-
Notifications
You must be signed in to change notification settings - Fork 0
/
progettoOrange.ows
695 lines (695 loc) · 56.8 KB
/
progettoOrange.ows
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
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
<?xml version='1.0' encoding='utf-8'?>
<scheme description="" title="" version="2.0">
<nodes>
<node id="0" name="File" position="(56.0, -28.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owfile.OWFile" title="HeartDisease-nominalClass" version="" />
<node id="1" name="Distributions" position="(138.0, -149.0)" project_name="Orange3" qualified_name="Orange.widgets.visualize.owdistributions.OWDistributions" title="Distributions" version="" />
<node id="2" name="Discretize" position="(198.0, 453.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owdiscretize.OWDiscretize" title="Discretize" version="" />
<node id="3" name="Data Sampler" position="(518.0, 300.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owdatasampler.OWDataSampler" title="30% sampling" version="" />
<node id="4" name="Rank" position="(717.0, 53.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owrank.OWRank" title="Rank" version="" />
<node id="5" name="Constant" position="(949.0, 163.0)" project_name="Orange3" qualified_name="Orange.widgets.model.owconstant.OWConstant" title="Constant" version="" />
<node id="6" name="Random Forest" position="(1008.0, 301.0)" project_name="Orange3" qualified_name="Orange.widgets.model.owrandomforest.OWRandomForest" title="Random Forest" version="" />
<node id="7" name="Test & Score" position="(1385.0, 218.0)" project_name="Orange3" qualified_name="Orange.widgets.evaluate.owtestlearners.OWTestLearners" title="Test & Score SUPERVISED&UNSUPERVISED" version="" />
<node id="8" name="Naive Bayes" position="(1024.0, 388.0)" project_name="Orange3" qualified_name="Orange.widgets.model.ownaivebayes.OWNaiveBayes" title="Naive Bayes" version="" />
<node id="9" name="Impute" position="(248.0, 308.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owimpute.OWImpute" title="Impute" version="" />
<node id="10" name="Logistic Regression" position="(1041.0, 530.0)" project_name="Orange3" qualified_name="Orange.widgets.model.owlogisticregression.OWLogisticRegression" title="Logistic Regression- la possiamo usare perchè la probabilità della classe rispetto agli attributi ha più o meno una relazione monotona decescente" version="" />
<node id="11" name="Box Plot" position="(795.0, -82.0)" project_name="Orange3" qualified_name="Orange.widgets.visualize.owboxplot.OWBoxPlot" title="Box Plot" version="" />
<node id="12" name="Distributions" position="(927.0, -63.0)" project_name="Orange3" qualified_name="Orange.widgets.visualize.owdistributions.OWDistributions" title="Distributions (1)" version="" />
<node id="13" name="Test & Score" position="(1353.0, 688.0)" project_name="Orange3" qualified_name="Orange.widgets.evaluate.owtestlearners.OWTestLearners" title="Test & Score SENZA FS" version="" />
<node id="14" name="Data Table" position="(348.0, 368.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owtable.OWDataTable" title="Data Table" version="" />
<node id="15" name="Select Columns" position="(80.0, 294.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owselectcolumns.OWSelectAttributes" title="Select Columns, elimino attributo fbs perchè l'analisi grafica ha mostrato che è un attributo con poca variabilità" version="" />
<node id="16" name="Test & Score" position="(1353.0, 502.0)" project_name="Orange3" qualified_name="Orange.widgets.evaluate.owtestlearners.OWTestLearners" title="Test & Score UNSUPERVISED" version="" />
<node id="17" name="Box Plot" position="(261.0, -19.0)" project_name="Orange3" qualified_name="Orange.widgets.visualize.owboxplot.OWBoxPlot" title="Box Plot (1)" version="" />
<node id="18" name="SVM" position="(896.0, 631.0)" project_name="Orange3" qualified_name="Orange.widgets.model.owsvm.OWSVM" title="SVM, come faccio a tunare il parametro c prendenodo un dataset di validation??" version="" />
<node id="19" name="Scatter Plot" position="(276.0, -131.0)" project_name="Orange3" qualified_name="Orange.widgets.visualize.owscatterplot.OWScatterPlot" title="Scatter Plot" version="" />
<node id="20" name="Data Table" position="(249.0, 116.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owtable.OWDataTable" title="Data Table (1)" version="" />
<node id="21" name="Select Columns" position="(752.0, 214.0)" project_name="Orange3" qualified_name="Orange.widgets.data.owselectcolumns.OWSelectAttributes" title="Select Columns RELIEF" version="" />
<node id="22" name="Test & Score" position="(941.0, 45.0)" project_name="Orange3" qualified_name="Orange.widgets.evaluate.owtestlearners.OWTestLearners" title="Test & Score" version="" />
<node id="23" name="kNN" position="(829.0, 116.0)" project_name="Orange3" qualified_name="Orange.widgets.model.owknn.OWKNNLearner" title="kNN" version="" />
</nodes>
<links>
<link enabled="true" id="0" sink_channel="Data" sink_node_id="2" source_channel="Data" source_node_id="0" />
<link enabled="true" id="1" sink_channel="Learner" sink_node_id="7" source_channel="Learner" source_node_id="6" />
<link enabled="true" id="2" sink_channel="Learner" sink_node_id="7" source_channel="Learner" source_node_id="5" />
<link enabled="true" id="3" sink_channel="Data" sink_node_id="1" source_channel="Data" source_node_id="0" />
<link enabled="true" id="4" sink_channel="Learner" sink_node_id="7" source_channel="Learner" source_node_id="8" />
<link enabled="true" id="5" sink_channel="Learner" sink_node_id="7" source_channel="Learner" source_node_id="10" />
<link enabled="true" id="6" sink_channel="Data" sink_node_id="11" source_channel="Reduced Data" source_node_id="4" />
<link enabled="true" id="7" sink_channel="Data" sink_node_id="12" source_channel="Reduced Data" source_node_id="4" />
<link enabled="true" id="8" sink_channel="Data" sink_node_id="14" source_channel="Data" source_node_id="9" />
<link enabled="true" id="9" sink_channel="Data" sink_node_id="3" source_channel="Data" source_node_id="14" />
<link enabled="true" id="10" sink_channel="Data" sink_node_id="15" source_channel="Data" source_node_id="0" />
<link enabled="true" id="11" sink_channel="Data" sink_node_id="9" source_channel="Data" source_node_id="15" />
<link enabled="true" id="12" sink_channel="Data" sink_node_id="13" source_channel="Data" source_node_id="0" />
<link enabled="true" id="13" sink_channel="Learner" sink_node_id="16" source_channel="Learner" source_node_id="5" />
<link enabled="true" id="14" sink_channel="Learner" sink_node_id="16" source_channel="Learner" source_node_id="10" />
<link enabled="true" id="15" sink_channel="Learner" sink_node_id="16" source_channel="Learner" source_node_id="8" />
<link enabled="true" id="16" sink_channel="Learner" sink_node_id="16" source_channel="Learner" source_node_id="6" />
<link enabled="true" id="17" sink_channel="Data" sink_node_id="16" source_channel="Data" source_node_id="14" />
<link enabled="true" id="18" sink_channel="Learner" sink_node_id="13" source_channel="Learner" source_node_id="10" />
<link enabled="true" id="19" sink_channel="Learner" sink_node_id="13" source_channel="Learner" source_node_id="8" />
<link enabled="true" id="20" sink_channel="Learner" sink_node_id="13" source_channel="Learner" source_node_id="6" />
<link enabled="true" id="21" sink_channel="Learner" sink_node_id="13" source_channel="Learner" source_node_id="5" />
<link enabled="true" id="22" sink_channel="Data" sink_node_id="17" source_channel="Data" source_node_id="0" />
<link enabled="true" id="23" sink_channel="Data" sink_node_id="4" source_channel="Remaining Data" source_node_id="3" />
<link enabled="true" id="24" sink_channel="Data" sink_node_id="19" source_channel="Data" source_node_id="0" />
<link enabled="true" id="25" sink_channel="Data" sink_node_id="20" source_channel="Data" source_node_id="0" />
<link enabled="true" id="26" sink_channel="Data" sink_node_id="21" source_channel="Data Sample" source_node_id="3" />
<link enabled="true" id="27" sink_channel="Data" sink_node_id="7" source_channel="Data" source_node_id="21" />
<link enabled="true" id="28" sink_channel="Data" sink_node_id="22" source_channel="Reduced Data" source_node_id="4" />
<link enabled="true" id="29" sink_channel="Learner" sink_node_id="22" source_channel="Learner" source_node_id="23" />
</links>
<annotations />
<thumbnail />
<node_properties>
<properties format="pickle" node_id="0">gAN9cQAoWAYAAABzb3VyY2VxAUsAWAsAAABzaGVldF9uYW1lc3ECfXEDWAsAAAByZWNlbnRfdXJs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</properties>
<properties format="pickle" node_id="1">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQJjT3JhbmdlLndpZGdldHMuc2V0dGluZ3MK
Q29udGV4dApxAymBcQR9cQUoWAoAAABhdHRyaWJ1dGVzcQZ9cQcoWAMAAABzZXhxCF1xCShYAwAA
ADAuMHEKWAMAAAAxLjBxC2VYAgAAAGNwcQxdcQ0oWAMAAAAxLjBxDlgDAAAAMi4wcQ9YAwAAADMu
MHEQWAMAAAA0LjBxEWVYAwAAAGZic3ESXXETKGgKaAtlWAgAAAB0cmVzdGJwc3EUSwJYAwAAAG51
bXEVXXEWKFgDAAAAMC4wcRdYAwAAADEuMHEYWAMAAAAyLjBxGVgDAAAAMy4wcRpYAwAAADQuMHEb
ZVgEAAAAY2hvbHEcSwJYBwAAAHRoYWxhY2hxHUsCWAMAAABhZ2VxHksCWAIAAABjYXEfSwJYBwAA
AG9sZHBlYWtxIEsCWAUAAABzbG9wZXEhXXEiKFgDAAAAMS4wcSNYAwAAADIuMHEkWAMAAAAzLjBx
JWVYBwAAAHJlc3RlY2dxJl1xJyhYAwAAADAuMHEoWAMAAAAxLjBxKVgDAAAAMi4wcSplWAQAAAB0
aGFscStdcSwoWAMAAAAzLjBxLVgDAAAANi4wcS5YAwAAADcuMHEvZVgFAAAAZXhhbmdxMF1xMSho
CmgLZXVYBgAAAHZhbHVlc3EyfXEzKFgMAAAAdmFyaWFibGVfaWR4cTRLDEr+////hnE1WAwAAABn
cm91cHZhcl9pZHhxNksASv7///+GcTdYCwAAAF9fdmVyc2lvbl9fcThLAVgJAAAAc2hvd19wcm9i
cTlLAEr+////hnE6dVgEAAAAdGltZXE7R0HWS/dE+7+MWAUAAABtZXRhc3E8fXE9WA4AAABvcmRl
cmVkX2RvbWFpbnE+XXE/KGgeSwKGcUBoCEsBhnFBaAxLAYZxQmgUSwKGcUNoHEsChnFEaBJLAYZx
RWgmSwGGcUZoHUsChnFHaDBLAYZxSGggSwKGcUloIUsBhnFKaB9LAoZxS2grSwGGcUxoFUsBhnFN
ZXViYVgJAAAAZGlzY19jb250cU6IWBMAAABzYXZlZFdpZGdldEdlb21ldHJ5cU9DLgHZ0MsAAQAA
AAAA0wAAAF0AAAQYAAACcQAAANMAAABzAAAEGAAAAnEAAAAAAABxUFgNAAAAcmVsYXRpdmVfZnJl
cXFRiVgPAAAAc21vb3RoaW5nX2luZGV4cVJLCmg4SwF1Lg==
</properties>
<properties format="pickle" node_id="2">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQJjT3JhbmdlLndpZGdldHMuc2V0dGluZ3MK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</properties>
<properties format="literal" node_id="3">{'number_of_folds': 5, 'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x01C\x00\x00\x00\x92\x00\x00\x02<\x00\x00\x02\x99\x00\x00\x01C\x00\x00\x00\xa8\x00\x00\x02<\x00\x00\x02\x99\x00\x00\x00\x00\x00\x00', 'selectedFold': 5, 'replacement': False, 'sampling_type': 0, '__version__': 1, 'use_seed': False, 'sql_dl': False, 'sampleSizeNumber': 1, 'sampleSizeSqlTime': 1, 'sampleSizeSqlPercentage': 0.1, 'sampleSizePercentage': 70, 'stratify': True}</properties>
<properties format="pickle" node_id="4">gAN9cQAoWAsAAABoZWFkZXJTdGF0ZXEBXXECKEPXAAAA/wAAAAAAAAABAAAAAQAAAAYBAAAAAAAA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</properties>
<properties format="literal" node_id="5">{'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x01\xea\x00\x00\x011\x00\x00\x03*\x00\x00\x01\xca\x00\x00\x01\xea\x00\x00\x01G\x00\x00\x03*\x00\x00\x01\xca\x00\x00\x00\x00\x00\x00', 'auto_apply': True, '__version__': 1, 'learner_name': 'Constant'}</properties>
<properties format="literal" node_id="6">{'max_features': 5, 'use_max_features': False, 'index_output': 0, 'max_depth': 3, 'use_random_state': False, 'use_max_depth': False, '__version__': 1, 'n_estimators': 100, 'use_min_samples_split': True, 'min_samples_split': 5, 'random_state': 0, 'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x01\xc1\x00\x00\x00\xb3\x00\x00\x03R\x00\x00\x02H\x00\x00\x01\xc1\x00\x00\x00\xc9\x00\x00\x03R\x00\x00\x02H\x00\x00\x00\x00\x00\x00', 'learner_name': 'Random Forest', 'auto_apply': True}</properties>
<properties format="pickle" node_id="7">gAN9cQAoWAkAAABuX3JlcGVhdHNxAUsDWAcAAABuX2ZvbGRzcQJLA1gQAAAAY29udGV4dF9zZXR0
aW5nc3EDXXEEY09yYW5nZS53aWRnZXRzLnNldHRpbmdzCkNvbnRleHQKcQUpgXEGfXEHKFgGAAAA
dmFsdWVzcQh9cQkoWA8AAABjbGFzc19zZWxlY3Rpb25xClgWAAAAKEF2ZXJhZ2Ugb3ZlciBjbGFz
c2VzKXELWAsAAABfX3ZlcnNpb25fX3EMSwF1WAQAAAB0aW1lcQ1HQdZL/N5dQjVYBwAAAGNsYXNz
ZXNxDl1xDyhYAwAAADAuMHEQWAMAAAAxLjBxEVgDAAAAMi4wcRJYAwAAADMuMHETWAMAAAA0LjBx
FGV1YmFYDQAAAGN2X3N0cmF0aWZpZWRxFYhYEgAAAHNodWZmbGVfc3RyYXRpZmllZHEWiFgTAAAA
c2F2ZWRXaWRnZXRHZW9tZXRyeXEXQy4B2dDLAAEAAAAAAeEAAAFuAAAEqAAAAx8AAAHhAAABhAAA
BKgAAAMfAAAAAAAAcRhYCgAAAHJlc2FtcGxpbmdxGUsAWAsAAABzYW1wbGVfc2l6ZXEaSwpoDEsB
dS4=
</properties>
<properties format="literal" node_id="8">{'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x01\xd6\x00\x00\x01\x1a\x00\x00\x03\x16\x00\x00\x01\xb3\x00\x00\x01\xd6\x00\x00\x010\x00\x00\x03\x16\x00\x00\x01\xb3\x00\x00\x00\x00\x00\x00', 'auto_apply': True, '__version__': 1, 'learner_name': 'Naive Bayes'}</properties>
<properties format="pickle" node_id="9">gAN9cQAoWBUAAABfZGVmYXVsdF9tZXRob2RfaW5kZXhxAUsCWAoAAABhdXRvY29tbWl0cQKJWBMA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</properties>
<properties format="literal" node_id="10">{'penalty_type': 0, 'C_index': 44, 'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x01]\x00\x00\x01S\x00\x00\x02\x9d\x00\x00\x02p\x00\x00\x01]\x00\x00\x01i\x00\x00\x02\x9d\x00\x00\x02p\x00\x00\x00\x00\x00\x00', 'learner_name': 'Logistic Regression', '__version__': 1, 'auto_apply': True}</properties>
<properties format="pickle" node_id="11">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQIoY09yYW5nZS53aWRnZXRzLnNldHRpbmdz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</properties>
<properties format="pickle" node_id="12">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQIoY09yYW5nZS53aWRnZXRzLnNldHRpbmdz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</properties>
<properties format="pickle" node_id="13">gAN9cQAoWAkAAABuX3JlcGVhdHNxAUsDWAcAAABuX2ZvbGRzcQJLAlgQAAAAY29udGV4dF9zZXR0
aW5nc3EDXXEEY09yYW5nZS53aWRnZXRzLnNldHRpbmdzCkNvbnRleHQKcQUpgXEGfXEHKFgGAAAA
dmFsdWVzcQh9cQkoWA8AAABjbGFzc19zZWxlY3Rpb25xClgWAAAAKEF2ZXJhZ2Ugb3ZlciBjbGFz
c2VzKXELWAsAAABfX3ZlcnNpb25fX3EMSwF1WAQAAAB0aW1lcQ1HQdZL90UY/d9YBwAAAGNsYXNz
ZXNxDl1xDyhYAwAAADAuMHEQWAMAAAAxLjBxEVgDAAAAMi4wcRJYAwAAADMuMHETWAMAAAA0LjBx
FGV1YmFYDQAAAGN2X3N0cmF0aWZpZWRxFYhYEgAAAHNodWZmbGVfc3RyYXRpZmllZHEWiFgTAAAA
c2F2ZWRXaWRnZXRHZW9tZXRyeXEXQy4B2dDLAAEAAAAAAdgAAAIWAAAEngAAA8IAAAHYAAACLAAA
BJ4AAAPCAAAAAAAAcRhYCgAAAHJlc2FtcGxpbmdxGUsAWAsAAABzYW1wbGVfc2l6ZXEaSwpoDEsB
dS4=
</properties>
<properties format="pickle" node_id="14">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQIoY09yYW5nZS53aWRnZXRzLnNldHRpbmdz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</properties>
<properties format="pickle" node_id="15">gAN9cQAoWAsAAABhdXRvX2NvbW1pdHEBiFgTAAAAc2F2ZWRXaWRnZXRHZW9tZXRyeXECQy4B2dDL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</properties>
<properties format="pickle" node_id="16">gAN9cQAoWAkAAABuX3JlcGVhdHNxAUsDWAcAAABuX2ZvbGRzcQJLAlgQAAAAY29udGV4dF9zZXR0
aW5nc3EDXXEEY09yYW5nZS53aWRnZXRzLnNldHRpbmdzCkNvbnRleHQKcQUpgXEGfXEHKFgGAAAA
dmFsdWVzcQh9cQkoWA8AAABjbGFzc19zZWxlY3Rpb25xClgWAAAAKEF2ZXJhZ2Ugb3ZlciBjbGFz
c2VzKXELWAsAAABfX3ZlcnNpb25fX3EMSwF1WAQAAAB0aW1lcQ1HQdZL90WakJtYBwAAAGNsYXNz
ZXNxDl1xDyhYAwAAADAuMHEQWAMAAAAxLjBxEVgDAAAAMi4wcRJYAwAAADMuMHETWAMAAAA0LjBx
FGV1YmFYDQAAAGN2X3N0cmF0aWZpZWRxFYhYEgAAAHNodWZmbGVfc3RyYXRpZmllZHEWiFgTAAAA
c2F2ZWRXaWRnZXRHZW9tZXRyeXEXQy4B2dDLAAEAAAAAAdEAAAGWAAAETQAAAx8AAAHRAAABrAAA
BE0AAAMfAAAAAAAAcRhYCgAAAHJlc2FtcGxpbmdxGUsAWAsAAABzYW1wbGVfc2l6ZXEaSwpoDEsB
dS4=
</properties>
<properties format="pickle" node_id="17">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQJjT3JhbmdlLndpZGdldHMuc2V0dGluZ3MK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</properties>
<properties format="literal" node_id="18">{'kernel_type': 0, 'degree': 3, 'auto_apply': True, 'limit_iter': True, 'C': 1.0, 'learner_name': 'SVM', '__version__': 1, 'nu': 0.5, 'svm_type': 0, 'gamma': 0.0, 'max_iter': 100, 'epsilon': 0.1, 'nu_C': 1.0, 'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x02\xf8\x00\x00\x00j\x00\x00\x04>\x00\x00\x02\x98\x00\x00\x02\xf8\x00\x00\x00\x80\x00\x00\x04>\x00\x00\x02\x98\x00\x00\x00\x00\x00\x00', 'tol': 0.001, 'coef0': 0.0}</properties>
<properties format="pickle" node_id="19">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQJjT3JhbmdlLndpZGdldHMuc2V0dGluZ3MK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=
</properties>
<properties format="pickle" node_id="20">gAN9cQAoWBAAAABjb250ZXh0X3NldHRpbmdzcQFdcQJjT3JhbmdlLndpZGdldHMuc2V0dGluZ3MK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</properties>
<properties format="pickle" node_id="21">gAN9cQAoWAsAAABhdXRvX2NvbW1pdHEBiFgTAAAAc2F2ZWRXaWRnZXRHZW9tZXRyeXECQy4B2dDL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</properties>
<properties format="pickle" node_id="22">gAN9cQAoWAkAAABuX3JlcGVhdHNxAUsDWAcAAABuX2ZvbGRzcQJLAlgQAAAAY29udGV4dF9zZXR0
aW5nc3EDXXEEY09yYW5nZS53aWRnZXRzLnNldHRpbmdzCkNvbnRleHQKcQUpgXEGfXEHKFgGAAAA
dmFsdWVzcQh9cQkoWA8AAABjbGFzc19zZWxlY3Rpb25xClgWAAAAKEF2ZXJhZ2Ugb3ZlciBjbGFz
c2VzKXELWAsAAABfX3ZlcnNpb25fX3EMSwF1WAQAAAB0aW1lcQ1HQdZL/Jk4u9xYBwAAAGNsYXNz
ZXNxDl1xDyhYAwAAADAuMHEQWAMAAAAxLjBxEVgDAAAAMi4wcRJYAwAAADMuMHETWAMAAAA0LjBx
FGV1YmFYDQAAAGN2X3N0cmF0aWZpZWRxFYhYEgAAAHNodWZmbGVfc3RyYXRpZmllZHEWiFgTAAAA
c2F2ZWRXaWRnZXRHZW9tZXRyeXEXQy4B2dDLAAEAAAAAAecAAAFRAAAEYwAAAvwAAAHnAAABZwAA
BGMAAAL8AAAAAAAAcRhYCgAAAHJlc2FtcGxpbmdxGUsAWAsAAABzYW1wbGVfc2l6ZXEaSwpoDEsB
dS4=
</properties>
<properties format="literal" node_id="23">{'n_neighbors': 11, 'weight_index': 0, 'metric_index': 0, 'savedWidgetGeometry': b'\x01\xd9\xd0\xcb\x00\x01\x00\x00\x00\x00\x00\xea\x00\x00\x00\x8d\x00\x00\x02*\x00\x00\x01\xa8\x00\x00\x00\xea\x00\x00\x00\xa3\x00\x00\x02*\x00\x00\x01\xa8\x00\x00\x00\x00\x00\x00', 'auto_apply': True, '__version__': 1, 'learner_name': 'kNN'}</properties>
</node_properties>
</scheme>