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_INGR-R-A-features
5
Instances:    2149
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    0.8280154520488167
21
    Node 1    1.1635016962644669
22
    Node 2    -1.198325646302129
23
    Node 3    -1.7936128107904241
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -3.75565934191081
27
    Attrib rsi    0.1092089200702118
28
    Attrib mfi    -1.6673445421699744
29
    Attrib ema    -3.0154531461150595
30
    Attrib so    -1.7836351833804784
31
    Attrib macd    3.1610905047243643
32
    Attrib sl    -2.1942495671060187
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -2.241849032436141
36
    Attrib rsi    0.12655846638533153
37
    Attrib mfi    -1.608969615293664
38
    Attrib ema    -1.5097824535438875
39
    Attrib so    -1.732854642515226
40
    Attrib macd    3.449343081763079
41
    Attrib sl    -2.4628264094184775
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -1.573321046950712
45
    Attrib rsi    -7.500500468097152
46
    Attrib mfi    -1.477737786517593
47
    Attrib ema    -13.097015938255801
48
    Attrib so    4.422796671418779
49
    Attrib macd    -2.0052034235359297
50
    Attrib sl    13.568437010551667
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 35.58 seconds
57

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

60
    inst#     actual  predicted      error
61
        1      2.96     375.799    372.839 
62
        2      2.98     374.461    371.481 
63
        3      2.88     378.849    375.969 
64
        4      2.97     367.399    364.429 
65
        5      3        381.839    378.839 
66
        6      3.07     382.745    379.675 
67
        7      3.07     401.047    397.977 
68
        8      3.05     410.788    407.738 
69
        9      3.12     404.851    401.731 
70
       10      3.21     424.38     421.17  
71
       11      3.27     452.66     449.39  
72
       12      3.16     463.675    460.515 
73
       13      3.12     379.871    376.751 
74
       14      3.02     358.03     355.01  
75
       15      2.95     342.883    339.933 
76
       16      2.96     343.325    340.365 
77
       17      2.96     329.665    326.705 
78
       18      2.98     343.569    340.589 
79
       19      2.85     334.604    331.754 
80
       20      2.88     327.459    324.579 
81
       21      2.95     336.911    333.961 
82
       22      2.92     323.222    320.302 
83
       23      2.85     320.867    318.017 
84
       24      2.72     306.932    304.212 
85
       25      2.65     341.96     339.31  
86
       26      2.81     348.533    345.723 
87
       27      2.8      377.85     375.05  
88
       28      2.75     381.404    378.654 
89
       29      2.71     377.896    375.186 
90
       30      2.68     375.672    372.992 
91
       31      2.58     373.966    371.386 
92
       32      2.65     364.265    361.615 
93
       33      2.58     376.419    373.839 
94
       34      2.58     372.135    369.555 
95
       35      2.48     371.194    368.714 
96
       36      2.65     366.146    363.496 
97
       37      2.63     384.427    381.797 
98
       38      2.5      382.623    380.123 
99
       39      2.42     373.919    371.499 
100
       40      2.39     369.212    366.822 
101
       41      2.4      364.69     362.29  
102
       42      2.37     365.703    363.333 
103
       43      2.37     362.61     360.24  
104
       44      2.48     362.516    360.036 
105
       45      2.48     379.466    376.986 
106
       46      2.48     379.463    376.983 
107
       47      2.4      378.803    376.403 
108
       48      2.34     372.185    369.845 
109
       49      2.31     368.002    365.692 
110
       50      2.43     369.738    367.308 
111
       51      2.32     382.476    380.156 
112
       52      2.26     374.486    372.226 
113
       53      2.3      369.294    366.994 
114
       54      2.43     376.226    373.796 
115
       55      2.5      391.615    389.115 
116
       56      2.54     398.713    396.173 
117
       57      2.65     400.608    397.958 
118
       58      2.78     415.822    413.042 
119
       59      2.8      436.903    434.103 
120
       60      2.61     439.111    436.501 
121
       61      2.67     403.107    400.437 
122
       62      2.62     413.287    410.667 
123
       63      2.7      404.959    402.259 
124
       64      2.73     416.253    413.523 
125
       65      2.79     419.186    416.396 
126
       66      2.66     427.167    424.507 
127
       67      2.58     403.65     401.07  
128
       68      2.65     393.896    391.246 
129
       69      2.71     402.062    399.352 
130
       70      2.71     410.496    407.786 
131
       71      2.71     411.514    408.804 
132
       72      2.56     411.426    408.866 
133
       73      2.64     385.049    382.409 
134
       74      2.68     399.465    396.785 
135
       75      2.7      405.093    402.393 
136
       76      2.62     404.848    402.228 
137
       77      2.49     393.85     391.36  
138
       78      2.45     379.438    376.988 
139
       79      2.43     370.625    368.195 
140
       80      2.57     364.968    362.398 
141
       81      2.44     392.451    390.011 
142
       82      2.44     377.277    374.837 
143
       83      2.5      375.206    372.706 
144
       84      2.39     385.528    383.138 
145
       85      2.36     375.135    372.775 
146
       86      2.46     359.655    357.195 
147
       87      2.39     386.725    384.335 
148
       88      2.34     369.634    367.294 
149
       89      2.35     331.427    329.077 
150
       90      2.51     344.549    342.039 
151
       91      2.45     398.812    396.362 
152
       92      2.5      390.791    388.291 
153
       93      2.52     394.13     391.61  
154
       94      2.56     396.146    393.586 
155
       95      2.33     401.866    399.536 
156
       96      2.39     380.811    378.421 
157
       97      2.39     384.349    381.959 
158
       98      2.46     385.224    382.764 
159
       99      2.29     391.761    389.471 
160
      100      2.23     378.632    376.402 
161
      101      2.3      374.936    372.636 
162
      102      2.26     381.42     379.16  
163
      103      2.2      378.49     376.29  
164
      104      2.18     376.112    373.932 
165
      105      2.08     375.39     373.31  
166
      106      2.14     371.152    369.012 
167
      107      2.23     375.809    373.579 
168
      108      2.19     383.884    381.694 
169
      109      2.2      381.172    378.972 
170
      110      2.16     381.858    379.698 
171
      111      2.16     380.097    377.937 
172
      112      2.14     380.284    378.144 
173
      113      2.17     377.808    375.638 
174
      114      2.18     383.119    380.939 
175
      115      2.17     385.574    383.404 
176
      116      2.12     384.48     382.36  
177
      117      2.14     378.578    376.438 
178
      118      2.11     381.552    379.442 
179
      119      2.1      378.163    376.063 
180
      120      2.08     377.105    375.025 
181
      121      2.21     373.292    371.082 
182
      122      2.2      399.296    397.096 
183
      123      2.17     397.109    394.939 
184
      124      2.16     389.573    387.413 
185
      125      2.06     387.275    385.215 
186
      126      2.14     361.289    359.149 
187
      127      2.1      388.117    386.017 
188
      128      2.17     378.564    376.394 
189
      129      2.13     393.78     391.65  
190
      130      2.11     387.24     385.13  
191
      131      2        381.938    379.938 
192
      132      2.13     339.584    337.454 
193
      133      2.24     393.146    390.906 
194
      134      2.46     409.393    406.933 
195
      135      2.3      447.004    444.704 
196
      136      2.28     390.957    388.677 
197
      137      2.21     376.672    374.462 
198
      138      2.41     353.53     351.12  
199
      139      2.4      416.698    414.298 
200
      140      2.52     422.748    420.228 
201
      141      2.67     444.802    442.132 
202
      142      2.64     469.676    467.036 
203
      143      2.52     456.857    454.337 
204
      144      2.52     425.701    423.181 
205
      145      2.58     425.889    423.309 
206
      146      2.43     435.915    433.485 
207
      147      2.54     406.047    403.507 
208
      148      2.5      421.195    418.695 
209
      149      2.44     408.638    406.198 
210
      150      2.45     401.066    398.616 
211
      151      2.46     402.404    399.944 
212
      152      2.49     403.517    401.027 
213
      153      2.38     407.501    405.121 
214
      154      2.45     375.985    373.535 
215
      155      2.75     379.477    376.727 
216
      156      2.72     453.254    450.534 
217
      157      2.64     441.266    438.626 
218
      158      2.7      421.065    418.365 
219
      159      2.62     428.106    425.486 
220
      160      2.59     413.177    410.587 
221
      161      2.71     407.133    404.423 
222
      162      2.61     428.005    425.395 
223
      163      2.68     407.556    404.876 
224
      164      2.64     419.119    416.479 
225
      165      2.56     411.002    408.442 
226
      166      2.52     397.015    394.495 
227
      167      2.57     388.642    386.072 
228
      168      2.58     398.699    396.119 
229
      169      2.56     399.238    396.678 
230
      170      2.41     383.122    380.712 
231
      171      2.46     251.666    249.206 
232
      172      2.51     362.018    359.508 
233
      173      2.5      366.87     364.37  
234
      174      2.52     371.412    368.892 
235
      175      2.7      394.565    391.865 
236
      176      2.67     427.423    424.753 
237
      177      2.6      413.577    410.977 
238
      178      2.57     403.229    400.659 
239
      179      2.66     397.447    394.787 
240
      180      2.52     413.233    410.713 
241
      181      2.52     389.691    387.171 
242
      182      2.51     389.597    387.087 
243
      183      2.51     387.938    385.428 
244
      184      2.61     387.82     385.21  
245
      185      2.5      405.126    402.626 
246
      186      2.58     377.921    375.341 
247
      187      2.62     392.099    389.479 
248
      188      2.62     403.366    400.746 
249
      189      2.6      403.557    400.957 
250
      190      2.59     394.191    391.601 
251
      191      2.53     309.887    307.357 
252
      192      2.55     345.562    343.012 
253
      193      2.52     386.355    383.835 
254
      194      2.5      345.089    342.589 
255
      195      2.5      318.855    316.355 
256
      196      2.48     345.546    343.066 
257
      197      2.6      349.632    347.032 
258
      198      2.58     407.594    405.014 
259
      199      2.52     402.583    400.063 
260
      200      2.58     380.191    377.611 
261
      201      2.58     402.313    399.733 
262
      202      2.49     402.233    399.743 
263
      203      2.42     351.467    349.047 
264
      204      2.44     341.255    338.815 
265
      205      2.6      371.668    369.068 
266
      206      2.72     410.059    407.339 
267
      207      2.6      433.938    431.338 
268
      208      2.61     400.729    398.119 
269
      209      2.64     405.41     402.77  
270
      210      2.56     413.321    410.761 
271
      211      2.57     390.352    387.782 
272
      212      2.79     389.979    387.189 
273
      213      2.7      446.741    444.041 
274
      214      3.2      421.234    418.034 
275
      215      3.26     509.097    505.837 
276
      216      3.12     499.921    496.801 
277
      217      3.14     458.039    454.899 
278
      218      3.05     458.887    455.837 
279
      219      3.2      436.213    433.013 
280
      220      3.23     457.683    454.453 
281
      221      3.49     461.961    458.471 
282
      222      3.83     495.673    491.843 
283
      223      3.79     542.927    539.137 
284
      224      3.57     522.671    519.101 
285
      225      3.66     459.179    455.519 
286
      226      3.79     471.724    467.934 
287
      227      3.8      489.327    485.527 
288
      228      3.55     487.505    483.955 
289
      229      3.48     429.802    426.322 
290
      230      3.27     397.55     394.28  
291
      231      3.38     374.763    371.383 
292
      232      3.43     386.831    383.401 
293
      233      3.43     398.314    394.884 
294
      234      3.6      397.617    394.017 
295
      235      3.62     408.508    404.888 
296
      236      3.68     397.92     394.24  
297
      237      3.52     406.283    402.763 
298
      238      3.53     340.635    337.105 
299
      239      3.51     381.802    378.292 
300
      240      3.54     385.125    381.585 
301
      241      3.54     383.58     380.04  
302
      242      3.61     350.147    346.537 
303
      243      3.58     427.391    423.811 
304
      244      3.5      420.023    416.523 
305
      245      3.49     405.108    401.618 
306
      246      3.5      400.49     396.99  
307
      247      3.54     380.805    377.265 
308
      248      3.46     397.579    394.119 
309
      249      3.45     189.882    186.432 
310
      250      3.42     366.344    362.924 
311
      251      3.53     256.395    252.865 
312
      252      3.43     412.858    409.428 
313
      253      3.34     364.057    360.717 
314
      254      3.3      360.735    357.435 
315
      255      3.31     343.269    339.959 
316
      256      3.42     360.078    356.658 
317
      257      3.53     391.335    387.805 
318
      258      3.5      418.33     414.83  
319
      259      3.46     410.335    406.875 
320
      260      3.3      403.661    400.361 
321
      261      3.33     340.952    337.622 
322
      262      3.39     370.622    367.232 
323
      263      3.52     391.987    388.467 
324
      264      3.37     413.554    410.184 
325
      265      3.46     389.931    386.471 
326
      266      3.5      403.494    399.994 
327
      267      3.49     408.188    404.698 
328
      268      3.48     405.637    402.157 
329
      269      3.4      403.058    399.658 
330
      270      3.37     392.428    389.058 
331
      271      3.36     387.018    383.658 
332
      272      3.38     382.463    379.083 
333
      273      3.35     387.564    384.214 
334
      274      3.59     377.387    373.797 
335
      275      3.55     424.097    420.547 
336
      276      3.47     419.806    416.336 
337
      277      3.41     397.594    394.184 
338
      278      3.5      270.59     267.09  
339
      279      3.39     386.854    383.464 
340
      280      3.5      106.379    102.879 
341
      281      3.38     384.533    381.153 
342
      282      3.4       -4.694     -8.094 
343
      283      3.32      97.45      94.13  
344
      284      3.32    -229.78    -233.1   
345
      285      3.44     -10.574    -14.014 
346
      286      3.3      353.277    349.977 
347
      287      3.4     -171.958   -175.358 
348
      288      3.3      295.252    291.952 
349
      289      3.4     -286.135   -289.535 
350
      290      3.4      346.644    343.244 
351
      291      3.3      374.228    370.928 
352
      292      3.3      272.897    269.597 
353
      293      3.25     345.532    342.282 
354
      294      3.25     309.22     305.97  
355
      295      3.25     381.915    378.665 
356
      296      3.21     381.621    378.411 
357
      297      3.16     379.25     376.09  
358
      298      3.23     369.739    366.509 
359
      299      3.25     384.375    381.125 
360
      300      3.2      387.591    384.391 
361
      301      3.27     381.243    377.973 
362
      302      3.35     393.002    389.652 
363
      303      3.19     405.16     401.97  
364
      304      3.35     380.655    377.305 
365
      305      3.24     408.932    405.692 
366
      306      3.31     392.523    389.213 
367
      307      3.29     404.935    401.645 
368
      308      3.17     401.968    398.798 
369
      309      3.25     349.792    346.542 
370
      310      3.24     395.648    392.408 
371
      311      3.1      394.217    391.117 
372
      312      3.19     265.222    262.032 
373
      313      3.15     390.204    387.054 
374
      314      3.1      379.186    376.086 
375
      315      3.09     373.5      370.41  
376
      316      2.98     356.558    353.578 
377
      317      3.04     345.072    342.032 
378
      318      3        375.504    372.504 
379
      319      2.97     371.02     368.05  
380
      320      2.8      367.475    364.675 
381
      321      3        367.734    364.734 
382
      322      3.07     384.948    381.878 
383
      323      2.99     388.974    385.984 
384
      324      3        384.474    381.474 
385
      325      3        384.698    381.698 
386
      326      3.05     384.209    381.159 
387
      327      3.05     389.124    386.074 
388
      328      3.04     388.607    385.567 
389
      329      2.99     387.855    384.865 
390
      330      2.97     384.197    381.227 
391
      331      2.95     382.509    379.559 
392
      332      2.9      381.058    378.158 
393
      333      3.3      377.448    374.148 
394
      334      3.35     432.46     429.11  
395
      335      3.35     436.673    433.323 
396
      336      3.27     443.504    440.234 
397
      337      3.3      417.976    414.676 
398
      338      3.1      425.793    422.693 
399
      339      3.12     387.156    384.036 
400
      340      3.16     388.15     384.99  
401
      341      3.16     394.158    390.998 
402
      342      3.25     393.001    389.751 
403
      343      3.23     411.857    408.627 
404
      344      3.14     409.127    405.987 
405
      345      3.14     393.453    390.313 
406
      346      3.02     390.584    387.564 
407
      347      3.3      374.292    370.992 
408
      348      3.01     415.082    412.072 
409
      349      3        162.61     159.61  
410
      350      3.05     299.127    296.077 
411
      351      3.03     372.126    369.096 
412
      352      3.1      350.948    347.848 
413
      353      3.05     389.094    386.044 
414
      354      3.15     376.365    373.215 
415
      355      3.05     400.812    397.762 
416
      356      3.01     371.268    368.258 
417
      357      3.1      334.354    331.254 
418
      358      2.98     384.252    381.272 
419
      359      2.94     288.168    285.228 
420
      360      2.98     293.716    290.736 
421
      361      3.02     345.257    342.237 
422
      362      3        354.304    351.304 
423
      363      2.95     374.153    371.203 
424
      364      2.98     374.406    371.426 
425
      365      2.89     388.118    385.228 
426
      366      2.85     380.539    377.689 
427
      367      2.91     368.663    365.753 
428
      368      2.91     384.648    381.738 
429
      369      2.82     383.739    380.919 
430
      370      3        372.869    369.869 
431
      371      2.98     400.722    397.742 
432
      372      2.98     396.668    393.688 
433
      373      3.04     396.189    393.149 
434
      374      2.85     401.702    398.852 
435
      375      2.98     382.574    379.594 
436
      376      3        396.547    393.547 
437
      377      2.98     398.848    395.868 
438
      378      3        396.842    393.842 
439
      379      3        399.009    396.009 
440
      380      2.99     397.769    394.779 
441
      381      2.98     395.497    392.517 
442
      382      2.91     395.478    392.568 
443
      383      2.99     386.07     383.08  
444
      384      3.07     396.416    393.346 
445
      385      3.07     408.675    405.605 
446
      386      3.03     408.337    405.307 
447
      387      3.12     401.064    397.944 
448
      388      3.14     417.706    414.566 
449
      389      3.05     417.941    414.891 
450
      390      3.15     400.451    397.301 
451
      391      3.13     415.109    411.979 
452
      392      3.14     408.955    405.815 
453
      393      3.12     411.899    408.779 
454
      394      3.03     412.621    409.591 
455
      395      3        392.757    389.757 
456
      396      2.97     386.935    383.965 
457
      397      2.95     379.439    376.489 
458
      398      3.04     360.663    357.623 
459
      399      2.89     389.816    386.926 
460
      400      2.92     332.922    330.002 
461
      401      2.99     358.563    355.573 
462
      402      2.99     383.616    380.626 
463
      403      2.93     378.937    376.007 
464
      404      2.94     380.48     377.54  
465
      405      2.84     383.184    380.344 
466
      406      2.9      358.747    355.847 
467
      407      2.93     370.995    368.065 
468
      408      2.89     388.61     385.72  
469
      409      2.87     383.79     380.92  
470
      410      2.86     382.917    380.057 
471
      411      2.85     380.965    378.115 
472
      412      2.84     380.306    377.466 
473
      413      2.73     379.615    376.885 
474
      414      2.83     370.354    367.524 
475
      415      2.83     383.687    380.857 
476
      416      2.8      384.086    381.286 
477
      417      2.8      380.349    377.549 
478
      418      2.78     380.261    377.481 
479
      419      2.72     378.629    375.909 
480
      420      2.74     366.284    363.544 
481
      421      2.77     370.476    367.706 
482
      422      2.93     380.034    377.104 
483
      423      3        413.134    410.134 
484
      424      2.99     424.242    421.252 
485
      425      2.83     426.611    423.781 
486
      426      2.7      389.143    386.443 
487
      427      2.8      361.995    359.195 
488
      428      2.8      386.839    384.039 
489
      429      2.9      385.984    383.084 
490
      430      2.9      404.512    401.612 
491
      431      2.79     404.458    401.668 
492
      432      2.79     384.746    381.956 
493
      433      2.89     385.001    382.111 
494
      434      2.76     403.039    400.279 
495
      435      2.92     380.078    377.158 
496
      436      2.97     409.334    406.364 
497
      437      2.88     417.573    414.693 
498
      438      3.07     397.714    394.644 
499
      439      2.96     429.626    426.666 
500
      440      3.04     409.393    406.353 
501
      441      2.87     418.598    415.728 
502
      442      2.82     394.408    391.588 
503
      443      2.78     382.31     379.53  
504
      444      2.81     371.023    368.213 
505
      445      2.53     374.341    371.811 
506
      446      2.6      347.612    345.012 
507
      447      2.58     353.072    350.492 
508
      448      2.72     350.056    347.336 
509
      449      2.8      384.14     381.34  
510
      450      2.79     397.088    394.298 
511
      451      2.52     391.629    389.109 
512
      452      2.68     276.798    274.118 
513
      453      2.71     369.305    366.595 
514
      454      2.7      386.391    383.691 
515
      455      2.87     387.916    385.046 
516
      456      2.88     410.175    407.295 
517
      457      2.71     409.503    406.793 
518
      458      2.76     391.655    388.895 
519
      459      2.79     396.694    393.904 
520
      460      2.78     400.54     397.76  
521
      461      2.68     395.2      392.52  
522
      462      2.77     387.283    384.513 
523
      463      2.82     395.605    392.785 
524
      464      2.72     400.149    397.429 
525
      465      2.71     390.877    388.167 
526
      466      2.7      389.486    386.786 
527
      467      2.72     386.8      384.08  
528
      468      2.68     389.961    387.281 
529
      469      2.66     376.942    374.282 
530
      470      2.68     366.169    363.489 
531
      471      2.64     372.22     369.58  
532
      472      2.76     357.133    354.373 
533
      473      2.62     400.712    398.092 
534
      474      2.62     366.379    363.759 
535
      475      2.51     352.116    349.606 
536
      476      2.7      364.448    361.748 
537
      477      2.7      396.967    394.267 
538
      478      2.71     397.219    394.509 
539
      479      2.51     398.358    395.848 
540
      480      2.52     362.598    360.078 
541
      481      2.52     318.174    315.654 
542
      482      2.64     347.288    344.648 
543
      483      2.51     395.705    393.195 
544
      484      2.51     320.846    318.336 
545
      485      2.5      318.375    315.875 
546
      486      2.45     329.09     326.64  
547
      487      2.58     322.007    319.427 
548
      488      2.5      393.857    391.357 
549
      489      2.56     370.001    367.441 
550
      490      2.56     383.566    381.006 
551
      491      2.58     314.105    311.525 
552
      492      2.53     300.224    297.694 
553
      493      2.52     221.679    219.159 
554
      494      2.53     339.035    336.505 
555
      495      2.57     386.562    383.992 
556
      496      2.5      394.746    392.246 
557
      497      2.53     382.65     380.12  
558
      498      2.53     387.986    385.456 
559
      499      2.45     388.638    386.188 
560
      500      2.39     376.415    374.025 
561
      501      2.41     367.981    365.571 
562
      502      2.62     370.738    368.118 
563
      503      2.45     410.715    408.265 
564
      504      2.43     373.48     371.05  
565
      505      2.44     381.883    379.443 
566
      506      2.58     385.049    382.469 
567
      507      2.44     402.586    400.146 
568
      508      2.41     386.211    383.801 
569
      509      2.41     360.284    357.874 
570
      510      2.56     308.2      305.64  
571
      511      2.4      409.503    407.103 
572
      512      2.35     320.742    318.392 
573
      513      2.4      198.449    196.049 
574
      514      2.5      360.924    358.424 
575
      515      2.4      400.853    398.453 
576
      516      2.49     365.958    363.468 
577
      517      2.5      399.709    397.209 
578
      518      2.45     400.841    398.391 
579
      519      2.41     393.64     391.23  
580
      520      2.53     382.1      379.57  
581
      521      2.47     406.7      404.23  
582
      522      2.47     398.564    396.094 
583
      523      2.34     399.276    396.936 
584
      524      2.44     276.616    274.176 
585
      525      2.45     391.558    389.108 
586
      526      2.3      398.702    396.402 
587
      527      2.31     274.255    271.945 
588
      528      2.4      337.538    335.138 
589
      529      2.45     391.825    389.375 
590
      530      2.4      401.13     398.73  
591
      531      2.47     389.502    387.032 
592
      532      2.4      405.926    403.526 
593
      533      2.4      391.81     389.41  
594
      534      2.48     392.29     389.81  
595
      535      2.31     407.073    404.763 
596
      536      2.4      337.919    335.519 
597
      537      2.39     395.301    392.911 
598
      538      2.37     393.332    390.962 
599
      539      2.46     388.318    385.858 
600
      540      2.57     399.561    396.991 
601
      541      2.57     414.137    411.567 
602
      542      2.5      416.095    413.595 
603
      543      2.58     402.451    399.871 
604
      544      2.45     413.89     411.44  
605
      545      2.49     392.936    390.446 
606
      546      2.49     399        396.51  
607
      547      2.4      398.876    396.476 
608
      548      2.38     386.923    384.543 
609
      549      2.47     384.475    382.005 
610
      550      2.54     396.61     394.07  
611
      551      2.51     406.622    404.112 
612
      552      2.53     400.951    398.421 
613
      553      2.52     403.553    401.033 
614
      554      2.4      402.399    399.999 
615
      555      2.4      356.438    354.038 
616
      556      2.42     360.494    358.074 
617
      557      2.49     368.793    366.303 
618
      558      2.51     402.624    400.114 
619
      559      2.39     410.03     407.64  
620
      560      2.4      365.269    362.869 
621
      561      2.52     378.406    375.886 
622
      562      2.44     409.34     406.9   
623
      563      2.43     389.398    386.968 
624
      564      2.49     380.182    377.692 
625
      565      2.5      405.365    402.865 
626
      566      2.46     408.177    405.717 
627
      567      2.45     398.139    395.689 
628
      568      2.43     396.596    394.166 
629
      569      2.45     390.589    388.139 
630
      570      2.63     396.823    394.193 
631
      571      2.63     434.896    432.266 
632
      572      2.69     430.921    428.231 
633
      573      2.69     448.096    445.406 
634
      574      2.67     446.544    443.874 
635
      575      2.78     436.406    433.626 
636
      576      2.73     467.114    464.384 
637
      577      2.78     439.716    436.936 
638
      578      2.84     451.472    448.632 
639
      579      2.75     467.775    465.025 
640
      580      2.79     431.353    428.563 
641
      581      2.78     442.657    439.877 
642
      582      3.08     437.833    434.753 
643
      583      2.96     513.495    510.535 
644
      584      2.94     448.081    445.141 
645
      585      2.83     444.569    441.739 
646
      586      2.99     409.302    406.312 
647
      587      2.92     442.415    439.495 
648
      588      3        422.225    419.225 
649
      589      2.97     437.416    434.446 
650
      590      2.99     429.634    426.644 
651
      591      2.97     433.839    430.869 
652
      592      3.04     427.513    424.473 
653
      593      3.05     444.046    440.996 
654
      594      3.14     443.751    440.611 
655
      595      3.11     462.689    459.579 
656
      596      3.04     450.96     447.92  
657
      597      2.99     427.084    424.094 
658
      598      2.85     401.501    398.651 
659
      599      2.85     362.1      359.25  
660
      600      2.89     351.486    348.596 
661
      601      2.89     219.077    216.187 
662
      602      2.99     191.115    188.125 
663
      603      2.72     384.632    381.912 
664
      604      2.63     252.535    249.905 
665
      605      2.61     282.093    279.483 
666
      606      2.61     295.782    293.172 
667
      607      2.75     300.105    297.355 
668
      608      2.62     345.381    342.761 
669
      609      2.65     193.262    190.612 
670
      610      2.65     293.501    290.851 
671
      611      2.62     333.33     330.71  
672
      612      2.62     338.609    335.989 
673
      613      2.61     337.34     334.73  
674
      614      2.63     346.196    343.566 
675
      615      2.7      349.93     347.23  
676
      616      2.64     371.264    368.624 
677
      617      2.7      332.339    329.639 
678
      618      2.63     368.286    365.656 
679
      619      2.72     370.418    367.698 
680
      620      2.91     397.032    394.122 
681
      621      2.9      427.446    424.546 
682
      622      2.79     422.374    419.584 
683
      623      2.95     401.855    398.905 
684
      624      2.81     424.371    421.561 
685
      625      3.26     403.362    400.102 
686
      626      3        461.899    458.899 
687
      627      3.03     408.151    405.121 
688
      628      3.14     397.54     394.4   
689
      629      3.11     428.133    425.023 
690
      630      3.08     415.391    412.311 
691
      631      3.09     406.884    403.794 
692
      632      2.92     406.56     403.64  
693
      633      3.06     353.698    350.638 
694
      634      3        387.519    384.519 
695
      635      2.95     346.955    344.005 
696
      636      3.03     130.404    127.374 
697
      637      3.05     292.955    289.905 
698
      638      3.06     295.31     292.25  
699
      639      3.02     304.469    301.449 
700
      640      3         54.44      51.44  
701
      641      3.09     -83.878    -86.968 
702
      642      2.98     412.265    409.285 
703
      643      2.98     219.203    216.223 
704
      644      3.04     282.484    279.444 
705
      645      3.08     402.938    399.858 
706

707
=== Evaluation on test split ===
708

709
Time taken to test model on test split: 0.39 seconds
710

711
=== Summary ===
712

713
Correlation coefficient                 -0.0497
714
Mean absolute error                    378.2635
715
Root mean squared error                382.1069
716
Relative absolute error                 14.3988 %
717
Root relative squared error             14.5451 %
718
Total Number of Instances              645     
719

720

721