-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathclasstree4.dot
More file actions
555 lines (555 loc) · 26 KB
/
classtree4.dot
File metadata and controls
555 lines (555 loc) · 26 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
digraph Tree {
0 [label="X[6] <= 40.8500\ngini = 0.0319585390811\nsamples = 7966", shape="box"] ;
1 [label="X[5] <= 24.7500\ngini = 0.01762427085\nsamples = 7891", shape="box"] ;
0 -> 1 ;
2 [label="X[6] <= 30.5000\ngini = 0.0154251536031\nsamples = 7864", shape="box"] ;
1 -> 2 ;
3 [label="X[11] <= 0.0650\ngini = 0.012197863169\nsamples = 7671", shape="box"] ;
2 -> 3 ;
4 [label="X[13] <= 51.4500\ngini = 0.408163265306\nsamples = 7", shape="box"] ;
3 -> 4 ;
5 [label="gini = 0.0000\nsamples = 5\nvalue = [ 0. 0. 0. 5.]", shape="box"] ;
4 -> 5 ;
6 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
4 -> 6 ;
7 [label="X[5] <= 13.2500\ngini = 0.0116913907061\nsamples = 7664", shape="box"] ;
3 -> 7 ;
8 [label="X[0] <= 9.5000\ngini = 0.00592259317683\nsamples = 6065", shape="box"] ;
7 -> 8 ;
9 [label="X[5] <= 10.9500\ngini = 0.00298497857051\nsamples = 4684", shape="box"] ;
8 -> 9 ;
10 [label="X[1] <= 1.5000\ngini = 0.00105806093633\nsamples = 3779", shape="box"] ;
9 -> 10 ;
11 [label="X[0] <= 8.5000\ngini = 0.0281632653061\nsamples = 70", shape="box"] ;
10 -> 11 ;
12 [label="gini = 0.0000\nsamples = 61\nvalue = [ 0. 0. 0. 61.]", shape="box"] ;
11 -> 12 ;
13 [label="X[8] <= 68.4500\ngini = 0.197530864198\nsamples = 9", shape="box"] ;
11 -> 13 ;
14 [label="X[7] <= 69.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
13 -> 14 ;
15 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
14 -> 15 ;
16 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
14 -> 16 ;
17 [label="gini = 0.0000\nsamples = 6\nvalue = [ 0. 0. 0. 6.]", shape="box"] ;
13 -> 17 ;
18 [label="X[7] <= 93.5000\ngini = 0.000539083518764\nsamples = 3709", shape="box"] ;
10 -> 18 ;
19 [label="gini = 0.0000\nsamples = 3575\nvalue = [ 0. 0. 0. 3575.]", shape="box"] ;
18 -> 19 ;
20 [label="X[0] <= 1.5000\ngini = 0.0148139897527\nsamples = 134", shape="box"] ;
18 -> 20 ;
21 [label="X[1] <= 18.0000\ngini = 0.32\nsamples = 5", shape="box"] ;
20 -> 21 ;
22 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
21 -> 22 ;
23 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
21 -> 23 ;
24 [label="gini = 0.0000\nsamples = 129\nvalue = [ 0. 0. 0. 129.]", shape="box"] ;
20 -> 24 ;
25 [label="X[9] <= 355.0000\ngini = 0.0109886755594\nsamples = 905", shape="box"] ;
9 -> 25 ;
26 [label="X[9] <= 15.0000\ngini = 0.00889859867045\nsamples = 895", shape="box"] ;
25 -> 26 ;
27 [label="X[13] <= 46.6500\ngini = 0.110726643599\nsamples = 17", shape="box"] ;
26 -> 27 ;
28 [label="gini = 0.0000\nsamples = 14\nvalue = [ 0. 0. 0. 14.]", shape="box"] ;
27 -> 28 ;
29 [label="X[13] <= 52.9500\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
27 -> 29 ;
30 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
29 -> 30 ;
31 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
29 -> 31 ;
32 [label="X[0] <= 8.5000\ngini = 0.00681036316748\nsamples = 878", shape="box"] ;
26 -> 32 ;
33 [label="X[9] <= 75.0000\ngini = 0.00248755833123\nsamples = 803", shape="box"] ;
32 -> 33 ;
34 [label="X[9] <= 65.0000\ngini = 0.0132444444444\nsamples = 150", shape="box"] ;
33 -> 34 ;
35 [label="gini = 0.0000\nsamples = 116\nvalue = [ 0. 0. 0. 116.]", shape="box"] ;
34 -> 35 ;
36 [label="X[3] <= 15.5000\ngini = 0.0570934256055\nsamples = 34", shape="box"] ;
34 -> 36 ;
37 [label="gini = 0.0000\nsamples = 25\nvalue = [ 0. 0. 0. 25.]", shape="box"] ;
36 -> 37 ;
38 [label="X[13] <= 48.3000\ngini = 0.197530864198\nsamples = 9", shape="box"] ;
36 -> 38 ;
39 [label="gini = 0.0000\nsamples = 6\nvalue = [ 0. 0. 0. 6.]", shape="box"] ;
38 -> 39 ;
40 [label="X[7] <= 61.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
38 -> 40 ;
41 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
40 -> 41 ;
42 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
40 -> 42 ;
43 [label="gini = 0.0000\nsamples = 653\nvalue = [ 0. 0. 0. 653.]", shape="box"] ;
33 -> 43 ;
44 [label="X[8] <= 69.4500\ngini = 0.0519111111111\nsamples = 75", shape="box"] ;
32 -> 44 ;
45 [label="X[3] <= 13.0000\ngini = 0.158790170132\nsamples = 23", shape="box"] ;
44 -> 45 ;
46 [label="X[3] <= 10.5000\ngini = 0.375\nsamples = 8", shape="box"] ;
45 -> 46 ;
47 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
46 -> 47 ;
48 [label="X[9] <= 85.0000\ngini = 0.5\nsamples = 4", shape="box"] ;
46 -> 48 ;
49 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
48 -> 49 ;
50 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
48 -> 50 ;
51 [label="gini = 0.0000\nsamples = 15\nvalue = [ 0. 0. 0. 15.]", shape="box"] ;
45 -> 51 ;
52 [label="gini = 0.0000\nsamples = 52\nvalue = [ 0. 0. 0. 52.]", shape="box"] ;
44 -> 52 ;
53 [label="X[3] <= 15.5000\ngini = 0.18\nsamples = 10", shape="box"] ;
25 -> 53 ;
54 [label="gini = 0.0000\nsamples = 8\nvalue = [ 0. 0. 0. 8.]", shape="box"] ;
53 -> 54 ;
55 [label="X[6] <= 10.3500\ngini = 0.5\nsamples = 2", shape="box"] ;
53 -> 55 ;
56 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
55 -> 56 ;
57 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
55 -> 57 ;
58 [label="X[12] <= 9250.0000\ngini = 0.0158140817687\nsamples = 1381", shape="box"] ;
8 -> 58 ;
59 [label="X[4] <= 22.5000\ngini = 0.01188563244\nsamples = 1339", shape="box"] ;
58 -> 59 ;
60 [label="X[4] <= 21.5000\ngini = 0.0634238108035\nsamples = 61", shape="box"] ;
59 -> 60 ;
61 [label="gini = 0.0000\nsamples = 56\nvalue = [ 0. 0. 0. 56.]", shape="box"] ;
60 -> 61 ;
62 [label="X[1] <= 25.0000\ngini = 0.48\nsamples = 5", shape="box"] ;
60 -> 62 ;
63 [label="gini = 0.0000\nsamples = 3\nvalue = [ 0. 0. 0. 3.]", shape="box"] ;
62 -> 63 ;
64 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
62 -> 64 ;
65 [label="X[0] <= 10.5000\ngini = 0.00935171103127\nsamples = 1278", shape="box"] ;
59 -> 65 ;
66 [label="X[8] <= 34.5500\ngini = 0.0274455589849\nsamples = 432", shape="box"] ;
65 -> 66 ;
67 [label="X[10] <= 1.0000\ngini = 0.32\nsamples = 5", shape="box"] ;
66 -> 67 ;
68 [label="gini = 0.0000\nsamples = 3\nvalue = [ 0. 0. 0. 3.]", shape="box"] ;
67 -> 68 ;
69 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 1. 0. 1.]", shape="box"] ;
67 -> 69 ;
70 [label="X[1] <= 7.5000\ngini = 0.023144974195\nsamples = 427", shape="box"] ;
66 -> 70 ;
71 [label="X[13] <= 45.5000\ngini = 0.0719713512097\nsamples = 107", shape="box"] ;
70 -> 71 ;
72 [label="X[13] <= 41.0000\ngini = 0.444444444444\nsamples = 9", shape="box"] ;
71 -> 72 ;
73 [label="gini = 0.0000\nsamples = 5\nvalue = [ 0. 0. 0. 5.]", shape="box"] ;
72 -> 73 ;
74 [label="X[7] <= 63.5000\ngini = 0.375\nsamples = 4", shape="box"] ;
72 -> 74 ;
75 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
74 -> 75 ;
76 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
74 -> 76 ;
77 [label="X[12] <= 6750.0000\ngini = 0.0201999167014\nsamples = 98", shape="box"] ;
71 -> 77 ;
78 [label="gini = 0.0000\nsamples = 93\nvalue = [ 0. 0. 0. 93.]", shape="box"] ;
77 -> 78 ;
79 [label="X[1] <= 4.5000\ngini = 0.32\nsamples = 5", shape="box"] ;
77 -> 79 ;
80 [label="gini = 0.0000\nsamples = 3\nvalue = [ 0. 0. 0. 3.]", shape="box"] ;
79 -> 80 ;
81 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
79 -> 81 ;
82 [label="X[11] <= 8.5000\ngini = 0.00623046875\nsamples = 320", shape="box"] ;
70 -> 82 ;
83 [label="X[6] <= 9.8000\ngini = 0.132653061224\nsamples = 14", shape="box"] ;
82 -> 83 ;
84 [label="gini = 0.0000\nsamples = 12\nvalue = [ 0. 0. 0. 12.]", shape="box"] ;
83 -> 84 ;
85 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
83 -> 85 ;
86 [label="gini = 0.0000\nsamples = 306\nvalue = [ 0. 0. 0. 306.]", shape="box"] ;
82 -> 86 ;
87 [label="gini = 0.0000\nsamples = 846\nvalue = [ 0. 0. 0. 846.]", shape="box"] ;
65 -> 87 ;
88 [label="X[8] <= 55.5000\ngini = 0.132653061224\nsamples = 42", shape="box"] ;
58 -> 88 ;
89 [label="gini = 0.0000\nsamples = 30\nvalue = [ 0. 0. 0. 30.]", shape="box"] ;
88 -> 89 ;
90 [label="X[3] <= 15.5000\ngini = 0.375\nsamples = 12", shape="box"] ;
88 -> 90 ;
91 [label="X[13] <= 46.0500\ngini = 0.48\nsamples = 5", shape="box"] ;
90 -> 91 ;
92 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
91 -> 92 ;
93 [label="X[6] <= 11.5000\ngini = 0.5\nsamples = 4", shape="box"] ;
91 -> 93 ;
94 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
93 -> 94 ;
95 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
93 -> 95 ;
96 [label="gini = 0.0000\nsamples = 7\nvalue = [ 0. 0. 0. 7.]", shape="box"] ;
90 -> 96 ;
97 [label="X[13] <= 45.5000\ngini = 0.0332994237721\nsamples = 1599", shape="box"] ;
7 -> 97 ;
98 [label="X[8] <= 22.0000\ngini = 0.00224718816785\nsamples = 889", shape="box"] ;
97 -> 98 ;
99 [label="X[0] <= 1.5000\ngini = 0.132653061224\nsamples = 14", shape="box"] ;
98 -> 99 ;
100 [label="gini = 0.0000\nsamples = 12\nvalue = [ 0. 0. 0. 12.]", shape="box"] ;
99 -> 100 ;
101 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
99 -> 101 ;
102 [label="gini = 0.0000\nsamples = 875\nvalue = [ 0. 0. 0. 875.]", shape="box"] ;
98 -> 102 ;
103 [label="X[9] <= 175.0000\ngini = 0.0709740130926\nsamples = 710", shape="box"] ;
97 -> 103 ;
104 [label="X[7] <= 89.5000\ngini = 0.138745645469\nsamples = 283", shape="box"] ;
103 -> 104 ;
105 [label="X[0] <= 8.5000\ngini = 0.113651144641\nsamples = 248", shape="box"] ;
104 -> 105 ;
106 [label="X[1] <= 30.0000\ngini = 0.0457763671875\nsamples = 128", shape="box"] ;
105 -> 106 ;
107 [label="X[9] <= 15.0000\ngini = 0.0319915394276\nsamples = 123", shape="box"] ;
106 -> 107 ;
108 [label="X[6] <= 10.9500\ngini = 0.277777777778\nsamples = 6", shape="box"] ;
107 -> 108 ;
109 [label="gini = 0.0000\nsamples = 5\nvalue = [ 0. 0. 0. 5.]", shape="box"] ;
108 -> 109 ;
110 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
108 -> 110 ;
111 [label="X[3] <= 16.5000\ngini = 0.0169479143838\nsamples = 117", shape="box"] ;
107 -> 111 ;
112 [label="gini = 0.0000\nsamples = 89\nvalue = [ 0. 0. 0. 89.]", shape="box"] ;
111 -> 112 ;
113 [label="X[7] <= 67.0000\ngini = 0.0688775510204\nsamples = 28", shape="box"] ;
111 -> 113 ;
114 [label="X[8] <= 65.0500\ngini = 0.277777777778\nsamples = 6", shape="box"] ;
113 -> 114 ;
115 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
114 -> 115 ;
116 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
114 -> 116 ;
117 [label="gini = 0.0000\nsamples = 22\nvalue = [ 0. 0. 0. 22.]", shape="box"] ;
113 -> 117 ;
118 [label="gini = 0.3200\nsamples = 5\nvalue = [ 0. 0. 1. 4.]", shape="box"] ;
106 -> 118 ;
119 [label="X[7] <= 59.5000\ngini = 0.18\nsamples = 120", shape="box"] ;
105 -> 119 ;
120 [label="X[6] <= 9.8000\ngini = 0.444444444444\nsamples = 12", shape="box"] ;
119 -> 120 ;
121 [label="X[3] <= 9.5000\ngini = 0.5\nsamples = 8", shape="box"] ;
120 -> 121 ;
122 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
121 -> 122 ;
123 [label="X[7] <= 56.0000\ngini = 0.489795918367\nsamples = 7", shape="box"] ;
121 -> 123 ;
124 [label="X[1] <= 10.5000\ngini = 0.5\nsamples = 6", shape="box"] ;
123 -> 124 ;
125 [label="X[8] <= 74.0000\ngini = 0.5\nsamples = 4", shape="box"] ;
124 -> 125 ;
126 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
125 -> 126 ;
127 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
125 -> 127 ;
128 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
124 -> 128 ;
129 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
123 -> 129 ;
130 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
120 -> 130 ;
131 [label="X[11] <= 4.0000\ngini = 0.137174211248\nsamples = 108", shape="box"] ;
119 -> 131 ;
132 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
131 -> 132 ;
133 [label="X[9] <= 165.0000\ngini = 0.123353506586\nsamples = 106", shape="box"] ;
131 -> 133 ;
134 [label="X[6] <= 21.3000\ngini = 0.070493753718\nsamples = 82", shape="box"] ;
133 -> 134 ;
135 [label="X[6] <= 19.5500\ngini = 0.145429362881\nsamples = 38", shape="box"] ;
134 -> 135 ;
136 [label="X[7] <= 85.5000\ngini = 0.058769513315\nsamples = 33", shape="box"] ;
135 -> 136 ;
137 [label="gini = 0.0000\nsamples = 30\nvalue = [ 0. 0. 0. 30.]", shape="box"] ;
136 -> 137 ;
138 [label="X[10] <= 1.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
136 -> 138 ;
139 [label="gini = 0.0000\nsamples = 2\nvalue = [ 0. 0. 0. 2.]", shape="box"] ;
138 -> 139 ;
140 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
138 -> 140 ;
141 [label="X[3] <= 10.5000\ngini = 0.48\nsamples = 5", shape="box"] ;
135 -> 141 ;
142 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
141 -> 142 ;
143 [label="X[8] <= 61.9500\ngini = 0.5\nsamples = 4", shape="box"] ;
141 -> 143 ;
144 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
143 -> 144 ;
145 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
143 -> 145 ;
146 [label="gini = 0.0000\nsamples = 44\nvalue = [ 0. 0. 0. 44.]", shape="box"] ;
134 -> 146 ;
147 [label="X[7] <= 71.5000\ngini = 0.277777777778\nsamples = 24", shape="box"] ;
133 -> 147 ;
148 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
147 -> 148 ;
149 [label="X[13] <= 66.1000\ngini = 0.226843100189\nsamples = 23", shape="box"] ;
147 -> 149 ;
150 [label="X[13] <= 65.4500\ngini = 0.355029585799\nsamples = 13", shape="box"] ;
149 -> 150 ;
151 [label="gini = 0.0000\nsamples = 6\nvalue = [ 0. 0. 0. 6.]", shape="box"] ;
150 -> 151 ;
152 [label="X[3] <= 19.0000\ngini = 0.489795918367\nsamples = 7", shape="box"] ;
150 -> 152 ;
153 [label="X[7] <= 75.0000\ngini = 0.5\nsamples = 6", shape="box"] ;
152 -> 153 ;
154 [label="X[5] <= 19.0000\ngini = 0.5\nsamples = 4", shape="box"] ;
153 -> 154 ;
155 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
154 -> 155 ;
156 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
154 -> 156 ;
157 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
153 -> 157 ;
158 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
152 -> 158 ;
159 [label="gini = 0.0000\nsamples = 10\nvalue = [ 0. 0. 0. 10.]", shape="box"] ;
149 -> 159 ;
160 [label="X[6] <= 22.4500\ngini = 0.298775510204\nsamples = 35", shape="box"] ;
104 -> 160 ;
161 [label="gini = 0.0000\nsamples = 18\nvalue = [ 0. 0. 0. 18.]", shape="box"] ;
160 -> 161 ;
162 [label="X[13] <= 48.5500\ngini = 0.519031141869\nsamples = 17", shape="box"] ;
160 -> 162 ;
163 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
162 -> 163 ;
164 [label="X[3] <= 19.5000\ngini = 0.417777777778\nsamples = 15", shape="box"] ;
162 -> 164 ;
165 [label="X[8] <= 59.4500\ngini = 0.336734693878\nsamples = 14", shape="box"] ;
164 -> 165 ;
166 [label="gini = 0.0000\nsamples = 7\nvalue = [ 0. 0. 0. 7.]", shape="box"] ;
165 -> 166 ;
167 [label="X[5] <= 18.4500\ngini = 0.489795918367\nsamples = 7", shape="box"] ;
165 -> 167 ;
168 [label="X[7] <= 93.5000\ngini = 0.5\nsamples = 6", shape="box"] ;
167 -> 168 ;
169 [label="X[3] <= 12.5000\ngini = 0.5\nsamples = 4", shape="box"] ;
168 -> 169 ;
170 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
169 -> 170 ;
171 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
169 -> 171 ;
172 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
168 -> 172 ;
173 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
167 -> 173 ;
174 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
164 -> 174 ;
175 [label="X[13] <= 46.2000\ngini = 0.0232107892875\nsamples = 427", shape="box"] ;
103 -> 175 ;
176 [label="X[8] <= 54.5000\ngini = 0.32\nsamples = 5", shape="box"] ;
175 -> 176 ;
177 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
176 -> 177 ;
178 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
176 -> 178 ;
179 [label="X[7] <= 93.5000\ngini = 0.018811347454\nsamples = 422", shape="box"] ;
175 -> 179 ;
180 [label="X[4] <= 26.5000\ngini = 0.0102038132807\nsamples = 390", shape="box"] ;
179 -> 180 ;
181 [label="X[4] <= 25.5000\ngini = 0.0867768595041\nsamples = 22", shape="box"] ;
180 -> 181 ;
182 [label="gini = 0.0000\nsamples = 19\nvalue = [ 0. 0. 0. 19.]", shape="box"] ;
181 -> 182 ;
183 [label="X[11] <= 8.0000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
181 -> 183 ;
184 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
183 -> 184 ;
185 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
183 -> 185 ;
186 [label="X[12] <= 5500.0000\ngini = 0.00542001417769\nsamples = 368", shape="box"] ;
180 -> 186 ;
187 [label="gini = 0.0000\nsamples = 332\nvalue = [ 0. 0. 0. 332.]", shape="box"] ;
186 -> 187 ;
188 [label="X[5] <= 17.8500\ngini = 0.054012345679\nsamples = 36", shape="box"] ;
186 -> 188 ;
189 [label="gini = 0.0000\nsamples = 29\nvalue = [ 0. 0. 0. 29.]", shape="box"] ;
188 -> 189 ;
190 [label="X[1] <= 14.5000\ngini = 0.244897959184\nsamples = 7", shape="box"] ;
188 -> 190 ;
191 [label="X[3] <= 11.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
190 -> 191 ;
192 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
191 -> 192 ;
193 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
191 -> 193 ;
194 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
190 -> 194 ;
195 [label="X[8] <= 68.9000\ngini = 0.119140625\nsamples = 32", shape="box"] ;
179 -> 195 ;
196 [label="X[9] <= 220.0000\ngini = 0.0665873959572\nsamples = 29", shape="box"] ;
195 -> 196 ;
197 [label="gini = 0.0000\nsamples = 23\nvalue = [ 0. 0. 0. 23.]", shape="box"] ;
196 -> 197 ;
198 [label="X[0] <= 2.0000\ngini = 0.277777777778\nsamples = 6", shape="box"] ;
196 -> 198 ;
199 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
198 -> 199 ;
200 [label="gini = 0.0000\nsamples = 4\nvalue = [ 0. 0. 0. 4.]", shape="box"] ;
198 -> 200 ;
201 [label="X[12] <= 350.0000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
195 -> 201 ;
202 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
201 -> 202 ;
203 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 0. 1. 1.]", shape="box"] ;
201 -> 203 ;
204 [label="X[8] <= 26.5500\ngini = 0.135251953073\nsamples = 193", shape="box"] ;
2 -> 204 ;
205 [label="X[1] <= 21.0000\ngini = 0.489795918367\nsamples = 7", shape="box"] ;
204 -> 205 ;
206 [label="gini = 0.0000\nsamples = 3\nvalue = [ 0. 0. 0. 3.]", shape="box"] ;
205 -> 206 ;
207 [label="gini = 0.0000\nsamples = 4\nvalue = [ 4. 0. 0. 0.]", shape="box"] ;
205 -> 207 ;
208 [label="X[13] <= 61.7000\ngini = 0.102266157937\nsamples = 186", shape="box"] ;
204 -> 208 ;
209 [label="X[6] <= 39.7000\ngini = 0.0840275911493\nsamples = 183", shape="box"] ;
208 -> 209 ;
210 [label="X[3] <= 18.5000\ngini = 0.066180268595\nsamples = 176", shape="box"] ;
209 -> 210 ;
211 [label="X[11] <= 2.7500\ngini = 0.0393777777778\nsamples = 150", shape="box"] ;
210 -> 211 ;
212 [label="X[5] <= 23.0500\ngini = 0.375\nsamples = 4", shape="box"] ;
211 -> 212 ;
213 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
212 -> 213 ;
214 [label="gini = 0.0000\nsamples = 2\nvalue = [ 0. 0. 0. 2.]", shape="box"] ;
212 -> 214 ;
215 [label="X[8] <= 36.5000\ngini = 0.0271157815725\nsamples = 146", shape="box"] ;
211 -> 215 ;
216 [label="X[5] <= 23.6000\ngini = 0.139917695473\nsamples = 27", shape="box"] ;
215 -> 216 ;
217 [label="X[12] <= 4350.0000\ngini = 0.0739644970414\nsamples = 26", shape="box"] ;
216 -> 217 ;
218 [label="gini = 0.0000\nsamples = 24\nvalue = [ 0. 0. 0. 24.]", shape="box"] ;
217 -> 218 ;
219 [label="gini = 0.5000\nsamples = 2\nvalue = [ 0. 1. 0. 1.]", shape="box"] ;
217 -> 219 ;
220 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
216 -> 220 ;
221 [label="gini = 0.0000\nsamples = 119\nvalue = [ 0. 0. 0. 119.]", shape="box"] ;
215 -> 221 ;
222 [label="X[1] <= 12.0000\ngini = 0.204142011834\nsamples = 26", shape="box"] ;
210 -> 222 ;
223 [label="X[6] <= 32.8000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
222 -> 223 ;
224 [label="X[5] <= 21.8500\ngini = 0.5\nsamples = 2", shape="box"] ;
223 -> 224 ;
225 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
224 -> 225 ;
226 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
224 -> 226 ;
227 [label="gini = 0.0000\nsamples = 1\nvalue = [ 1. 0. 0. 0.]", shape="box"] ;
223 -> 227 ;
228 [label="X[7] <= 47.0000\ngini = 0.0831758034026\nsamples = 23", shape="box"] ;
222 -> 228 ;
229 [label="X[9] <= 320.0000\ngini = 0.375\nsamples = 4", shape="box"] ;
228 -> 229 ;
230 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
229 -> 230 ;
231 [label="gini = 0.0000\nsamples = 2\nvalue = [ 0. 0. 0. 2.]", shape="box"] ;
229 -> 231 ;
232 [label="gini = 0.0000\nsamples = 19\nvalue = [ 0. 0. 0. 19.]", shape="box"] ;
228 -> 232 ;
233 [label="X[1] <= 18.5000\ngini = 0.408163265306\nsamples = 7", shape="box"] ;
209 -> 233 ;
234 [label="gini = 0.0000\nsamples = 3\nvalue = [ 0. 0. 0. 3.]", shape="box"] ;
233 -> 234 ;
235 [label="X[5] <= 23.6000\ngini = 0.5\nsamples = 4", shape="box"] ;
233 -> 235 ;
236 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
235 -> 236 ;
237 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
235 -> 237 ;
238 [label="X[12] <= 2700.0000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
208 -> 238 ;
239 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
238 -> 239 ;
240 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
238 -> 240 ;
241 [label="X[12] <= 550.0000\ngini = 0.444444444444\nsamples = 27", shape="box"] ;
1 -> 241 ;
242 [label="gini = 0.0000\nsamples = 13\nvalue = [ 0. 0. 0. 13.]", shape="box"] ;
241 -> 242 ;
243 [label="X[13] <= 44.9500\ngini = 0.459183673469\nsamples = 14", shape="box"] ;
241 -> 243 ;
244 [label="gini = 0.0000\nsamples = 9\nvalue = [ 9. 0. 0. 0.]", shape="box"] ;
243 -> 244 ;
245 [label="gini = 0.0000\nsamples = 5\nvalue = [ 0. 0. 0. 5.]", shape="box"] ;
243 -> 245 ;
246 [label="X[7] <= 84.5000\ngini = 0.356266666667\nsamples = 75", shape="box"] ;
0 -> 246 ;
247 [label="X[8] <= 38.9000\ngini = 0.527089072544\nsamples = 33", shape="box"] ;
246 -> 247 ;
248 [label="gini = 0.0000\nsamples = 8\nvalue = [ 8. 0. 0. 0.]", shape="box"] ;
247 -> 248 ;
249 [label="X[8] <= 54.5000\ngini = 0.5088\nsamples = 25", shape="box"] ;
247 -> 249 ;
250 [label="X[3] <= 11.5000\ngini = 0.433884297521\nsamples = 22", shape="box"] ;
249 -> 250 ;
251 [label="X[3] <= 6.0000\ngini = 0.489795918367\nsamples = 14", shape="box"] ;
250 -> 251 ;
252 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
251 -> 252 ;
253 [label="X[13] <= 25.5500\ngini = 0.497041420118\nsamples = 13", shape="box"] ;
251 -> 253 ;
254 [label="X[3] <= 9.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
253 -> 254 ;
255 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
254 -> 255 ;
256 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
254 -> 256 ;
257 [label="X[7] <= 72.0000\ngini = 0.5\nsamples = 10", shape="box"] ;
253 -> 257 ;
258 [label="X[6] <= 44.3000\ngini = 0.5\nsamples = 4", shape="box"] ;
257 -> 258 ;
259 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
258 -> 259 ;
260 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
258 -> 260 ;
261 [label="X[8] <= 45.0500\ngini = 0.5\nsamples = 6", shape="box"] ;
257 -> 261 ;
262 [label="X[12] <= 2550.0000\ngini = 0.5\nsamples = 4", shape="box"] ;
261 -> 262 ;
263 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
262 -> 263 ;
264 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
262 -> 264 ;
265 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
261 -> 265 ;
266 [label="X[9] <= 45.0000\ngini = 0.21875\nsamples = 8", shape="box"] ;
250 -> 266 ;
267 [label="gini = 0.5000\nsamples = 2\nvalue = [ 1. 0. 0. 1.]", shape="box"] ;
266 -> 267 ;
268 [label="gini = 0.0000\nsamples = 6\nvalue = [ 0. 0. 0. 6.]", shape="box"] ;
266 -> 268 ;
269 [label="X[1] <= 15.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
249 -> 269 ;
270 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 1. 0.]", shape="box"] ;
269 -> 270 ;
271 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
269 -> 271 ;
272 [label="X[12] <= 850.0000\ngini = 0.046485260771\nsamples = 42", shape="box"] ;
246 -> 272 ;
273 [label="X[11] <= 4.5000\ngini = 0.444444444444\nsamples = 3", shape="box"] ;
272 -> 273 ;
274 [label="gini = 0.0000\nsamples = 2\nvalue = [ 2. 0. 0. 0.]", shape="box"] ;
273 -> 274 ;
275 [label="gini = 0.0000\nsamples = 1\nvalue = [ 0. 0. 0. 1.]", shape="box"] ;
273 -> 275 ;
276 [label="gini = 0.0000\nsamples = 39\nvalue = [ 39. 0. 0. 0.]", shape="box"] ;
272 -> 276 ;
}