1
��=== Run information ===
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Scheme:       weka.classifiers.functions.MultilayerPerceptron -L 0.1 -M 0.2 -N 10000 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 -batch-size 250
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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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              rsi
14

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              mfi
16

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              ema
18

19
              so
20

21
              macd
22

23
              sl
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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
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    Inputs    Weights
38

39
    Threshold    1.1528617917570712
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41
    Node 1    -1.596751970957756
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43
    Node 2    -0.9180535316856063
44

45
    Node 3    -1.2164020684269492
46

47
Sigmoid Node 1
48

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    Inputs    Weights
50

51
    Threshold    0.9438451412491371
52

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    Attrib rsi    -1.264428876331551
54

55
    Attrib mfi    0.07958568733714703
56

57
    Attrib ema    -2.775526177628664
58

59
    Attrib so    -0.04738999041852582
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61
    Attrib macd    0.2092063466767818
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    Attrib sl    -0.11230723985310133
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Sigmoid Node 2
66

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    Inputs    Weights
68

69
    Threshold    -3.3954750037316686
70

71
    Attrib rsi    0.26386688487421833
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    Attrib mfi    -0.03411235230407297
74

75
    Attrib ema    -3.8784712286571073
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77
    Attrib so    -0.0023805003732052738
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79
    Attrib macd    -0.3878896937880953
80

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    Attrib sl    0.675780809566831
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Sigmoid Node 3
84

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    Inputs    Weights
86

87
    Threshold    -7.2849983817797614
88

89
    Attrib rsi    -6.142030693422292
90

91
    Attrib mfi    1.492773315776473
92

93
    Attrib ema    0.8669833236140023
94

95
    Attrib so    0.029259562534357506
96

97
    Attrib macd    0.19587178395884186
98

99
    Attrib sl    -0.238532256465806
100

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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: 56.37 seconds
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=== Predictions on test split ===
116

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    inst#     actual  predicted      error
120

121
        1     20.05      20.787      0.737 
122

123
        2     20.43      21.101      0.671 
124

125
        3     20.49      19.975     -0.515 
126

127
        4     20.1       19.802     -0.298 
128

129
        5     19.94      18.975     -0.965 
130

131
        6     19.79      19.481     -0.309 
132

133
        7     19.72      19.055     -0.665 
134

135
        8     19.72      18.712     -1.008 
136

137
        9     19.73      19.381     -0.349 
138

139
       10     19.55      19.528     -0.022 
140

141
       11     19.55      18.358     -1.192 
142

143
       12     19.53      17.728     -1.802 
144

145
       13     19.51      17.679     -1.831 
146

147
       14     19.43      17.273     -2.157 
148

149
       15     19.3       16.227     -3.073 
150

151
       16     19.19      15.024     -4.166 
152

153
       17     19.3       14.236     -5.064 
154

155
       18     19.48      16.473     -3.007 
156

157
       19     19.58      18.116     -1.464 
158

159
       20     19.5       17.932     -1.568 
160

161
       21     19.5       17.412     -2.088 
162

163
       22     19.5       16.433     -3.067 
164

165
       23     19.4       16.373     -3.027 
166

167
       24     19.26      15.112     -4.148 
168

169
       25     19.39      14.42      -4.97  
170

171
       26     19.49      16.392     -3.098 
172

173
       27     19.9       17.045     -2.855 
174

175
       28     20.36      19.155     -1.205 
176

177
       29     20.07      19.055     -1.015 
178

179
       30     19.6       20.215      0.615 
180

181
       31     19.6       18.499     -1.101 
182

183
       32     19.51      19.057     -0.453 
184

185
       33     19.57      18.936     -0.634 
186

187
       34     19.87      19.53      -0.34  
188

189
       35     19.61      20.13       0.52  
190

191
       36     19.67      19.296     -0.374 
192

193
       37     19.7       19.451     -0.249 
194

195
       38     20         19.619     -0.381 
196

197
       39     19.94      20.247      0.307 
198

199
       40     20.2       20.115     -0.085 
200

201
       41     20.5       19.973     -0.527 
202

203
       42     20.69      19.11      -1.58  
204

205
       43     20.42      17.823     -2.597 
206

207
       44     20.7       20.141     -0.559 
208

209
       45     20.45      20.529      0.079 
210

211
       46     20.4       20.082     -0.318 
212

213
       47     20.24      20.137     -0.103 
214

215
       48     20.04      19.524     -0.516 
216

217
       49     19.99      18.555     -1.435 
218

219
       50     20.12      18.449     -1.671 
220

221
       51     19.96      19.391     -0.569 
222

223
       52     20.11      18.19      -1.92  
224

225
       53     20         19.573     -0.427 
226

227
       54     19.9       19.153     -0.747 
228

229
       55     19.66      18.155     -1.505 
230

231
       56     19.7       16.651     -3.049 
232

233
       57     19.6       16.955     -2.645 
234

235
       58     19.5       16.411     -3.089 
236

237
       59     19.65      16.07      -3.58  
238

239
       60     19.5       17.495     -2.005 
240

241
       61     19.52      16.231     -3.289 
242

243
       62     19.5       16.501     -2.999 
244

245
       63     19.59      16.425     -3.165 
246

247
       64     19.3       16.86      -2.44  
248

249
       65     19.14      11.294     -7.846 
250

251
       66     18.95      10.433     -8.517 
252

253
       67     18.84       9.258     -9.582 
254

255
       68     18.83       8.649    -10.181 
256

257
       69     19.37       8.472    -10.898 
258

259
       70     19.4       15.87      -3.53  
260

261
       71     18.96      14.951     -4.009 
262

263
       72     19         11.804     -7.196 
264

265
       73     19.25      11.999     -7.251 
266

267
       74     19.11      14.883     -4.227 
268

269
       75     19.12      13.603     -5.517 
270

271
       76     19.11      13.308     -5.802 
272

273
       77     19.18      12.855     -6.325 
274

275
       78     19.4       13.87      -5.53  
276

277
       79     19.2       15.768     -3.432 
278

279
       80     19.37      13.277     -6.093 
280

281
       81     19.19      14.495     -4.695 
282

283
       82     19.15      12.375     -6.775 
284

285
       83     19.16      13.051     -6.109 
286

287
       84     19.15      14.976     -4.174 
288

289
       85     19.04      15.332     -3.708 
290

291
       86     19.5       14.397     -5.103 
292

293
       87     19.24      16.494     -2.746 
294

295
       88     19.8       17.322     -2.478 
296

297
       89     19.55      18.54      -1.01  
298

299
       90     19.1       18.128     -0.972 
300

301
       91     19.3       17.762     -1.538 
302

303
       92     19.1       17.933     -1.167 
304

305
       93     19.11      18.01      -1.1   
306

307
       94     19.1       17.505     -1.595 
308

309
       95     19.2       17.726     -1.474 
310

311
       96     19.07      17.875     -1.195 
312

313
       97     19.4       17.59      -1.81  
314

315
       98     19.3       18.381     -0.919 
316

317
       99     19         18.393     -0.607 
318

319
      100     19.05      17.67      -1.38  
320

321
      101     19.43      17.877     -1.553 
322

323
      102     19.1       18.554     -0.546 
324

325
      103     19.2       18.723     -0.477 
326

327
      104     19.55      18.204     -1.346 
328

329
      105     19.88      18.13      -1.75  
330

331
      106     20.5       18.725     -1.775 
332

333
      107     20.36      19.049     -1.311 
334

335
      108     20.34      20.055     -0.285 
336

337
      109     20.66      20.145     -0.515 
338

339
      110     20.61      19.876     -0.734 
340

341
      111     20.89      20.428     -0.462 
342

343
      112     20.5       20.241     -0.259 
344

345
      113     20.7       21.06       0.36  
346

347
      114     20.55      21.249      0.699 
348

349
      115     20.55      21.249      0.699 
350

351
      116     20.85      21.494      0.644 
352

353
      117     20.75      21.991      1.241 
354

355
      118     20.73      21.767      1.037 
356

357
      119     20.75      21.52       0.77  
358

359
      120     20.45      21.387      0.937 
360

361
      121     20.42      19.913     -0.507 
362

363
      122     20.67      21.525      0.855 
364

365
      123     20.31      20.804      0.494 
366

367
      124     20.3       21.725      1.425 
368

369
      125     20.21      20.723      0.513 
370

371
      126     20.22      20.613      0.393 
372

373
      127     20.18      20.326      0.146 
374

375
      128     20.12      20.102     -0.018 
376

377
      129     20.06      19.383     -0.677 
378

379
      130     20.1       19.145     -0.955 
380

381
      131     20.15      19.401     -0.749 
382

383
      132     20.17      19.37      -0.8   
384

385
      133     20.08      19.268     -0.812 
386

387
      134     20.27      19.098     -1.172 
388

389
      135     20.47      19.912     -0.558 
390

391
      136     20.58      19.973     -0.607 
392

393
      137     20.45      19.867     -0.583 
394

395
      138     20.44      19.411     -1.029 
396

397
      139     20.52      19.397     -1.123 
398

399
      140     20.7       19.806     -0.894 
400

401
      141     20.78      20.612     -0.168 
402

403
      142     20.8       21.256      0.456 
404

405
      143     20.56      20.902      0.342 
406

407
      144     20.73      20.842      0.112 
408

409
      145     20.77      21.177      0.407 
410

411
      146     20.68      21.286      0.606 
412

413
      147     20.5       21.092      0.592 
414

415
      148     20.53      19.666     -0.864 
416

417
      149     20.8       20.086     -0.714 
418

419
      150     20.72      20.695     -0.025 
420

421
      151     20.79      21.124      0.334 
422

423
      152     20.6       21.035      0.435 
424

425
      153     20.36      20.51       0.15  
426

427
      154     20.63      19.071     -1.559 
428

429
      155     20.63      20.098     -0.532 
430

431
      156     20.67      20.165     -0.505 
432

433
      157     20.96      19.842     -1.118 
434

435
      158     20.83      20.003     -0.827 
436

437
      159     21.1       19.155     -1.945 
438

439
      160     21.3       21.202     -0.098 
440

441
      161     21.77      21.52      -0.25  
442

443
      162     21.89      21.338     -0.552 
444

445
      163     23         20.735     -2.265 
446

447
      164     23.83      23.331     -0.499 
448

449
      165     23.45      27.381      3.931 
450

451
      166     22.55      21.334     -1.216 
452

453
      167     22.78      23.896      1.116 
454

455
      168     23.19      23.136     -0.054 
456

457
      169     23         22.485     -0.515 
458

459
      170     22.81      23.45       0.64  
460

461
      171     22.7       24.365      1.665 
462

463
      172     22.55      24.712      2.162 
464

465
      173     22.47      24.885      2.415 
466

467
      174     22.68      24.795      2.115 
468

469
      175     22.8       24.39       1.59  
470

471
      176     22.74      23.377      0.637 
472

473
      177     22.57      22.6        0.03  
474

475
      178     22.25      22.219     -0.031 
476

477
      179     22.35      22.879      0.529 
478

479
      180     22.5       21.084     -1.416 
480

481
      181     22.45      20.895     -1.555 
482

483
      182     22.39      21.955     -0.435 
484

485
      183     22.55      21.797     -0.753 
486

487
      184     22.55      21.602     -0.948 
488

489
      185     22.55      21.945     -0.605 
490

491
      186     22.55      22.152     -0.398 
492

493
      187     22.55      22.421     -0.129 
494

495
      188     22.5       22.643      0.143 
496

497
      189     22.53      22.727      0.197 
498

499
      190     22.39      23.039      0.649 
500

501
      191     22.3       22.686      0.386 
502

503
      192     21.08      21.531      0.451 
504

505
      193     21.75       7.733    -14.017 
506

507
      194     21.4       12.552     -8.848 
508

509
      195     21.5       11.692     -9.808 
510

511
      196     21.5       12.287     -9.213 
512

513
      197     21.49      11.77      -9.72  
514

515
      198     21.27      11.885     -9.385 
516

517
      199     21.37      10.742    -10.628 
518

519
      200     21.56      11.287    -10.273 
520

521
      201     21.5       13.346     -8.154 
522

523
      202     21.41      12.897     -8.513 
524

525
      203     21.75      12.187     -9.563 
526

527
      204     22         16.302     -5.698 
528

529
      205     22.34      18.393     -3.947 
530

531
      206     22.48      21.263     -1.217 
532

533
      207     22.2       22.151     -0.049 
534

535
      208     22.1       20.65      -1.45  
536

537
      209     21.55      19.168     -2.382 
538

539
      210     21.51      15.039     -6.471 
540

541
      211     21.42      15.807     -5.613 
542

543
      212     21.5       14.632     -6.868 
544

545
      213     21.7       15.301     -6.399 
546

547
      214     21.98      19.125     -2.855 
548

549
      215     21.67      21.784      0.114 
550

551
      216     21.8       18.727     -3.073 
552

553
      217     21.47      20.168     -1.302 
554

555
      218     22.02      18.2       -3.82  
556

557
      219     22.15      21.763     -0.387 
558

559
      220     22.07      21.826     -0.244 
560

561
      221     22.81      21.212     -1.598 
562

563
      222     22.93      22.012     -0.918 
564

565
      223     23.31      22.455     -0.855 
566

567
      224     23.48      22.706     -0.774 
568

569
      225     23.87      23.433     -0.437 
570

571
      226     23.1       22.768     -0.332 
572

573
      227     23.2       24.215      1.015 
574

575
      228     23.19      24.412      1.222 
576

577
      229     23.6       24.359      0.759 
578

579
      230     23.57      24.137      0.567 
580

581
      231     23.46      24.614      1.154 
582

583
      232     23.91      25.372      1.462 
584

585
      233     24.01      25.033      1.023 
586

587
      234     24.13      24.97       0.84  
588

589
      235     24.51      24.424     -0.086 
590

591
      236     24         22.611     -1.389 
592

593
      237     24.16      24.992      0.832 
594

595
      238     23.7       22.167     -1.533 
596

597
      239     23.96      24.096      0.136 
598

599
      240     24.15      22.222     -1.928 
600

601
      241     24.13      22.317     -1.813 
602

603
      242     23.75      23.221     -0.529 
604

605
      243     23.83      24.799      0.969 
606

607
      244     23.9       24.875      0.975 
608

609
      245     23.9       24.721      0.821 
610

611
      246     23.71      24.672      0.962 
612

613
      247     23.36      25.209      1.849 
614

615
      248     23.3       24.277      0.977 
616

617
      249     23.57      23.857      0.287 
618

619
      250     23.54      24.227      0.687 
620

621
      251     23.6       24.528      0.928 
622

623
      252     23.63      23.768      0.138 
624

625
      253     23.73      23.326     -0.404 
626

627
      254     23.55      23.95       0.4   
628

629
      255     23.38      23.13      -0.25  
630

631
      256     23.76      22.493     -1.267 
632

633
      257     23.94      22.657     -1.283 
634

635
      258     24         22.851     -1.149 
636

637
      259     23.75      24.046      0.296 
638

639
      260     23.84      23.4       -0.44  
640

641
      261     23.75      24.153      0.403 
642

643
      262     23.88      23.6       -0.28  
644

645
      263     23.64      24.115      0.475 
646

647
      264     23.77      22.544     -1.226 
648

649
      265     23.64      24.589      0.949 
650

651
      266     23.65      23.881      0.231 
652

653
      267     23.6       24.276      0.676 
654

655
      268     23.66      24.23       0.57  
656

657
      269     23.41      24.294      0.884 
658

659
      270     23.6       22.228     -1.372 
660

661
      271     23.74      24.271      0.531 
662

663
      272     23.62      24.916      1.296 
664

665
      273     23.6       24.793      1.193 
666

667
      274     23.65      24.499      0.849 
668

669
      275     23.55      23.009     -0.541 
670

671
      276     23.36      22.137     -1.223 
672

673
      277     23.5       18.976     -4.524 
674

675
      278     23.95      19.518     -4.432 
676

677
      279     24.07      23.064     -1.006 
678

679
      280     23.78      24.256      0.476 
680

681
      281     23.76      22.862     -0.898 
682

683
      282     23.63      22.836     -0.794 
684

685
      283     23.82      21.595     -2.225 
686

687
      284     23.66      23.415     -0.245 
688

689
      285     23.72      21.919     -1.801 
690

691
      286     23.66      22.973     -0.687 
692

693
      287     23.25      22.142     -1.108 
694

695
      288     22.86      16.981     -5.879 
696

697
      289     22.4       12.266    -10.134 
698

699
      290     22.81       9.755    -13.055 
700

701
      291     22.5       14.033     -8.467 
702

703
      292     22.6       12.554    -10.046 
704

705
      293     22.93      14.197     -8.733 
706

707
      294     22.78      19.418     -3.362 
708

709
      295     22.88      17.634     -5.246 
710

711
      296     22.98      17.935     -5.045 
712

713
      297     22.85      18.5       -4.35  
714

715
      298     22.85      17.461     -5.389 
716

717
      299     22.86      17.201     -5.659 
718

719
      300     22.92      16.532     -6.388 
720

721
      301     22.77      17.147     -5.623 
722

723
      302     22.77      15.072     -7.698 
724

725
      303     22.8       15.024     -7.776 
726

727
      304     22.82      13.13      -9.69  
728

729
      305     23.02      13.784     -9.236 
730

731
      306     22.92      15.619     -7.301 
732

733
      307     22.9       15.596     -7.304 
734

735
      308     22.93      19.14      -3.79  
736

737
      309     23.32      19.692     -3.628 
738

739
      310     23.2       23.107     -0.093 
740

741
      311     22.97      24.778      1.808 
742

743
      312     22.9       22.62      -0.28  
744

745
      313     22.87      22.321     -0.549 
746

747
      314     23         21.735     -1.265 
748

749
      315     22.82      23.784      0.964 
750

751
      316     22.9       21.431     -1.469 
752

753
      317     23.09      21.997     -1.093 
754

755
      318     23.25      24.218      0.968 
756

757
      319     23.3       24.562      1.262 
758

759
      320     23.31      24.454      1.144 
760

761
      321     23.35      24.691      1.341 
762

763
      322     23.43      24.599      1.169 
764

765
      323     23.41      24.684      1.274 
766

767
      324     23.5       24.787      1.287 
768

769
      325     23.88      24.144      0.264 
770

771
      326     24         22.328     -1.672 
772

773
      327     23.99      22.425     -1.565 
774

775
      328     23.96      21.564     -2.396 
776

777
      329     23.55      21.342     -2.208 
778

779
      330     24.03      24.259      0.229 
780

781
      331     24.02      24.426      0.406 
782

783
      332     24.4       24.71       0.31  
784

785
      333     24         23.515     -0.485 
786

787
      334     24         25.21       1.21  
788

789
      335     24.5       24.938      0.438 
790

791
      336     24.61      23.092     -1.518 
792

793
      337     24.86      21.362     -3.498 
794

795
      338     24.76      21.116     -3.644 
796

797
      339     24.57      21.986     -2.584 
798

799
      340     24.5       23.54      -0.96  
800

801
      341     24.59      24.335     -0.255 
802

803
      342     24.55      23.812     -0.738 
804

805
      343     24.73      24.67      -0.06  
806

807
      344     24.5       24.324     -0.176 
808

809
      345     24.48      25.353      0.873 
810

811
      346     24.77      25.282      0.512 
812

813
      347     24.51      23.09      -1.42  
814

815
      348     24.51      25.515      1.005 
816

817
      349     24.57      25.597      1.027 
818

819
      350     24.51      25.311      0.801 
820

821
      351     24.51      24.445     -0.065 
822

823
      352     24.5       23.898     -0.602 
824

825
      353     24.55      25.116      0.566 
826

827
      354     24.68      24.537     -0.143 
828

829
      355     24.53      24.393     -0.137 
830

831
      356     24.65      26.035      1.385 
832

833
      357     24.6       25.613      1.013 
834

835
      358     24.38      25.229      0.849 
836

837
      359     24.5       24.911      0.411 
838

839
      360     24.38      25.039      0.659 
840

841
      361     24.24      23.499     -0.741 
842

843
      362     23.9       20.847     -3.053 
844

845
      363     23.93      16.97      -6.96  
846

847
      364     24.04      18.196     -5.844 
848

849
      365     24.18      20.034     -4.146 
850

851
      366     24.17      22.708     -1.462 
852

853
      367     24.15      22.593     -1.557 
854

855
      368     24.1       22.21      -1.89  
856

857
      369     23.96      21.858     -2.102 
858

859
      370     23.91      19.779     -4.131 
860

861
      371     24         18.667     -5.333 
862

863
      372     24         20.375     -3.625 
864

865
      373     23.85      20.258     -3.592 
866

867
      374     23.78      18.346     -5.434 
868

869
      375     23.78      17.207     -6.573 
870

871
      376     23.79      16.393     -7.397 
872

873
      377     24.06      16.059     -8.001 
874

875
      378     24.01      22.965     -1.045 
876

877
      379     24.01      22.02      -1.99  
878

879
      380     24.06      22.335     -1.725 
880

881
      381     24.12      22.721     -1.399 
882

883
      382     24.06      23.363     -0.697 
884

885
      383     24.2       22.024     -2.176 
886

887
      384     24.01      23.456     -0.554 
888

889
      385     24.09      19.767     -4.323 
890

891
      386     23.95      21.557     -2.393 
892

893
      387     24.05      18.952     -5.098 
894

895
      388     23.95      20.117     -3.833 
896

897
      389     24         18.4       -5.6   
898

899
      390     24         20.135     -3.865 
900

901
      391     24         21.27      -2.73  
902

903
      392     24.02      21.775     -2.245 
904

905
      393     24         22.197     -1.803 
906

907
      394     24.3       21.866     -2.434 
908

909
      395     24.06      24.729      0.669 
910

911
      396     24.46      23.149     -1.311 
912

913
      397     24.11      24.918      0.808 
914

915
      398     23.96      23.22      -0.74  
916

917
      399     24.25      20.751     -3.499 
918

919
      400     24.58      23.216     -1.364 
920

921
      401     24.86      25.435      0.575 
922

923
      402     24.89      25.389      0.499 
924

925
      403     24.87      24.76      -0.11  
926

927
      404     24.6       25.071      0.471 
928

929
      405     25.01      25.554      0.544 
930

931
      406     24.95      25.334      0.384 
932

933
      407     25         26.176      1.176 
934

935
      408     24.87      26.014      1.144 
936

937
      409     24.95      26.175      1.225 
938

939
      410     24.9       26.336      1.436 
940

941
      411     24.73      26.529      1.799 
942

943
      412     24.75      25.601      0.851 
944

945
      413     24.83      26.338      1.508 
946

947
      414     25.03      26.319      1.289 
948

949
      415     25.25      24.87      -0.38  
950

951
      416     25.38      23.671     -1.709 
952

953
      417     25.48      24.239     -1.241 
954

955
      418     25.45      24.136     -1.314 
956

957
      419     26.05      24.002     -2.048 
958

959
      420     26.89      22.796     -4.094 
960

961
      421     26.85      26.252     -0.598 
962

963
      422     26.62      25.155     -1.465 
964

965
      423     26.59      22.588     -4.002 
966

967
      424     26.58      21.9       -4.68  
968

969
      425     26.66      22.251     -4.409 
970

971
      426     26.75      23.07      -3.68  
972

973
      427     26.92      24.062     -2.858 
974

975
      428     27         24.621     -2.379 
976

977
      429     26.98      24.95      -2.03  
978

979
      430     27.15      24.235     -2.915 
980

981
      431     27.16      25.193     -1.967 
982

983
      432     27.42      25.314     -2.106 
984

985
      433     28.5       26.856     -1.644 
986

987
      434     29.43      36.753      7.323 
988

989
      435     28.95      43.352     14.402 
990

991
      436     28.88      24.087     -4.793 
992

993
      437     28.88      22.739     -6.141 
994

995
      438     29         22.843     -6.157 
996

997
      439     29.14      23.712     -5.428 
998

999
      440     29.05      24.763     -4.287 
1000

1001
      441     28.91      22.599     -6.311 
1002

1003
      442     28.83      20.736     -8.094 
1004

1005
      443     28.91      20.415     -8.495 
1006

1007
      444     28.82      21.205     -7.615 
1008

1009
      445     28.85      21.815     -7.035 
1010

1011
      446     28.56      20.584     -7.976 
1012

1013
      447     28.99      24.832     -4.158 
1014

1015
      448     28.71      20.95      -7.76  
1016

1017
      449     28.99      18.835    -10.155 
1018

1019
      450     28.8       20.87      -7.93  
1020

1021
      451     29.15      25.579     -3.571 
1022

1023
      452     29.35      26.662     -2.688 
1024

1025
      453     29.5       25.603     -3.897 
1026

1027
      454     30.88      25.388     -5.492 
1028

1029
      455     30.32      25.682     -4.638 
1030

1031
      456     30.2       27.501     -2.699 
1032

1033
      457     30.83      27.764     -3.066 
1034

1035
      458     31         27.329     -3.671 
1036

1037
      459     31.69      27.483     -4.207 
1038

1039
      460     33.18      27.988     -5.192 
1040

1041
      461     33.5       30.186     -3.314 
1042

1043
      462     33.72      31.283     -2.437 
1044

1045
      463     34         32.599     -1.401 
1046

1047
      464     34         33.943     -0.057 
1048

1049
      465     34         34.333      0.333 
1050

1051
      466     33.81      34.396      0.586 
1052

1053
      467     33.94      30.909     -3.031 
1054

1055
      468     34.09      31.336     -2.754 
1056

1057
      469     33.93      32.133     -1.797 
1058

1059
      470     35         29.551     -5.449 
1060

1061
      471     35.75      33.889     -1.861 
1062

1063
      472     35.9       37.41       1.51  
1064

1065
      473     35.42      38.267      2.847 
1066

1067
      474     34.9       29.803     -5.097 
1068

1069
      475     35.15      30.045     -5.105 
1070

1071
      476     35.11      27.77      -7.34  
1072

1073
      477     35.08      26.204     -8.876 
1074

1075
      478     34.35      24.76      -9.59  
1076

1077
      479     33.41      30.334     -3.076 
1078

1079
      480     32.9       36.555      3.655 
1080

1081
      481     32.83      33.677      0.847 
1082

1083
      482     32.5       33.487      0.987 
1084

1085
      483     32.65      30.654     -1.996 
1086

1087
      484     32.54      31.816     -0.724 
1088

1089
      485     32.58      30.239     -2.341 
1090

1091
      486     32.38      31.381     -0.999 
1092

1093
      487     31.2       30.317     -0.883 
1094

1095
      488     31         17.59     -13.41  
1096

1097
      489     31.52      15.767    -15.753 
1098

1099
      490     31.9       22.095     -9.805 
1100

1101
      491     31.8       26.97      -4.83  
1102

1103
      492     31.5       26.191     -5.309 
1104

1105
      493     31.63      23.473     -8.157 
1106

1107
      494     32.06      23.747     -8.313 
1108

1109
      495     34         28.409     -5.591 
1110

1111
      496     34.01      34.162      0.152 
1112

1113
      497     33.4       35.663      2.263 
1114

1115
      498     33.66      36.339      2.679 
1116

1117
      499     33.8       37.24       3.44  
1118

1119
      500     34         38.169      4.169 
1120

1121
      501     34.4       38.916      4.516 
1122

1123
      502     34.45      39.56       5.11  
1124

1125
      503     34.46      41.035      6.575 
1126

1127
      504     34.6       40.815      6.215 
1128

1129
      505     34.61      40.134      5.524 
1130

1131
      506     34.94      40.874      5.934 
1132

1133
      507     34.75      40.119      5.369 
1134

1135
      508     34.42      39.904      5.484 
1136

1137
      509     34.24      40.042      5.802 
1138

1139
      510     33.73      39.238      5.508 
1140

1141
      511     34         38.216      4.216 
1142

1143
      512     34.75      38.217      3.467 
1144

1145
      513     34.5       37.473      2.973 
1146

1147
      514     34.09      37.317      3.227 
1148

1149
      515     34         37.064      3.064 
1150

1151
      516     33.97      36.757      2.787 
1152

1153
      517     34.1       36.294      2.194 
1154

1155
      518     33.61      35.691      2.081 
1156

1157
      519     33.77      35.681      1.911 
1158

1159
      520     33.81      35.628      1.818 
1160

1161
      521     33.85      35.56       1.71  
1162

1163
      522     34.25      35.804      1.554 
1164

1165
      523     33.96      36.189      2.229 
1166

1167
      524     34.18      36.226      2.046 
1168

1169
      525     34.26      36.897      2.637 
1170

1171
      526     34.7       37.202      2.502 
1172

1173
      527     34.57      37.303      2.733 
1174

1175
      528     34.86      37.62       2.76  
1176

1177

1178

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

1181

1182

1183
Time taken to test model on test split: 0.35 seconds
1184

1185

1186

1187
=== Summary ===
1188

1189

1190

1191
Correlation coefficient                  0.8292
1192

1193
Mean absolute error                      2.6043
1194

1195
Root mean squared error                  3.7867
1196

1197
Relative absolute error                  2.4902 %
1198

1199
Root relative squared error              3.6174 %
1200

1201
Total Number of Instances              528     
1202

1203

1204

1205

1206