemalemmalenmaleomalepmaleqfemalerfemalesmaletmaleumalevmalewmalexmaleymalezmale{male|male}male~malemalefemalemalefemalemalemalefemalemalefemalemalefemalemalemalemalefemalemalefemalemalemalemalemalemalemalemalemalemalefemalefemalemalefemalemalemalemalemalemalemalefemalemalemalemalemalefemalemalemalefemalemalemalemalefemalefemalefemalemalemalefemalemalemalemalemalemalemalemalemalefemalemalemalemalemalemalemalefemalemalefemalefemalemalemalemalefemalemalemalemale'<50''>50_1''>50_1''>50_1''>50_1''>50_1''>50_1''<50''<50''>50_1''<50''<50''<50''<50''<50''<50''>50_1''<50''>50_1''<50''>50_1''<50''>50_1''>50_1''<50''>50_1''<50''<50''>50_1''>50_1''<50''<50''<50''<50''>50_1''>50_1''>50_1''<50''>50_1''>50_1''>50_1''<50''>50_1''<50''<50''<50''>50_1''<50''<50''<50''<50''<50''>50_1''>50_1''>50_1''<50''>50_1''<50' '>50_1' '<50' '>50_1' '>50_1' '<50''<50''<50''<50''<50''<50''<50''<50''>50_1''>50_1''<50''<50''<50''>50_1''>50_1''<50''>50_1''>50_1''<50' '<50'!'>50_1'"'>50_1'#'>50_1'$'<50'%'<50'&'<50'''<50'('<50')'>50_1'*'<50'+'>50_1','>50_1'-'>50_1'.'>50_1'/'<50'0'<50'1'>50_1'2'<50'3'<50'4'<50'5'<50'6'<50'7'<50'8'<50'9'>50_1':'<50';'>50_1'<'<50'='<50'>'>50_1'?'>50_1'@'>50_1'A'>50_1'B'>50_1'C'<50'D'>50_1'E'<50'F'>50_1'G'<50'H'>50_1'I'<50'J'<50'K'<50'L'>50_1'M'<50'N'>50_1'O'<50'P'>50_1'Q'<50'R'>50_1'S'>50_1'T'>50_1'QQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQQ^Q_Q`QaQbQcQdQeQfQgQhQiQjQkQlQmQnQoQpQqQrQsQtQuQvQwQxQyQzQ{Q|Q}Q~QQQQQQQQQQQQQQQQQQQQ Q!Q"Q#Q$Q%Q&Q'Q(Q)Q*Q+Q,Q-Q.Q/Q0Q1Q2Q3Q4Q5Q6Q7Q8Q9Q:Q;Q<Q=Q>Q?Q@QAQBQCQDQEQFQGQHQIQJQKQLQMQNQOQPQQQRQSQTQUQVQWQXQYQZQ[Q\Q]      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTQQQQQQQQQ Q Q Q Q QQQQGCOL'<50''<50''<50''>50_1''<50''>50_1''>50_1''>50_1' '<50' '>50_1' '>50_1' '>50_1' '>50_1''>50_1''>50_1''<50''<50''>50_1''<50''<50''>50_1''<50''<50''<50''>50_1''<50''<50''<50''<50''<50''<50' '<50'!'>50_1'"'<50'#'<50'$'<50'%'>50_1'&'>50_1'''>50_1'('<50')'<50'*'<50'+'<50','<50'-'<50'.'>50_1'/'<50'0'>50_1'1'>50_1'2'>50_1'3'>50_1'4'>50_1'5'>50_1'6'<50'7'>50_1'8'>50_1'9'<50':'<50';'<50'<'>50_1'='>50_1'>'>50_1'?'>50_1'@'<50'A'>50_1'B'>50_1'C'<50'D'>50_1'E'>50_1'F'<50'G'<50'H'<50'I'<50'J'<50'K'<50'L'<50'M'<50'N'>50_1'O'>50_1'P'>50_1'Q'<50'R'<50'S'>50_1'T'<50'U'>50_1'V'<50'W'>50_1'X'>50_1'Y'<50'Z'<50'['<50'\'<50']'<50'^'>50_1'_'<50'`'>50_1'a'<50'b'<50'c'<50'd'>50_1'e'>50_1'f'<50'g'>50_1'h'<50'i'<50'j'<50'k'<50'l'>50_1'm'<50'n'>50_1'o'>50_1'p'>50_1'q'>50_1'r'<50's'<50't'>50_1'u'<50'v'>50_1'w'<50'x'>50_1'y'>50_1'z'>50_1'{'<50'|'>50_1'}'>50_1'~'<50''>50_1''>50_1''>50_1''>50_1''<50''<50''<50''<50''>50_1''>50_1''>50_1''<50''<50''<50''<50''>50_1''<50''>50_1''>50_1''<50''<50''<50''>50_1''>50_1''<50''<50''>50_1''<50''<50''<50''>50_1''<50''<50''<50''>50_1''<50''>50_1''>50_1''<50''<50''>50_1''>50_1''<50'asymptxxxxnnxxxnuxpnixp|n}}x}xnn}hxxlnzsvnxlxv}vdnx|x^zxx}}ilpffsx}ve}nd|~pl|xxdxnnxxpxipl^{lvpnpvxzxxn~xxdn}nxsxj|vx~pnzr}xx|xn b& TOa.J" 10F  h4AE./ 53UJ  5!4>* 4!B+,%0  ;*&+E~95/   G '2 '/?;7O>V?CC%)8>9?5988,490601@:::<2:B+(E<@;,*+97=A(G;=:32A5)A,,<62)633.:66<<6;.AC>A,A<30:-5'D4,/553B>>,?4;<40-"9G16;9='=84+>):#?A0?37A-86,>633+7F>#3;;4@:/9)-<4*C7@F3:<D.M6:0946#-F5;>@948+508*;?*B6E23+>DCE-2;2@9@+-:27>%&)B48..@;)6'5?"/C6B471J668.1*))1=<C:/4>9:@3+*CLF9,:<,=*4;(*=B.G;@B'9:9/7#=:::88C7,??);9-D99&& /,L/L ?@4 4/x L /p{Lfbsslopeexangrestecgsexnumint1int0int3int2cpdouble4thal@SNOD0o hm(xnHkhxv/PLTREE@ 0uh@ Llrrxpr{m}qcosao~}g|z`mzpoXixzjs}}~z_lu~ytg`Gv~iit}}x}Z{s ؗ.ؗ-ؗ, ؗ* ؗ+ ؗ%ؗ&ؗ'ؗ(ؗ)ؗ ؗ ؗ ؗ ؗ  ؗ! ؗ"ؗ# ؗ$ ؗ  ؗ  ؗ  ؗ  ؗ ؗ ؗ ؗ ؗؗؗ ؗؗ ؗؗ ؗؗؗؗؗ ؗؗ ؗ ؗ ؗؗ ؗ ؗؗ ؗ ؗ ؗؗؗ ؗؗؗ ؗؗ ؗ ؗؗ ؗؗ ؗؗؗ ؗ ؗؗ ؗ ؗؗؗؗؗ ؗؗ ؗ ؗؗؗؗ ؗ ؗ ؗ ؗ ؗ ؗؗ ؗؗؗ ؗ ؗ ؗؗؗؗ ؗؗؗ ؗؗ ؗ ؗ ؗؗ ؗؗؗؗؗ ؗؗ ؗ ؗ ؗؗؗؗؗؗ ؗؗ ؗ ؗؗؗ ؗؗ ؗ ؗ ؗؗ ؗ ؗؗ ؗؗ ؗ ؗ ؗ ؗ ؗ ؗ ؗؗ ؗ ؗ ؗ ؗؗ ؗؗؗؗؗؗؗ ؗ ؗ ؗ ؗ ؗ ؗ ؗ ؗ ؗؗ ؗ ؗؗؗؗؗؗؗؗ ؗ ؗؗؗ ؗ ؗ ؗ! ؗ" ؗ# ؗ$ ؗ% ؗ&ؗ'ؗ(ؗ) ؗ*ؗ+ ؗ,ؗ- ؗ. ؗ/ؗ0ؗ1 ؗ2 ؗ3ؗ4ؗ5ؗ6ؗ7 ؗ8ؗ9 ؗ: ؗ; ؗ<ؗ=ؗ> ؗ? ؗ@ؗAؗBؗC ؗD ؗE ؗFؗGؗH ؗIؗJ ؗKؗLؗM ؗNؗO ؗP ؗQ ؗRؗSؗTؗU ؗV ؗW ؗX ؗYؗZ ؗ[ ؗ\ؗ]ؗ^ؗ_ؗ` ؗaؗbؗcؗd ؗeؗf ؗgؗh ؗi ؗj ؗk ؗl ؗm ؗn ؗoؗpؗqؗr ؗsؗt ؗuؗvؗwؗxؗy ؗz ؗ{ ؗ| ؗ} ؗ~ؗؗ ؗؗ ؗؗؗؗ ؗ ؗ ؗ ؗ ؗؗؗؗ ؗؗؗ ؗQؗ ؗ ؗ ؗGCOL@ non_anginalasymptasymptasymptasymptasymptasympt non_anginal atyp_angina asympt non_anginal asympt non_anginalasympt non_anginal atyp_anginaasympt atyp_angina non_anginalasymptasymptasymptasymptasymptasymptasympt non_anginal non_anginalasymptasympt typ_angina typ_angina! atyp_angina" non_anginal# atyp_angina$ atyp_angina% non_anginal& non_anginal'asympt(asympt)asympt* non_anginal+asympt, typ_angina-asympt. atyp_angina/ typ_angina0asympt1asympt2 non_anginal3 non_anginal4asympt5asympt6asympt7asympt8 atyp_angina9asympt: non_anginal; typ_angina< non_anginal=asympt>asympt? typ_angina@ atyp_anginaAasymptBasymptCasymptD non_anginalE non_anginalF non_anginalGasymptHasymptI atyp_anginaJasymptK non_anginalLasymptMasymptN non_anginalOasymptP non_anginalQ atyp_anginaR non_anginalSasymptTasymptUasymptV atyp_anginaW atyp_anginaX atyp_anginaY atyp_anginaZasympt[ typ_angina\ non_anginal]asympt^asympt_asympt`asympta atyp_anginabasymptcasymptdasympte non_anginalfasymptg non_anginalhasympti non_anginalj atyp_anginak atyp_anginal non_anginalm atyp_anginan typ_anginao non_anginalpasymptqasymptrasympts non_anginaltasymptu non_anginalvasymptwasymptxasymptyasymptz typ_angina{ typ_angina| non_anginal} non_anginal~ atyp_anginaasymptasympt non_anginalasympt atyp_anginaasymptasymptasympt atyp_angina atyp_angina atyp_angina non_anginal atyp_anginaasymptasymptasympt atyp_anginaasymptasympt typ_anginaasympt atyp_angina non_anginal non_anginalasympt non_anginal atyp_anginaasymptasymptasympt non_anginal non_anginal atyp_angina non_anginal non_anginal non_anginalasympt non_anginalasymptasympt non_anginal non_anginal non_anginalasymptasymptasympt atyp_anginaasymptasympt typ_anginaasympt non_anginal non_anginal atyp_anginaasympt non_anginalasymptasymptasymptasympt typ_anginaasympt non_anginal atyp_angina non_anginalasymptasymptasymptasymptasympt non_anginalasympt typ_angina atyp_anginaasymptasympt atyp_anginaasympt non_anginal non_anginal atyp_anginaasympt non_anginal atyp_anginaasympt atyp_anginaasympt non_anginal atyp_angina typ_angina atyp_angina non_anginal non_anginal non_anginalasympt non_anginal atyp_angina non_anginal typ_anginaasymptasympt non_anginalasympt typ_angina atyp_angina non_anginalasympt non_anginal non_anginalasympt non_anginal non_anginal atyp_anginaasymptasympt atyp_anginaasymptasympt non_anginalasympt non_anginal typ_anginaasympt non_anginalasympt non_anginalasymptasympt non_anginal non_anginalasympt non_anginal non_anginalasymptasymptasymptasympt non_anginal  atyp_angina  typ_angina  typ_angina  atyp_angina  non_anginalasympt non_anginal non_anginal typ_anginaasymptasympt typ_anginaasympt non_anginalasympt non_anginalasymptasymptasymptasympt atyp_angina non_anginal atyp_angina  non_anginal! non_anginal" atyp_angina#asympt$ non_anginal% atyp_angina&asympt'asympt(asympt)asympt* non_anginal+ atyp_angina,asympt-asympt. typ_angina/reversable_defect0reversable_defect1normal2normal3reversable_defect4reversable_defect5reversable_defect6reversable_defect7reversable_defect8normal9normal:normal;normal<reversable_defect=normal>normal?reversable_defect@normalAreversable_defectBreversable_defectCnormalDnormalE fixed_defectFreversable_defectGreversable_defectH fixed_defectInormalJnormalKreversable_defectLreversable_defectMnormalNreversable_defectOnormalPreversable_defectQ fixed_defectRreversable_defectSreversable_defectTnormalUreversable_defectVreversable_defectWnormalXnormalYnormalZnormal[normal\normal]normal^normal_normal`reversable_defectareversable_defectbreversable_defectcreversable_defectdreversable_defectereversable_defectfnormalgnormalhnormalireversable_defectjnormalkreversable_defectlnormalmreversable_defectnnormalonormalpnormalqnormalrnormalsnormaltnormalureversable_defectvnormalwnormalxnormalynormalznormal{normal|normal}normal~normalnormalnormalnormalreversable_defectreversable_defectnormalnormalnormalnormalnormalnormalnormalnormalreversable_defectnormalreversable_defectnormal fixed_defectreversable_defectreversable_defectnormalnormalnormalnormalnormalnormalreversable_defectnormalnormalnormalnormalnormal fixed_defectnan fixed_defectreversable_defectnormalreversable_defect fixed_defectreversable_defectnormalnormalreversable_defectnormalnormalnormalnormalreversable_defectnormalreversable_defectnormalreversable_defect fixed_defect fixed_defectreversable_defectreversable_defectnormalreversable_defectnormal fixed_defectreversable_defectnormalnormal fixed_defectreversable_defectreversable_defectreversable_defectreversable_defectnormalnormalnormalreversable_defectnormalnormalreversable_defectnormalnormalnormalreversable_defectnormalnormalnormalnannormalnormalnormalreversable_defectreversable_defectnormalnormalreversable_defectreversable_defectreversable_defectnormalnormalnormalnormalnormalnormalreversable_defectreversable_defectreversable_defectreversable_defectreversable_defectreversable_defectreversable_defectnormal fixed_defectreversable_defectreversable_defect fixed_defectnormalnormalreversable_defectreversable_defectreversable_defectreversable_defectnormalreversable_defectnormalnormalreversable_defectreversable_defectnormalnormalreversable_defectreversable_defectnormalnormalnormalnormalreversable_defectreversable_defectreversable_defectnormalnormalreversable_defectnormal reversable_defect reversable_defect normal reversable_defect normalnormalnormalreversable_defectnormalreversable_defectnormalreversable_defectreversable_defectnormalnormalnormalreversable_defectnormalreversable_defectnormalnormalnormalreversable_defect normal!normal"reversable_defect#reversable_defect$reversable_defect%reversable_defect&normal'normal(reversable_defect)normal*reversable_defect+normal,reversable_defect-reversable_defect@@@??@@@@??@@?????????@?@@@@???@@??@???@?????@?@@?@???@???@@@?@@??@?@??@@@@@?@@@@??@@@?@@@???@??@@??@??@?@???@@?????@@@@@?? @0@/@.@,@-@'@(@)@*@+ @@ @ @!@"@#@$@%@&@ @ @ @@@@@@@@@@@@@@@ @ؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗ!ؗ"ؗ#ؗ$ؗ%ؗ&ؗ'ؗ(ؗ)ؗ*ؗ+ؗ,ؗ-@@@@@@@ @@ @ ؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗؗؗ ؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗ ؗ ؗ ؗ ؗؗؗؗؗ/ؗ0ؗ1ؗ2ؗ3ؗ4ؗ5ؗ6ؗ7ؗ8ؗ9ؗ:ؗ;ؗ<ؗ=ؗ>ؗ?ؗ@ؗAؗBؗCؗD ؗEؗFؗG ؗHؗIؗJؗKؗLؗMؗNؗOؗP ؗQؗRؗSؗTؗUؗVؗWؗXؗYؗZؗ[ؗ\ؗ]ؗ^ؗ_ؗ`ؗaؗbؗcؗdؗeؗfؗgؗhؗiؗjؗkؗlؗmؗnؗoؗpؗqؗrؗsؗtؗuؗvؗwؗxؗyؗzؗ{ؗ|ؗ}ؗ~ؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗؗ ؗؗؗؗ ؗؗؗؗؗؗؗؗؗؗؗؗؗؗ ؗ ؗؗؗؗؗؗ ؗؗؗؗ ؗؗؗؗؗؗؗؗGCOLnormalreversable_defectreversable_defectnormalnormalreversable_defectreversable_defect fixed_defect normal normal normal normal normalnormalreversable_defectreversable_defectnormalnormalnormalnormalreversable_defectnormalreversable_defectnormalreversable_defectnormalnormalreversable_defect fixed_defect fixed_defectnormal fixed_defect!reversable_defect"reversable_defect#normal$reversable_defect%normal&normal'normal(normal)normal*reversable_defect+reversable_defect,normal-normal.reversable_defect/normal0 fixed_defect1thalach2exang3oldpeak4slope5ca6thal7num8chol9fbs:restecg;cp<trestbps=sex>age?exang@int3AslopeBdouble4CthalDnumEfbsFrestecgGint2HcpIint1JsexKint0LnumericMnominal:no,yesNnumericOnominal:up,flat,downPnumericQ-nominal:fixed_defect,normal,reversable_defectR-nominal:'<50','>50_1','>50_2','>50_3','>50_4'SnumericT nominal:t,fU4nominal:left_vent_hyper,normal,st_t_wave_abnormalityV1nominal:typ_angina,asympt,non_anginal,atyp_anginaWnumericXnominal:female,maleYnumericSNODy   L L@>@=@;@<@8@9@:@1@2@3@4@5@6@7@K@J@H@I@E@F@G@?@@@A@B@C@D@Y@X1@V@W@S @T4@U@L@M@N@O@P-@Q-@R