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_LRH-R-A-features
5
Instances:    1562
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    1.1298548669590396
21
    Node 1    -1.4721701416661919
22
    Node 2    -1.1556453505112179
23
    Node 3    1.1321194014646914
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    1.1584265900658037
27
    Attrib rsi    -1.060483249334915
28
    Attrib mfi    -0.19722208264460367
29
    Attrib ema    -2.21168840387837
30
    Attrib so    0.0840818199711579
31
    Attrib macd    -0.3858825655699496
32
    Attrib sl    0.532057662857398
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -1.9826497520870485
36
    Attrib rsi    -0.5248205976672796
37
    Attrib mfi    0.012057355798930483
38
    Attrib ema    -2.4543739084890595
39
    Attrib so    0.036348037178793084
40
    Attrib macd    -0.06718010722034125
41
    Attrib sl    0.17446059118117344
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -3.7494227117021754
45
    Attrib rsi    -0.933818388794296
46
    Attrib mfi    -1.6617116591305385
47
    Attrib ema    0.7677561325079169
48
    Attrib so    0.4280657302959584
49
    Attrib macd    -1.5335004632970979
50
    Attrib sl    1.5493457380817472
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 26.99 seconds
57

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

60
    inst#     actual  predicted      error
61
        1   2470       2453.799    -16.201 
62
        2   2400       2468.412     68.412 
63
        3   2350       2429.068     79.068 
64
        4   2400       2403.096      3.096 
65
        5   2450       2401.348    -48.652 
66
        6   2470       2430.071    -39.929 
67
        7   2415.01    2440.215     25.205 
68
        8   2400       2387.422    -12.578 
69
        9   2400       2382.478    -17.522 
70
       10   2350       2394.988     44.988 
71
       11   2350       2364.76      14.76  
72
       12   2350       2380.337     30.337 
73
       13   2400       2371.352    -28.648 
74
       14   2449       2411.72     -37.28  
75
       15   2365       2479.536    114.536 
76
       16   2365       2395.341     30.341 
77
       17   2400       2403.407      3.407 
78
       18   2420       2442.979     22.979 
79
       19   2358       2470.151    112.151 
80
       20   2420       2410.169     -9.831 
81
       21   2360       2442.004     82.004 
82
       22   2446.99    2398.205    -48.785 
83
       23   2360       2472.814    112.814 
84
       24   2362       2404.311     42.311 
85
       25   2420       2406.788    -13.212 
86
       26   2320       2433.466    113.466 
87
       27   2300       2379.78      79.78  
88
       28   2303       2357.792     54.792 
89
       29   2300       2347.132     47.132 
90
       30   2225       2341.101    116.101 
91
       31   2380       2266.023   -113.977 
92
       32   2380       2369.29     -10.71  
93
       33   2250.5     2357.988    107.488 
94
       34   2360       2293.726    -66.274 
95
       35   2246.6     2341.224     94.624 
96
       36   2230       2295.255     65.255 
97
       37   2371       2273.902    -97.098 
98
       38   2302       2324.476     22.476 
99
       39   2350       2299.693    -50.307 
100
       40   2369.99    2308.846    -61.144 
101
       41   2400       2305.11     -94.89  
102
       42   2400       2339.942    -60.058 
103
       43   2400       2348.12     -51.88  
104
       44   2400       2366.805    -33.195 
105
       45   2390       2388.814     -1.186 
106
       46   2399.99    2366.792    -33.198 
107
       47   2399.99    2378.466    -21.524 
108
       48   2399.99    2395.867     -4.123 
109
       49   2449       2389.426    -59.574 
110
       50   2497.99    2501.055      3.065 
111
       51   2455       2609.564    154.564 
112
       52   2490       2502.335     12.335 
113
       53   2479       2590.969    111.969 
114
       54   2460       2576.295    116.295 
115
       55   2355       2525.284    170.284 
116
       56   2450       2326.355   -123.645 
117
       57   2284       2456.092    172.092 
118
       58   2350       2284.976    -65.024 
119
       59   2493.66    2341.848   -151.812 
120
       60   2520       2514.527     -5.473 
121
       61   2550       2528.824    -21.176 
122
       62   2470       2587.059    117.059 
123
       63   2455       2479.016     24.016 
124
       64   2455       2457.477      2.477 
125
       65   2548       2447.011   -100.989 
126
       66   2400       2573.64     173.64  
127
       67   2500       2390.048   -109.952 
128
       68   2450       2479.309     29.309 
129
       69   2539       2431.964   -107.036 
130
       70   2544.9     2571.837     26.937 
131
       71   2650       2588.163    -61.837 
132
       72   2679       2732.059     53.059 
133
       73   2516       2795.946    279.946 
134
       74   2672.93    2540.411   -132.519 
135
       75   2789       2719.671    -69.329 
136
       76   3299.97    2772.473   -527.497 
137
       77   3100       2994.281   -105.719 
138
       78   3200       2909.051   -290.949 
139
       79   3250       2971.918   -278.082 
140
       80   3200       3032.911   -167.089 
141
       81   3101       3046.071    -54.929 
142
       82   3210       2990.466   -219.534 
143
       83   3210       3119.169    -90.831 
144
       84   3050       3169.002    119.002 
145
       85   3100       3054.659    -45.341 
146
       86   3490.89    3125.748   -365.142 
147
       87   3400       3469.274     69.274 
148
       88   3251       3527.054    276.054 
149
       89   3300       3432.571    132.571 
150
       90   3330       3550.244    220.244 
151
       91   3248       3529.106    281.106 
152
       92   3200       3280.76      80.76  
153
       93   3280       3222.084    -57.916 
154
       94   3123.02    3337.943    214.923 
155
       95   3340       3090.813   -249.187 
156
       96   3299       3424.238    125.238 
157
       97   3259.1     3364.363    105.263 
158
       98   3290       3317.875     27.875 
159
       99   3390       3441.618     51.618 
160
      100   3420       3629.986    209.986 
161
      101   3399       3686.931    287.931 
162
      102   3351.03    3629.919    278.889 
163
      103   3317.02    3503.225    186.205 
164
      104   3397       3396.766     -0.234 
165
      105   3333       3577.565    244.565 
166
      106   3600       3433.29    -166.71  
167
      107   3430       3773.239    343.239 
168
      108   3431       3308.431   -122.569 
169
      109   3500       3327.267   -172.733 
170
      110   3699       3374.965   -324.035 
171
      111   3706.01    3602.483   -103.527 
172
      112   3680       3508.795   -171.205 
173
      113   3750       3424.691   -325.309 
174
      114   3730       3553.224   -176.776 
175
      115   3760       3498.388   -261.612 
176
      116   3749       3549.57    -199.43  
177
      117   3740       3507.087   -232.913 
178
      118   3500       3546.579     46.579 
179
      119   3696       3266.228   -429.772 
180
      120   3600       3586.193    -13.807 
181
      121   3679.99    3419.446   -260.544 
182
      122   3550       3630.732     80.732 
183
      123   3520       3498.883    -21.117 
184
      124   3625       3467.118   -157.882 
185
      125   3700       3550.463   -149.537 
186
      126   3471       3646.286    175.286 
187
      127   3500.01    3338.054   -161.956 
188
      128   3500       3321.294   -178.706 
189
      129   3444.44    3288.173   -156.267 
190
      130   3500       3252.339   -247.661 
191
      131   3519.99    3421.269    -98.721 
192
      132   3570       3460.925   -109.075 
193
      133   3450       3654.376    204.376 
194
      134   3500       3254.191   -245.809 
195
      135   3500       3355.752   -144.248 
196
      136   3411       3294.928   -116.072 
197
      137   3500       3139.431   -360.569 
198
      138   3500       3285.188   -214.812 
199
      139   3500       3267.382   -232.618 
200
      140   3456       3228.564   -227.436 
201
      141   3405       3169.577   -235.423 
202
      142   3500       3115.848   -384.152 
203
      143   3549.99    3426.471   -123.519 
204
      144   3569.99    3718.499    148.509 
205
      145   3500       3810.819    310.819 
206
      146   3500.01    3370.876   -129.134 
207
      147   3500       3327.585   -172.415 
208
      148   3450       3334.19    -115.81  
209
      149   3489.99    3172.7     -317.29  
210
      150   3370       3270.221    -99.779 
211
      151   3375       3092.348   -282.652 
212
      152   3420       3194.834   -225.166 
213
      153   3500       3286.684   -213.316 
214
      154   3400       3518.755    118.755 
215
      155   3350.11    3259        -91.11  
216
      156   3351       3148.322   -202.678 
217
      157   3364.99    3136.846   -228.144 
218
      158   3400       3176.646   -223.354 
219
      159   3280       3228.804    -51.196 
220
      160   3394.89    3075.679   -319.211 
221
      161   3261.03    3346.501     85.471 
222
      162   3261.05    3075.542   -185.508 
223
      163   3394.98    3088.446   -306.534 
224
      164   3271.29    3377.761    106.471 
225
      165   3400       3150.167   -249.833 
226
      166   3448.98    3332.276   -116.704 
227
      167   3650       3512.528   -137.472 
228
      168   3700       3664.676    -35.324 
229
      169   3580.01    3832.259    252.249 
230
      170   3695       3599.596    -95.404 
231
      171   3650       3879.568    229.568 
232
      172   3689.99    3813.437    123.447 
233
      173   3500       3880.804    380.804 
234
      174   3472.01    3552.309     80.299 
235
      175   3500       3452.764    -47.236 
236
      176   3648.19    3566.213    -81.977 
237
      177   3600       3859.633    259.633 
238
      178   3600       3764.791    164.791 
239
      179   3650       3826.847    176.847 
240
      180   3650       3947.994    297.994 
241
      181   3650       3968.123    318.123 
242
      182   3850       3909.807     59.807 
243
      183   3821       4019.849    198.849 
244
      184   3802       4032.081    230.081 
245
      185   3800       3807.42       7.42  
246
      186   4077.98    3777.57    -300.41  
247
      187   4010       4140.051    130.051 
248
      188   4080       3994.091    -85.909 
249
      189   4000       4154.704    154.704 
250
      190   3980       3998.19      18.19  
251
      191   4155       3952.788   -202.212 
252
      192   4050       4220.918    170.918 
253
      193   4000.02    4090.244     90.224 
254
      194   4199.98    4013.51    -186.47  
255
      195   4185       4270.16      85.16  
256
      196   4193       4280.428     87.428 
257
      197   4200       4277.833     77.833 
258
      198   4260       4131.334   -128.666 
259
      199   4250       4274.198     24.198 
260
      200   4102.05    4337.676    235.626 
261
      201   4150       3876.87    -273.13  
262
      202   4249       4060.014   -188.986 
263
      203   4210       4354.753    144.753 
264
      204   4250       4345.028     95.028 
265
      205   4230.02    4591.183    361.163 
266
      206   4300       4486.074    186.074 
267
      207   4400       4669.155    269.155 
268
      208   4070.01    4892.105    822.095 
269
      209   4100.5     4178.754     78.254 
270
      210   4439.99    4236.523   -203.467 
271
      211   4125.2     4808.178    682.978 
272
      212   4101       4040.366    -60.634 
273
      213   4282       3983.432   -298.568 
274
      214   4200       4387.121    187.121 
275
      215   4378       4217.403   -160.597 
276
      216   4200       4606.537    406.537 
277
      217   4200       4177.103    -22.897 
278
      218   4200       4192.858     -7.142 
279
      219   4106       4176.437     70.437 
280
      220   4111.2     3977.801   -133.399 
281
      221   4200       3958.333   -241.667 
282
      222   4122.22    4041.172    -81.048 
283
      223   4150       3919.967   -230.033 
284
      224   4100       4016.252    -83.748 
285
      225   4050.01    3823.57    -226.44  
286
      226   4051       3945.121   -105.879 
287
      227   4010.1     3917.919    -92.181 
288
      228   4010.15    3801.037   -209.113 
289
      229   4101       3863.682   -237.318 
290
      230   4076.18    4024.955    -51.225 
291
      231   4101       4121.098     20.098 
292
      232   4100       4076.211    -23.789 
293
      233   4150       4021.921   -128.079 
294
      234   4023.26    4393.714    370.454 
295
      235   4097       3812.371   -284.629 
296
      236   4000       4124.67     124.67  
297
      237   4000       3698.671   -301.329 
298
      238   4020       3644.167   -375.833 
299
      239   4002.11    3736.186   -265.924 
300
      240   3903.5     3693.717   -209.783 
301
      241   3901       3576.781   -324.219 
302
      242   3901       3557.727   -343.273 
303
      243   3900       3566.026   -333.974 
304
      244   3926.08    3593.769   -332.311 
305
      245   3930.01    3854.098    -75.912 
306
      246   4000.01    4078.408     78.398 
307
      247   4050       4273.741    223.741 
308
      248   4200       4382.117    182.117 
309
      249   4100       4683.304    583.304 
310
      250   4499.99    4369.929   -130.061 
311
      251   4500       4695.077    195.077 
312
      252   4498       4798.152    300.152 
313
      253   4400       4769.357    369.357 
314
      254   4500       4666.136    166.136 
315
      255   4500       4814.383    314.383 
316
      256   4792.66    4878.787     86.127 
317
      257   4550       4941.231    391.231 
318
      258   4400       4778.874    378.874 
319
      259   4550       4677.994    127.994 
320
      260   4797       4779.597    -17.403 
321
      261   4600       4988.186    388.186 
322
      262   4650       4793.577    143.577 
323
      263   4510.01    4866.934    356.924 
324
      264   4512.03    4826.18     314.15  
325
      265   4512       4735.898    223.898 
326
      266   4512       4452.844    -59.156 
327
      267   4500       4545.353     45.353 
328
      268   4797       4669.306   -127.694 
329
      269   4500       5098.183    598.183 
330
      270   4400       4601.432    201.432 
331
      271   4599.8     4343.122   -256.678 
332
      272   4600       4788.891    188.891 
333
      273   4550       4844.919    294.919 
334
      274   4599.97    4717.18     117.21  
335
      275   4500       4757.873    257.873 
336
      276   4500       4650.322    150.322 
337
      277   4500.18    4631.142    130.962 
338
      278   4700       4654.685    -45.315 
339
      279   4600       4917.953    317.953 
340
      280   4650       4776.1      126.1   
341
      281   4600       4859.484    259.484 
342
      282   4650       4675.99      25.99  
343
      283   4025       4691.302    666.302 
344
      284   4540       4088.491   -451.509 
345
      285   4600       4880.185    280.185 
346
      286   4250       4948.562    698.562 
347
      287   4383.83    4539.786    155.956 
348
      288   4200       4773.95     573.95  
349
      289   4300       4533.275    233.275 
350
      290   4202       4720.477    518.477 
351
      291   4150       4512.015    362.015 
352
      292   4106.02    4429.04     323.02  
353
      293   4106.01    4294.795    188.785 
354
      294   4300       4329.551     29.551 
355
      295   4250       4527.65     277.65  
356
      296   4111       4345.95     234.95  
357
      297   4300       4061.58    -238.42  
358
      298   4200       4455.271    255.271 
359
      299   3902       4153.364    251.364 
360
      300   4121       3775.205   -345.795 
361
      301   4122.01    4180.968     58.958 
362
      302   4200       4065.913   -134.087 
363
      303   4300       4218.471    -81.529 
364
      304   4399.99    4297.378   -102.612 
365
      305   4450       4522.107     72.107 
366
      306   4594.99    4567.813    -27.177 
367
      307   4570       4668.634     98.634 
368
      308   4550       4679.756    129.756 
369
      309   4550       4622.354     72.354 
370
      310   4594.99    4668.424     73.434 
371
      311   4700       4849.952    149.952 
372
      312   4801.01    4822.04      21.03  
373
      313   4150       4967.928    817.928 
374
      314   4099.99    4440.748    340.758 
375
      315   4000       4246.043    246.043 
376
      316   4050       4215.093    165.093 
377
      317   3801.11    4296.521    495.411 
378
      318   3850       4155.078    305.078 
379
      319   3751       4143.972    392.972 
380
      320   4000       4050.776     50.776 
381
      321   4000       4219.431    219.431 
382
      322   3825       4206.967    381.967 
383
      323   3800       4039.173    239.173 
384
      324   3702       4023.503    321.503 
385
      325   3700.1     3844.543    144.443 
386
      326   3600       3723.923    123.923 
387
      327   3720       3491.875   -228.125 
388
      328   3700       3710.723     10.723 
389
      329   3700       3682.87     -17.13  
390
      330   3800       3733.113    -66.887 
391
      331   3650       3879.068    229.068 
392
      332   3650       3566.636    -83.364 
393
      333   3649.99    3640.238     -9.752 
394
      334   3600       3636.641     36.641 
395
      335   3560       3539.555    -20.445 
396
      336   3510.01    3237.166   -272.844 
397
      337   3500       3214.983   -285.017 
398
      338   3511.2     3197.948   -313.252 
399
      339   3950       3308.165   -641.835 
400
      340   3700       3995.362    295.362 
401
      341   3800       3559.712   -240.288 
402
      342   4000       3687.378   -312.622 
403
      343   3884       4039.578    155.578 
404
      344   3976       3846.461   -129.539 
405
      345   3989       4000.235     11.235 
406
      346   4000.03    4096.466     96.436 
407
      347   3902.27    3987.805     85.535 
408
      348   3925.89    3792.094   -133.796 
409
      349   4120       3813.549   -306.451 
410
      350   4120       4219.286     99.286 
411
      351   4120       4315.207    195.207 
412
      352   4001       4383.725    382.725 
413
      353   4050       4152.018    102.018 
414
      354   4100       4185.772     85.772 
415
      355   4000       4458.853    458.853 
416
      356   3955       4294.052    339.052 
417
      357   3940.02    4090.219    150.199 
418
      358   4000       4095.699     95.699 
419
      359   3760       4026.217    266.217 
420
      360   3855       3626.671   -228.329 
421
      361   3755       3812.201     57.201 
422
      362   3750       3779.27      29.27  
423
      363   3800       3755.782    -44.218 
424
      364   3750.01    3862.615    112.605 
425
      365   3750.01    3653.893    -96.117 
426
      366   3720       3544.171   -175.829 
427
      367   3550.01    3499.172    -50.838 
428
      368   3615.23    3397.416   -217.814 
429
      369   3650.01    3441.016   -208.994 
430
      370   3651.01    3504.54    -146.47  
431
      371   3652       3473.876   -178.124 
432
      372   3655.01    3481.779   -173.231 
433
      373   3652.51    3427.208   -225.302 
434
      374   3751.01    3505.825   -245.185 
435
      375   3751.02    3690.413    -60.607 
436
      376   3751.02    3799.849     48.829 
437
      377   3751       3844.996     93.996 
438
      378   3700       3756.542     56.542 
439
      379   3700.01    3551.813   -148.197 
440
      380   3700       3670.303    -29.697 
441
      381   3700.01    3699.958     -0.052 
442
      382   3700.01    3745.514     45.504 
443
      383   3800       3625.903   -174.097 
444
      384   3700.02    3960.698    260.678 
445
      385   3700.01    3540.657   -159.353 
446
      386   3700       3485.807   -214.193 
447
      387   3700       3468.69    -231.31  
448
      388   3700       3600.293    -99.707 
449
      389   3700.03    3390.486   -309.544 
450
      390   3800       3409.498   -390.502 
451
      391   3750       4094.329    344.329 
452
      392   3750       3730.893    -19.107 
453
      393   3800       3887.6       87.6   
454
      394   3700.01    4354.691    654.681 
455
      395   3700       3618.211    -81.789 
456
      396   3700       3598.013   -101.987 
457
      397   3700       3869.223    169.223 
458
      398   3700       3864.011    164.011 
459
      399   3700       3887.688    187.688 
460
      400   3800       3905.747    105.747 
461
      401   3734       4395.02     661.02  
462
      402   3940       4018.163     78.163 
463
      403   3701       4412.902    711.902 
464
      404   4039.99    3758.027   -281.963 
465
      405   4000       4359.272    359.272 
466
      406   3900       4331.323    431.323 
467
      407   3900       4103.204    203.204 
468
      408   3900       4045.002    145.002 
469
      409   4039.99    4094.652     54.662 
470
      410   3861.01    4420.824    559.814 
471
      411   3820       4041.095    221.095 
472
      412   4000       3857.76    -142.24  
473
      413   4000       4274.308    274.308 
474
      414   4000       4231.937    231.937 
475
      415   4000       4002.12       2.12  
476
      416   4000       4187.181    187.181 
477
      417   3995       4193.752    198.752 
478
      418   3873.01    4211.066    338.056 
479
      419   3881       3646.718   -234.282 
480
      420   3891       3680.418   -210.582 
481
      421   3900       3746.075   -153.925 
482
      422   3990       3774.715   -215.285 
483
      423   3900       4116.637    216.637 
484
      424   3890       3731.646   -158.354 
485
      425   3900       3736.567   -163.433 
486
      426   3850       3860.367     10.367 
487
      427   3999.99    3647.513   -352.477 
488
      428   3911       4382.4      471.4   
489
      429   3805       4103.994    298.994 
490
      430   4000       3557.922   -442.078 
491
      431   3900.01    4321.195    421.185 
492
      432   3920       3908.252    -11.748 
493
      433   3812       4098.97     286.97  
494
      434   3861       3580.098   -280.902 
495
      435   3950       3767.108   -182.892 
496
      436   3864       4131.019    267.019 
497
      437   3999       3721.23    -277.77  
498
      438   3812       4371.042    559.042 
499
      439   3999       3636.339   -362.661 
500
      440   3996.59    4324.926    328.336 
501
      441   3899.99    4325.679    425.689 
502
      442   3800.01    3896.11      96.1   
503
      443   3700       3520.713   -179.287 
504
      444   3650       3489.388   -160.612 
505
      445   3650.03    3421.352   -228.678 
506
      446   3611.01    3448.927   -162.083 
507
      447   3600       3398.769   -201.231 
508
      448   3700       3343.754   -356.246 
509
      449   3600       3496.666   -103.334 
510
      450   3600       3310.728   -289.272 
511
      451   3551.02    3328.402   -222.618 
512
      452   3600       3232.78    -367.22  
513
      453   3559       3311.356   -247.644 
514
      454   3550       3212.908   -337.092 
515
      455   3500       3173.194   -326.806 
516
      456   3550       3135.154   -414.846 
517
      457   3482       3227.307   -254.693 
518
      458   3477       3141.394   -335.606 
519
      459   3520.01    3129.33    -390.68  
520
      460   3511.01    3209.534   -301.476 
521
      461   3545       3241.889   -303.111 
522
      462   3520       3432.191    -87.809 
523
      463   3501       3239.239   -261.761 
524
      464   3550       3232.788   -317.212 
525
      465   3550       3420.739   -129.261 
526
      466   3502.3     3531.521     29.221 
527
      467   3799       3290.786   -508.214 
528
      468   3555.02    3899.607    344.587 
529
      469   3699.99    3356.038   -343.952 
530

531
=== Evaluation on test split ===
532

533
Time taken to test model on test split: 0.42 seconds
534

535
=== Summary ===
536

537
Correlation coefficient                  0.9436
538
Mean absolute error                    186.9131
539
Root mean squared error                234.9708
540
Relative absolute error                 11.7351 %
541
Root relative squared error             13.7158 %
542
Total Number of Instances              469     
543

544

545