1
��=== Run information ===
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Scheme:       weka.classifiers.functions.MultilayerPerceptron -L 0.2 -M 0.2 -N 2500 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3
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Relation:     zse_export_RIVP-R-A-features
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Instances:    1759
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Attributes:   7
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13
              rsi
14

15
              mfi
16

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              ema
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19
              so
20

21
              macd
22

23
              sl
24

25
              cl_p
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27
Test mode:    split 70.0% train, remainder test
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=== Classifier model (full training set) ===
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Linear Node 0
36

37
    Inputs    Weights
38

39
    Threshold    1.1435682933808646
40

41
    Node 1    -1.5696573144015644
42

43
    Node 2    -0.9895949287874185
44

45
    Node 3    -1.5073481143133294
46

47
Sigmoid Node 1
48

49
    Inputs    Weights
50

51
    Threshold    0.9251603038811066
52

53
    Attrib rsi    -1.3500174608168987
54

55
    Attrib mfi    0.07587726705640689
56

57
    Attrib ema    -2.840112397384191
58

59
    Attrib so    -0.038091091130967356
60

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    Attrib macd    0.2242940865808909
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    Attrib sl    -0.1068492029080801
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Sigmoid Node 2
66

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    Inputs    Weights
68

69
    Threshold    -3.2906421889719737
70

71
    Attrib rsi    0.2580963415434811
72

73
    Attrib mfi    -0.03497886686914863
74

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    Attrib ema    -3.6841408051495015
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77
    Attrib so    -0.016944827097062073
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79
    Attrib macd    -0.3545791882902847
80

81
    Attrib sl    0.6320106222701478
82

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Sigmoid Node 3
84

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    Inputs    Weights
86

87
    Threshold    -6.632647385110652
88

89
    Attrib rsi    -5.209413324094975
90

91
    Attrib mfi    1.4098580018215068
92

93
    Attrib ema    0.7904029328780877
94

95
    Attrib so    0.02666888804964509
96

97
    Attrib macd    0.15746410920441764
98

99
    Attrib sl    -0.23227014687521536
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Class 
102

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    Input
104

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    Node 0
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Time taken to build model: 14.02 seconds
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=== Predictions on test split ===
116

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    inst#     actual  predicted      error
120

121
        1     20.05      20.015     -0.035 
122

123
        2     20.43      20.153     -0.277 
124

125
        3     20.49      20.085     -0.405 
126

127
        4     20.1       20.086     -0.014 
128

129
        5     19.94      20.114      0.174 
130

131
        6     19.79      20.271      0.481 
132

133
        7     19.72      20.119      0.399 
134

135
        8     19.72      19.871      0.151 
136

137
        9     19.73      20.015      0.285 
138

139
       10     19.55      19.738      0.188 
140

141
       11     19.55      19.132     -0.418 
142

143
       12     19.53      18.832     -0.698 
144

145
       13     19.51      18.821     -0.689 
146

147
       14     19.43      18.492     -0.938 
148

149
       15     19.3       17.861     -1.439 
150

151
       16     19.19      17.019     -2.171 
152

153
       17     19.3       16.377     -2.923 
154

155
       18     19.48      17.46      -2.02  
156

157
       19     19.58      17.662     -1.918 
158

159
       20     19.5       17.48      -2.02  
160

161
       21     19.5       17.623     -1.877 
162

163
       22     19.5       17.273     -2.227 
164

165
       23     19.4       17.326     -2.074 
166

167
       24     19.26      16.811     -2.449 
168

169
       25     19.39      16.453     -2.937 
170

171
       26     19.49      17.435     -2.055 
172

173
       27     19.9       17.571     -2.329 
174

175
       28     20.36      16.286     -4.074 
176

177
       29     20.07      16.113     -3.957 
178

179
       30     19.6       18.05      -1.55  
180

181
       31     19.6       19.05      -0.55  
182

183
       32     19.51      19.007     -0.503 
184

185
       33     19.57      18.973     -0.597 
186

187
       34     19.87      18.924     -0.946 
188

189
       35     19.61      17.876     -1.734 
190

191
       36     19.67      18.981     -0.689 
192

193
       37     19.7       18.983     -0.717 
194

195
       38     20         18.933     -1.067 
196

197
       39     19.94      18.222     -1.718 
198

199
       40     20.2       18.788     -1.412 
200

201
       41     20.5       17.681     -2.819 
202

203
       42     20.69      16.295     -4.395 
204

205
       43     20.42      14.871     -5.549 
206

207
       44     20.7       18.078     -2.622 
208

209
       45     20.45      18.693     -1.757 
210

211
       46     20.4       19.884     -0.516 
212

213
       47     20.24      19.857     -0.383 
214

215
       48     20.04      19.784     -0.256 
216

217
       49     19.99      19.515     -0.475 
218

219
       50     20.12      19.481     -0.639 
220

221
       51     19.96      19.788     -0.172 
222

223
       52     20.11      19.351     -0.759 
224

225
       53     20         19.746     -0.254 
226

227
       54     19.9       19.489     -0.411 
228

229
       55     19.66      19.158     -0.502 
230

231
       56     19.7       18.322     -1.378 
232

233
       57     19.6       18.278     -1.322 
234

235
       58     19.5       17.902     -1.598 
236

237
       59     19.65      17.592     -2.058 
238

239
       60     19.5       18.111     -1.389 
240

241
       61     19.52      17.683     -1.837 
242

243
       62     19.5       17.796     -1.704 
244

245
       63     19.59      17.763     -1.827 
246

247
       64     19.3       17.955     -1.345 
248

249
       65     19.14      13.657     -5.483 
250

251
       66     18.95      12.653     -6.297 
252

253
       67     18.84      11.182     -7.658 
254

255
       68     18.83      10.305     -8.525 
256

257
       69     19.37       9.97      -9.4   
258

259
       70     19.4       17.089     -2.311 
260

261
       71     18.96      16.63      -2.33  
262

263
       72     19         14.143     -4.857 
264

265
       73     19.25      14.321     -4.929 
266

267
       74     19.11      16.665     -2.445 
268

269
       75     19.12      15.762     -3.358 
270

271
       76     19.11      15.489     -3.621 
272

273
       77     19.18      15.083     -4.097 
274

275
       78     19.4       15.908     -3.492 
276

277
       79     19.2       17.015     -2.185 
278

279
       80     19.37      15.467     -3.903 
280

281
       81     19.19      16.472     -2.718 
282

283
       82     19.15      14.568     -4.582 
284

285
       83     19.16      15.291     -3.869 
286

287
       84     19.15      16.866     -2.284 
288

289
       85     19.04      17.098     -1.942 
290

291
       86     19.5       16.447     -3.053 
292

293
       87     19.24      17.447     -1.793 
294

295
       88     19.8       18.303     -1.497 
296

297
       89     19.55      18.186     -1.364 
298

299
       90     19.1       18.385     -0.715 
300

301
       91     19.3       18.648     -0.652 
302

303
       92     19.1       18.5       -0.6   
304

305
       93     19.11      18.618     -0.492 
306

307
       94     19.1       18.442     -0.658 
308

309
       95     19.2       18.445     -0.755 
310

311
       96     19.07      18.456     -0.614 
312

313
       97     19.4       18.476     -0.924 
314

315
       98     19.3       18.428     -0.872 
316

317
       99     19         18.371     -0.629 
318

319
      100     19.05      18.559     -0.491 
320

321
      101     19.43      18.488     -0.942 
322

323
      102     19.1       17.666     -1.434 
324

325
      103     19.2       18.339     -0.861 
326

327
      104     19.55      18.236     -1.314 
328

329
      105     19.88      17.829     -2.051 
330

331
      106     20.5       17.339     -3.161 
332

333
      107     20.36      16.592     -3.768 
334

335
      108     20.34      18.007     -2.333 
336

337
      109     20.66      17.933     -2.727 
338

339
      110     20.61      17.466     -3.144 
340

341
      111     20.89      18.081     -2.809 
342

343
      112     20.5       17.842     -2.658 
344

345
      113     20.7       19.788     -0.912 
346

347
      114     20.55      19.475     -1.075 
348

349
      115     20.55      20.242     -0.308 
350

351
      116     20.85      20.44      -0.41  
352

353
      117     20.75      20.386     -0.364 
354

355
      118     20.73      20.483     -0.247 
356

357
      119     20.75      20.188     -0.562 
358

359
      120     20.45      19.893     -0.557 
360

361
      121     20.42      19.99      -0.43  
362

363
      122     20.67      19.255     -1.415 
364

365
      123     20.31      18.732     -1.578 
366

367
      124     20.3       19.885     -0.415 
368

369
      125     20.21      19.21      -1     
370

371
      126     20.22      19.216     -1.004 
372

373
      127     20.18      19.501     -0.679 
374

375
      128     20.12      19.72      -0.4   
376

377
      129     20.06      19.269     -0.791 
378

379
      130     20.1       19.033     -1.067 
380

381
      131     20.15      18.88      -1.27  
382

383
      132     20.17      18.939     -1.231 
384

385
      133     20.08      19.211     -0.869 
386

387
      134     20.27      19.209     -1.061 
388

389
      135     20.47      18.924     -1.546 
390

391
      136     20.58      18.536     -2.044 
392

393
      137     20.45      18.1       -2.35  
394

395
      138     20.44      19.009     -1.431 
396

397
      139     20.52      19.278     -1.242 
398

399
      140     20.7       19.182     -1.518 
400

401
      141     20.78      18.462     -2.318 
402

403
      142     20.8       18.976     -1.824 
404

405
      143     20.56      18.142     -2.418 
406

407
      144     20.73      19.758     -0.972 
408

409
      145     20.77      19.198     -1.572 
410

411
      146     20.68      19.115     -1.565 
412

413
      147     20.5       19.427     -1.073 
414

415
      148     20.53      19.963     -0.567 
416

417
      149     20.8       19.797     -1.003 
418

419
      150     20.72      18.372     -2.348 
420

421
      151     20.79      18.766     -2.024 
422

423
      152     20.6       19.11      -1.49  
424

425
      153     20.36      20.114     -0.246 
426

427
      154     20.63      19.997     -0.633 
428

429
      155     20.63      19.619     -1.011 
430

431
      156     20.67      19.399     -1.271 
432

433
      157     20.96      19.6       -1.36  
434

435
      158     20.83      19.605     -1.225 
436

437
      159     21.1       19.728     -1.372 
438

439
      160     21.3       19.182     -2.118 
440

441
      161     21.77      19.527     -2.243 
442

443
      162     21.89      19.263     -2.627 
444

445
      163     23         18.946     -4.054 
446

447
      164     23.83      22.611     -1.219 
448

449
      165     23.45      26.916      3.466 
450

451
      166     22.55      20.153     -2.397 
452

453
      167     22.78      21.68      -1.1   
454

455
      168     23.19      20.194     -2.996 
456

457
      169     23         19.494     -3.506 
458

459
      170     22.81      20.317     -2.493 
460

461
      171     22.7       21.376     -1.324 
462

463
      172     22.55      21.937     -0.613 
464

465
      173     22.47      22.489      0.019 
466

467
      174     22.68      22.498     -0.182 
468

469
      175     22.8       21.17      -1.63  
470

471
      176     22.74      19.9       -2.84  
472

473
      177     22.57      19.048     -3.522 
474

475
      178     22.25      18.467     -3.783 
476

477
      179     22.35      19.125     -3.225 
478

479
      180     22.5       16.735     -5.765 
480

481
      181     22.45      17.044     -5.406 
482

483
      182     22.39      18.917     -3.473 
484

485
      183     22.55      18.502     -4.048 
486

487
      184     22.55      18.495     -4.055 
488

489
      185     22.55      19.626     -2.924 
490

491
      186     22.55      19.832     -2.718 
492

493
      187     22.55      20.524     -2.026 
494

495
      188     22.5       21.022     -1.478 
496

497
      189     22.53      21.518     -1.012 
498

499
      190     22.39      21.513     -0.877 
500

501
      191     22.3       22.458      0.158 
502

503
      192     21.08      22.452      1.372 
504

505
      193     21.75       8.13     -13.62  
506

507
      194     21.4       15.149     -6.251 
508

509
      195     21.5       14.236     -7.264 
510

511
      196     21.5       14.922     -6.578 
512

513
      197     21.49      14.172     -7.318 
514

515
      198     21.27      14.374     -6.896 
516

517
      199     21.37      12.896     -8.474 
518

519
      200     21.56      13.547     -8.013 
520

521
      201     21.5       16.029     -5.471 
522

523
      202     21.41      15.529     -5.881 
524

525
      203     21.75      14.697     -7.053 
526

527
      204     22         18.7       -3.3   
528

529
      205     22.34      20.151     -2.189 
530

531
      206     22.48      21.31      -1.17  
532

533
      207     22.2       21.866     -0.334 
534

535
      208     22.1       21.506     -0.594 
536

537
      209     21.55      21.025     -0.525 
538

539
      210     21.51      17.711     -3.799 
540

541
      211     21.42      18.491     -2.929 
542

543
      212     21.5       17.349     -4.151 
544

545
      213     21.7       17.994     -3.706 
546

547
      214     21.98      21.077     -0.903 
548

549
      215     21.67      22.378      0.708 
550

551
      216     21.8       20.853     -0.947 
552

553
      217     21.47      21.703      0.233 
554

555
      218     22.02      20.384     -1.636 
556

557
      219     22.15      21.556     -0.594 
558

559
      220     22.07      21.123     -0.947 
560

561
      221     22.81      20.854     -1.956 
562

563
      222     22.93      19.793     -3.137 
564

565
      223     23.31      20.45      -2.86  
566

567
      224     23.48      20.162     -3.318 
568

569
      225     23.87      21.045     -2.825 
570

571
      226     23.1       20.523     -2.577 
572

573
      227     23.2       22.831     -0.369 
574

575
      228     23.19      22.259     -0.931 
576

577
      229     23.6       21.856     -1.744 
578

579
      230     23.57      21.067     -2.503 
580

581
      231     23.46      21.679     -1.781 
582

583
      232     23.91      23.167     -0.743 
584

585
      233     24.01      22.013     -1.997 
586

587
      234     24.13      21.931     -2.199 
588

589
      235     24.51      21.346     -3.164 
590

591
      236     24         20.011     -3.989 
592

593
      237     24.16      21.985     -2.175 
594

595
      238     23.7       18.585     -5.115 
596

597
      239     23.96      20.46      -3.5   
598

599
      240     24.15      18.164     -5.986 
600

601
      241     24.13      18.516     -5.614 
602

603
      242     23.75      19.695     -4.055 
604

605
      243     23.83      22.48      -1.35  
606

607
      244     23.9       22.091     -1.809 
608

609
      245     23.9       21.593     -2.307 
610

611
      246     23.71      21.381     -2.329 
612

613
      247     23.36      21.845     -1.515 
614

615
      248     23.3       23.246     -0.054 
616

617
      249     23.57      22.924     -0.646 
618

619
      250     23.54      21.162     -2.378 
620

621
      251     23.6       22.379     -1.221 
622

623
      252     23.63      23.083     -0.547 
624

625
      253     23.73      23.485     -0.245 
626

627
      254     23.55      23.314     -0.236 
628

629
      255     23.38      23.328     -0.052 
630

631
      256     23.76      23.149     -0.611 
632

633
      257     23.94      22.862     -1.078 
634

635
      258     24         22.678     -1.322 
636

637
      259     23.75      22.934     -0.816 
638

639
      260     23.84      23.22      -0.62  
640

641
      261     23.75      22.999     -0.751 
642

643
      262     23.88      23.663     -0.217 
644

645
      263     23.64      23.922      0.282 
646

647
      264     23.77      23.644     -0.126 
648

649
      265     23.64      24.075      0.435 
650

651
      266     23.65      24.185      0.535 
652

653
      267     23.6       24.14       0.54  
654

655
      268     23.66      24.133      0.473 
656

657
      269     23.41      24.101      0.691 
658

659
      270     23.6       23.634      0.034 
660

661
      271     23.74      24.093      0.353 
662

663
      272     23.62      23.446     -0.174 
664

665
      273     23.6       23.341     -0.259 
666

667
      274     23.65      23.489     -0.161 
668

669
      275     23.55      23.355     -0.195 
670

671
      276     23.36      22.935     -0.425 
672

673
      277     23.5       21.345     -2.155 
674

675
      278     23.95      21.673     -2.277 
676

677
      279     24.07      22.466     -1.604 
678

679
      280     23.78      23.051     -0.729 
680

681
      281     23.76      23.308     -0.452 
682

683
      282     23.63      23.335     -0.295 
684

685
      283     23.82      22.95      -0.87  
686

687
      284     23.66      23.507     -0.153 
688

689
      285     23.72      23.144     -0.576 
690

691
      286     23.66      23.33      -0.33  
692

693
      287     23.25      23.176     -0.074 
694

695
      288     22.86      20.032     -2.828 
696

697
      289     22.4       15.239     -7.161 
698

699
      290     22.81      11.877    -10.933 
700

701
      291     22.5       17.195     -5.305 
702

703
      292     22.6       15.578     -7.022 
704

705
      293     22.93      17.426     -5.504 
706

707
      294     22.78      21.382     -1.398 
708

709
      295     22.88      20.302     -2.578 
710

711
      296     22.98      20.447     -2.533 
712

713
      297     22.85      20.784     -2.066 
714

715
      298     22.85      20.048     -2.802 
716

717
      299     22.86      19.834     -3.026 
718

719
      300     22.92      19.313     -3.607 
720

721
      301     22.77      19.795     -2.975 
722

723
      302     22.77      18.05      -4.72  
724

725
      303     22.8       18.012     -4.788 
726

727
      304     22.82      15.935     -6.885 
728

729
      305     23.02      16.752     -6.268 
730

731
      306     22.92      18.644     -4.276 
732

733
      307     22.9       18.656     -4.244 
734

735
      308     22.93      21.513     -1.417 
736

737
      309     23.32      21.861     -1.459 
738

739
      310     23.2       22.806     -0.394 
740

741
      311     22.97      23.558      0.588 
742

743
      312     22.9       23.348      0.448 
744

745
      313     22.87      23.145      0.275 
746

747
      314     23         22.923     -0.077 
748

749
      315     22.82      23.335      0.515 
750

751
      316     22.9       22.712     -0.188 
752

753
      317     23.09      23.022     -0.068 
754

755
      318     23.25      23.235     -0.015 
756

757
      319     23.3       22.165     -1.135 
758

759
      320     23.31      21.756     -1.554 
760

761
      321     23.35      22.554     -0.796 
762

763
      322     23.43      22.237     -1.193 
764

765
      323     23.41      22.283     -1.127 
766

767
      324     23.5       22.692     -0.808 
768

769
      325     23.88      21.148     -2.732 
770

771
      326     24         19.647     -4.353 
772

773
      327     23.99      19.961     -4.029 
774

775
      328     23.96      19.005     -4.955 
776

777
      329     23.55      18.505     -5.045 
778

779
      330     24.03      23.758     -0.272 
780

781
      331     24.02      21.178     -2.842 
782

783
      332     24.4       21.514     -2.886 
784

785
      333     24         20.477     -3.523 
786

787
      334     24         23.041     -0.959 
788

789
      335     24.5       21.811     -2.689 
790

791
      336     24.61      19.433     -5.177 
792

793
      337     24.86      18.113     -6.747 
794

795
      338     24.76      18.271     -6.489 
796

797
      339     24.57      18.651     -5.919 
798

799
      340     24.5       19.732     -4.768 
800

801
      341     24.59      20.664     -3.926 
802

803
      342     24.55      20.031     -4.519 
804

805
      343     24.73      21.188     -3.542 
806

807
      344     24.5       20.869     -3.631 
808

809
      345     24.48      22.735     -1.745 
810

811
      346     24.77      21.889     -2.881 
812

813
      347     24.51      19.004     -5.506 
814

815
      348     24.51      22.801     -1.709 
816

817
      349     24.57      23.253     -1.317 
818

819
      350     24.51      21.68      -2.83  
820

821
      351     24.51      20.181     -4.329 
822

823
      352     24.5       19.459     -5.041 
824

825
      353     24.55      21.103     -3.447 
826

827
      354     24.68      20.44      -4.24  
828

829
      355     24.53      20.607     -3.923 
830

831
      356     24.65      23.155     -1.495 
832

833
      357     24.6       22.601     -1.999 
834

835
      358     24.38      22.723     -1.657 
836

837
      359     24.5       24.186     -0.314 
838

839
      360     24.38      24.031     -0.349 
840

841
      361     24.24      23.731     -0.509 
842

843
      362     23.9       22.787     -1.113 
844

845
      363     23.93      20.3       -3.63  
846

847
      364     24.04      21.279     -2.761 
848

849
      365     24.18      22.467     -1.713 
850

851
      366     24.17      23.473     -0.697 
852

853
      367     24.15      23.413     -0.737 
854

855
      368     24.1       23.327     -0.773 
856

857
      369     23.96      23.121     -0.839 
858

859
      370     23.91      22.203     -1.707 
860

861
      371     24         21.454     -2.546 
862

863
      372     24         22.327     -1.673 
864

865
      373     23.85      22.278     -1.572 
866

867
      374     23.78      21.201     -2.579 
868

869
      375     23.78      20.422     -3.358 
870

871
      376     23.79      19.754     -4.036 
872

873
      377     24.06      19.44      -4.62  
874

875
      378     24.01      23.27      -0.74  
876

877
      379     24.01      23.177     -0.833 
878

879
      380     24.06      23.192     -0.868 
880

881
      381     24.12      23.141     -0.979 
882

883
      382     24.06      23.229     -0.831 
884

885
      383     24.2       23.057     -1.143 
886

887
      384     24.01      23.444     -0.566 
888

889
      385     24.09      22.239     -1.851 
890

891
      386     23.95      23.156     -0.794 
892

893
      387     24.05      21.739     -2.311 
894

895
      388     23.95      22.58      -1.37  
896

897
      389     24         21.343     -2.657 
898

899
      390     24         22.545     -1.455 
900

901
      391     24         23.136     -0.864 
902

903
      392     24.02      23.409     -0.611 
904

905
      393     24         23.549     -0.451 
906

907
      394     24.3       23.377     -0.923 
908

909
      395     24.06      22.418     -1.642 
910

911
      396     24.46      23.553     -0.907 
912

913
      397     24.11      22.386     -1.724 
914

915
      398     23.96      23.541     -0.419 
916

917
      399     24.25      22.865     -1.385 
918

919
      400     24.58      23.761     -0.819 
920

921
      401     24.86      23.768     -1.092 
922

923
      402     24.89      22.367     -2.523 
924

925
      403     24.87      21.371     -3.499 
926

927
      404     24.6       21.701     -2.899 
928

929
      405     25.01      24.305     -0.705 
930

931
      406     24.95      21.859     -3.091 
932

933
      407     25         23.128     -1.872 
934

935
      408     24.87      22.724     -2.146 
936

937
      409     24.95      23.225     -1.725 
938

939
      410     24.9       23.304     -1.596 
940

941
      411     24.73      23.862     -0.868 
942

943
      412     24.75      25.023      0.273 
944

945
      413     24.83      24.418     -0.412 
946

947
      414     25.03      23.293     -1.737 
948

949
      415     25.25      20.862     -4.388 
950

951
      416     25.38      19.786     -5.594 
952

953
      417     25.48      20.721     -4.759 
954

955
      418     25.45      20.907     -4.543 
956

957
      419     26.05      20.899     -5.151 
958

959
      420     26.89      21.006     -5.884 
960

961
      421     26.85      25.867     -0.983 
962

963
      422     26.62      24.599     -2.021 
964

965
      423     26.59      21.012     -5.578 
966

967
      424     26.58      20.209     -6.371 
968

969
      425     26.66      20.456     -6.204 
970

971
      426     26.75      21.328     -5.422 
972

973
      427     26.92      22.376     -4.544 
974

975
      428     27         23.158     -3.842 
976

977
      429     26.98      23.595     -3.385 
978

979
      430     27.15      22.809     -4.341 
980

981
      431     27.16      23.973     -3.187 
982

983
      432     27.42      24.121     -3.299 
984

985
      433     28.5       26.106     -2.394 
986

987
      434     29.43      36.125      6.695 
988

989
      435     28.95      42.417     13.467 
990

991
      436     28.88      23.613     -5.267 
992

993
      437     28.88      22.125     -6.755 
994

995
      438     29         22.224     -6.776 
996

997
      439     29.14      23.122     -6.018 
998

999
      440     29.05      24.221     -4.829 
1000

1001
      441     28.91      21.866     -7.044 
1002

1003
      442     28.83      19.393     -9.437 
1004

1005
      443     28.91      18.607    -10.303 
1006

1007
      444     28.82      19.447     -9.373 
1008

1009
      445     28.85      19.335     -9.515 
1010

1011
      446     28.56      18.446    -10.114 
1012

1013
      447     28.99      20.512     -8.478 
1014

1015
      448     28.71      18.151    -10.559 
1016

1017
      449     28.99      15.605    -13.385 
1018

1019
      450     28.8       17.851    -10.949 
1020

1021
      451     29.15      21.415     -7.735 
1022

1023
      452     29.35      22.832     -6.518 
1024

1025
      453     29.5       22.021     -7.479 
1026

1027
      454     30.88      22.017     -8.863 
1028

1029
      455     30.32      24.65      -5.67  
1030

1031
      456     30.2       24.459     -5.741 
1032

1033
      457     30.83      24.36      -6.47  
1034

1035
      458     31         24.292     -6.708 
1036

1037
      459     31.69      24.562     -7.128 
1038

1039
      460     33.18      25.834     -7.346 
1040

1041
      461     33.5       29.303     -4.197 
1042

1043
      462     33.72      30.534     -3.186 
1044

1045
      463     34         31.767     -2.233 
1046

1047
      464     34         33.06      -0.94  
1048

1049
      465     34         33.424     -0.576 
1050

1051
      466     33.81      33.534     -0.276 
1052

1053
      467     33.94      29.769     -4.171 
1054

1055
      468     34.09      30.284     -3.806 
1056

1057
      469     33.93      31.102     -2.828 
1058

1059
      470     35         28.138     -6.862 
1060

1061
      471     35.75      32.975     -2.775 
1062

1063
      472     35.9       36.598      0.698 
1064

1065
      473     35.42      37.44       2.02  
1066

1067
      474     34.9       28.307     -6.593 
1068

1069
      475     35.15      26.845     -8.305 
1070

1071
      476     35.11      25.375     -9.735 
1072

1073
      477     35.08      23.965    -11.115 
1074

1075
      478     34.35      22.724    -11.626 
1076

1077
      479     33.41      25.852     -7.558 
1078

1079
      480     32.9       33.916      1.016 
1080

1081
      481     32.83      34.51       1.68  
1082

1083
      482     32.5       34.508      2.008 
1084

1085
      483     32.65      33.215      0.565 
1086

1087
      484     32.54      33.474      0.934 
1088

1089
      485     32.58      32.631      0.051 
1090

1091
      486     32.38      32.657      0.277 
1092

1093
      487     31.2       32.101      0.901 
1094

1095
      488     31         22.975     -8.025 
1096

1097
      489     31.52      20.974    -10.546 
1098

1099
      490     31.9       26.992     -4.908 
1100

1101
      491     31.8       30.135     -1.665 
1102

1103
      492     31.5       29.747     -1.753 
1104

1105
      493     31.63      27.999     -3.631 
1106

1107
      494     32.06      28.217     -3.843 
1108

1109
      495     34         31.259     -2.741 
1110

1111
      496     34.01      29.448     -4.562 
1112

1113
      497     33.4       31.264     -2.136 
1114

1115
      498     33.66      34.562      0.902 
1116

1117
      499     33.8       33.894      0.094 
1118

1119
      500     34         35.252      1.252 
1120

1121
      501     34.4       35.272      0.872 
1122

1123
      502     34.45      35.217      0.767 
1124

1125
      503     34.46      37.577      3.117 
1126

1127
      504     34.6       36.421      1.821 
1128

1129
      505     34.61      35.03       0.42  
1130

1131
      506     34.94      36.035      1.095 
1132

1133
      507     34.75      35.135      0.385 
1134

1135
      508     34.42      34.911      0.491 
1136

1137
      509     34.24      36.352      2.112 
1138

1139
      510     33.73      36.058      2.328 
1140

1141
      511     34         36.051      2.051 
1142

1143
      512     34.75      35.627      0.877 
1144

1145
      513     34.5       32.985     -1.515 
1146

1147
      514     34.09      33.356     -0.734 
1148

1149
      515     34         34.186      0.186 
1150

1151
      516     33.97      33.513     -0.457 
1152

1153
      517     34.1       32.174     -1.926 
1154

1155
      518     33.61      31.1       -2.51  
1156

1157
      519     33.77      33.631     -0.139 
1158

1159
      520     33.81      32.935     -0.875 
1160

1161
      521     33.85      32.754     -1.096 
1162

1163
      522     34.25      33.478     -0.772 
1164

1165
      523     33.96      32.604     -1.356 
1166

1167
      524     34.18      34.491      0.311 
1168

1169
      525     34.26      34.794      0.534 
1170

1171
      526     34.7       34.415     -0.285 
1172

1173
      527     34.57      33.596     -0.974 
1174

1175
      528     34.86      34.595     -0.265 
1176

1177

1178

1179
=== Evaluation on test split ===
1180

1181

1182

1183
Time taken to test model on test split: 0.29 seconds
1184

1185

1186

1187
=== Summary ===
1188

1189

1190

1191
Correlation coefficient                  0.8462
1192

1193
Mean absolute error                      2.5544
1194

1195
Root mean squared error                  3.5517
1196

1197
Relative absolute error                  2.4424 %
1198

1199
Root relative squared error              3.3929 %
1200

1201
Total Number of Instances              528     
1202

1203

1204

1205

1206