=== 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_IGH-R-A-features
Instances: 1945
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 1.271301725799918
Node 1 -0.5812501716480976
Node 2 -1.799247629642883
Node 3 -0.7936832563841882
Sigmoid Node 1
Inputs Weights
Threshold -5.848395290723517
Attrib rsi -0.30182631621835154
Attrib mfi -0.7886235423029431
Attrib ema 0.730829042083855
Attrib so -2.7137380913114795
Attrib macd -0.3384566083750204
Attrib sl -1.9095495306782193
Sigmoid Node 2
Inputs Weights
Threshold 0.9435538335087257
Attrib rsi -0.6922818298647307
Attrib mfi 0.05436252189113222
Attrib ema -2.5000664043816063
Attrib so -0.0789918485905714
Attrib macd -0.10364833753582144
Attrib sl 0.3528326191014643
Sigmoid Node 3
Inputs Weights
Threshold -3.683731718544005
Attrib rsi 0.11935898832833462
Attrib mfi 0.012297257272310591
Attrib ema -4.234720901167837
Attrib so 0.025645089980980747
Attrib macd -0.6712485476478585
Attrib sl 0.7519203882383603
Class
Input
Node 0
Time taken to build model: 31.42 seconds
=== Predictions on test split ===
inst# actual predicted error
1 170 69.16 -100.84
2 169.9 70.103 -99.797
3 162 82.474 -79.526
4 156 74.207 -81.793
5 157 68.301 -88.699
6 145.99 83.697 -62.293
7 156.9 69.027 -87.873
8 151 96.508 -54.492
9 150 88.463 -61.537
10 151.99 84.775 -67.215
11 148.5 95.17 -53.33
12 145.59 84.89 -60.7
13 145 76.274 -68.726
14 140 60.26 -79.74
15 139 55.789 -83.211
16 131.02 53.529 -77.491
17 139 38.66 -100.34
18 140 58.681 -81.319
19 133.33 60.086 -73.244
20 125.52 42.717 -82.803
21 127 20.191 -106.809
22 125 37.06 -87.94
23 134 20.493 -113.507
24 124.24 39.971 -84.269
25 126 17.192 -108.808
26 136.9 19.117 -117.783
27 126.12 63.858 -62.262
28 131.99 31.486 -100.504
29 138 62.265 -75.735
30 131.01 87.818 -43.192
31 135.99 64.684 -71.306
32 159 85.622 -73.378
33 160 152.315 -7.685
34 160 125.015 -34.985
35 160 128.149 -31.851
36 154.9 130.246 -24.654
37 184.91 111.55 -73.36
38 160.15 185.078 24.928
39 156 114.873 -41.127
40 176.86 115.037 -61.823
41 153.52 178.327 24.807
42 169.48 103.472 -66.008
43 180 135.717 -44.283
44 200 163.281 -36.719
45 195 203.925 8.925
46 183 229.328 46.328
47 183.1 180.17 -2.93
48 179.5 224.903 45.403
49 178 231.061 53.061
50 181 217.14 36.14
51 179.15 228.97 49.82
52 176.02 231.096 55.076
53 170.01 188.192 18.182
54 166 155.284 -10.716
55 166 150.758 -15.242
56 176.99 152.064 -24.926
57 168 225.421 57.421
58 170.03 172.25 2.22
59 177 254.416 77.416
60 181 290.737 109.737
61 177.11 333.253 156.143
62 188.5 275.032 86.532
63 189.99 359.251 169.261
64 194.9 195.392 0.492
65 180 299.474 119.474
66 181.05 171.826 -9.224
67 188.98 159.153 -29.827
68 179.55 183.053 3.503
69 179 127.079 -51.921
70 184.5 128.499 -56.001
71 180 153.37 -26.63
72 178.08 133.886 -44.194
73 183.5 124.628 -58.872
74 180 148.579 -31.421
75 183.5 126.753 -56.747
76 196.76 134.629 -62.131
77 193 212.957 19.957
78 194.98 229.642 34.662
79 187 182.54 -4.46
80 182 131.187 -50.813
81 192 117.253 -74.747
82 182.72 179.177 -3.543
83 181 120.087 -60.913
84 185.96 121.51 -64.45
85 172 130.623 -41.377
86 165 81.702 -83.298
87 162.11 62.886 -99.224
88 167.99 60.105 -107.885
89 161.62 73.973 -87.647
90 160 56.856 -103.144
91 143 54.367 -88.633
92 144.99 45.73 -99.26
93 140 62.146 -77.854
94 145 52.475 -92.525
95 150.02 52.367 -97.653
96 169 60.225 -108.775
97 174.02 111.375 -62.645
98 176.04 121.404 -54.636
99 160 143.44 -16.56
100 174.99 103.273 -71.717
101 170 147.778 -22.222
102 170 130.538 -39.462
103 174.96 132.755 -42.205
104 165 153.481 -11.519
105 172 119.55 -52.45
106 171.21 143.443 -27.767
107 170.7 141.514 -29.186
108 167 140.768 -26.232
109 156.46 129.557 -26.903
110 150 86.116 -63.884
111 150.01 71.634 -78.376
112 151.15 91.59 -59.56
113 151.2 83.338 -67.862
114 156.5 66.69 -89.81
115 151.11 99.356 -51.754
116 159 74.127 -84.873
117 156 103.553 -52.447
118 150 91.167 -58.833
119 150 67.594 -82.406
120 147.77 77.691 -70.079
121 136.21 81.861 -54.349
122 138.12 51.108 -87.012
123 149.85 49.944 -99.906
124 148.98 104.83 -44.15
125 148.98 94.248 -54.732
126 143 81.689 -61.311
127 140.11 64.403 -75.707
128 149.97 57.98 -91.99
129 154.95 95.117 -59.833
130 149.88 118.599 -31.281
131 144.97 109.944 -35.026
132 148.89 77.627 -71.263
133 135 98.556 -36.444
134 138.99 51.809 -87.181
135 137 58.699 -78.301
136 136 50.281 -85.719
137 140 45.764 -94.236
138 146.99 60.601 -86.389
139 137.6 90.504 -47.096
140 144 53.764 -90.236
141 140 78.876 -61.124
142 144.88 62.474 -82.406
143 144.88 83.358 -61.522
144 146.5 82.497 -64.003
145 138.2 97.871 -40.329
146 139.01 61.376 -77.634
147 154.89 65.766 -89.124
148 143.99 136.15 -7.84
149 139.01 89.827 -49.183
150 130.01 62.481 -67.529
151 130 40.967 -89.033
152 135.7 64.543 -71.157
153 125.6 91.472 -34.128
154 122.5 56.25 -66.25
155 120.02 54.412 -65.608
156 120.5 51.935 -68.565
157 119 75.639 -43.361
158 119 57.055 -61.945
159 119 57.698 -61.302
160 117.17 49.925 -67.245
161 120.96 41.066 -79.894
162 119.99 50.648 -69.342
163 120 40.374 -79.626
164 125 50.756 -74.244
165 125 74.431 -50.569
166 125.1 53.419 -71.681
167 133.9 56.968 -76.932
168 130.89 113.394 -17.496
169 125.11 92.352 -32.758
170 118 54.677 -63.323
171 120.11 19.668 -100.442
172 135 31.193 -103.807
173 143 115.762 -27.238
174 143 119.028 -23.972
175 138.22 123.004 -15.216
176 138 95.361 -42.639
177 132.02 93.313 -38.707
178 132 64.893 -67.107
179 135 64.754 -70.246
180 133.5 73.445 -60.055
181 133.51 64.963 -68.547
182 135 63.904 -71.096
183 131.01 72.01 -59
184 130 52.012 -77.988
185 131 47.691 -83.309
186 136.9 49.585 -87.315
187 131.5 80.633 -50.867
188 133.5 31.144 -102.356
189 131.55 83.559 -47.991
190 137.4 54.673 -82.727
191 131.51 90.805 -40.705
192 135.5 47.005 -88.495
193 137 94.898 -42.102
194 135.15 80.15 -55
195 135.02 97.291 -37.729
196 140 84.99 -55.01
197 147 136.657 -10.343
198 149.5 183.873 34.373
199 145 180.546 35.546
200 142.55 133.68 -8.87
201 149.96 112.169 -37.791
202 135.55 173.893 38.343
203 143.85 58.712 -85.138
204 142 107.41 -34.59
205 142 99.567 -42.433
206 159.99 93.277 -66.713
207 172 188.349 16.349
208 169.89 197.708 27.818
209 160.12 283.573 123.453
210 174.5 182.211 7.711
211 162.17 260.391 98.221
212 165.13 162.867 -2.263
213 155.08 186.228 31.148
214 154.05 132.625 -21.425
215 173 131.844 -41.156
216 170 238.649 68.649
217 160 184.417 24.417
218 160 140.654 -19.346
219 160 144.373 -15.627
220 160 146.994 -13.006
221 157 143.695 -13.305
222 155.03 143.74 -11.29
223 160 85.99 -74.01
224 165.3 101.313 -63.987
225 168 142.72 -25.28
226 160 157.509 -2.491
227 167 108.807 -58.193
228 160.5 134.441 -26.059
229 160 87.841 -72.159
230 159 85.833 -73.167
231 159.02 117.322 -41.698
232 159 93.922 -65.078
233 156.71 85.872 -70.838
234 152 67.66 -84.34
235 152 62.516 -89.484
236 158 67.828 -90.172
237 159.9 115.383 -44.517
238 159.78 133.061 -26.719
239 150.1 123.723 -26.377
240 150.03 68.958 -81.072
241 155 70.987 -84.013
242 158 108.332 -49.668
243 155 143.233 -11.767
244 159.99 121.496 -38.494
245 151.04 150.278 -0.762
246 162.67 87.746 -74.924
247 153.78 171.652 17.872
248 153.77 104.068 -49.702
249 154.91 94.465 -60.445
250 155.15 97.714 -57.436
251 162 99.747 -62.253
252 154.25 164.028 9.778
253 144 119.286 -24.714
254 152.9 65.722 -87.178
255 144 90.076 -53.924
256 142 51.294 -90.706
257 142 50.448 -91.552
258 133.5 51.538 -81.962
259 131.57 55.215 -76.355
260 135.01 67.583 -67.427
261 141.98 57.25 -84.73
262 135.04 79.515 -55.525
263 135 54.8 -80.2
264 130 48.863 -81.137
265 131.99 41.199 -90.791
266 130 63.773 -66.227
267 146 40.197 -105.803
268 134.88 99.097 -35.783
269 136 68.868 -67.132
270 130 81.677 -48.323
271 127.2 58.916 -68.284
272 126.01 49.384 -76.626
273 130.15 47.008 -83.142
274 130.15 54.274 -75.876
275 138 56.114 -81.886
276 135 96.49 -38.51
277 139 84.072 -54.928
278 140.41 101.373 -39.037
279 142 95.666 -46.334
280 137.1 102.213 -34.887
281 133.6 76.728 -56.872
282 136 68.944 -67.056
283 136 65.247 -70.753
284 134.11 62.99 -71.12
285 139 53.715 -85.285
286 136.05 79.985 -56.065
287 136.5 67.005 -69.495
288 137.36 66.358 -71.002
289 135.1 67.776 -67.324
290 140 47.262 -92.738
291 135 75.835 -59.165
292 135.7 41.701 -93.999
293 139.87 59.262 -80.608
294 132.54 106.81 -25.73
295 128.06 42.853 -85.207
296 128.04 31.224 -96.816
297 132.8 22.299 -110.501
298 137.73 57.858 -79.872
299 131.01 93.659 -37.351
300 130.44 47.026 -83.414
301 129 37.932 -91.068
302 129 31.725 -97.275
303 135 35.582 -99.418
304 132 76.289 -55.711
305 130.02 64.621 -65.399
306 135.97 46.384 -89.586
307 135.98 100.986 -34.994
308 129.62 104.648 -24.972
309 130.13 54.438 -75.692
310 131.31 56.703 -74.607
311 135 143.202 8.202
312 135 171.841 36.841
313 137 171.633 34.633
314 137.67 208.918 71.248
315 140.01 182.584 42.574
316 135.67 177.551 41.881
317 133.5 118.105 -15.395
318 145 99.52 -45.48
319 135 229.649 94.649
320 135 119.079 -15.921
321 136 150.514 14.514
322 131.35 157.343 25.993
323 132 97.752 -34.248
324 132.99 95.548 -37.442
325 132 103.421 -28.579
326 132 98.22 -33.78
327 132.32 99.582 -32.738
328 132.32 99.28 -33.04
329 135.85 109.49 -26.36
330 132.32 188.764 56.444
331 133.01 112.015 -20.995
332 132 96.784 -35.216
333 129 89.454 -39.546
334 132.99 49.043 -83.947
335 129 64.835 -64.165
336 129 18.043 -110.957
337 125 20.252 -104.748
338 120.1 27.36 -92.74
339 120 14.718 -105.282
340 120 9.842 -110.158
341 120 16.887 -103.113
342 120 27.879 -92.121
343 120.03 27.302 -92.728
344 116.02 25.425 -90.595
345 116.5 7.954 -108.546
346 116.02 24.825 -91.195
347 120 25.544 -94.456
348 121.8 48.711 -73.089
349 118.07 63.797 -54.273
350 118.65 43.147 -75.503
351 119.01 44.003 -75.007
352 126 38.616 -87.384
353 128.8 123.466 -5.334
354 123 133.083 10.083
355 125 58.759 -66.241
356 126 76.104 -49.896
357 125 87.018 -37.982
358 134.84 80.726 -54.114
359 139.99 158.514 18.524
360 138.5 169.435 30.935
361 138 280.616 142.616
362 127.06 251.036 123.976
363 127.06 95.729 -31.331
364 118 99.932 -18.068
365 121 51.137 -69.863
366 122.5 63.849 -58.651
367 124.5 63.067 -61.433
368 124.66 84.819 -39.841
369 120.1 81.934 -38.166
370 120 56.151 -63.849
371 128.53 59.087 -69.443
372 128.02 110.817 -17.203
373 121.01 110.207 -10.803
374 125.5 60.397 -65.103
375 121 56.088 -64.912
376 120.04 38.776 -81.264
377 117.03 37.959 -79.071
378 117.03 15.069 -101.961
379 114.9 14.281 -100.619
380 118.99 30.361 -88.629
381 114.1 59.262 -54.838
382 114.16 34.91 -79.25
383 114.17 41.072 -73.098
384 111 37.432 -73.568
385 111 20.875 -90.125
386 111 47.222 -63.778
387 110 40.937 -69.063
388 110.9 31.645 -79.255
389 108 41.109 -66.891
390 107.02 33.07 -73.95
391 110 23.93 -86.07
392 110 45.809 -64.191
393 106.15 33.089 -73.061
394 103.2 11.065 -92.135
395 103.3 22.429 -80.871
396 106 22.669 -83.331
397 105.33 27.894 -77.436
398 109.99 24.08 -85.91
399 101.05 64.198 -36.852
400 102 4.596 -97.404
401 107.12 4.366 -102.754
402 105 49.041 -55.959
403 105 31.066 -73.934
404 112 24.215 -87.785
405 105.01 86.37 -18.64
406 108.3 20.317 -87.983
407 109.16 39.457 -69.703
408 108.3 61.908 -46.392
409 105.01 56.886 -48.124
410 105.27 30.671 -74.599
411 105.28 48.999 -56.281
412 105.3 41.071 -64.229
413 97.79 45.778 -52.012
414 97.8 21.91 -75.89
415 93.01 8.513 -84.497
416 91.22 -5.467 -96.687
417 91.03 -12.028 -103.058
418 90.01 -12.269 -102.279
419 99.77 -13.887 -113.657
420 90 31.181 -58.819
421 90 -7.199 -97.199
422 86.56 -9.098 -95.658
423 88 -23.114 -111.114
424 89 -19.002 -108.002
425 89 -19.638 -108.638
426 88.88 -17.791 -106.671
427 91 -18.791 -109.791
428 94.94 -4.753 -99.693
429 85.6 50.622 -34.978
430 97 -13.548 -110.548
431 101 63.378 -37.622
432 104.5 58.081 -46.419
433 101 78.118 -22.882
434 103.87 54.341 -49.529
435 101.27 72.39 -28.88
436 103.99 54.172 -49.818
437 88.77 74.53 -14.24
438 96.99 -12.429 -109.419
439 91 30.698 -60.302
440 100 1.421 -98.579
441 102 48.324 -53.676
442 97 60.654 -36.346
443 97 31.735 -65.265
444 99.99 31.279 -68.711
445 95 42.637 -52.363
446 101 14.711 -86.289
447 99.93 61.214 -38.716
448 85.08 65.79 -19.29
449 86 -5.605 -91.605
450 87 -8.9 -95.9
451 85.09 8.383 -76.707
452 86.01 0.908 -85.102
453 86.01 13.393 -72.617
454 85 19.032 -65.968
455 85 13.68 -71.32
456 79 36.242 -42.758
457 75 11.629 -63.371
458 84 17.934 -66.066
459 79 45.928 -33.072
460 79 23.004 -55.996
461 72.01 19.202 -52.808
462 72 -7.539 -79.539
463 73 -5.327 -78.327
464 70.53 -1.609 -72.139
465 70.26 -12.069 -82.329
466 70.26 -13.049 -83.309
467 61.01 -7.743 -68.753
468 62 -24.631 -86.631
469 62.2 -18.145 -80.345
470 62.23 -20.806 -83.036
471 74 -24.005 -98.005
472 64.53 19.459 -45.071
473 73.98 -0.863 -74.843
474 75 36.833 -38.167
475 81 36.315 -44.685
476 89.97 51.1 -38.87
477 84.76 80.794 -3.966
478 71.64 48.273 -23.367
479 74.5 -13.6 -88.1
480 75 -1.82 -76.82
481 75 1.418 -73.582
482 73 3.741 -69.259
483 74.01 -4.85 -78.86
484 74 0.24 -73.76
485 74.01 1.477 -72.533
486 75 -2.809 -77.809
487 80.85 3.228 -77.622
488 75.1 35.029 -40.071
489 66.66 -11.942 -78.602
490 68.12 -37.437 -105.557
491 68.13 -13.095 -81.225
492 69 -21.179 -90.179
493 69.09 -19.275 -88.365
494 73 -11.772 -84.772
495 70 25.853 -44.147
496 70.07 9.525 -60.545
497 69 -5.619 -74.619
498 69.01 -8.902 -77.912
499 68.1 -6.457 -74.557
500 73.31 -9.39 -82.7
501 74.94 27.863 -47.077
502 70 40.759 -29.241
503 70 3.659 -66.341
504 70 18.878 -51.122
505 74.68 -0.973 -75.653
506 73.55 63.862 -9.688
507 68.01 40.273 -27.737
508 68.05 -14.068 -82.118
509 73.55 -14.843 -88.393
510 78.99 39.856 -39.134
511 70.5 74.48 3.98
512 70.1 -1.042 -71.142
513 73.35 -1.54 -74.89
514 69 24.011 -44.989
515 75 -6.47 -81.47
516 75 42.084 -32.916
517 77.73 40.923 -36.807
518 77.7 56.352 -21.348
519 77.39 58.497 -18.893
520 77.99 56.671 -21.319
521 85 68.197 -16.803
522 94.96 114.945 19.985
523 94 164.063 70.063
524 94 192.505 98.505
525 83.04 167.725 84.685
526 82.02 32.795 -49.225
527 76.08 24.921 -51.159
528 84 -2.987 -86.987
529 82.28 38.239 -44.041
530 82.33 19.797 -62.533
531 73.65 20.276 -53.374
532 76 -19.21 -95.21
533 76.66 -9.754 -86.414
534 82.86 -1.953 -84.813
535 87.95 36.758 -51.192
536 85 71.451 -13.549
537 82 63.993 -18.007
538 93.49 23.244 -70.246
539 92.99 147.238 54.248
540 86 150.547 64.547
541 89.88 68.188 -21.692
542 89.99 86.36 -3.63
543 89.5 93.243 3.743
544 93.7 98.736 5.036
545 99.99 141.363 41.373
546 99 136.262 37.262
547 106.99 101.246 -5.744
548 106.98 139.917 32.937
549 102.9 138.065 35.165
550 103.5 99.069 -4.431
551 98.88 101.816 2.936
552 96.66 62.988 -33.672
553 93.21 43.439 -49.771
554 100 20.055 -79.945
555 94 63.601 -30.399
556 96 24.124 -71.876
557 98.12 30.082 -68.038
558 107.78 44.593 -63.187
559 136.95 114.9 -22.05
560 137 190.626 53.626
561 139.2 183.612 44.412
562 188 190.902 2.902
563 192.01 297.999 105.989
564 146.13 281.82 135.69
565 160 76.353 -83.647
566 187.97 106.693 -81.277
567 200 167.102 -32.898
568 185.2 200.001 14.801
569 199.49 162.787 -36.703
570 195 200.888 5.888
571 177.43 198.412 20.982
572 165 155.613 -9.387
573 165 134.107 -30.893
574 180.98 137.123 -43.857
575 175 165.911 -9.089
576 189.9 142.716 -47.184
577 190 175.928 -14.072
578 183.55 197.093 13.543
579 191.25 157.353 -33.897
580 189.99 182.384 -7.606
581 180.15 174.047 -6.103
582 184.99 134.718 -50.272
583 183.95 136.388 -47.562
=== Evaluation on test split ===
Time taken to test model on test split: 0.35 seconds
=== Summary ===
Correlation coefficient 0.7211
Mean absolute error 59.9003
Root mean squared error 66.8038
Relative absolute error 2.2792 %
Root relative squared error 2.5416 %
Total Number of Instances 583
