;% ;% 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 (defun cleveland () (data :name 'cleveland :columns '($age sex cp $trestbps $chol fbs restecg $thalach exang $oldpeak slope ca thal num) :egs '( (63 1 1 145 233 1 2 150 0 2.3 3 0 6 0) (67 1 4 160 286 0 2 108 1 1.5 2 3 3 2) (67 1 4 120 229 0 2 129 1 2.6 2 2 7 1) (37 1 3 130 250 0 0 187 0 3.5 3 0 3 0) (41 0 2 130 204 0 2 172 0 1.4 1 0 3 0) (56 1 2 120 236 0 0 178 0 0.8 1 0 3 0) (62 0 4 140 268 0 2 160 0 3.6 3 2 3 3) (57 0 4 120 354 0 0 163 1 0.6 1 0 3 0) (63 1 4 130 254 0 2 147 0 1.4 2 1 7 2) (53 1 4 140 203 1 2 155 1 3.1 3 0 7 1) (57 1 4 140 192 0 0 148 0 0.4 2 0 6 0) (56 0 2 140 294 0 2 153 0 1.3 2 0 3 0) (56 1 3 130 256 1 2 142 1 0.6 2 1 6 2) (44 1 2 120 263 0 0 173 0 0 1 0 7 0) (52 1 3 172 199 1 0 162 0 0.5 1 0 7 0) (57 1 3 150 168 0 0 174 0 1.6 1 0 3 0) (48 1 2 110 229 0 0 168 0 1 3 0 7 1) (54 1 4 140 239 0 0 160 0 1.2 1 0 3 0) (48 0 3 130 275 0 0 139 0 0.2 1 0 3 0) (49 1 2 130 266 0 0 171 0 0.6 1 0 3 0) (64 1 1 110 211 0 2 144 1 1.8 2 0 3 0) (58 0 1 150 283 1 2 162 0 1 1 0 3 0) (58 1 2 120 284 0 2 160 0 1.8 2 0 3 1) (58 1 3 132 224 0 2 173 0 3.2 1 2 7 3) (60 1 4 130 206 0 2 132 1 2.4 2 2 7 4) (50 0 3 120 219 0 0 158 0 1.6 2 0 3 0) (58 0 3 120 340 0 0 172 0 0 1 0 3 0) (66 0 1 150 226 0 0 114 0 2.6 3 0 3 0) (43 1 4 150 247 0 0 171 0 1.5 1 0 3 0) (40 1 4 110 167 0 2 114 1 2 2 0 7 3) (69 0 1 140 239 0 0 151 0 1.8 1 2 3 0) (60 1 4 117 230 1 0 160 1 1.4 1 2 7 2) (64 1 3 140 335 0 0 158 0 0 1 0 3 1) (59 1 4 135 234 0 0 161 0 0.5 2 0 7 0) (44 1 3 130 233 0 0 179 1 0.4 1 0 3 0) (42 1 4 140 226 0 0 178 0 0 1 0 3 0) (43 1 4 120 177 0 2 120 1 2.5 2 0 7 3) (57 1 4 150 276 0 2 112 1 0.6 2 1 6 1) (55 1 4 132 353 0 0 132 1 1.2 2 1 7 3) (61 1 3 150 243 1 0 137 1 1 2 0 3 0) (65 0 4 150 225 0 2 114 0 1 2 3 7 4) (40 1 1 140 199 0 0 178 1 1.4 1 0 7 0) (71 0 2 160 302 0 0 162 0 0.4 1 2 3 0) (59 1 3 150 212 1 0 157 0 1.6 1 0 3 0) (61 0 4 130 330 0 2 169 0 0 1 0 3 1) (58 1 3 112 230 0 2 165 0 2.5 2 1 7 4) (51 1 3 110 175 0 0 123 0 0.6 1 0 3 0) (50 1 4 150 243 0 2 128 0 2.6 2 0 7 4) (65 0 3 140 417 1 2 157 0 0.8 1 1 3 0) (53 1 3 130 197 1 2 152 0 1.2 3 0 3 0) (41 0 2 105 198 0 0 168 0 0 1 1 3 0) (65 1 4 120 177 0 0 140 0 0.4 1 0 7 0) (44 1 4 112 290 0 2 153 0 0 1 1 3 2) (44 1 2 130 219 0 2 188 0 0 1 0 3 0) (60 1 4 130 253 0 0 144 1 1.4 1 1 7 1) (54 1 4 124 266 0 2 109 1 2.2 2 1 7 1) (50 1 3 140 233 0 0 163 0 0.6 2 1 7 1) (41 1 4 110 172 0 2 158 0 0 1 0 7 1) (54 1 3 125 273 0 2 152 0 0.5 3 1 3 0) (51 1 1 125 213 0 2 125 1 1.4 1 1 3 0) (51 0 4 130 305 0 0 142 1 1.2 2 0 7 2) (46 0 3 142 177 0 2 160 1 1.4 3 0 3 0) (58 1 4 128 216 0 2 131 1 2.2 2 3 7 1) (54 0 3 135 304 1 0 170 0 0 1 0 3 0) (54 1 4 120 188 0 0 113 0 1.4 2 1 7 2) (60 1 4 145 282 0 2 142 1 2.8 2 2 7 2) (60 1 3 140 185 0 2 155 0 3 2 0 3 1) (54 1 3 150 232 0 2 165 0 1.6 1 0 7 0) (59 1 4 170 326 0 2 140 1 3.4 3 0 7 2) (46 1 3 150 231 0 0 147 0 3.6 2 0 3 1) (65 0 3 155 269 0 0 148 0 0.8 1 0 3 0) (67 1 4 125 254 1 0 163 0 0.2 2 2 7 3) (62 1 4 120 267 0 0 99 1 1.8 2 2 7 1) (65 1 4 110 248 0 2 158 0 0.6 1 2 6 1) (44 1 4 110 197 0 2 177 0 0 1 1 3 1) (65 0 3 160 360 0 2 151 0 0.8 1 0 3 0) (60 1 4 125 258 0 2 141 1 2.8 2 1 7 1) (51 0 3 140 308 0 2 142 0 1.5 1 1 3 0) (48 1 2 130 245 0 2 180 0 0.2 2 0 3 0) (58 1 4 150 270 0 2 111 1 0.8 1 0 7 3) (45 1 4 104 208 0 2 148 1 3 2 0 3 0) (53 0 4 130 264 0 2 143 0 0.4 2 0 3 0) (39 1 3 140 321 0 2 182 0 0 1 0 3 0) (68 1 3 180 274 1 2 150 1 1.6 2 0 7 3) (52 1 2 120 325 0 0 172 0 0.2 1 0 3 0) (44 1 3 140 235 0 2 180 0 0 1 0 3 0) (47 1 3 138 257 0 2 156 0 0 1 0 3 0) (53 0 3 128 216 0 2 115 0 0 1 0 ? 0) (53 0 4 138 234 0 2 160 0 0 1 0 3 0) (51 0 3 130 256 0 2 149 0 0.5 1 0 3 0) (66 1 4 120 302 0 2 151 0 0.4 2 0 3 0) (62 0 4 160 164 0 2 145 0 6.2 3 3 7 3) (62 1 3 130 231 0 0 146 0 1.8 2 3 7 0) (44 0 3 108 141 0 0 175 0 0.6 2 0 3 0) (63 0 3 135 252 0 2 172 0 0 1 0 3 0) (52 1 4 128 255 0 0 161 1 0 1 1 7 1) (59 1 4 110 239 0 2 142 1 1.2 2 1 7 2) (60 0 4 150 258 0 2 157 0 2.6 2 2 7 3) (52 1 2 134 201 0 0 158 0 0.8 1 1 3 0) (48 1 4 122 222 0 2 186 0 0 1 0 3 0) (45 1 4 115 260 0 2 185 0 0 1 0 3 0) (34 1 1 118 182 0 2 174 0 0 1 0 3 0) (57 0 4 128 303 0 2 159 0 0 1 1 3 0) (71 0 3 110 265 1 2 130 0 0 1 1 3 0) (49 1 3 120 188 0 0 139 0 2 2 3 7 3) (54 1 2 108 309 0 0 156 0 0 1 0 7 0) (59 1 4 140 177 0 0 162 1 0 1 1 7 2) (57 1 3 128 229 0 2 150 0 0.4 2 1 7 1) (61 1 4 120 260 0 0 140 1 3.6 2 1 7 2) (39 1 4 118 219 0 0 140 0 1.2 2 0 7 3) (61 0 4 145 307 0 2 146 1 1 2 0 7 1) (56 1 4 125 249 1 2 144 1 1.2 2 1 3 1) (52 1 1 118 186 0 2 190 0 0 2 0 6 0) (43 0 4 132 341 1 2 136 1 3 2 0 7 2) (62 0 3 130 263 0 0 97 0 1.2 2 1 7 2) (41 1 2 135 203 0 0 132 0 0 2 0 6 0) (58 1 3 140 211 1 2 165 0 0 1 0 3 0) (35 0 4 138 183 0 0 182 0 1.4 1 0 3 0) (63 1 4 130 330 1 2 132 1 1.8 1 3 7 3) (65 1 4 135 254 0 2 127 0 2.8 2 1 7 2) (48 1 4 130 256 1 2 150 1 0 1 2 7 3) (63 0 4 150 407 0 2 154 0 4 2 3 7 4) (51 1 3 100 222 0 0 143 1 1.2 2 0 3 0) (55 1 4 140 217 0 0 111 1 5.6 3 0 7 3) (65 1 1 138 282 1 2 174 0 1.4 2 1 3 1) (45 0 2 130 234 0 2 175 0 0.6 2 0 3 0) (56 0 4 200 288 1 2 133 1 4 3 2 7 3) (54 1 4 110 239 0 0 126 1 2.8 2 1 7 3) (44 1 2 120 220 0 0 170 0 0 1 0 3 0) (62 0 4 124 209 0 0 163 0 0 1 0 3 0) (54 1 3 120 258 0 2 147 0 0.4 2 0 7 0) (51 1 3 94 227 0 0 154 1 0 1 1 7 0) (29 1 2 130 204 0 2 202 0 0 1 0 3 0) (51 1 4 140 261 0 2 186 1 0 1 0 3 0) (43 0 3 122 213 0 0 165 0 0.2 2 0 3 0) (55 0 2 135 250 0 2 161 0 1.4 2 0 3 0) (70 1 4 145 174 0 0 125 1 2.6 3 0 7 4) (62 1 2 120 281 0 2 103 0 1.4 2 1 7 3) (35 1 4 120 198 0 0 130 1 1.6 2 0 7 1) (51 1 3 125 245 1 2 166 0 2.4 2 0 3 0) (59 1 2 140 221 0 0 164 1 0 1 0 3 0) (59 1 1 170 288 0 2 159 0 0.2 2 0 7 1) (52 1 2 128 205 1 0 184 0 0 1 0 3 0) (64 1 3 125 309 0 0 131 1 1.8 2 0 7 1) (58 1 3 105 240 0 2 154 1 0.6 2 0 7 0) (47 1 3 108 243 0 0 152 0 0 1 0 3 1) (57 1 4 165 289 1 2 124 0 1 2 3 7 4) (41 1 3 112 250 0 0 179 0 0 1 0 3 0) (45 1 2 128 308 0 2 170 0 0 1 0 3 0) (60 0 3 102 318 0 0 160 0 0 1 1 3 0) (52 1 1 152 298 1 0 178 0 1.2 2 0 7 0) (42 0 4 102 265 0 2 122 0 0.6 2 0 3 0) (67 0 3 115 564 0 2 160 0 1.6 2 0 7 0) (55 1 4 160 289 0 2 145 1 0.8 2 1 7 4) (64 1 4 120 246 0 2 96 1 2.2 3 1 3 3) (70 1 4 130 322 0 2 109 0 2.4 2 3 3 1) (51 1 4 140 299 0 0 173 1 1.6 1 0 7 1) (58 1 4 125 300 0 2 171 0 0 1 2 7 1) (60 1 4 140 293 0 2 170 0 1.2 2 2 7 2) (68 1 3 118 277 0 0 151 0 1 1 1 7 0) (46 1 2 101 197 1 0 156 0 0 1 0 7 0) (77 1 4 125 304 0 2 162 1 0 1 3 3 4) (54 0 3 110 214 0 0 158 0 1.6 2 0 3 0) (58 0 4 100 248 0 2 122 0 1 2 0 3 0) (48 1 3 124 255 1 0 175 0 0 1 2 3 0) (57 1 4 132 207 0 0 168 1 0 1 0 7 0) (52 1 3 138 223 0 0 169 0 0 1 ? 3 0) (54 0 2 132 288 1 2 159 1 0 1 1 3 0) (35 1 4 126 282 0 2 156 1 0 1 0 7 1) (45 0 2 112 160 0 0 138 0 0 2 0 3 0) (70 1 3 160 269 0 0 112 1 2.9 2 1 7 3) (53 1 4 142 226 0 2 111 1 0 1 0 7 0) (59 0 4 174 249 0 0 143 1 0 2 0 3 1) (62 0 4 140 394 0 2 157 0 1.2 2 0 3 0) (64 1 4 145 212 0 2 132 0 2 2 2 6 4) (57 1 4 152 274 0 0 88 1 1.2 2 1 7 1) (52 1 4 108 233 1 0 147 0 0.1 1 3 7 0) (56 1 4 132 184 0 2 105 1 2.1 2 1 6 1) (43 1 3 130 315 0 0 162 0 1.9 1 1 3 0) (53 1 3 130 246 1 2 173 0 0 1 3 3 0) (48 1 4 124 274 0 2 166 0 0.5 2 0 7 3) (56 0 4 134 409 0 2 150 1 1.9 2 2 7 2) (42 1 1 148 244 0 2 178 0 0.8 1 2 3 0) (59 1 1 178 270 0 2 145 0 4.2 3 0 7 0) (60 0 4 158 305 0 2 161 0 0 1 0 3 1) (63 0 2 140 195 0 0 179 0 0 1 2 3 0) (42 1 3 120 240 1 0 194 0 0.8 3 0 7 0) (66 1 2 160 246 0 0 120 1 0 2 3 6 2) (54 1 2 192 283 0 2 195 0 0 1 1 7 1) (69 1 3 140 254 0 2 146 0 2 2 3 7 2) (50 1 3 129 196 0 0 163 0 0 1 0 3 0) (51 1 4 140 298 0 0 122 1 4.2 2 3 7 3) (43 1 4 132 247 1 2 143 1 0.1 2 ? 7 1) (62 0 4 138 294 1 0 106 0 1.9 2 3 3 2) (68 0 3 120 211 0 2 115 0 1.5 2 0 3 0) (67 1 4 100 299 0 2 125 1 0.9 2 2 3 3) (69 1 1 160 234 1 2 131 0 0.1 2 1 3 0) (45 0 4 138 236 0 2 152 1 0.2 2 0 3 0) (50 0 2 120 244 0 0 162 0 1.1 1 0 3 0) (59 1 1 160 273 0 2 125 0 0 1 0 3 1) (50 0 4 110 254 0 2 159 0 0 1 0 3 0) (64 0 4 180 325 0 0 154 1 0 1 0 3 0) (57 1 3 150 126 1 0 173 0 0.2 1 1 7 0) (64 0 3 140 313 0 0 133 0 0.2 1 0 7 0) (43 1 4 110 211 0 0 161 0 0 1 0 7 0) (45 1 4 142 309 0 2 147 1 0 2 3 7 3) (58 1 4 128 259 0 2 130 1 3 2 2 7 3) (50 1 4 144 200 0 2 126 1 0.9 2 0 7 3) (55 1 2 130 262 0 0 155 0 0 1 0 3 0) (62 0 4 150 244 0 0 154 1 1.4 2 0 3 1) (37 0 3 120 215 0 0 170 0 0 1 0 3 0) (38 1 1 120 231 0 0 182 1 3.8 2 0 7 4) (41 1 3 130 214 0 2 168 0 2 2 0 3 0) (66 0 4 178 228 1 0 165 1 1 2 2 7 3) (52 1 4 112 230 0 0 160 0 0 1 1 3 1) (56 1 1 120 193 0 2 162 0 1.9 2 0 7 0) (46 0 2 105 204 0 0 172 0 0 1 0 3 0) (46 0 4 138 243 0 2 152 1 0 2 0 3 0) (64 0 4 130 303 0 0 122 0 2 2 2 3 0) (59 1 4 138 271 0 2 182 0 0 1 0 3 0) (41 0 3 112 268 0 2 172 1 0 1 0 3 0) (54 0 3 108 267 0 2 167 0 0 1 0 3 0) (39 0 3 94 199 0 0 179 0 0 1 0 3 0) (53 1 4 123 282 0 0 95 1 2 2 2 7 3) (63 0 4 108 269 0 0 169 1 1.8 2 2 3 1) (34 0 2 118 210 0 0 192 0 0.7 1 0 3 0) (47 1 4 112 204 0 0 143 0 0.1 1 0 3 0) (67 0 3 152 277 0 0 172 0 0 1 1 3 0) (54 1 4 110 206 0 2 108 1 0 2 1 3 3) (66 1 4 112 212 0 2 132 1 0.1 1 1 3 2) (52 0 3 136 196 0 2 169 0 0.1 2 0 3 0) (55 0 4 180 327 0 1 117 1 3.4 2 0 3 2) (49 1 3 118 149 0 2 126 0 0.8 1 3 3 1) (74 0 2 120 269 0 2 121 1 0.2 1 1 3 0) (54 0 3 160 201 0 0 163 0 0 1 1 3 0) (54 1 4 122 286 0 2 116 1 3.2 2 2 3 3) (56 1 4 130 283 1 2 103 1 1.6 3 0 7 2) (46 1 4 120 249 0 2 144 0 0.8 1 0 7 1) (49 0 2 134 271 0 0 162 0 0 2 0 3 0) (42 1 2 120 295 0 0 162 0 0 1 0 3 0) (41 1 2 110 235 0 0 153 0 0 1 0 3 0) (41 0 2 126 306 0 0 163 0 0 1 0 3 0) (49 0 4 130 269 0 0 163 0 0 1 0 3 0) (61 1 1 134 234 0 0 145 0 2.6 2 2 3 2) (60 0 3 120 178 1 0 96 0 0 1 0 3 0) (67 1 4 120 237 0 0 71 0 1 2 0 3 2) (58 1 4 100 234 0 0 156 0 0.1 1 1 7 2) (47 1 4 110 275 0 2 118 1 1 2 1 3 1) (52 1 4 125 212 0 0 168 0 1 1 2 7 3) (62 1 2 128 208 1 2 140 0 0 1 0 3 0) (57 1 4 110 201 0 0 126 1 1.5 2 0 6 0) (58 1 4 146 218 0 0 105 0 2 2 1 7 1) (64 1 4 128 263 0 0 105 1 0.2 2 1 7 0) (51 0 3 120 295 0 2 157 0 0.6 1 0 3 0) (43 1 4 115 303 0 0 181 0 1.2 2 0 3 0) (42 0 3 120 209 0 0 173 0 0 2 0 3 0) (67 0 4 106 223 0 0 142 0 0.3 1 2 3 0) (76 0 3 140 197 0 1 116 0 1.1 2 0 3 0) (70 1 2 156 245 0 2 143 0 0 1 0 3 0) (57 1 2 124 261 0 0 141 0 0.3 1 0 7 1) (44 0 3 118 242 0 0 149 0 0.3 2 1 3 0) (58 0 2 136 319 1 2 152 0 0 1 2 3 3) (60 0 1 150 240 0 0 171 0 0.9 1 0 3 0) (44 1 3 120 226 0 0 169 0 0 1 0 3 0) (61 1 4 138 166 0 2 125 1 3.6 2 1 3 4) (42 1 4 136 315 0 0 125 1 1.8 2 0 6 2) (52 1 4 128 204 1 0 156 1 1 2 0 ? 2) (59 1 3 126 218 1 0 134 0 2.2 2 1 6 2) (40 1 4 152 223 0 0 181 0 0 1 0 7 1) (42 1 3 130 180 0 0 150 0 0 1 0 3 0) (61 1 4 140 207 0 2 138 1 1.9 1 1 7 1) (66 1 4 160 228 0 2 138 0 2.3 1 0 6 0) (46 1 4 140 311 0 0 120 1 1.8 2 2 7 2) (71 0 4 112 149 0 0 125 0 1.6 2 0 3 0) (59 1 1 134 204 0 0 162 0 0.8 1 2 3 1) (64 1 1 170 227 0 2 155 0 0.6 2 0 7 0) (66 0 3 146 278 0 2 152 0 0 2 1 3 0) (39 0 3 138 220 0 0 152 0 0 2 0 3 0) (57 1 2 154 232 0 2 164 0 0 1 1 3 1) (58 0 4 130 197 0 0 131 0 0.6 2 0 3 0) (57 1 4 110 335 0 0 143 1 3 2 1 7 2) (47 1 3 130 253 0 0 179 0 0 1 0 3 0) (55 0 4 128 205 0 1 130 1 2 2 1 7 3) (35 1 2 122 192 0 0 174 0 0 1 0 3 0) (61 1 4 148 203 0 0 161 0 0 1 1 7 2) (58 1 4 114 318 0 1 140 0 4.4 3 3 6 4) (58 0 4 170 225 1 2 146 1 2.8 2 2 6 2) (58 1 2 125 220 0 0 144 0 0.4 2 ? 7 0) (56 1 2 130 221 0 2 163 0 0 1 0 7 0) (56 1 2 120 240 0 0 169 0 0 3 0 3 0) (67 1 3 152 212 0 2 150 0 0.8 2 0 7 1) (55 0 2 132 342 0 0 166 0 1.2 1 0 3 0) (44 1 4 120 169 0 0 144 1 2.8 3 0 6 2) (63 1 4 140 187 0 2 144 1 4 1 2 7 2) (63 0 4 124 197 0 0 136 1 0 2 0 3 1) (41 1 2 120 157 0 0 182 0 0 1 0 3 0) (59 1 4 164 176 1 2 90 0 1 2 2 6 3) (57 0 4 140 241 0 0 123 1 0.2 2 0 7 1) (45 1 1 110 264 0 0 132 0 1.2 2 0 7 1) (68 1 4 144 193 1 0 141 0 3.4 2 2 7 2) (57 1 4 130 131 0 0 115 1 1.2 2 1 7 3) (57 0 2 130 236 0 2 174 0 0 2 1 3 1) (38 1 3 138 175 0 0 173 0 0 1 ? 3 0) )))