;% ;% !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! ;% ;% Cholesterol treated as the class attribute. ;% ;% As used by Kilpatrick, D. & Cameron-Jones, M. (1998). Numeric prediction ;% using instance-based learning with encoding length selection. In Progress ;% in Connectionist-Based Information Systems. Singapore: Springer-Verlag. ;% ;% !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! ;% ;% 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 cholesterol () (data :name 'cholesterol :columns '($age sex cp $trestbps fbs restecg $thalach exang $oldpeak slope ca thal num $chol) :egs '( (63 1 1 145 1 2 150 0 2.3 3 0 6 0 233) (67 1 4 160 0 2 108 1 1.5 2 3 3 2 286) (67 1 4 120 0 2 129 1 2.6 2 2 7 1 229) (37 1 3 130 0 0 187 0 3.5 3 0 3 0 250) (41 0 2 130 0 2 172 0 1.4 1 0 3 0 204) (56 1 2 120 0 0 178 0 0.8 1 0 3 0 236) (62 0 4 140 0 2 160 0 3.6 3 2 3 3 268) (57 0 4 120 0 0 163 1 0.6 1 0 3 0 354) (63 1 4 130 0 2 147 0 1.4 2 1 7 2 254) (53 1 4 140 1 2 155 1 3.1 3 0 7 1 203) (57 1 4 140 0 0 148 0 0.4 2 0 6 0 192) (56 0 2 140 0 2 153 0 1.3 2 0 3 0 294) (56 1 3 130 1 2 142 1 0.6 2 1 6 2 256) (44 1 2 120 0 0 173 0 0 1 0 7 0 263) (52 1 3 172 1 0 162 0 0.5 1 0 7 0 199) (57 1 3 150 0 0 174 0 1.6 1 0 3 0 168) (48 1 2 110 0 0 168 0 1 3 0 7 1 229) (54 1 4 140 0 0 160 0 1.2 1 0 3 0 239) (48 0 3 130 0 0 139 0 0.2 1 0 3 0 275) (49 1 2 130 0 0 171 0 0.6 1 0 3 0 266) (64 1 1 110 0 2 144 1 1.8 2 0 3 0 211) (58 0 1 150 1 2 162 0 1 1 0 3 0 283) (58 1 2 120 0 2 160 0 1.8 2 0 3 1 284) (58 1 3 132 0 2 173 0 3.2 1 2 7 3 224) (60 1 4 130 0 2 132 1 2.4 2 2 7 4 206) (50 0 3 120 0 0 158 0 1.6 2 0 3 0 219) (58 0 3 120 0 0 172 0 0 1 0 3 0 340) (66 0 1 150 0 0 114 0 2.6 3 0 3 0 226) (43 1 4 150 0 0 171 0 1.5 1 0 3 0 247) (40 1 4 110 0 2 114 1 2 2 0 7 3 167) (69 0 1 140 0 0 151 0 1.8 1 2 3 0 239) (60 1 4 117 1 0 160 1 1.4 1 2 7 2 230) (64 1 3 140 0 0 158 0 0 1 0 3 1 335) (59 1 4 135 0 0 161 0 0.5 2 0 7 0 234) (44 1 3 130 0 0 179 1 0.4 1 0 3 0 233) (42 1 4 140 0 0 178 0 0 1 0 3 0 226) (43 1 4 120 0 2 120 1 2.5 2 0 7 3 177) (57 1 4 150 0 2 112 1 0.6 2 1 6 1 276) (55 1 4 132 0 0 132 1 1.2 2 1 7 3 353) (61 1 3 150 1 0 137 1 1 2 0 3 0 243) (65 0 4 150 0 2 114 0 1 2 3 7 4 225) (40 1 1 140 0 0 178 1 1.4 1 0 7 0 199) (71 0 2 160 0 0 162 0 0.4 1 2 3 0 302) (59 1 3 150 1 0 157 0 1.6 1 0 3 0 212) (61 0 4 130 0 2 169 0 0 1 0 3 1 330) (58 1 3 112 0 2 165 0 2.5 2 1 7 4 230) (51 1 3 110 0 0 123 0 0.6 1 0 3 0 175) (50 1 4 150 0 2 128 0 2.6 2 0 7 4 243) (65 0 3 140 1 2 157 0 0.8 1 1 3 0 417) (53 1 3 130 1 2 152 0 1.2 3 0 3 0 197) (41 0 2 105 0 0 168 0 0 1 1 3 0 198) (65 1 4 120 0 0 140 0 0.4 1 0 7 0 177) (44 1 4 112 0 2 153 0 0 1 1 3 2 290) (44 1 2 130 0 2 188 0 0 1 0 3 0 219) (60 1 4 130 0 0 144 1 1.4 1 1 7 1 253) (54 1 4 124 0 2 109 1 2.2 2 1 7 1 266) (50 1 3 140 0 0 163 0 0.6 2 1 7 1 233) (41 1 4 110 0 2 158 0 0 1 0 7 1 172) (54 1 3 125 0 2 152 0 0.5 3 1 3 0 273) (51 1 1 125 0 2 125 1 1.4 1 1 3 0 213) (51 0 4 130 0 0 142 1 1.2 2 0 7 2 305) (46 0 3 142 0 2 160 1 1.4 3 0 3 0 177) (58 1 4 128 0 2 131 1 2.2 2 3 7 1 216) (54 0 3 135 1 0 170 0 0 1 0 3 0 304) (54 1 4 120 0 0 113 0 1.4 2 1 7 2 188) (60 1 4 145 0 2 142 1 2.8 2 2 7 2 282) (60 1 3 140 0 2 155 0 3 2 0 3 1 185) (54 1 3 150 0 2 165 0 1.6 1 0 7 0 232) (59 1 4 170 0 2 140 1 3.4 3 0 7 2 326) (46 1 3 150 0 0 147 0 3.6 2 0 3 1 231) (65 0 3 155 0 0 148 0 0.8 1 0 3 0 269) (67 1 4 125 1 0 163 0 0.2 2 2 7 3 254) (62 1 4 120 0 0 99 1 1.8 2 2 7 1 267) (65 1 4 110 0 2 158 0 0.6 1 2 6 1 248) (44 1 4 110 0 2 177 0 0 1 1 3 1 197) (65 0 3 160 0 2 151 0 0.8 1 0 3 0 360) (60 1 4 125 0 2 141 1 2.8 2 1 7 1 258) (51 0 3 140 0 2 142 0 1.5 1 1 3 0 308) (48 1 2 130 0 2 180 0 0.2 2 0 3 0 245) (58 1 4 150 0 2 111 1 0.8 1 0 7 3 270) (45 1 4 104 0 2 148 1 3 2 0 3 0 208) (53 0 4 130 0 2 143 0 0.4 2 0 3 0 264) (39 1 3 140 0 2 182 0 0 1 0 3 0 321) (68 1 3 180 1 2 150 1 1.6 2 0 7 3 274) (52 1 2 120 0 0 172 0 0.2 1 0 3 0 325) (44 1 3 140 0 2 180 0 0 1 0 3 0 235) (47 1 3 138 0 2 156 0 0 1 0 3 0 257) (53 0 3 128 0 2 115 0 0 1 0 ? 0 216) (53 0 4 138 0 2 160 0 0 1 0 3 0 234) (51 0 3 130 0 2 149 0 0.5 1 0 3 0 256) (66 1 4 120 0 2 151 0 0.4 2 0 3 0 302) (62 0 4 160 0 2 145 0 6.2 3 3 7 3 164) (62 1 3 130 0 0 146 0 1.8 2 3 7 0 231) (44 0 3 108 0 0 175 0 0.6 2 0 3 0 141) (63 0 3 135 0 2 172 0 0 1 0 3 0 252) (52 1 4 128 0 0 161 1 0 1 1 7 1 255) (59 1 4 110 0 2 142 1 1.2 2 1 7 2 239) (60 0 4 150 0 2 157 0 2.6 2 2 7 3 258) (52 1 2 134 0 0 158 0 0.8 1 1 3 0 201) (48 1 4 122 0 2 186 0 0 1 0 3 0 222) (45 1 4 115 0 2 185 0 0 1 0 3 0 260) (34 1 1 118 0 2 174 0 0 1 0 3 0 182) (57 0 4 128 0 2 159 0 0 1 1 3 0 303) (71 0 3 110 1 2 130 0 0 1 1 3 0 265) (49 1 3 120 0 0 139 0 2 2 3 7 3 188) (54 1 2 108 0 0 156 0 0 1 0 7 0 309) (59 1 4 140 0 0 162 1 0 1 1 7 2 177) (57 1 3 128 0 2 150 0 0.4 2 1 7 1 229) (61 1 4 120 0 0 140 1 3.6 2 1 7 2 260) (39 1 4 118 0 0 140 0 1.2 2 0 7 3 219) (61 0 4 145 0 2 146 1 1 2 0 7 1 307) (56 1 4 125 1 2 144 1 1.2 2 1 3 1 249) (52 1 1 118 0 2 190 0 0 2 0 6 0 186) (43 0 4 132 1 2 136 1 3 2 0 7 2 341) (62 0 3 130 0 0 97 0 1.2 2 1 7 2 263) (41 1 2 135 0 0 132 0 0 2 0 6 0 203) (58 1 3 140 1 2 165 0 0 1 0 3 0 211) (35 0 4 138 0 0 182 0 1.4 1 0 3 0 183) (63 1 4 130 1 2 132 1 1.8 1 3 7 3 330) (65 1 4 135 0 2 127 0 2.8 2 1 7 2 254) (48 1 4 130 1 2 150 1 0 1 2 7 3 256) (63 0 4 150 0 2 154 0 4 2 3 7 4 407) (51 1 3 100 0 0 143 1 1.2 2 0 3 0 222) (55 1 4 140 0 0 111 1 5.6 3 0 7 3 217) (65 1 1 138 1 2 174 0 1.4 2 1 3 1 282) (45 0 2 130 0 2 175 0 0.6 2 0 3 0 234) (56 0 4 200 1 2 133 1 4 3 2 7 3 288) (54 1 4 110 0 0 126 1 2.8 2 1 7 3 239) (44 1 2 120 0 0 170 0 0 1 0 3 0 220) (62 0 4 124 0 0 163 0 0 1 0 3 0 209) (54 1 3 120 0 2 147 0 0.4 2 0 7 0 258) (51 1 3 94 0 0 154 1 0 1 1 7 0 227) (29 1 2 130 0 2 202 0 0 1 0 3 0 204) (51 1 4 140 0 2 186 1 0 1 0 3 0 261) (43 0 3 122 0 0 165 0 0.2 2 0 3 0 213) (55 0 2 135 0 2 161 0 1.4 2 0 3 0 250) (70 1 4 145 0 0 125 1 2.6 3 0 7 4 174) (62 1 2 120 0 2 103 0 1.4 2 1 7 3 281) (35 1 4 120 0 0 130 1 1.6 2 0 7 1 198) (51 1 3 125 1 2 166 0 2.4 2 0 3 0 245) (59 1 2 140 0 0 164 1 0 1 0 3 0 221) (59 1 1 170 0 2 159 0 0.2 2 0 7 1 288) (52 1 2 128 1 0 184 0 0 1 0 3 0 205) (64 1 3 125 0 0 131 1 1.8 2 0 7 1 309) (58 1 3 105 0 2 154 1 0.6 2 0 7 0 240) (47 1 3 108 0 0 152 0 0 1 0 3 1 243) (57 1 4 165 1 2 124 0 1 2 3 7 4 289) (41 1 3 112 0 0 179 0 0 1 0 3 0 250) (45 1 2 128 0 2 170 0 0 1 0 3 0 308) (60 0 3 102 0 0 160 0 0 1 1 3 0 318) (52 1 1 152 1 0 178 0 1.2 2 0 7 0 298) (42 0 4 102 0 2 122 0 0.6 2 0 3 0 265) (67 0 3 115 0 2 160 0 1.6 2 0 7 0 564) (55 1 4 160 0 2 145 1 0.8 2 1 7 4 289) (64 1 4 120 0 2 96 1 2.2 3 1 3 3 246) (70 1 4 130 0 2 109 0 2.4 2 3 3 1 322) (51 1 4 140 0 0 173 1 1.6 1 0 7 1 299) (58 1 4 125 0 2 171 0 0 1 2 7 1 300) (60 1 4 140 0 2 170 0 1.2 2 2 7 2 293) (68 1 3 118 0 0 151 0 1 1 1 7 0 277) (46 1 2 101 1 0 156 0 0 1 0 7 0 197) (77 1 4 125 0 2 162 1 0 1 3 3 4 304) (54 0 3 110 0 0 158 0 1.6 2 0 3 0 214) (58 0 4 100 0 2 122 0 1 2 0 3 0 248) (48 1 3 124 1 0 175 0 0 1 2 3 0 255) (57 1 4 132 0 0 168 1 0 1 0 7 0 207) (52 1 3 138 0 0 169 0 0 1 ? 3 0 223) (54 0 2 132 1 2 159 1 0 1 1 3 0 288) (35 1 4 126 0 2 156 1 0 1 0 7 1 282) (45 0 2 112 0 0 138 0 0 2 0 3 0 160) (70 1 3 160 0 0 112 1 2.9 2 1 7 3 269) (53 1 4 142 0 2 111 1 0 1 0 7 0 226) (59 0 4 174 0 0 143 1 0 2 0 3 1 249) (62 0 4 140 0 2 157 0 1.2 2 0 3 0 394) (64 1 4 145 0 2 132 0 2 2 2 6 4 212) (57 1 4 152 0 0 88 1 1.2 2 1 7 1 274) (52 1 4 108 1 0 147 0 0.1 1 3 7 0 233) (56 1 4 132 0 2 105 1 2.1 2 1 6 1 184) (43 1 3 130 0 0 162 0 1.9 1 1 3 0 315) (53 1 3 130 1 2 173 0 0 1 3 3 0 246) (48 1 4 124 0 2 166 0 0.5 2 0 7 3 274) (56 0 4 134 0 2 150 1 1.9 2 2 7 2 409) (42 1 1 148 0 2 178 0 0.8 1 2 3 0 244) (59 1 1 178 0 2 145 0 4.2 3 0 7 0 270) (60 0 4 158 0 2 161 0 0 1 0 3 1 305) (63 0 2 140 0 0 179 0 0 1 2 3 0 195) (42 1 3 120 1 0 194 0 0.8 3 0 7 0 240) (66 1 2 160 0 0 120 1 0 2 3 6 2 246) (54 1 2 192 0 2 195 0 0 1 1 7 1 283) (69 1 3 140 0 2 146 0 2 2 3 7 2 254) (50 1 3 129 0 0 163 0 0 1 0 3 0 196) (51 1 4 140 0 0 122 1 4.2 2 3 7 3 298) (43 1 4 132 1 2 143 1 0.1 2 ? 7 1 247) (62 0 4 138 1 0 106 0 1.9 2 3 3 2 294) (68 0 3 120 0 2 115 0 1.5 2 0 3 0 211) (67 1 4 100 0 2 125 1 0.9 2 2 3 3 299) (69 1 1 160 1 2 131 0 0.1 2 1 3 0 234) (45 0 4 138 0 2 152 1 0.2 2 0 3 0 236) (50 0 2 120 0 0 162 0 1.1 1 0 3 0 244) (59 1 1 160 0 2 125 0 0 1 0 3 1 273) (50 0 4 110 0 2 159 0 0 1 0 3 0 254) (64 0 4 180 0 0 154 1 0 1 0 3 0 325) (57 1 3 150 1 0 173 0 0.2 1 1 7 0 126) (64 0 3 140 0 0 133 0 0.2 1 0 7 0 313) (43 1 4 110 0 0 161 0 0 1 0 7 0 211) (45 1 4 142 0 2 147 1 0 2 3 7 3 309) (58 1 4 128 0 2 130 1 3 2 2 7 3 259) (50 1 4 144 0 2 126 1 0.9 2 0 7 3 200) (55 1 2 130 0 0 155 0 0 1 0 3 0 262) (62 0 4 150 0 0 154 1 1.4 2 0 3 1 244) (37 0 3 120 0 0 170 0 0 1 0 3 0 215) (38 1 1 120 0 0 182 1 3.8 2 0 7 4 231) (41 1 3 130 0 2 168 0 2 2 0 3 0 214) (66 0 4 178 1 0 165 1 1 2 2 7 3 228) (52 1 4 112 0 0 160 0 0 1 1 3 1 230) (56 1 1 120 0 2 162 0 1.9 2 0 7 0 193) (46 0 2 105 0 0 172 0 0 1 0 3 0 204) (46 0 4 138 0 2 152 1 0 2 0 3 0 243) (64 0 4 130 0 0 122 0 2 2 2 3 0 303) (59 1 4 138 0 2 182 0 0 1 0 3 0 271) (41 0 3 112 0 2 172 1 0 1 0 3 0 268) (54 0 3 108 0 2 167 0 0 1 0 3 0 267) (39 0 3 94 0 0 179 0 0 1 0 3 0 199) (53 1 4 123 0 0 95 1 2 2 2 7 3 282) (63 0 4 108 0 0 169 1 1.8 2 2 3 1 269) (34 0 2 118 0 0 192 0 0.7 1 0 3 0 210) (47 1 4 112 0 0 143 0 0.1 1 0 3 0 204) (67 0 3 152 0 0 172 0 0 1 1 3 0 277) (54 1 4 110 0 2 108 1 0 2 1 3 3 206) (66 1 4 112 0 2 132 1 0.1 1 1 3 2 212) (52 0 3 136 0 2 169 0 0.1 2 0 3 0 196) (55 0 4 180 0 1 117 1 3.4 2 0 3 2 327) (49 1 3 118 0 2 126 0 0.8 1 3 3 1 149) (74 0 2 120 0 2 121 1 0.2 1 1 3 0 269) (54 0 3 160 0 0 163 0 0 1 1 3 0 201) (54 1 4 122 0 2 116 1 3.2 2 2 3 3 286) (56 1 4 130 1 2 103 1 1.6 3 0 7 2 283) (46 1 4 120 0 2 144 0 0.8 1 0 7 1 249) (49 0 2 134 0 0 162 0 0 2 0 3 0 271) (42 1 2 120 0 0 162 0 0 1 0 3 0 295) (41 1 2 110 0 0 153 0 0 1 0 3 0 235) (41 0 2 126 0 0 163 0 0 1 0 3 0 306) (49 0 4 130 0 0 163 0 0 1 0 3 0 269) (61 1 1 134 0 0 145 0 2.6 2 2 3 2 234) (60 0 3 120 1 0 96 0 0 1 0 3 0 178) (67 1 4 120 0 0 71 0 1 2 0 3 2 237) (58 1 4 100 0 0 156 0 0.1 1 1 7 2 234) (47 1 4 110 0 2 118 1 1 2 1 3 1 275) (52 1 4 125 0 0 168 0 1 1 2 7 3 212) (62 1 2 128 1 2 140 0 0 1 0 3 0 208) (57 1 4 110 0 0 126 1 1.5 2 0 6 0 201) (58 1 4 146 0 0 105 0 2 2 1 7 1 218) (64 1 4 128 0 0 105 1 0.2 2 1 7 0 263) (51 0 3 120 0 2 157 0 0.6 1 0 3 0 295) (43 1 4 115 0 0 181 0 1.2 2 0 3 0 303) (42 0 3 120 0 0 173 0 0 2 0 3 0 209) (67 0 4 106 0 0 142 0 0.3 1 2 3 0 223) (76 0 3 140 0 1 116 0 1.1 2 0 3 0 197) (70 1 2 156 0 2 143 0 0 1 0 3 0 245) (57 1 2 124 0 0 141 0 0.3 1 0 7 1 261) (44 0 3 118 0 0 149 0 0.3 2 1 3 0 242) (58 0 2 136 1 2 152 0 0 1 2 3 3 319) (60 0 1 150 0 0 171 0 0.9 1 0 3 0 240) (44 1 3 120 0 0 169 0 0 1 0 3 0 226) (61 1 4 138 0 2 125 1 3.6 2 1 3 4 166) (42 1 4 136 0 0 125 1 1.8 2 0 6 2 315) (52 1 4 128 1 0 156 1 1 2 0 ? 2 204) (59 1 3 126 1 0 134 0 2.2 2 1 6 2 218) (40 1 4 152 0 0 181 0 0 1 0 7 1 223) (42 1 3 130 0 0 150 0 0 1 0 3 0 180) (61 1 4 140 0 2 138 1 1.9 1 1 7 1 207) (66 1 4 160 0 2 138 0 2.3 1 0 6 0 228) (46 1 4 140 0 0 120 1 1.8 2 2 7 2 311) (71 0 4 112 0 0 125 0 1.6 2 0 3 0 149) (59 1 1 134 0 0 162 0 0.8 1 2 3 1 204) (64 1 1 170 0 2 155 0 0.6 2 0 7 0 227) (66 0 3 146 0 2 152 0 0 2 1 3 0 278) (39 0 3 138 0 0 152 0 0 2 0 3 0 220) (57 1 2 154 0 2 164 0 0 1 1 3 1 232) (58 0 4 130 0 0 131 0 0.6 2 0 3 0 197) (57 1 4 110 0 0 143 1 3 2 1 7 2 335) (47 1 3 130 0 0 179 0 0 1 0 3 0 253) (55 0 4 128 0 1 130 1 2 2 1 7 3 205) (35 1 2 122 0 0 174 0 0 1 0 3 0 192) (61 1 4 148 0 0 161 0 0 1 1 7 2 203) (58 1 4 114 0 1 140 0 4.4 3 3 6 4 318) (58 0 4 170 1 2 146 1 2.8 2 2 6 2 225) (58 1 2 125 0 0 144 0 0.4 2 ? 7 0 220) (56 1 2 130 0 2 163 0 0 1 0 7 0 221) (56 1 2 120 0 0 169 0 0 3 0 3 0 240) (67 1 3 152 0 2 150 0 0.8 2 0 7 1 212) (55 0 2 132 0 0 166 0 1.2 1 0 3 0 342) (44 1 4 120 0 0 144 1 2.8 3 0 6 2 169) (63 1 4 140 0 2 144 1 4 1 2 7 2 187) (63 0 4 124 0 0 136 1 0 2 0 3 1 197) (41 1 2 120 0 0 182 0 0 1 0 3 0 157) (59 1 4 164 1 2 90 0 1 2 2 6 3 176) (57 0 4 140 0 0 123 1 0.2 2 0 7 1 241) (45 1 1 110 0 0 132 0 1.2 2 0 7 1 264) (68 1 4 144 1 0 141 0 3.4 2 2 7 2 193) (57 1 4 130 0 0 115 1 1.2 2 1 7 3 131) (57 0 2 130 0 2 174 0 0 2 1 3 1 236) (38 1 3 138 0 0 173 0 0 1 ? 3 0 175) )))