=== Run information ===
Scheme: weka.classifiers.functions.MultilayerPerceptron -L 0.2 -M 0.2 -N 5000 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 -batch-size 150
Relation: zse_export_HT-R-A-features
Instances: 2155
Attributes: 7
rsi
mfi
ema
so
macd
sl
cl_p
Test mode: split 70.0% train, remainder test
=== Classifier model (full training set) ===
Linear Node 0
Inputs Weights
Threshold 0.4384345217058713
Node 1 -0.7176958827197284
Node 2 -1.605269797662037
Node 3 1.1024007026135842
Sigmoid Node 1
Inputs Weights
Threshold -0.9485292360175605
Attrib rsi 1.2613472083176782
Attrib mfi 0.1600403846980614
Attrib ema -0.7090870261098924
Attrib so 0.1732774432272203
Attrib macd 0.05895040357747816
Attrib sl 0.6901332344990215
Sigmoid Node 2
Inputs Weights
Threshold -1.254375583257152
Attrib rsi -0.725955138438702
Attrib mfi -0.029749395760772113
Attrib ema -1.9823403228164564
Attrib so -0.10274174710864893
Attrib macd -0.1688767634623024
Attrib sl 0.015800635059596328
Sigmoid Node 3
Inputs Weights
Threshold -2.0667353316230552
Attrib rsi 1.3037072169084751
Attrib mfi 0.13805129988232553
Attrib ema 2.5127723090597804
Attrib so 0.04193321093119189
Attrib macd 0.0735099176699125
Attrib sl -0.2969567615483375
Class
Input
Node 0
Time taken to build model: 34.63 seconds
=== Predictions on test split ===
inst# actual predicted error
1 165.45 168.472 3.022
2 164.85 168.057 3.207
3 163.87 167.159 3.289
4 164.45 165.837 1.387
5 165.3 166.442 1.142
6 165 167.641 2.641
7 164.98 167.043 2.063
8 166.25 167.111 0.861
9 165.5 169.926 4.426
10 165.04 168.765 3.725
11 167 168.182 1.182
12 165.5 171.892 6.392
13 164.1 169.288 5.188
14 164.8 166.918 2.118
15 163.25 168.261 5.011
16 163.49 165.845 2.355
17 164 166.617 2.617
18 163.8 167.378 3.578
19 163.35 167.173 3.823
20 161.2 166.527 5.327
21 162.25 163.984 1.734
22 153.9 165.818 11.918
23 153.65 160.6 6.95
24 152.21 159.812 7.602
25 144.1 158.784 14.684
26 142.48 156.405 13.925
27 142.33 155.463 13.133
28 145 154.83 9.83
29 146.03 156.298 10.268
30 144.6 156.37 11.77
31 146.13 155.245 9.115
32 149.66 155.726 6.066
33 146.2 157.497 11.297
34 146 155.309 9.309
35 149 154.708 5.708
36 150.7 155.906 5.206
37 153 157.034 4.034
38 154.6 158.555 3.955
39 154.63 159.532 4.902
40 154.1 160.03 5.93
41 155 160.205 5.205
42 155 161.428 6.428
43 154.2 161.959 7.759
44 154.5 161.742 7.242
45 154.7 162.191 7.491
46 154.01 162.67 8.66
47 153.6 162.13 8.53
48 153.5 161.916 8.416
49 153 162.016 9.016
50 156 161.351 5.351
51 153.16 164.522 11.362
52 153.97 161.102 7.132
53 151.1 161.433 10.333
54 151.84 158.518 6.678
55 152.12 159.026 6.906
56 152 159.11 7.11
57 147.4 158.913 11.513
58 147.1 155.889 8.789
59 147.5 156.219 8.719
60 146.6 156.36 9.76
61 147 155.671 8.671
62 146.92 155.965 9.045
63 147 155.612 8.612
64 146.67 155.602 8.932
65 148.39 155.156 6.766
66 150.01 156.926 6.916
67 152.99 158.365 5.375
68 154.96 161.145 6.185
69 155.14 162.52 7.38
70 154 162.653 8.653
71 152 161.437 9.437
72 154 159.72 5.72
73 152.41 161.603 9.193
74 150.49 160.357 9.867
75 152 158.962 6.962
76 148.75 160.424 11.674
77 149.7 158.195 8.495
78 148.33 159.243 10.913
79 148.9 158.322 9.422
80 147.01 158.821 11.811
81 149.03 157.429 8.399
82 150.06 158.939 8.879
83 150.01 159.394 9.384
84 148.26 159.077 10.817
85 149.49 157.239 7.749
86 148.66 158.101 9.441
87 151.01 157.281 6.271
88 153.01 159.196 6.186
89 152.05 160.869 8.819
90 152.01 160.091 8.081
91 152.2 160.28 8.08
92 152.01 160.609 8.599
93 151.41 160.606 9.196
94 151.3 160.153 8.853
95 151.85 160.359 8.509
96 152.2 161.105 8.905
97 152 161.687 9.687
98 151.35 161.349 9.999
99 151.41 160.655 9.245
100 151.52 160.939 9.419
101 154 160.971 6.971
102 155.69 164.433 8.743
103 157.06 165.658 8.598
104 159.35 166.482 7.132
105 158.92 168.041 9.121
106 156.41 167.179 10.769
107 157 163.567 6.567
108 157.01 164.42 7.41
109 158 164.642 6.642
110 160.12 165.945 5.825
111 163 168.199 5.199
112 163.1 170.524 7.424
113 166.29 170.756 4.466
114 162.55 173.352 10.802
115 162.87 168.734 5.864
116 162.83 169.525 6.695
117 164.01 169.71 5.7
118 165.52 170.809 5.289
119 165.55 172.205 6.655
120 164.2 172.493 8.293
121 163.77 170.751 6.981
122 163 170.544 7.544
123 162.13 169.909 7.779
124 161.14 169.01 7.87
125 161 167.707 6.707
126 159.3 167.121 7.821
127 157.8 165.018 7.218
128 157.02 163.552 6.532
129 157.06 162.647 5.587
130 157.3 162.575 5.275
131 158.5 162.81 4.31
132 157.33 164.349 7.019
133 157.66 162.784 5.124
134 156.9 162.98 6.08
135 157 161.786 4.786
136 155.49 161.872 6.382
137 156.74 160.186 3.446
138 158.5 161.857 3.357
139 158 164.175 6.175
140 158.36 163.705 5.345
141 158.2 164.273 6.073
142 157.88 164.383 6.503
143 157.5 164.037 6.537
144 156.61 163.532 6.922
145 157.04 162.425 5.385
146 157.91 163.179 5.269
147 158.12 164.616 6.496
148 157.2 164.928 7.728
149 157 163.384 6.384
150 157 163.01 6.01
151 157.01 162.874 5.864
152 156.7 163.019 6.319
153 156 161.8 5.8
154 156 160.623 4.623
155 155.07 160.374 5.304
156 154.5 158.821 4.321
157 154.4 158.197 3.797
158 154 158.067 4.067
159 154.51 157.46 2.95
160 155.12 158.644 3.524
161 156.58 160.025 3.445
162 154.58 163.224 8.644
163 155.05 159.74 4.69
164 154.16 160.609 6.449
165 154.44 159.261 4.821
166 154.09 159.739 5.649
167 154.3 159.011 4.711
168 154 159.453 5.453
169 153 159.061 6.061
170 153.01 157.862 4.852
171 153.35 157.903 4.553
172 153.08 158.576 5.496
173 153.08 158.133 5.053
174 152.53 158.031 5.501
175 151.25 157.18 5.93
176 150.5 156.229 5.729
177 150 155.378 5.378
178 149.19 154.796 5.606
179 154.51 153.977 -0.533
180 155.51 162.828 7.318
181 154 163.864 9.864
182 153.01 161.704 8.694
183 154 160.409 6.409
184 153.51 161.52 8.01
185 154 160.742 6.742
186 156.22 161.377 5.157
187 159 163.838 4.838
188 161.5 166.271 4.771
189 159.2 168.105 8.905
190 159.04 165.557 6.517
191 161 165.871 4.871
192 158.41 167.955 9.545
193 157.01 165.397 8.387
194 160 164.132 4.132
195 159.6 166.678 7.078
196 159.2 166.416 7.216
197 158.81 166.144 7.334
198 161 166.033 5.033
199 160 168.431 8.431
200 161 167.41 6.41
201 161.92 168.613 6.693
202 162 169.495 7.495
203 163 169.402 6.402
204 162.81 169.617 6.807
205 163.07 168.771 5.701
206 163.37 169.062 5.692
207 160.05 169.721 9.671
208 160.01 165.217 5.207
209 159.42 165.185 5.765
210 159.35 164.553 5.203
211 159.16 164.685 5.525
212 157.51 164.498 6.988
213 160.5 162.624 2.124
214 160 166.607 6.607
215 160.06 165.852 5.792
216 163 165.83 2.83
217 163.1 169.265 6.165
218 163 169.26 6.26
219 164 169.177 5.177
220 167.94 170.615 2.675
221 166.3 173.8 7.5
222 165 171.478 6.478
223 164 169.921 5.921
224 164 168.915 4.915
225 164 169.237 5.237
226 163.5 169.614 6.114
227 162.8 169.402 6.602
228 160.8 168.726 7.926
229 161.03 166.267 5.237
230 161.51 166.847 5.337
231 161.56 167.235 5.675
232 161.85 167.441 5.591
233 162.01 167.549 5.539
234 162.05 167.53 5.48
235 162 167.213 5.213
236 162.01 166.616 4.606
237 163.55 166.265 2.715
238 163.21 169.377 6.167
239 165 168.386 3.386
240 166.49 171.269 4.779
241 165.9 173.151 7.251
242 165.9 172.043 6.143
243 167 172.33 5.33
244 168.99 174.025 5.035
245 168.5 176.356 7.856
246 165.42 175.668 10.248
247 165.5 170.064 4.564
248 166 170.507 4.507
249 164.82 171.385 6.565
250 165.24 169.612 4.372
251 165.62 170.533 4.913
252 165.52 171.373 5.853
253 168.09 171.264 3.174
254 165.63 175.2 9.57
255 165.01 170.709 5.699
256 164.3 169.54 5.24
257 165.89 168.208 2.318
258 165.01 170.432 5.422
259 161.01 168.988 7.978
260 157.25 164.596 7.346
261 157 162.647 5.647
262 154.84 162.154 7.314
263 156 160.765 4.765
264 154.86 161.781 6.921
265 160 160.912 0.912
266 158.43 165.642 7.212
267 159.78 164.345 4.565
268 158.5 165.074 6.574
269 158.01 163.712 5.702
270 155.22 163.01 7.79
271 157.5 160.793 3.293
272 155.84 162.423 6.583
273 155.37 161.045 5.675
274 154 160.636 6.636
275 154.49 159.896 5.406
276 155.5 160.346 4.846
277 156.03 161.527 5.497
278 156.2 162.123 5.923
279 155.5 162.324 6.824
280 155 161.458 6.458
281 155 160.773 5.773
282 154.61 160.538 5.928
283 155.2 160.022 4.822
284 155 160.557 5.557
285 154.38 160.264 5.884
286 160 159.542 -0.458
287 156.94 166.226 9.286
288 156 162.81 6.81
289 157.5 161.941 4.441
290 157 163.602 6.602
291 156.02 163.063 7.043
292 155 162.139 7.139
293 154.32 161.173 6.853
294 154.33 160.546 6.216
295 154.23 160.59 6.36
296 153.07 160.514 7.444
297 155.5 159.529 4.029
298 152.53 162.613 10.083
299 152.5 159.773 7.273
300 155.28 159.779 4.499
301 154.48 162.544 8.064
302 154.12 161.395 7.275
303 154.89 161.03 6.14
304 153.41 161.668 8.258
305 153 160.159 7.159
306 152.5 159.679 7.179
307 152.07 159.319 7.249
308 152.08 158.845 6.765
309 151.5 158.725 7.225
310 151 158.022 7.022
311 152.55 157.549 4.999
312 153.05 159.698 6.648
313 153.11 160.311 7.201
314 153.75 160.334 6.584
315 155.55 161.134 5.584
316 156.5 163.365 6.865
317 156.26 164.727 8.467
318 156.77 164.329 7.559
319 157 164.806 7.806
320 157 165.067 8.067
321 156.5 165.06 8.56
322 156.5 164.285 7.785
323 156.5 164.631 8.131
324 156.5 164.932 8.432
325 154.01 165.177 11.167
326 153.5 160.727 7.227
327 152.55 160.132 7.582
328 152.6 159.506 6.906
329 151.1 159.448 8.348
330 148.99 157.753 8.763
331 148.7 155.703 7.003
332 149 155.35 6.35
333 149 155.678 6.678
334 149.03 155.281 6.251
335 148.56 154.958 6.398
336 149 154.296 5.296
337 148.67 154.741 6.071
338 147.53 154.086 6.556
339 147.52 152.887 5.367
340 147.15 152.775 5.625
341 146.92 152.399 5.479
342 147.12 152.148 5.028
343 146.9 152.716 5.816
344 145.09 152.425 7.335
345 143.37 151.34 7.97
346 141.11 150.665 9.555
347 142.1 149.89 7.79
348 144.5 151.248 6.748
349 143.2 154.42 11.22
350 143.02 153.311 10.291
351 142.89 153.062 10.172
352 142.32 152.82 10.5
353 141.5 152.266 10.766
354 140.8 151.503 10.703
355 141.21 150.938 9.728
356 141.62 151.185 9.565
357 145.71 151.388 5.678
358 146 156.166 10.166
359 143.61 156.542 12.932
360 143.16 154.153 10.993
361 141.9 153.821 11.921
362 143.37 153.151 9.781
363 142 154.577 12.577
364 142.75 153.429 10.679
365 142.01 154.101 12.091
366 142.51 153.45 10.94
367 142.08 153.908 11.828
368 142.3 153.617 11.317
369 141.35 153.878 12.528
370 143.5 153.099 9.599
371 142.7 155.475 12.775
372 146.1 154.447 8.347
373 147.2 157.489 10.289
374 142.8 158.112 15.312
375 148.5 154.213 5.713
376 146.14 157.889 11.749
377 146.14 156.171 10.031
378 144.8 156.389 11.589
379 145.25 155.51 10.26
380 144.99 155.966 10.976
381 145 155.954 10.954
382 145.53 156.087 10.557
383 143.7 156.63 12.93
384 143.5 155.332 11.832
385 144.5 155.272 10.772
386 144 156.138 12.138
387 145.53 155.684 10.154
388 144.15 156.914 12.764
389 143.97 155.647 11.677
390 143.2 155.356 12.156
391 143.05 154.821 11.771
392 142.27 154.593 12.323
393 142.3 153.822 11.522
394 143.07 153.79 10.72
395 142.9 154.575 11.675
396 142.21 154.251 12.041
397 142.15 153.529 11.379
398 142.99 153.468 10.478
399 143 154.652 11.652
400 145.56 154.578 9.018
401 144.99 157.708 12.718
402 144.57 156.987 12.417
403 142.44 156.397 13.957
404 141.6 153.812 12.212
405 141.5 153.091 11.591
406 140.2 153.1 12.9
407 139.84 152.203 12.363
408 141.5 151.958 10.458
409 140.16 153.888 13.728
410 140.4 152.725 12.325
411 143.9 152.881 8.981
412 145 156.48 11.48
413 144.4 157.386 12.986
414 141.74 156.821 15.081
415 141.02 154.094 13.074
416 141.01 153.342 12.332
417 140.6 153.18 12.58
418 142.3 152.785 10.485
419 140.95 154.514 13.564
420 141 153.303 12.303
421 139.5 153.427 13.927
422 139.3 152.306 13.006
423 139.02 152.601 13.581
424 138.99 152.244 13.254
425 139 152.261 13.261
426 139.9 152.134 12.234
427 139.8 153.068 13.268
428 141.45 152.834 11.384
429 140.9 154.821 13.921
430 141.01 154.092 13.082
431 141.1 154.199 13.099
432 140.98 154.26 13.28
433 141.25 153.978 12.728
434 140.18 154.355 14.175
435 140.5 152.999 12.499
436 140.22 153.453 13.233
437 141.16 153.134 11.974
438 142.2 154.7 12.5
439 144.02 156.033 12.013
440 144.7 157.921 13.221
441 146.5 158.677 12.177
442 146.98 160.188 13.208
443 146.38 160.625 14.245
444 142.16 159.794 17.634
445 141.03 154.211 13.181
446 141 153.415 12.415
447 140.5 153.484 12.984
448 141.11 153.064 11.954
449 140.93 153.729 12.799
450 140.65 153.665 13.015
451 141.98 153.433 11.453
452 142.1 155.006 12.906
453 144 155.11 11.11
454 142.6 157.113 14.513
455 141.54 155.31 13.77
456 144 153.98 9.98
457 142.5 156.185 13.685
458 143 154.467 11.467
459 143.1 154.987 11.887
460 142.01 155.349 13.339
461 143.21 154.201 10.991
462 144.4 155.595 11.195
463 142.51 157.088 14.578
464 145 154.94 9.94
465 145 157.376 12.376
466 146 157.197 11.197
467 146 158.289 12.289
468 146 158.286 12.286
469 146 158.276 12.276
470 146.32 158.508 12.188
471 146.5 158.65 12.15
472 146 158.978 12.978
473 145.4 158.319 12.919
474 146.06 157.481 11.421
475 147.3 158.361 11.061
476 146 159.988 13.988
477 146.7 157.88 11.18
478 147.01 158.856 11.846
479 147.3 159.228 11.928
480 147.56 159.665 12.105
481 146.21 159.811 13.601
482 145.87 157.454 11.584
483 144.91 157.021 12.111
484 143.85 155.532 11.682
485 144.4 154.328 9.928
486 143 155.278 12.278
487 138.11 153.851 15.741
488 139.02 151.176 12.156
489 140.55 151.922 11.372
490 138.77 153.24 14.47
491 138.5 152.047 13.547
492 140.15 151.727 11.577
493 139.56 153.056 13.496
494 139.5 152.477 12.977
495 139.52 152.242 12.722
496 140.48 151.993 11.513
497 140.99 152.743 11.753
498 140 153.027 13.027
499 140.02 152.136 12.116
500 140.01 152.04 12.03
501 140.01 151.963 11.953
502 141 152.39 11.39
503 140.5 153.94 13.44
504 140.8 153.377 12.577
505 139.75 153.822 14.072
506 140.16 152.559 12.399
507 140 153.152 13.152
508 142.21 152.933 10.723
509 140.31 155.932 15.622
510 140.2 153.453 13.253
511 140.11 153.324 13.214
512 141.2 153.14 11.94
513 140.45 154.562 14.112
514 140.49 153.576 13.086
515 141.24 153.464 12.224
516 140.51 154.526 14.016
517 140.8 153.384 12.584
518 141.32 153.773 12.453
519 140.62 154.489 13.869
520 140.65 153.435 12.785
521 140.4 153.469 13.069
522 138.86 153.088 14.228
523 139.4 151.575 12.175
524 140.1 152.262 12.162
525 141.52 153.234 11.714
526 141.11 155.229 14.119
527 141.21 154.578 13.368
528 142.15 154.715 12.565
529 142 155.962 13.962
530 142.21 155.685 13.475
531 143.45 156.141 12.691
532 142.51 157.564 15.054
533 142.86 156.01 13.15
534 143.01 156.407 13.397
535 143.01 156.749 13.739
536 142.9 156.889 13.989
537 144 156.839 12.839
538 142.81 158.59 15.78
539 143.08 156.367 13.287
540 143 156.817 13.817
541 142.54 156.858 14.318
542 143 155.967 12.967
543 142.9 156.785 13.885
544 143.01 156.505 13.495
545 143.99 156.641 12.651
546 142.26 158.538 16.278
547 142 154.36 12.36
548 142.71 154.003 11.293
549 142.53 155.524 12.994
550 142.66 154.954 12.294
551 143.7 155.079 11.379
552 142.59 157.075 14.485
553 142.55 154.735 12.185
554 142.71 154.751 12.041
555 143.3 154.975 11.675
556 143.03 156.107 13.077
557 143.95 155.524 11.574
558 143.01 157.399 14.389
559 144.68 155.429 10.749
560 144.89 158.018 13.128
561 146.85 158.244 11.394
562 146.1 160.274 14.174
563 145.95 159.086 13.136
564 145.5 158.993 13.493
565 153.75 158.366 4.616
566 154.75 164.276 9.526
567 153.21 164.961 11.751
568 154.85 163.141 8.291
569 154.06 164.583 10.523
570 154 163.849 9.849
571 156.2 164.32 8.12
572 156.31 166.052 9.742
573 157 166.656 9.656
574 157.65 167.622 9.972
575 160.42 168.58 8.16
576 162.5 170.392 7.892
577 160.9 172.002 11.102
578 160.61 170.055 9.445
579 162.8 170.239 7.439
580 164.71 171.745 7.035
581 167.3 172.721 5.421
582 164.31 174.16 9.85
583 161.5 170.291 8.791
584 162.16 167.49 5.33
585 163.98 168.495 4.515
586 165 170.237 5.237
587 166.5 171.463 4.963
588 166.21 173.004 6.794
589 165.2 172.922 7.722
590 165.3 171.88 6.58
591 163.56 172.075 8.515
592 163.86 169.853 5.993
593 162.97 170.413 7.443
594 162 169.262 7.262
595 161 167.954 6.954
596 161 166.696 5.696
597 164 166.779 2.779
598 161.01 170.367 9.357
599 160.5 166.776 6.276
600 160 166.219 6.219
601 160.5 165.816 5.316
602 160.55 166.179 5.629
603 162 166.031 4.031
604 164.11 167.599 3.489
605 164.16 169.77 5.61
606 163 169.773 6.773
607 163.01 168.365 5.355
608 164.51 168.628 4.118
609 163.25 170.656 7.406
610 162.78 168.389 5.609
611 162.29 167.904 5.614
612 163 167.314 4.314
613 162.75 168.288 5.538
614 162.92 168.014 5.094
615 162.12 168.543 6.423
616 162 167.475 5.475
617 162.74 167.512 4.772
618 162.5 168.728 6.228
619 163 168.302 5.302
620 163.26 169.092 5.832
621 164 169.255 5.255
622 163.51 170.334 6.824
623 163.5 169.17 5.67
624 163.5 169.243 5.743
625 165.3 169.748 4.448
626 165.02 172.749 7.729
627 168.01 171.954 3.944
628 168.01 175.693 7.683
629 170 175.747 5.747
630 170.9 177.978 7.078
631 172 178.94 6.94
632 171.04 180.375 9.335
633 171 178.316 7.316
634 171.33 178.911 7.581
635 172 179.819 7.819
636 171.74 181.07 9.33
637 172 180.556 8.556
638 172.11 181.596 9.486
639 173.11 182.337 9.227
640 178.01 183.973 5.963
641 176.65 187.752 11.102
642 174.05 184.503 10.453
643 175 179.334 4.334
644 173.6 180.584 6.984
645 169.99 178.07 8.08
646 169 173.191 4.191
=== Evaluation on test split ===
Time taken to test model on test split: 0.67 seconds
=== Summary ===
Correlation coefficient 0.9483
Mean absolute error 8.5365
Root mean squared error 9.1663
Relative absolute error 9.9639 %
Root relative squared error 10.6403 %
Total Number of Instances 646
