;% 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 ;% (defun hungarian () (data :name 'hungarian :columns '($age sex cp $trestbps $chol fbs $restecg $thalach exang oldpeak slope ca thal num) :egs '( (28 1 2 130 132 0 2 185 0 0 ? ? ? 0) (29 1 2 120 243 0 0 160 0 0 ? ? ? 0) (29 1 2 140 ? 0 0 170 0 0 ? ? ? 0) (30 0 1 170 237 0 1 170 0 0 ? ? 6 0) (31 0 2 100 219 0 1 150 0 0 ? ? ? 0) (32 0 2 105 198 0 0 165 0 0 ? ? ? 0) (32 1 2 110 225 0 0 184 0 0 ? ? ? 0) (32 1 2 125 254 0 0 155 0 0 ? ? ? 0) (33 1 3 120 298 0 0 185 0 0 ? ? ? 0) (34 0 2 130 161 0 0 190 0 0 ? ? ? 0) (34 1 2 150 214 0 1 168 0 0 ? ? ? 0) (34 1 2 98 220 0 0 150 0 0 ? ? ? 0) (35 0 1 120 160 0 1 185 0 0 ? ? ? 0) (35 0 4 140 167 0 0 150 0 0 ? ? ? 0) (35 1 2 120 308 0 2 180 0 0 ? ? ? 0) (35 1 2 150 264 0 0 168 0 0 ? ? ? 0) (36 1 2 120 166 0 0 180 0 0 ? ? ? 0) (36 1 3 112 340 0 0 184 0 1 2 ? 3 0) (36 1 3 130 209 0 0 178 0 0 ? ? ? 0) (36 1 3 150 160 0 0 172 0 0 ? ? ? 0) (37 0 2 120 260 0 0 130 0 0 ? ? ? 0) (37 0 3 130 211 0 0 142 0 0 ? ? ? 0) (37 0 4 130 173 0 1 184 0 0 ? ? ? 0) (37 1 2 130 283 0 1 98 0 0 ? ? ? 0) (37 1 3 130 194 0 0 150 0 0 ? ? ? 0) (37 1 4 120 223 0 0 168 0 0 ? ? 3 0) (37 1 4 130 315 0 0 158 0 0 ? ? ? 0) (38 0 2 120 275 ? 0 129 0 0 ? ? ? 0) (38 1 2 140 297 0 0 150 0 0 ? ? ? 0) (38 1 3 145 292 0 0 130 0 0 ? ? ? 0) (39 0 3 110 182 0 1 180 0 0 ? ? ? 0) (39 1 2 120 ? 0 1 146 0 2 1 ? ? 0) (39 1 2 120 200 0 0 160 1 1 2 ? ? 0) (39 1 2 120 204 0 0 145 0 0 ? ? ? 0) (39 1 2 130 ? 0 0 120 0 0 ? ? ? 0) (39 1 2 190 241 0 0 106 0 0 ? ? ? 0) (39 1 3 120 339 0 0 170 0 0 ? ? ? 0) (39 1 3 160 147 1 0 160 0 0 ? ? ? 0) (39 1 4 110 273 0 0 132 0 0 ? ? ? 0) (39 1 4 130 307 0 0 140 0 0 ? ? ? 0) (40 1 2 130 275 0 0 150 0 0 ? ? ? 0) (40 1 2 140 289 0 0 172 0 0 ? ? ? 0) (40 1 3 130 215 0 0 138 0 0 ? ? ? 0) (40 1 3 130 281 0 0 167 0 0 ? ? ? 0) (40 1 3 140 ? 0 0 188 0 0 ? ? ? 0) (41 0 2 110 250 0 1 142 0 0 ? ? ? 0) (41 0 2 125 184 0 0 180 0 0 ? ? ? 0) (41 0 2 130 245 0 0 150 0 0 ? ? ? 0) (41 1 2 120 291 0 1 160 0 0 ? ? ? 0) (41 1 2 120 295 0 0 170 0 0 ? ? ? 0) (41 1 2 125 269 0 0 144 0 0 ? ? ? 0) (41 1 4 112 250 0 0 142 0 0 ? ? ? 0) (42 0 3 115 211 0 1 137 0 0 ? ? ? 0) (42 1 2 120 196 0 0 150 0 0 ? ? ? 0) (42 1 2 120 198 0 0 155 0 0 ? ? ? 0) (42 1 2 150 268 0 0 136 0 0 ? ? ? 0) (42 1 3 120 228 0 0 152 1 1.5 2 ? ? 0) (42 1 3 160 147 0 0 146 0 0 ? ? ? 0) (42 1 4 140 358 0 0 170 0 0 ? ? ? 0) (43 0 1 100 223 0 0 142 0 0 ? ? ? 0) (43 0 2 120 201 0 0 165 0 0 ? ? ? 0) (43 0 2 120 215 0 1 175 0 0 ? ? ? 0) (43 0 2 120 249 0 1 176 0 0 ? ? ? 0) (43 0 2 120 266 0 0 118 0 0 ? ? ? 0) (43 0 2 150 186 0 0 154 0 0 ? ? ? 0) (43 0 3 150 ? 0 0 175 0 0 ? ? 3 0) (43 1 2 142 207 0 0 138 0 0 ? ? ? 0) (44 0 4 120 218 0 1 115 0 0 ? ? ? 0) (44 1 2 120 184 0 0 142 0 1 2 ? ? 0) (44 1 2 130 215 0 0 135 0 0 ? ? ? 0) (44 1 4 150 412 0 0 170 0 0 ? ? ? 0) (45 0 2 130 237 0 0 170 0 0 ? ? ? 0) (45 0 2 180 ? 0 0 180 0 0 ? ? ? 0) (45 0 4 132 297 0 0 144 0 0 ? ? ? 0) (45 1 2 140 224 1 0 122 0 0 ? ? ? 0) (45 1 3 135 ? 0 0 110 0 0 ? ? ? 0) (45 1 4 120 225 0 0 140 0 0 ? ? ? 0) (45 1 4 140 224 0 0 144 0 0 ? ? ? 0) (46 0 4 130 238 0 0 90 0 0 ? ? ? 0) (46 1 2 140 275 0 0 165 1 0 ? ? ? 0) (46 1 3 120 230 0 0 150 0 0 ? ? ? 0) (46 1 3 150 163 ? 0 116 0 0 ? ? ? 0) (46 1 4 110 238 0 1 140 1 1 2 ? 3 0) (46 1 4 110 240 0 1 140 0 0 ? ? 3 0) (46 1 4 180 280 0 1 120 0 0 ? ? ? 0) (47 0 2 140 257 0 0 135 0 1 1 ? ? 0) (47 0 3 130 ? 0 0 145 0 2 2 ? ? 0) (47 1 1 110 249 0 0 150 0 0 ? ? ? 0) (47 1 2 160 263 0 0 174 0 0 ? ? ? 0) (47 1 4 140 276 1 0 125 1 0 ? ? ? 0) (48 0 2 ? 308 0 1 ? ? 2 1 ? ? 0) (48 0 2 120 ? 1 1 148 0 0 ? ? ? 0) (48 0 2 120 284 0 0 120 0 0 ? ? ? 0) (48 0 3 120 195 0 0 125 0 0 ? ? ? 0) (48 0 4 108 163 0 0 175 0 2 1 ? ? 0) (48 0 4 120 254 0 1 110 0 0 ? ? ? 0) (48 0 4 150 227 0 0 130 1 1 2 ? ? 0) (48 1 2 100 ? 0 0 100 0 0 ? ? ? 0) (48 1 2 130 245 0 0 160 0 0 ? ? ? 0) (48 1 2 140 238 0 0 118 0 0 ? ? ? 0) (48 1 3 110 211 0 0 138 0 0 ? ? 6 0) (49 0 2 110 ? 0 0 160 0 0 ? ? ? 0) (49 0 2 110 ? 0 0 160 0 0 ? ? ? 0) (49 0 2 124 201 0 0 164 0 0 ? ? ? 0) (49 0 3 130 207 0 1 135 0 0 ? ? ? 0) (49 1 2 100 253 0 0 174 0 0 ? ? ? 0) (49 1 3 140 187 0 0 172 0 0 ? ? ? 0) (49 1 4 120 297 ? 0 132 0 1 2 ? ? 0) (49 1 4 140 ? 0 0 130 0 0 ? ? ? 0) (50 0 2 110 202 0 0 145 0 0 ? ? ? 0) (50 0 4 120 328 0 0 110 1 1 2 ? ? 0) (50 1 2 120 168 0 0 160 0 0 ? 0 ? 0) (50 1 2 140 216 0 0 170 0 0 ? ? 3 0) (50 1 2 170 209 0 1 116 0 0 ? ? ? 0) (50 1 4 140 129 0 0 135 0 0 ? ? ? 0) (50 1 4 150 215 0 0 140 1 0 ? ? ? 0) (51 0 2 160 194 0 0 170 0 0 ? ? ? 0) (51 0 3 110 190 0 0 120 0 0 ? ? ? 0) (51 0 3 130 220 0 0 160 1 2 1 ? ? 0) (51 0 3 150 200 0 0 120 0 0.5 1 ? ? 0) (51 1 2 125 188 0 0 145 0 0 ? ? ? 0) (51 1 2 130 224 0 0 150 0 0 ? ? ? 0) (51 1 4 130 179 0 0 100 0 0 ? ? 7 0) (52 0 2 120 210 0 0 148 0 0 ? ? ? 0) (52 0 2 140 ? 0 0 140 0 0 ? ? ? 0) (52 0 3 125 272 0 0 139 0 0 ? ? ? 0) (52 0 4 130 180 0 0 140 1 1.5 2 ? ? 0) (52 1 2 120 284 0 0 118 0 0 ? ? ? 0) (52 1 2 140 100 0 0 138 1 0 ? ? ? 0) (52 1 2 160 196 0 0 165 0 0 ? ? ? 0) (52 1 3 140 259 0 1 170 0 0 ? ? ? 0) (53 0 2 113 468 ? 0 127 0 0 ? ? ? 0) (53 0 2 140 216 0 0 142 1 2 2 ? ? 0) (53 0 3 120 274 0 0 130 0 0 ? ? ? 0) (53 1 2 120 ? 0 0 132 0 0 ? ? ? 0) (53 1 2 140 320 0 0 162 0 0 ? ? ? 0) (53 1 3 120 195 0 0 140 0 0 ? ? ? 0) (53 1 4 124 260 0 1 112 1 3 2 ? ? 0) (53 1 4 130 182 0 0 148 0 0 ? ? ? 0) (53 1 4 140 243 0 0 155 0 0 ? ? ? 0) (54 0 2 120 221 0 0 138 0 1 1 ? ? 0) (54 0 2 120 230 1 0 140 0 0 ? ? ? 0) (54 0 2 120 273 0 0 150 0 1.5 2 ? ? 0) (54 0 2 130 253 0 1 155 0 0 ? ? ? 0) (54 0 2 140 309 ? 1 140 0 0 ? ? ? 0) (54 0 2 150 230 0 0 130 0 0 ? ? ? 0) (54 0 2 160 312 0 0 130 0 0 ? ? ? 0) (54 1 1 120 171 0 0 137 0 2 1 ? ? 0) (54 1 2 110 208 0 0 142 0 0 ? ? ? 0) (54 1 2 120 238 0 0 154 0 0 ? ? ? 0) (54 1 2 120 246 0 0 110 0 0 ? ? ? 0) (54 1 2 160 195 0 1 130 0 1 1 ? ? 0) (54 1 2 160 305 0 0 175 0 0 ? ? ? 0) (54 1 3 120 217 0 0 137 0 0 ? ? ? 0) (54 1 3 150 ? 0 0 122 0 0 ? ? ? 0) (54 1 4 150 365 0 1 134 0 1 1 ? ? 0) (55 0 2 110 344 0 1 160 0 0 ? ? ? 0) (55 0 2 122 320 0 0 155 0 0 ? ? ? 0) (55 0 2 130 394 0 2 150 0 0 ? ? ? 0) (55 1 2 120 256 1 0 137 0 0 ? ? 7 0) (55 1 2 140 196 0 0 150 0 0 ? ? 7 0) (55 1 2 145 326 0 0 155 0 0 ? ? ? 0) (55 1 3 110 277 0 0 160 0 0 ? ? ? 0) (55 1 3 120 220 0 2 134 0 0 ? ? ? 0) (55 1 4 120 270 0 0 140 0 0 ? ? ? 0) (55 1 4 140 229 0 0 110 1 0.5 2 ? ? 0) (56 0 3 130 219 ? 1 164 0 0 ? ? 7 0) (56 1 2 130 184 0 0 100 0 0 ? ? ? 0) (56 1 3 130 ? 0 0 114 0 0 ? ? ? 0) (56 1 3 130 276 0 0 128 1 1 1 ? 6 0) (56 1 4 120 85 0 0 140 0 0 ? ? ? 0) (57 0 1 130 308 0 0 98 0 1 2 ? ? 0) (57 0 4 180 347 0 1 126 1 0.8 2 ? ? 0) (57 1 2 140 260 1 0 140 0 0 ? ? 6 0) (58 1 2 130 230 0 0 150 0 0 ? ? ? 0) (58 1 2 130 251 0 0 110 0 0 ? ? ? 0) (58 1 3 140 179 0 0 160 0 0 ? ? ? 0) (58 1 4 135 222 0 0 100 0 0 ? ? ? 0) (59 0 2 130 188 0 0 124 0 1 2 ? ? 0) (59 1 2 140 287 0 0 150 0 0 ? ? ? 0) (59 1 3 130 318 0 0 120 1 1 2 ? 3 0) (59 1 3 180 213 0 0 100 0 0 ? ? ? 0) (59 1 4 140 ? 0 0 140 0 0 ? 0 ? 0) (60 1 3 120 246 0 2 135 0 0 ? ? ? 0) (61 0 4 130 294 0 1 120 1 1 2 ? ? 0) (61 1 4 125 292 0 1 115 1 0 ? ? ? 0) (62 0 1 160 193 0 0 116 0 0 ? ? ? 0) (62 1 2 140 271 0 0 152 0 1 1 ? ? 0) (31 1 4 120 270 0 0 153 1 1.5 2 ? ? 1) (33 0 4 100 246 0 0 150 1 1 2 ? ? 1) (34 1 1 140 156 0 0 180 0 0 ? ? ? 1) (35 1 2 110 257 0 0 140 0 0 ? ? ? 1) (36 1 2 120 267 0 0 160 0 3 2 ? ? 1) (37 1 4 140 207 0 0 130 1 1.5 2 ? ? 1) (38 1 4 110 196 0 0 166 0 0 ? ? ? 1) (38 1 4 120 282 0 0 170 0 0 ? ? ? 1) (38 1 4 92 117 0 0 134 1 2.5 2 ? ? 1) (40 1 4 120 466 ? 0 152 1 1 2 ? 6 1) (41 1 4 110 289 0 0 170 0 0 ? ? 6 1) (41 1 4 120 237 ? 0 138 1 1 2 ? ? 1) (43 1 4 150 247 0 0 130 1 2 2 ? ? 1) (46 1 4 110 202 0 0 150 1 0 ? ? ? 1) (46 1 4 118 186 0 0 124 0 0 ? ? 7 1) (46 1 4 120 277 0 0 125 1 1 2 ? ? 1) (47 1 3 140 193 0 0 145 1 1 2 ? ? 1) (47 1 4 150 226 0 0 98 1 1.5 2 0 7 1) (48 1 4 106 263 1 0 110 0 0 ? ? ? 1) (48 1 4 120 260 0 0 115 0 2 2 ? ? 1) (48 1 4 160 268 0 0 103 1 1 2 ? ? 1) (49 0 3 160 180 0 0 156 0 1 2 ? ? 1) (49 1 3 115 265 0 0 175 0 0 ? ? ? 1) (49 1 4 130 206 0 0 170 0 0 ? ? ? 1) (50 0 3 140 288 0 0 140 1 0 ? ? 7 1) (50 1 4 145 264 0 0 150 0 0 ? ? ? 1) (51 0 4 160 303 0 0 150 1 1 2 ? ? 1) (52 1 4 130 225 0 0 120 1 2 2 ? ? 1) (54 1 4 125 216 0 0 140 0 0 ? ? ? 1) (54 1 4 125 224 0 0 122 0 2 2 ? ? 1) (55 1 4 140 201 0 0 130 1 3 2 ? ? 1) (57 1 2 140 265 0 1 145 1 1 2 ? ? 1) (58 1 3 130 213 0 1 140 0 0 ? ? 6 1) (59 0 4 130 338 1 1 130 1 1.5 2 ? ? 1) (60 1 4 100 248 0 0 125 0 1 2 ? ? 1) (63 1 4 150 223 0 0 115 0 0 ? ? ? 1) (65 1 4 140 306 1 0 87 1 1.5 2 ? ? 1) (32 1 4 118 529 0 0 130 0 0 ? ? ? 1) (38 1 4 110 ? 0 0 150 1 1 2 ? ? 1) (39 1 4 110 280 0 0 150 0 0 ? ? 6 1) (40 0 4 150 392 0 0 130 0 2 2 ? 6 1) (43 1 1 120 291 0 1 155 0 0 ? ? ? 1) (45 1 4 130 219 0 1 130 1 1 2 ? ? 1) (46 1 4 120 231 0 0 115 1 0 ? ? ? 1) (46 1 4 130 222 0 0 112 0 0 ? ? ? 1) (48 1 4 122 275 1 1 150 1 2 3 ? ? 1) (48 1 4 160 193 0 0 102 1 3 2 ? ? 1) (48 1 4 160 329 0 0 92 1 1.5 2 ? ? 1) (48 1 4 160 355 0 0 99 1 2 2 ? ? 1) (50 1 4 130 233 0 0 121 1 2 2 ? 7 1) (52 1 4 120 182 0 0 150 0 0 ? ? ? 1) (52 1 4 170 ? 0 0 126 1 1.5 2 ? ? 1) (53 1 4 120 246 0 0 116 1 0 ? ? ? 1) (54 1 3 120 237 0 0 150 1 1.5 ? ? 7 1) (54 1 4 130 242 0 0 91 1 1 2 ? ? 1) (54 1 4 130 603 1 0 125 1 1 2 ? ? 1) (54 1 4 140 ? 0 0 118 1 0 ? ? ? 1) (54 1 4 200 198 0 0 142 1 2 2 ? ? 1) (55 1 4 140 268 0 0 128 1 1.5 2 ? ? 1) (56 1 4 150 213 1 0 125 1 1 2 ? ? 1) (57 1 4 150 255 0 0 92 1 3 2 ? ? 1) (58 1 3 160 211 1 1 92 0 0 ? ? ? 1) (58 1 4 130 263 0 0 140 1 2 2 ? ? 1) (41 1 4 130 172 0 1 130 0 2 2 ? ? 1) (43 1 4 120 175 0 0 120 1 1 2 ? 7 1) (44 1 2 150 288 0 0 150 1 3 2 ? ? 1) (44 1 4 130 290 0 0 100 1 2 2 ? ? 1) (46 1 1 140 272 1 0 175 0 2 2 ? ? 1) (47 0 3 135 248 1 0 170 0 0 ? ? ? 1) (48 0 4 138 214 0 0 108 1 1.5 2 ? ? 1) (49 1 4 130 341 0 0 120 1 1 2 ? ? 1) (49 1 4 140 234 0 0 140 1 1 2 ? ? 1) (51 1 3 135 160 0 0 150 0 2 2 ? ? 1) (52 1 4 112 342 0 1 96 1 1 2 ? ? 1) (52 1 4 130 298 0 0 110 1 1 2 ? ? 1) (52 1 4 140 404 0 0 124 1 2 2 ? ? 1) (52 1 4 160 246 0 1 82 1 4 2 ? ? 1) (53 1 3 145 518 0 0 130 0 0 ? ? ? 1) (53 1 4 180 285 0 1 120 1 1.5 2 ? ? 1) (54 1 4 140 216 0 0 105 0 1.5 2 ? ? 1) (55 1 1 140 295 0 ? 136 0 0 ? ? ? 1) (55 1 2 160 292 1 0 143 1 2 2 ? ? 1) (55 1 4 145 248 0 0 96 1 2 2 ? ? 1) (56 0 2 120 279 0 0 150 0 1 2 ? ? 1) (56 1 4 150 230 0 1 124 1 1.5 2 ? ? 1) (56 1 4 170 388 0 1 122 1 2 2 ? ? 1) (58 1 2 136 164 0 1 99 1 2 2 ? ? 1) (59 1 4 130 ? 0 0 125 0 0 ? ? ? 1) (59 1 4 140 264 1 2 119 1 0 ? ? ? 1) (65 1 4 170 263 1 0 112 1 2 2 ? ? 1) (66 1 4 140 ? 0 0 94 1 1 2 ? ? 1) (41 1 4 120 336 0 0 118 1 3 2 ? ? 1) (43 1 4 140 288 0 0 135 1 2 2 ? ? 1) (44 1 4 135 491 0 0 135 0 0 ? ? ? 1) (47 0 4 120 205 0 0 98 1 2 2 ? 6 1) (47 1 4 160 291 0 1 158 1 3 2 ? ? 1) (49 1 4 128 212 0 0 96 1 0 ? ? ? 1) (49 1 4 150 222 0 0 122 0 2 2 ? ? 1) (50 1 4 140 231 0 1 140 1 5 2 ? ? 1) (50 1 4 140 341 0 1 125 1 2.5 2 ? ? 1) (52 1 4 140 266 0 0 134 1 2 2 ? ? 1) (52 1 4 160 331 0 0 94 1 2.5 ? ? ? 1) (54 0 3 130 294 0 1 100 1 0 2 ? ? 1) (56 1 4 155 342 1 0 150 1 3 2 ? ? 1) (58 0 2 180 393 0 0 110 1 1 2 ? 7 1) (65 1 4 130 275 0 1 115 1 1 2 ? ? 1) )))