=== 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_ADPL-R-A-features
Instances: 2130
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 0.2584276303633591
Node 1 1.1557077892048948
Node 2 -0.5234150993893631
Node 3 -0.9049250613407754
Sigmoid Node 1
Inputs Weights
Threshold -2.4736708720359837
Attrib rsi 1.585796375383411
Attrib mfi 0.05761392160902651
Attrib ema 2.7389892322039153
Attrib so 0.06846966520731097
Attrib macd 0.11055105291524712
Attrib sl -0.3751675459140009
Sigmoid Node 2
Inputs Weights
Threshold 0.021565345969405722
Attrib rsi 1.7678258949089143
Attrib mfi -0.037853832884167826
Attrib ema -2.7827421733951367
Attrib so -0.18621323899175687
Attrib macd -0.22972073855888153
Attrib sl -0.1220328776715598
Sigmoid Node 3
Inputs Weights
Threshold -1.9619424405849208
Attrib rsi -1.7746188640072178
Attrib mfi 0.11575204597588563
Attrib ema -3.2240679519573967
Attrib so 0.11087279926487044
Attrib macd -0.17877671440095078
Attrib sl 0.4904143975039058
Class
Input
Node 0
Time taken to build model: 37.09 seconds
=== Predictions on test split ===
inst# actual predicted error
1 109.48 108.353 -1.127
2 108 107.409 -0.591
3 105.76 105.663 -0.097
4 103.8 103.109 -0.691
5 102.85 100.855 -1.995
6 103 99.364 -3.636
7 103 99.063 -3.937
8 103.5 98.327 -5.173
9 106.5 99.45 -7.05
10 106 105.212 -0.788
11 105.3 104.24 -1.06
12 107 102.979 -4.021
13 106.1 104.469 -1.631
14 106.6 103.088 -3.512
15 107.06 103.242 -3.818
16 108.05 103.492 -4.558
17 108.75 105.082 -3.668
18 108.8 106.488 -2.312
19 108.52 107.21 -1.31
20 107 107.551 0.551
21 108.3 105.851 -2.449
22 111 108.265 -2.735
23 112 111.803 -0.197
24 110.9 112.784 1.884
25 111.5 110.646 -0.854
26 114 111.84 -2.16
27 114.88 114.378 -0.502
28 114.26 115.863 1.603
29 115.29 114.508 -0.782
30 115 116.194 1.194
31 115.8 116.008 0.208
32 117.98 116.656 -1.324
33 118.5 119.31 0.81
34 117.25 120.035 2.785
35 116.5 118.434 1.934
36 117.1 117.983 0.883
37 117.98 118.947 0.967
38 116.5 120.247 3.747
39 117 118.081 1.081
40 118 119.274 1.274
41 118 120.563 2.563
42 119 120.218 1.218
43 117.8 122.802 5.002
44 119 119.422 0.422
45 118.16 122.41 4.25
46 118.12 119.843 1.723
47 120.8 118.663 -2.137
48 122.5 122.235 -0.265
49 122.64 124.648 2.008
50 125.75 125.284 -0.466
51 128 127.649 -0.351
52 126.05 127.868 1.818
53 129.86 124.019 -5.841
54 132.45 129.698 -2.752
55 130 131.12 1.12
56 130 127.349 -2.651
57 132.4 128.141 -4.259
58 132 132.28 0.28
59 130.51 132.92 2.41
60 130.03 131.287 1.257
61 130.01 131.697 1.687
62 128.13 132.426 4.296
63 125.08 129.564 4.484
64 123 126.843 3.843
65 124 125.086 1.086
66 122.85 125.424 2.574
67 123.37 124.6 1.23
68 124.7 124.478 -0.222
69 126.7 124.554 -2.146
70 127.5 125.846 -1.654
71 130 126.191 -3.809
72 132 128.252 -3.748
73 132.25 130.328 -1.922
74 131.99 132.259 0.269
75 133.59 131.874 -1.716
76 133 132.98 -0.02
77 132.8 131.64 -1.16
78 131 132.251 1.251
79 130.8 130.241 -0.559
80 130.51 130.715 0.205
81 131 131.383 0.383
82 129 132.991 3.991
83 125.3 129.939 4.639
84 126 126.041 0.041
85 126.63 126.634 0.004
86 128 126.945 -1.055
87 127.51 127.785 0.275
88 127.52 126.597 -0.923
89 129.5 126.004 -3.496
90 132 127.451 -4.549
91 132 130.678 -1.322
92 131 132.11 1.11
93 130 130.544 0.544
94 129.51 128.354 -1.156
95 130.01 127.413 -2.597
96 131.25 128.242 -3.008
97 132.21 130.959 -1.251
98 133 133.044 0.044
99 132.01 136.099 4.089
100 131.75 133.723 1.973
101 132 133.291 1.291
102 132.5 134.37 1.87
103 130.05 135.144 5.094
104 129 128.967 -0.033
105 128.12 126.967 -1.153
106 128.9 125.544 -3.356
107 128.2 126.496 -1.704
108 128.15 125.774 -2.376
109 127.5 125.696 -1.804
110 125 125.35 0.35
111 125.89 123.643 -2.247
112 122.15 124.209 2.059
113 120.72 121.72 1
114 120.75 120.489 -0.261
115 120.65 119.897 -0.753
116 121 119.223 -1.777
117 121.49 119.024 -2.466
118 119.5 119.178 -0.322
119 120.35 117.694 -2.656
120 119.75 118.251 -1.499
121 121.4 117.263 -4.137
122 119.52 117.903 -1.617
123 119.01 116.46 -2.55
124 121.02 115.688 -5.332
125 120.5 117.046 -3.454
126 118.45 116.51 -1.94
127 118.41 115.277 -3.133
128 118.55 115.331 -3.219
129 120 115.519 -4.481
130 121.85 116.851 -4.999
131 121.49 120.039 -1.451
132 120.25 119.257 -0.993
133 121 117.605 -3.395
134 119.7 118.728 -0.972
135 118.01 117.146 -0.864
136 117.02 115.712 -1.308
137 116.85 115.348 -1.502
138 116.3 115.245 -1.055
139 116 114.751 -1.249
140 117.5 114.323 -3.177
141 118.44 115.867 -2.573
142 118.4 116.978 -1.422
143 118.4 116.881 -1.519
144 113.99 116.594 2.604
145 110 113.273 3.273
146 107 110.358 3.358
147 109 108.096 -0.904
148 108.78 110.089 1.309
149 108 109.169 1.169
150 105.7 108.167 2.467
151 106.54 106.388 -0.152
152 107 107.097 0.097
153 103.98 107.075 3.095
154 100 104.684 4.684
155 98 101.349 3.349
156 92.75 98.914 6.164
157 94.03 95.04 1.01
158 95.49 94.932 -0.558
159 93.96 95.812 1.852
160 94.5 94.065 -0.435
161 90.2 93.865 3.665
162 93 91.081 -1.919
163 92 93.349 1.349
164 94.99 91.553 -3.437
165 94.2 93.388 -0.812
166 94 91.754 -2.246
167 94.98 90.344 -4.636
168 91.99 90.445 -1.545
169 91.98 88.325 -3.655
170 92.01 87.821 -4.189
171 88 87.918 -0.082
172 86.3 85.615 -0.685
173 87.35 83.571 -3.779
174 86.03 84.29 -1.74
175 88.59 83.098 -5.492
176 87.1 86.339 -0.761
177 87.14 84.964 -2.176
178 87.86 84.471 -3.389
179 87.49 84.617 -2.873
180 85.52 83.448 -2.072
181 84.1 81.2 -2.9
182 82.3 78.86 -3.44
183 83.5 76.49 -7.01
184 84.46 77.445 -7.015
185 82.5 78.184 -4.316
186 80 76.515 -3.485
187 78.5 74.338 -4.162
188 82 72.944 -9.056
189 78.75 77.82 -0.93
190 80 75.45 -4.55
191 82.1 76.549 -5.551
192 82 78.573 -3.427
193 82.3 77.771 -4.529
194 81.99 77.477 -4.513
195 82.45 76.69 -5.76
196 82.49 77 -5.49
197 80.77 76.67 -4.1
198 80.49 74.657 -5.833
199 80 73.99 -6.01
200 80.19 73.154 -7.036
201 79.98 73.49 -6.49
202 80.48 73.393 -7.087
203 79.5 74.458 -5.042
204 79.53 73.171 -6.359
205 80.01 73.056 -6.954
206 81.5 74.246 -7.254
207 82.69 77.447 -5.243
208 82 79.73 -2.27
209 82 78.266 -3.734
210 81.03 78.096 -2.934
211 80.3 76.189 -4.111
212 79.26 74.661 -4.599
213 79.5 73.169 -6.331
214 79.55 73.698 -5.852
215 80 73.723 -6.277
216 81 74.829 -6.171
217 80.99 77.807 -3.183
218 79.66 77.725 -1.935
219 80.67 75.077 -5.593
220 81.89 77.798 -4.092
221 81 80.639 -0.361
222 80.17 78.682 -1.488
223 80.5 77.02 -3.48
224 82 77.491 -4.509
225 82.19 80.464 -1.726
226 89.6 80.677 -8.923
227 92.94 90.399 -2.541
228 93.29 92.641 -0.649
229 94.11 93.367 -0.743
230 98.5 93.864 -4.636
231 104.99 96.282 -8.708
232 107 99.335 -7.665
233 103 100.771 -2.229
234 101.3 96.91 -4.39
235 101.4 96.569 -4.831
236 102.3 98.083 -4.217
237 102 100.174 -1.826
238 103 101.756 -1.244
239 99.5 103.835 4.335
240 100.99 102.551 1.561
241 100.03 104.165 4.135
242 106.02 103.742 -2.278
243 105.89 106.779 0.889
244 105 106.885 1.885
245 104.99 105.977 0.987
246 105 104.924 -0.076
247 104 104.172 0.172
248 102.76 103.449 0.689
249 103 102.692 -0.308
250 102.7 102.616 -0.084
251 100.09 102.308 2.218
252 100.2 100.97 0.77
253 102.9 101.015 -1.885
254 103 102.725 -0.275
255 101.47 102.831 1.361
256 104.49 102.233 -2.257
257 105 103.444 -1.556
258 103.01 105.488 2.478
259 104.97 103.331 -1.639
260 102.5 105.101 2.601
261 104.16 102.475 -1.685
262 104.81 103.904 -0.906
263 104 104.846 0.846
264 104.4 104.092 -0.308
265 103.58 104.702 1.122
266 104 104.145 0.145
267 103.56 104.872 1.312
268 106.3 104.169 -2.131
269 106.68 107.366 0.686
270 105.69 108.129 2.439
271 105.5 106.523 1.023
272 103.02 106.066 3.046
273 104.8 103.557 -1.243
274 102.01 105.23 3.22
275 102 102.842 0.842
276 104 102.668 -1.332
277 104.5 104.222 -0.278
278 104.41 104.764 0.354
279 103.9 104.653 0.753
280 102 104.239 2.239
281 102.8 102.394 -0.406
282 101 103.064 2.064
283 99 101.419 2.419
284 100.02 99.54 -0.48
285 100.01 100.204 0.194
286 103 99.748 -3.252
287 101.6 102.886 1.286
288 100.02 101.318 1.298
289 101.9 100.027 -1.873
290 100.52 101.77 1.25
291 101.87 100.335 -1.535
292 100.83 101.181 0.351
293 101.12 99.975 -1.145
294 102.8 99.895 -2.905
295 105.55 101.757 -3.793
296 110.96 104.153 -6.807
297 110.99 106.499 -4.491
298 107.99 107.699 -0.291
299 108.5 105.352 -3.148
300 109.98 106.037 -3.943
301 110.35 107.419 -2.931
302 110.68 108.275 -2.405
303 107 109.427 2.427
304 106.56 106.714 0.154
305 105.2 107.11 1.91
306 106.5 106.713 0.213
307 105 108.278 3.278
308 104.11 107.786 3.676
309 102 107.272 5.272
310 103 105.67 2.67
311 102 105.664 3.664
312 92.77 104.16 11.39
313 101.45 97.877 -3.573
314 96 103.876 7.876
315 98 100.546 2.546
316 97.5 100.582 3.082
317 96.2 99.272 3.072
318 99.85 98.022 -1.828
319 98 99.282 1.282
320 97 97.948 0.948
321 97.8 96.778 -1.022
322 96.12 96.715 0.595
323 98.39 95.423 -2.967
324 97.51 96.58 -0.93
325 96 95.956 -0.044
326 95.73 94.682 -1.048
327 96.27 95.342 -0.928
328 97 95.385 -1.615
329 96.16 96.111 -0.049
330 97 95.565 -1.435
331 96.02 96.105 0.085
332 98 95.482 -2.518
333 96.5 96.8 0.3
334 95.61 95.521 -0.089
335 97 94.85 -2.15
336 98 95.768 -2.232
337 98.48 96.808 -1.672
338 95.5 97.206 1.706
339 97.95 94.406 -3.544
340 97.98 96.596 -1.384
341 99.9 96.689 -3.211
342 98 98.726 0.726
343 98.48 96.696 -1.784
344 97 97.309 0.309
345 99 95.983 -3.017
346 101 98.075 -2.925
347 100.99 99.946 -1.044
348 98.9 100.087 1.187
349 97.01 98.149 1.139
350 96.5 96.679 0.179
351 97.14 96.333 -0.807
352 97.16 96.746 -0.414
353 100.01 97.003 -3.007
354 99.5 99.119 -0.381
355 99.75 98.783 -0.967
356 100.99 98.791 -2.199
357 103.98 100.003 -3.977
358 101.5 102.727 1.227
359 101.06 100.418 -0.642
360 99 100.058 1.058
361 97.01 98.179 1.169
362 97 96.6 -0.4
363 99.9 96.589 -3.311
364 99 99.047 0.047
365 99.05 98.762 -0.288
366 98.02 99.016 0.996
367 99.95 98.528 -1.422
368 96.01 99.913 3.903
369 97.9 97.215 -0.685
370 96.01 98.245 2.235
371 96 96.731 0.731
372 95.6 95.953 0.353
373 96.5 95.279 -1.221
374 95.06 95.691 0.631
375 94 94.566 0.566
376 95 93.656 -1.344
377 97.53 94.544 -2.986
378 94.26 96.633 2.373
379 94.31 93.834 -0.476
380 94 93.433 -0.567
381 93.5 92.971 -0.529
382 95 92.012 -2.988
383 93.2 93.527 0.327
384 93.09 91.991 -1.099
385 93.2 91.819 -1.381
386 92.02 91.751 -0.269
387 92.1 90.452 -1.648
388 96 90.271 -5.729
389 97 94.753 -2.247
390 94.05 95.902 1.852
391 96.8 92.774 -4.026
392 97.3 95.102 -2.198
393 97.7 95.501 -2.199
394 94.16 96.085 1.925
395 95 92.684 -2.316
396 96.5 93.628 -2.872
397 98.6 95.028 -3.572
398 99.49 97.292 -2.198
399 98.46 98.337 -0.123
400 98.4 97.608 -0.792
401 95.5 98.032 2.532
402 93.61 95.505 1.895
403 95 94.003 -0.997
404 95.03 95.034 0.004
405 96.5 95.135 -1.365
406 97.69 96.334 -1.356
407 94 97.364 3.364
408 96.73 93.936 -2.794
409 96.68 96.426 -0.254
410 94.09 96.499 2.409
411 93.2 94.303 1.103
412 95 93.244 -1.756
413 95.35 94.196 -1.154
414 92.56 94.054 1.494
415 94 91.577 -2.423
416 93.7 92.831 -0.869
417 93.7 92.712 -0.988
418 92.51 92.859 0.349
419 96.69 91.868 -4.822
420 94.01 95.749 1.739
421 95.9 93.036 -2.864
422 94.2 94.655 0.455
423 96.4 93.035 -3.365
424 94.1 94.855 0.755
425 93.01 92.951 -0.059
426 92.16 92.337 0.177
427 92.5 91.82 -0.68
428 94.9 91.867 -3.033
429 95.98 94.015 -1.965
430 97.17 94.955 -2.215
431 97.5 95.753 -1.747
432 97.7 96.082 -1.618
433 96.5 96.597 0.097
434 97.7 95.346 -2.354
435 100.3 96.478 -3.822
436 102 98.487 -3.513
437 100 100.252 0.252
438 101.5 98.173 -3.327
439 100 99.876 -0.124
440 100 98.948 -1.052
441 102.5 99.611 -2.889
442 99.71 102.355 2.645
443 101 100.049 -0.951
444 102.2 101.34 -0.86
445 101.2 102.359 1.159
446 99 101.708 2.708
447 99 99.907 0.907
448 101 100.202 -0.798
449 100.99 102.078 1.088
450 99.99 101.816 1.826
451 99.99 100.47 0.48
452 98 100.496 2.496
453 99 98.505 -0.495
454 100 99.167 -0.833
455 101.98 100.123 -1.857
456 102.39 101.855 -0.535
457 101.2 102.489 1.289
458 103.31 100.907 -2.403
459 102 103.135 1.135
460 103.28 101.475 -1.805
461 102.48 103.286 0.806
462 102 102.587 0.587
463 102.47 102.046 -0.424
464 101.5 102.742 1.242
465 102 101.765 -0.235
466 102 102.625 0.625
467 103 103.115 0.115
468 98 104.838 6.838
469 100 99.303 -0.697
470 100 101.124 1.124
471 99.24 100.889 1.649
472 98.1 100.112 2.012
473 98.03 98.688 0.658
474 97.98 98.321 0.341
475 97.01 97.838 0.828
476 97.9 96.526 -1.374
477 97.98 97.396 -0.584
478 99.98 97.103 -2.877
479 99.98 99.252 -0.728
480 98.51 98.906 0.396
481 99.99 97.062 -2.928
482 97.76 98.322 0.562
483 97.7 96.295 -1.405
484 97.7 96.126 -1.574
485 97.6 96.013 -1.587
486 97 95.862 -1.138
487 95.56 95.286 -0.274
488 97.5 93.788 -3.712
489 96.5 96.608 0.108
490 96 95.633 -0.367
491 94.75 95.004 0.254
492 97.92 93.465 -4.455
493 98 97.373 -0.627
494 96.3 97.142 0.842
495 100.99 95.082 -5.908
496 99.5 99.85 0.35
497 100 98.078 -1.922
498 107 98.667 -8.333
499 105.99 102.96 -3.03
500 106.59 102.056 -4.534
501 108.49 102.827 -5.663
502 110 105.073 -4.927
503 108 106.361 -1.639
504 113 105.043 -7.957
505 114.8 108.438 -6.362
506 112 110.433 -1.567
507 112 108.967 -3.033
508 114.8 110.075 -4.725
509 110 113.33 3.33
510 112 110.57 -1.43
511 108.96 112.647 3.687
512 113 111.554 -1.446
513 112 113.937 1.937
514 113.01 113.09 0.08
515 109 114.288 5.288
516 112.55 111.484 -1.066
517 108.22 113.31 5.09
518 112.24 110.666 -1.574
519 112.19 112.753 0.563
520 112.99 112.186 -0.804
521 113.03 112.662 -0.368
522 114.7 112.403 -2.297
523 117 113.421 -3.579
524 120.5 115.075 -5.425
525 122.99 117.014 -5.976
526 119.3 118.716 -0.584
527 119 115.649 -3.351
528 121.78 116.091 -5.689
529 119 118.484 -0.516
530 120 117.435 -2.565
531 120 118.535 -1.465
532 118.31 119.882 1.572
533 110.87 118.545 7.675
534 114.99 115.49 0.5
535 114.52 117.761 3.241
536 116.99 117.817 0.827
537 116.06 119.137 3.077
538 112.07 118.248 6.178
539 111.25 115.827 4.577
540 111.5 114.434 2.934
541 113.8 114.02 0.22
542 112.52 114.504 1.984
543 112.99 113.032 0.042
544 112 112.583 0.583
545 113.3 111.642 -1.658
546 118.01 111.839 -6.171
547 115.15 114.542 -0.608
548 117.99 113.583 -4.407
549 118 116.074 -1.926
550 116.51 115.862 -0.648
551 118.99 114.191 -4.799
552 119 116.743 -2.257
553 118 117.606 -0.394
554 119 117.259 -1.741
555 119 119.226 0.226
556 119.97 119.66 -0.31
557 121.85 120.986 -0.864
558 123.88 122.586 -1.294
559 124.4 124.406 0.006
560 124.75 125.441 0.691
561 126 125.839 -0.161
562 130 127.439 -2.561
563 129.96 129.264 -0.696
564 129.3 130.001 0.701
565 129.98 129.55 -0.43
566 129 131.064 2.064
567 126.7 129.808 3.108
568 128.6 127.079 -1.521
569 126.25 130.016 3.766
570 125.4 127.619 2.219
571 129.49 126.854 -2.636
572 132.91 131.369 -1.541
573 129.77 134.95 5.18
574 132.25 130.104 -2.146
575 133 133.277 0.277
576 134.99 132.898 -2.092
577 135 135.815 0.815
578 133.5 135.866 2.366
579 136.5 133.294 -3.206
580 143.5 135.404 -8.096
581 143 140.291 -2.709
582 141.52 141.315 -0.205
583 140 139.952 -0.048
584 140 138.975 -1.025
585 142.5 140.706 -1.794
586 142 144.751 2.751
587 142.5 144.174 1.674
588 140 146.474 6.474
589 139.5 142.155 2.655
590 138.85 141.711 2.861
591 139.4 140.388 0.988
592 140 141.221 1.221
593 139.57 142.465 2.895
594 140 141.53 1.53
595 141 139.977 -1.023
596 141.2 141.442 0.242
597 143 141.954 -1.046
598 139.9 148.244 8.344
599 140 139.262 -0.738
600 137.5 139.41 1.91
601 139.46 135.153 -4.307
602 138 137.817 -0.183
603 139.68 135.671 -4.009
604 135.92 138.557 2.637
605 137.5 133.511 -3.989
606 136 135.36 -0.64
607 137.8 133.532 -4.268
608 138 135.819 -2.181
609 137.11 136.046 -1.064
610 137.32 134.432 -2.888
611 137.46 134.427 -3.033
612 137.64 134.001 -3.639
613 138.95 134.291 -4.659
614 139 138.451 -0.549
615 139 138.833 -0.167
616 139 138.854 -0.146
617 139.84 139.074 -0.766
618 138.17 141.967 3.797
619 138.69 136.39 -2.3
620 138.15 138.276 0.126
621 138.2 136.463 -1.737
622 138.4 136.567 -1.833
623 136.91 136.102 -0.808
624 136.5 131.771 -4.729
625 136.99 131.533 -5.457
626 135.55 133.891 -1.659
627 136 130.832 -5.168
628 135.68 131.576 -4.104
629 136.01 130.797 -5.213
630 135 131.128 -3.872
631 134 130.65 -3.35
632 136 128.926 -7.074
633 137.96 132.167 -5.793
634 137.06 136.362 -0.698
635 137.99 134.107 -3.883
636 137.99 137.256 -0.734
637 138 137.316 -0.684
638 138 137.412 -0.588
639 138 139.512 1.512
=== Evaluation on test split ===
Time taken to test model on test split: 0.47 seconds
=== Summary ===
Correlation coefficient 0.9867
Mean absolute error 2.2565
Root mean squared error 2.9307
Relative absolute error 16.7927 %
Root relative squared error 16.885 %
Total Number of Instances 639
