1
=== Run information ===
2

3
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
4
Relation:     zse_export_ARNT-R-A-features
5
Instances:    1509
6
Attributes:   7
7
              rsi
8
              mfi
9
              ema
10
              so
11
              macd
12
              sl
13
              cl_p
14
Test mode:    split 70.0% train, remainder test
15

16
=== Classifier model (full training set) ===
17

18
Linear Node 0
19
    Inputs    Weights
20
    Threshold    0.22317365897679642
21
    Node 1    1.1702909715724041
22
    Node 2    -1.240506307973666
23
    Node 3    -0.8940891746810441
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -1.4368630678250311
27
    Attrib rsi    1.0795859763607039
28
    Attrib mfi    0.19395294126222556
29
    Attrib ema    2.415740461710645
30
    Attrib so    -0.12817268569951867
31
    Attrib macd    -0.3898551214228954
32
    Attrib sl    -0.47958808063128006
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -1.0057984078059155
36
    Attrib rsi    -1.6434191478012121
37
    Attrib mfi    0.6375418907572048
38
    Attrib ema    -1.7495366611407075
39
    Attrib so    -0.012735378770343253
40
    Attrib macd    -1.4604592802668737
41
    Attrib sl    1.1282560372863204
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -2.138304548461166
45
    Attrib rsi    1.8624196826987267
46
    Attrib mfi    -0.8482256956808241
47
    Attrib ema    -1.617641785747033
48
    Attrib so    -0.0527429509034333
49
    Attrib macd    1.5468310896542217
50
    Attrib sl    -0.731393693465336
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 25.29 seconds
57

58
=== Predictions on test split ===
59

60
    inst#     actual  predicted      error
61
        1    352.5      349.058     -3.442 
62
        2    357.95     353.326     -4.624 
63
        3    348        359.168     11.168 
64
        4    350        347.246     -2.754 
65
        5    345.01     347.781      2.771 
66
        6    340.04     343.628      3.588 
67
        7    342.01     337.001     -5.009 
68
        8    349.99     347.583     -2.407 
69
        9    340        356.609     16.609 
70
       10    333        341.039      8.039 
71
       11    338        329.865     -8.135 
72
       12    338.01     335.794     -2.216 
73
       13    330        334.527      4.527 
74
       14    338.99     322.77     -16.22  
75
       15    331        337.445      6.445 
76
       16    340        330.512     -9.488 
77
       17    344        342.335     -1.665 
78
       18    340        348.204      8.204 
79
       19    340.1      340.432      0.332 
80
       20    325.15     341.86      16.71  
81
       21    330.5      326.176     -4.324 
82
       22    330        335.533      5.533 
83
       23    326        330.445      4.445 
84
       24    338.99     324.584    -14.406 
85
       25    338.97     343.528      4.558 
86
       26    325        343.408     18.408 
87
       27    332        328.245     -3.755 
88
       28    322.25     337.462     15.212 
89
       29    322.26     328.069      5.809 
90
       30    328.99     327.258     -1.732 
91
       31    324.5      334.309      9.809 
92
       32    327.97     327.911     -0.059 
93
       33    324.89     330.699      5.809 
94
       34    321.05     325.74       4.69  
95
       35    325        321.59      -3.41  
96
       36    322.12     325.867      3.747 
97
       37    329.99     323.065     -6.925 
98
       38    330        333.933      3.933 
99
       39    328.1      332.21       4.11  
100
       40    349.24     331.865    -17.375 
101
       41    338.03     356.279     18.249 
102
       42    327.07     342.16      15.09  
103
       43    331        333.844      2.844 
104
       44    343        338.719     -4.281 
105
       45    335        346.298     11.298 
106
       46    329        340.054     11.054 
107
       47    327.31     335.083      7.773 
108
       48    334.95     333.529     -1.421 
109
       49    334.95     340.039      5.089 
110
       50    334        339.988      5.988 
111
       51    333.95     339.939      5.989 
112
       52    334        340.482      6.482 
113
       53    332.98     340.837      7.857 
114
       54    332        339.138      7.138 
115
       55    323.82     334.19      10.37  
116
       56    325.01     320.638     -4.372 
117
       57    327        323.201     -3.799 
118
       58    334        327.307     -6.693 
119
       59    339        336.795     -2.205 
120
       60    340        340.025      0.025 
121
       61    339        343.24       4.24  
122
       62    350        343.503     -6.497 
123
       63    343.01     361.712     18.702 
124
       64    345        350.603      5.603 
125
       65    360        353.399     -6.601 
126
       66    350        369.301     19.301 
127
       67    349        356.911      7.911 
128
       68    362.99     356.315     -6.675 
129
       69    365.9      367.883      1.983 
130
       70    365.99     373.323      7.333 
131
       71    360        376.57      16.57  
132
       72    363.97     369.277      5.307 
133
       73    362.96     372.257      9.297 
134
       74    362.7      370.672      7.972 
135
       75    352        369.283     17.283 
136
       76    349.1      353.424      4.324 
137
       77    340        346.931      6.931 
138
       78    338        338.903      0.903 
139
       79    351.98     333.569    -18.411 
140
       80    341.25     351.887     10.637 
141
       81    341.26     341.633      0.373 
142
       82    340        342.012      2.012 
143
       83    360        339.366    -20.634 
144
       84    349        354.916      5.916 
145
       85    346.01     346.234      0.224 
146
       86    342        344.647      2.647 
147
       87    345.12     342.07      -3.05  
148
       88    350        345.379     -4.621 
149
       89    344        350.238      6.238 
150
       90    343        346.527      3.527 
151
       91    341.9      347.434      5.534 
152
       92    335.51     348.359     12.849 
153
       93    339.99     341.54       1.55  
154
       94    340        348.195      8.195 
155
       95    342.22     348.602      6.382 
156
       96    342.53     353.556     11.026 
157
       97    338.5      354.541     16.041 
158
       98    335        346.196     11.196 
159
       99    332.51     339.413      6.903 
160
      100    335        331.32      -3.68  
161
      101    332.1      335.58       3.48  
162
      102    332.05     330.443     -1.607 
163
      103    332.06     328.412     -3.648 
164
      104    337.47     319.47     -18     
165
      105    337.37     331.433     -5.937 
166
      106    330        329.021     -0.979 
167
      107    342.52     315.607    -26.913 
168
      108    335        337.948      2.948 
169
      109    334        330.486     -3.514 
170
      110    342.5      328.086    -14.414 
171
      111    342.53     335.364     -7.166 
172
      112    340.1      336.629     -3.471 
173
      113    342.53     334.343     -8.187 
174
      114    342.53     338.052     -4.478 
175
      115    357.97     338.839    -19.131 
176
      116    346.05     372.376     26.326 
177
      117    356.85     353.197     -3.653 
178
      118    347        362.102     15.102 
179
      119    353.1      350.191     -2.909 
180
      120    350        355.832      5.832 
181
      121    351        353.1        2.1   
182
      122    351.2      353.596      2.396 
183
      123    353.99     354.798      0.808 
184
      124    354        358.078      4.078 
185
      125    349.01     357.916      8.906 
186
      126    356        352.509     -3.491 
187
      127    351.19     360.525      9.335 
188
      128    357.12     353.273     -3.847 
189
      129    353.3      357.536      4.236 
190
      130    353.89     354.844      0.954 
191
      131    348        357.458      9.458 
192
      132    342        352.381     10.381 
193
      133    340        338.399     -1.601 
194
      134    338        332.413     -5.587 
195
      135    340        330.095     -9.905 
196
      136    345        335.872     -9.128 
197
      137    339.78     345.589      5.809 
198
      138    339.78     337.437     -2.343 
199
      139    346        337.699     -8.301 
200
      140    324.99     351.645     26.655 
201
      141    332.1      296.262    -35.838 
202
      142    330        316.035    -13.965 
203
      143    338.99     311.382    -27.608 
204
      144    328.01     334.285      6.275 
205
      145    337.77     312.799    -24.971 
206
      146    334        333.747     -0.253 
207
      147    335.54     326.616     -8.924 
208
      148    331.1      329.114     -1.986 
209
      149    328.1      321.716     -6.384 
210
      150    334.9      316.207    -18.693 
211
      151    337        331.97      -5.03  
212
      152    334        336.101      2.101 
213
      153    331        329.357     -1.643 
214
      154    335        321.251    -13.749 
215
      155    335        332.24      -2.76  
216
      156    328        333.856      5.856 
217
      157    335.5      334.09      -1.41  
218
      158    335        337.996      2.996 
219
      159    327.2      336.885      9.685 
220
      160    335        332.019     -2.981 
221
      161    325        336.806     11.806 
222
      162    323        328.261      5.261 
223
      163    330        322.417     -7.583 
224
      164    330.15     331.856      1.706 
225
      165    333.99     330.839     -3.151 
226
      166    330.02     333.067      3.047 
227
      167    335        324.979    -10.021 
228
      168    337        339.474      2.474 
229
      169    349.5      341.858     -7.642 
230
      170    342        356.475     14.475 
231
      171    339        347.088      8.088 
232
      172    347.95     342.318     -5.632 
233
      173    342.2      350.023      7.823 
234
      174    345.2      344.403     -0.797 
235
      175    349.74     347.699     -2.041 
236
      176    344        352.244      8.244 
237
      177    344.1      349.878      5.778 
238
      178    335.05     351.197     16.147 
239
      179    333.23     339.815      6.585 
240
      180    336        336.819      0.819 
241
      181    330.09     341.295     11.205 
242
      182    335        332.701     -2.299 
243
      183    335        339.878      4.878 
244
      184    335        337.717      2.717 
245
      185    331.15     337.622      6.472 
246
      186    328.07     331.037      2.967 
247
      187    332        321.919    -10.081 
248
      188    330        332.644      2.644 
249
      189    329        328.007     -0.993 
250
      190    327        324.826     -2.174 
251
      191    323.1      319.437     -3.663 
252
      192    327        305.721    -21.279 
253
      193    335        319.341    -15.659 
254
      194    333        330.176     -2.824 
255
      195    330        327.263     -2.737 
256
      196    332        324.855     -7.145 
257
      197    330        327.82      -2.18  
258
      198    337.77     325.805    -11.965 
259
      199    320        338.678     18.678 
260
      200    322.27     317.037     -5.233 
261
      201    323        321.463     -1.537 
262
      202    320.26     322.155      1.895 
263
      203    327.66     318.168     -9.492 
264
      204    327.6      324.293     -3.307 
265
      205    311.53     324.724     13.194 
266
      206    311.58     295.817    -15.763 
267
      207    311.3      295.109    -16.191 
268
      208    315        293.042    -21.958 
269
      209    313.15     303.85      -9.3   
270
      210    314        298.548    -15.452 
271
      211    317.64     300.007    -17.633 
272
      212    318.99     310.652     -8.338 
273
      213    318.99     313.48      -5.51  
274
      214    318.77     314.012     -4.758 
275
      215    314.56     313.474     -1.086 
276
      216    306        296.867     -9.133 
277
      217    313        270.908    -42.092 
278
      218    321.97     299.446    -22.524 
279
      219    327.99     320.404     -7.586 
280
      220    339.98     330.687     -9.293 
281
      221    324        355.405     31.405 
282
      222    321        329.923      8.923 
283
      223    317        324.905      7.905 
284
      224    321        318.533     -2.467 
285
      225    321        325.804      4.804 
286
      226    327        324.86      -2.14  
287
      227    326.92     333.4        6.48  
288
      228    313.97     332.294     18.324 
289
      229    318.89     305.549    -13.341 
290
      230    317.97     316.249     -1.721 
291
      231    317.98     315.151     -2.829 
292
      232    319.5      315.167     -4.333 
293
      233    320        318.55      -1.45  
294
      234    326.5      318.405     -8.095 
295
      235    334.98     329.082     -5.898 
296
      236    339.68     339.963      0.283 
297
      237    332        350.159     18.159 
298
      238    339.68     333.845     -5.835 
299
      239    339.68     343.968      4.288 
300
      240    339        344.679      5.679 
301
      241    343.91     348.549      4.639 
302
      242    340.32     352.99      12.67  
303
      243    340        347.859      7.859 
304
      244    337.5      347.681     10.181 
305
      245    337        342.907      5.907 
306
      246    337        344.188      7.188 
307
      247    336.9      343.443      6.543 
308
      248    336.9      343.416      6.516 
309
      249    334.1      343.845      9.745 
310
      250    337        336.984     -0.016 
311
      251    335        344.72       9.72  
312
      252    337        344.767      7.767 
313
      253    325.01     346.192     21.182 
314
      254    330        312.505    -17.495 
315
      255    330        326.165     -3.835 
316
      256    325        326.295      1.295 
317
      257    337        316.095    -20.905 
318
      258    330        338.949      8.949 
319
      259    325        332.446      7.446 
320
      260    335        325.151     -9.849 
321
      261    330.98     343.559     12.579 
322
      262    327.86     339.552     11.692 
323
      263    325.11     335.476     10.366 
324
      264    330.98     331.586      0.606 
325
      265    335        344.01       9.01  
326
      266    328.1      350.898     22.798 
327
      267    328.1      339.016     10.916 
328
      268    330        340.043     10.043 
329
      269    330        344.259     14.259 
330
      270    328        344.236     16.236 
331
      271    325.3      340.301     15.001 
332
      272    325.3      332.992      7.692 
333
      273    331.96     332.375      0.415 
334
      274    334.93     344.334      9.404 
335
      275    334.93     337.237      2.307 
336
      276    334.98     337.011      2.031 
337
      277    333        336.632      3.632 
338
      278    328.17     334.811      6.641 
339
      279    328.5      328.393     -0.107 
340
      280    324.03     326.892      2.862 
341
      281    326        318.967     -7.033 
342
      282    326        323.727     -2.273 
343
      283    324.8      323.081     -1.719 
344
      284    324.95     320.318     -4.632 
345
      285    324.97     320.86      -4.11  
346
      286    325        321.141     -3.859 
347
      287    324.73     321.564     -3.166 
348
      288    325.01     320.154     -4.856 
349
      289    324.8      320.99      -3.81  
350
      290    324.81     319.146     -5.664 
351
      291    326        318.403     -7.597 
352
      292    326.19     325.129     -1.061 
353
      293    325.03     320.311     -4.719 
354
      294    325        317.195     -7.805 
355
      295    324        309.618    -14.382 
356
      296    326        314.577    -11.423 
357
      297    322.81     309.177    -13.633 
358
      298    326.5      308.808    -17.692 
359
      299    326.5      334.352      7.852 
360
      300    326        334.741      8.741 
361
      301    324        331.787      7.787 
362
      302    324        320.231     -3.769 
363
      303    324        320.081     -3.919 
364
      304    324.06     319.802     -4.258 
365
      305    325        320.148     -4.852 
366
      306    324.2      328.565      4.365 
367
      307    325.99     321.618     -4.372 
368
      308    324.21     336.635     12.425 
369
      309    324.12     323.313     -0.807 
370
      310    322.87     322.506     -0.364 
371
      311    322.81     312.209    -10.601 
372
      312    325        311.646    -13.354 
373
      313    322.2      311.79     -10.41  
374
      314    325        293.528    -31.472 
375
      315    317        311.241     -5.759 
376
      316    316.54     281.427    -35.113 
377
      317    317        278.835    -38.165 
378
      318    325        281.783    -43.217 
379
      319    324.5      320.554     -3.946 
380
      320    325        318.882     -6.118 
381
      321    325        319.841     -5.159 
382
      322    320        318.525     -1.475 
383
      323    336        302.084    -33.916 
384
      324    334        348.104     14.104 
385
      325    340        351.585     11.585 
386
      326    348.69     357.733      9.043 
387
      327    345        370.544     25.544 
388
      328    326.02     364.701     38.681 
389
      329    347.95     326.721    -21.229 
390
      330    330.01     348.742     18.732 
391
      331    346.99     332.711    -14.279 
392
      332    346.98     341.357     -5.623 
393
      333    352        341.736    -10.264 
394
      334    355        346.661     -8.339 
395
      335    370        355.686    -14.314 
396
      336    359        371.7       12.7   
397
      337    354        359.668      5.668 
398
      338    351        353.729      2.729 
399
      339    350        350.559      0.559 
400
      340    346.21     349.081      2.871 
401
      341    360        341.979    -18.021 
402
      342    369.99     354.552    -15.438 
403
      343    377.49     361.807    -15.683 
404
      344    382.34     368.02     -14.32  
405
      345    400        374.529    -25.471 
406
      346    399.92     386.906    -13.014 
407
      347    399.9      389.68     -10.22  
408
      348    399.98     394.476     -5.504 
409
      349    405        394.128    -10.872 
410
      350    401        394.207     -6.793 
411
      351    401        392.016     -8.984 
412
      352    395.23     394.138     -1.092 
413
      353    399.9      390.27      -9.63  
414
      354    395        392.547     -2.453 
415
      355    398.99     391.388     -7.602 
416
      356    390        394.487      4.487 
417
      357    395        387.957     -7.043 
418
      358    390        391.469      1.469 
419
      359    391.01     388.312     -2.698 
420
      360    390.5      388.016     -2.484 
421
      361    391.06     386.262     -4.798 
422
      362    390.5      387.325     -3.175 
423
      363    393        383.559     -9.441 
424
      364    389.24     385.967     -3.273 
425
      365    392.99     383.149     -9.841 
426
      366    381        387.913      6.913 
427
      367    390        370.209    -19.791 
428
      368    408        382.386    -25.614 
429
      369    403        395.412     -7.588 
430
      370    408        393.022    -14.978 
431
      371    405        396.118     -8.882 
432
      372    399.99     395.026     -4.964 
433
      373    392.2      393.045      0.845 
434
      374    392.16     388.776     -3.384 
435
      375    405        389.363    -15.637 
436
      376    407.98     394.726    -13.254 
437
      377    409.99     395.786    -14.204 
438
      378    415        397.886    -17.114 
439
      379    430        401.061    -28.939 
440
      380    434.01     406.004    -28.006 
441
      381    429.1      408.094    -21.006 
442
      382    429        406.366    -22.634 
443
      383    427        406.305    -20.695 
444
      384    427        405.605    -21.395 
445
      385    425.1      404.904    -20.196 
446
      386    420.2      403.653    -16.547 
447
      387    416.01     400.165    -15.845 
448
      388    429.99     397.091    -32.899 
449
      389    440        403.993    -36.007 
450
      390    440        406.613    -33.387 
451
      391    440        408.573    -31.427 
452
      392    439.99     408.377    -31.613 
453
      393    435        408.584    -26.416 
454
      394    437        406.746    -30.254 
455
      395    438        406.456    -31.544 
456
      396    438        406.977    -31.023 
457
      397    434.12     407.173    -26.947 
458
      398    429        405.171    -23.829 
459
      399    430        401.378    -28.622 
460
      400    430.2      402.928    -27.272 
461
      401    429        404.123    -24.877 
462
      402    432        403.772    -28.228 
463
      403    435        407.445    -27.555 
464
      404    425        408.901    -16.099 
465
      405    435        402.352    -32.648 
466
      406    423        407.558    -15.442 
467
      407    424.01     400.052    -23.958 
468
      408    422        401.264    -20.736 
469
      409    422        399.505    -22.495 
470
      410    430        396.642    -33.358 
471
      411    429.99     403.911    -26.079 
472
      412    426        404.036    -21.964 
473
      413    423.12     399.073    -24.047 
474
      414    416.02     396.821    -19.199 
475
      415    420        391.093    -28.907 
476
      416    400.25     393.225     -7.025 
477
      417    420        374.713    -45.287 
478
      418    410.08     397.234    -12.846 
479
      419    424.97     392.117    -32.853 
480
      420    424        399.869    -24.131 
481
      421    424.94     399.786    -25.154 
482
      422    434.8      400.302    -34.498 
483
      423    428.21     403.833    -24.377 
484
      424    430        401.218    -28.782 
485
      425    430        401.627    -28.373 
486
      426    430        401.304    -28.696 
487
      427    432        401.112    -30.888 
488
      428    423.4      402.096    -21.304 
489
      429    423.51     396.465    -27.045 
490
      430    425.01     396.437    -28.573 
491
      431    432        398.703    -33.297 
492
      432    432        403.363    -28.637 
493
      433    432        403.851    -28.149 
494
      434    427        403.57     -23.43  
495
      435    425.01     403.095    -21.915 
496
      436    409.25     402.128     -7.122 
497
      437    420        383.651    -36.349 
498
      438    419.01     394.793    -24.217 
499
      439    417.07     393.839    -23.231 
500
      440    429        392.178    -36.822 
501
      441    418.25     399.003    -19.247 
502
      442    418.66     393.446    -25.214 
503
      443    420        393.804    -26.196 
504
      444    429.99     394.568    -35.422 
505
      445    420        400.49     -19.51  
506
      446    428.88     394.561    -34.319 
507
      447    425        399.29     -25.71  
508
      448    425        397.191    -27.809 
509
      449    440        396.714    -43.286 
510
      450    459        405.707    -53.293 
511
      451    457.99     412.258    -45.732 
512
      452    465        412.423    -52.577 
513
      453    468.5      413.841    -54.659 
514

515
=== Evaluation on test split ===
516

517
Time taken to test model on test split: 0.31 seconds
518

519
=== Summary ===
520

521
Correlation coefficient                  0.9327
522
Mean absolute error                     11.7311
523
Root mean squared error                 15.693 
524
Relative absolute error                  5.9942 %
525
Root relative squared error              7.8682 %
526
Total Number of Instances              453     
527

528

529