%
% 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.
%
@relation 'cholesterol'
@attribute 'age' real
@attribute 'sex' { 0, 1}
@attribute 'cp' { 1, 4, 3, 2}
@attribute 'trestbps' real
@attribute 'fbs' { 1, 0}
@attribute 'restecg' { 2, 0, 1}
@attribute 'thalach' real
@attribute 'exang' { 0, 1}
@attribute 'oldpeak' real
% 'slope' is ordered
@attribute 'slope' { 1,2,3}
@attribute 'ca' real
@attribute 'thal' { 6, 3, 7}
@attribute 'num' real
@attribute 'chol' real
@data
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