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_DLKV-R-A-features
5
Instances:    2184
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    1.2315884172084264
21
    Node 1    -0.9480667494177012
22
    Node 2    -0.9920847549898968
23
    Node 3    -1.325750310392697
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -2.0150793465537244
27
    Attrib rsi    -0.4296667772923784
28
    Attrib mfi    0.18300143957858733
29
    Attrib ema    -1.9142798541644541
30
    Attrib so    -0.29592445081542523
31
    Attrib macd    -0.9514415051498246
32
    Attrib sl    0.48051769158689034
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -2.136789844399708
36
    Attrib rsi    0.5064508421248699
37
    Attrib mfi    -0.16915247376059148
38
    Attrib ema    -1.9886232605957619
39
    Attrib so    0.2830795188838298
40
    Attrib macd    0.21148761899984156
41
    Attrib sl    0.2895087276894488
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    1.1998607895411124
45
    Attrib rsi    -1.0267281991253172
46
    Attrib mfi    0.006006106218935439
47
    Attrib ema    -2.630190520639218
48
    Attrib so    -0.04347663563105893
49
    Attrib macd    -0.05984328045227969
50
    Attrib sl    0.38274566012551237
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 35.3 seconds
57

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

60
    inst#     actual  predicted      error
61
        1     26         28.776      2.776 
62
        2     25         27.501      2.501 
63
        3     26.13      24.478     -1.652 
64
        4     23.23      28.15       4.92  
65
        5     25.47      21.825     -3.645 
66
        6     24.7       27.766      3.066 
67
        7     23.7       26.332      2.632 
68
        8     24.45      23.516     -0.934 
69
        9     24.4       26.168      1.768 
70
       10     24.33      26.39       2.06  
71
       11     23.7       26.133      2.433 
72
       12     24         24.225      0.225 
73
       13     29.38      25.379     -4.001 
74
       14     26.32      29.251      2.931 
75
       15     25.41      28.146      2.736 
76
       16     26         27.861      1.861 
77
       17     25.06      28.84       3.78  
78
       18     26         27.743      1.743 
79
       19     25.22      28.874      3.654 
80
       20     26.19      28.157      1.967 
81
       21     21.22      29.166      7.946 
82
       22     20         24.588      4.588 
83
       23     18.95      22.987      4.037 
84
       24     20.43      23.459      3.029 
85
       25     21.4       25.047      3.647 
86
       26     19.39      25.523      6.133 
87
       27     19         22.973      3.973 
88
       28     18         21.506      3.506 
89
       29     17.81      19.773      1.963 
90
       30     20.78      18.627     -2.153 
91
       31     20         22.201      2.201 
92
       32     19.5       20.465      0.965 
93
       33     18.56      19.059      0.499 
94
       34     19.64      17.656     -1.984 
95
       35     18         19.206      1.206 
96
       36     19.21      16.938     -2.272 
97
       37     19.51      18.855     -0.655 
98
       38     20.4       19.406     -0.994 
99
       39     21.3       21.219     -0.081 
100
       40     21.71      22.292      0.582 
101
       41     21.68      22.837      1.157 
102
       42     20         23.517      3.517 
103
       43     21.1       21.658      0.558 
104
       44     20         23.477      3.477 
105
       45     19         22.222      3.222 
106
       46     18.56      20.935      2.375 
107
       47     18.99      19.989      0.999 
108
       48     18         20.997      2.997 
109
       49     18         18.756      0.756 
110
       50     17.55      18.605      1.055 
111
       51     17         16.819     -0.181 
112
       52     17         15.802     -1.198 
113
       53     18.49      15.995     -2.495 
114
       54     18.15      20.595      2.445 
115
       55     16.52      19.715      3.195 
116
       56     15.25      15.749      0.499 
117
       57     15.01      13.112     -1.898 
118
       58     15.03      14.673     -0.357 
119
       59     16.56      13.489     -3.071 
120
       60     16.07      16.851      0.781 
121
       61     15.03      16.082      1.052 
122
       62     14.79      13.757     -1.033 
123
       63     16.6       13.231     -3.369 
124
       64     16.71      17.707      0.997 
125
       65     17.88      16.766     -1.114 
126
       66     17         18.647      1.647 
127
       67     17.4       17.085     -0.315 
128
       68     16.91      17.993      1.083 
129
       69     18.02      17.299     -0.721 
130
       70     18.66      19.405      0.745 
131
       71     17.75      20.388      2.638 
132
       72     17.17      19.069      1.899 
133
       73     17.14      18.291      1.151 
134
       74     18.08      18.504      0.424 
135
       75     17.12      20.386      3.266 
136
       76     16.3       18.145      1.845 
137
       77     18.55      15.668     -2.882 
138
       78     18.8       20.753      1.953 
139
       79     18.76      21.205      2.445 
140
       80     18.84      21.151      2.311 
141
       81     17.71      21.284      3.574 
142
       82     18.01      18.973      0.963 
143
       83     18.67      19.647      0.977 
144
       84     17.65      20.595      2.945 
145
       85     18         18.981      0.981 
146
       86     18         19.608      1.608 
147
       87     17.66      19.004      1.344 
148
       88     17.5       17.99       0.49  
149
       89     17         17.565      0.565 
150
       90     17.48      15.389     -2.091 
151
       91     17         17.483      0.483 
152
       92     16.05      15.295     -0.755 
153
       93     17.72      12.633     -5.087 
154
       94     17.28      19.624      2.344 
155
       95     17.21      17.653      0.443 
156
       96     17.29      18.423      1.133 
157
       97     16.8       18.704      1.904 
158
       98     17.2       17.004     -0.196 
159
       99     16.4       18.427      2.027 
160
      100     16.8       15.969     -0.831 
161
      101     16.99      17.457      0.467 
162
      102     17.39      17.72       0.33  
163
      103     17.21      18.435      1.225 
164
      104     17.55      18.04       0.49  
165
      105     17.71      19.207      1.497 
166
      106     17.03      19.677      2.647 
167
      107     17.01      17.125      0.115 
168
      108     17.1       17.004     -0.096 
169
      109     17.22      17.364      0.144 
170
      110     17.23      18.028      0.798 
171
      111     17.14      18.355      1.215 
172
      112     17.09      18.066      0.976 
173
      113     17.11      17.849      0.739 
174
      114     17.41      18.16       0.75  
175
      115     16.53      19.796      3.266 
176
      116     16.79      13.043     -3.747 
177
      117     17.39      17.113     -0.277 
178
      118     16.91      19.844      2.934 
179
      119     16.7       18.063      1.363 
180
      120     16.55      16.981      0.431 
181
      121     16.4       15.846     -0.554 
182
      122     16.36      14.232     -2.128 
183
      123     16.75      14.101     -2.649 
184
      124     16.9       18.611      1.711 
185
      125     16.25      18.921      2.671 
186
      126     16.61      13.316     -3.294 
187
      127     16.51      16.034     -0.476 
188
      128     16.5       13.759     -2.741 
189
      129     16.25      14.188     -2.062 
190
      130     16.75      10.835     -5.915 
191
      131     16.7       16.742      0.042 
192
      132     16.28      16.66       0.38  
193
      133     16.74      11.953     -4.787 
194
      134     16.6       17.698      1.098 
195
      135     16         16.322      0.322 
196
      136     15.98      10         -5.98  
197
      137     15.12      11.162     -3.958 
198
      138     15.31       8.923     -6.387 
199
      139     15.32      10.985     -4.335 
200
      140     15.4       10.831     -4.569 
201
      141     15.55      13.095     -2.455 
202
      142     15.41      14.746     -0.664 
203
      143     15.52      13.436     -2.084 
204
      144     15.71      14.169     -1.541 
205
      145     15.9       15.674     -0.226 
206
      146     15.55      17.135      1.585 
207
      147     14.93      14.705     -0.225 
208
      148     14.92      11.182     -3.738 
209
      149     15.95      11.597     -4.353 
210
      150     14.97      18.392      3.422 
211
      151     15.51      13.113     -2.397 
212
      152     15.15      17.249      2.099 
213
      153     15.97      16.237      0.267 
214
      154     15.2       18.763      3.563 
215
      155     15.4       17.182      1.782 
216
      156     15.04      18.172      3.132 
217
      157     14.95      16.142      1.192 
218
      158     15         15.539      0.539 
219
      159     14.95      14.947     -0.003 
220
      160     14.6       14.469     -0.131 
221
      161     14.6       13.381     -1.219 
222
      162     14.2       13.07      -1.13  
223
      163     14.77      12.802     -1.968 
224
      164     13.59      15.737      2.147 
225
      165     12.2        9.372     -2.828 
226
      166     12.78       8.711     -4.069 
227
      167     12.84       7.856     -4.984 
228
      168     13.73       7.087     -6.643 
229
      169     14.24      11.209     -3.031 
230
      170     15.2       13.052     -2.148 
231
      171     16.11      15.886     -0.224 
232
      172     15.43      17.797      2.367 
233
      173     15.4       16.774      1.374 
234
      174     15.45      17.058      1.608 
235
      175     15.46      17.272      1.812 
236
      176     14.5       17.3        2.8   
237
      177     14.58      15.1        0.52  
238
      178     15.42      15.504      0.084 
239
      179     15.11      17.782      2.672 
240
      180     16.13      17.527      1.397 
241
      181     15.92      19.731      3.811 
242
      182     16.29      19.635      3.345 
243
      183     15.71      20.291      4.581 
244
      184     16         18.944      2.944 
245
      185     15.57      19.535      3.965 
246
      186     15.92      18.41       2.49  
247
      187     15.94      18.522      2.582 
248
      188     16.29      17.928      1.638 
249
      189     16.69      18.657      1.967 
250
      190     16.4       19.854      3.454 
251
      191     15.86      18.984      3.124 
252
      192     16.43      16.772      0.342 
253
      193     15.88      18.821      2.941 
254
      194     16         16.042      0.042 
255
      195     15.55      17.065      1.515 
256
      196     16         14.181     -1.819 
257
      197     15.9       17.532      1.632 
258
      198     15.53      16.786      1.256 
259
      199     15.45      14.288     -1.162 
260
      200     15         13.795     -1.205 
261
      201     15         12.694     -2.306 
262
      202     14.75      15.076      0.326 
263
      203     14.72      13.859     -0.861 
264
      204     15.1       14.299     -0.801 
265
      205     15.09      15.962      0.872 
266
      206     15.2       15.5        0.3   
267
      207     15.19      16.316      1.126 
268
      208     15.02      16.348      1.328 
269
      209     15.03      15.289      0.259 
270
      210     15.1       14.897     -0.203 
271
      211     15.05      15.771      0.721 
272
      212     15.06      15.67       0.61  
273
      213     15.53      15.503     -0.027 
274
      214     15.05      18.078      3.028 
275
      215     15.15      15.942      0.792 
276
      216     15.01      16.998      1.988 
277
      217     14.9       15.433      0.533 
278
      218     14.9       14.586     -0.314 
279
      219     14.03      16.154      2.124 
280
      220     14.5       10.555     -3.945 
281
      221     15.3       14.508     -0.792 
282
      222     17.1       18.149      1.049 
283
      223     18.3       22.196      3.896 
284
      224     17.44      25.611      8.171 
285
      225     17.52      21.874      4.354 
286
      226     17.92      22.091      4.171 
287
      227     18         22.782      4.782 
288
      228     18         23.014      5.014 
289
      229     18.54      23.261      4.721 
290
      230     18.02      24.216      6.196 
291
      231     18.03      22.615      4.585 
292
      232     18.2       23.064      4.864 
293
      233     17.98      23.699      5.719 
294
      234     17.89      23.453      5.563 
295
      235     18.01      23.384      5.374 
296
      236     18.09      23.62       5.53  
297
      237     17.71      23.93       6.22  
298
      238     17.57      22.829      5.259 
299
      239     17.77      21.297      3.527 
300
      240     18.17      21.919      3.749 
301
      241     17.5       23.138      5.638 
302
      242     17.85      19.527      1.677 
303
      243     17.99      21.414      3.424 
304
      244     17.66      21.943      4.283 
305
      245     17.3       19.748      2.448 
306
      246     17.42      18.194      0.774 
307
      247     17.95      18.573      0.623 
308
      248     17.34      21.06       3.72  
309
      249     17.55      17.623      0.073 
310
      250     17.11      19.339      2.229 
311
      251     16.99      16.078     -0.912 
312
      252     17.2       17.016     -0.184 
313
      253     16.91      17.909      0.999 
314
      254     17.01      16.356     -0.654 
315
      255     17         17.24       0.24  
316
      256     16.95      16.246     -0.704 
317
      257     16.81      16.857      0.047 
318
      258     17         14.89      -2.11  
319
      259     16.71      16.434     -0.276 
320
      260     16.6       13.617     -2.983 
321
      261     16.8       14.069     -2.731 
322
      262     16.6       16.151     -0.449 
323
      263     17.14      14.156     -2.984 
324
      264     17.2       19.577      2.377 
325
      265     17.34      19.26       1.92  
326
      266     18.2       19.716      1.516 
327
      267     17.7       23.093      5.393 
328
      268     17.7       21.324      3.624 
329
      269     17.79      21.437      3.647 
330
      270     17.13      21.847      4.717 
331
      271     17.8       18.871      1.071 
332
      272     17.3       21.558      4.258 
333
      273     17.23      19.91       2.68  
334
      274     17.16      19.308      2.148 
335
      275     17.2       19.017      1.817 
336
      276     17.25      19.492      2.242 
337
      277     17.15      19.879      2.729 
338
      278     17.78      19.407      1.627 
339
      279     18.14      22.024      3.884 
340
      280     17.73      22.755      5.025 
341
      281     17.1       21.467      4.367 
342
      282     17.49      17.618      0.128 
343
      283     17.5       19.558      2.058 
344
      284     17.41      19.17       1.76  
345
      285     17.41      18.454      1.044 
346
      286     17.49      18.524      1.034 
347
      287     17.21      18.966      1.756 
348
      288     17.11      17.036     -0.074 
349
      289     17         16.034     -0.966 
350
      290     17.1       14.76      -2.34  
351
      291     16.86      16.753     -0.107 
352
      292     17.18      14.344     -2.836 
353
      293     17.4       17.648      0.248 
354
      294     17.33      19.572      2.242 
355
      295     16.98      18.88       1.9   
356
      296     17.01      15.782     -1.228 
357
      297     17.2       17.264      0.064 
358
      298     17.29      19.137      1.847 
359
      299     17.4       19.912      2.512 
360
      300     17.41      20.386      2.976 
361
      301     17.4       20.401      3.001 
362
      302     17.49      20.055      2.565 
363
      303     17.36      20.283      2.923 
364
      304     17.29      19.494      2.204 
365
      305     17         18.718      1.718 
366
      306     17.18      14.383     -2.797 
367
      307     17.17      17.272      0.102 
368
      308     17.1       17.143      0.043 
369
      309     17.03      16.036     -0.994 
370
      310     17.3       14.346     -2.954 
371
      311     17.29      18.353      1.063 
372
      312     17.01      18.48       1.47  
373
      313     17.02      14.354     -2.666 
374
      314     17.11      14.581     -2.529 
375
      315     17         16.274     -0.726 
376
      316     16.99      15.504     -1.486 
377
      317     17.13      16.784     -0.346 
378
      318     17.1       18.421      1.321 
379
      319     15.66      18.494      2.834 
380
      320     16.4        8.658     -7.742 
381
      321     16.02      18.621      2.601 
382
      322     16.46      16.442     -0.018 
383
      323     16.2       18.582      2.382 
384
      324     16.38      17.815      1.435 
385
      325     16         18.645      2.645 
386
      326     15.54      17.018      1.478 
387
      327     15.5       14.274     -1.226 
388
      328     15.16      14.119     -1.041 
389
      329     15.05      12.467     -2.583 
390
      330     15.49      12.385     -3.105 
391
      331     15.42      15.092     -0.328 
392
      332     15.3       14.617     -0.683 
393
      333     15.4       13.723     -1.677 
394
      334     15.57      14.672     -0.898 
395
      335     15.41      15.346     -0.064 
396
      336     15.2       15.011     -0.189 
397
      337     15.15      13.779     -1.371 
398
      338     15.01      13.321     -1.689 
399
      339     14.89      11.99      -2.9   
400
      340     15         10.657     -4.343 
401
      341     15.3       12.125     -3.175 
402
      342     15.29      15.533      0.243 
403
      343     15.29      15.02      -0.27  
404
      344     15.17      15.215      0.045 
405
      345     15.4       15.603      0.203 
406
      346     15.55      17.564      2.014 
407
      347     15.14      17.437      2.297 
408
      348     15         14.503     -0.497 
409
      349     14.85      13.353     -1.497 
410
      350     14.49      13.823     -0.667 
411
      351     14.59      10.558     -4.032 
412
      352     14.8       10.652     -4.148 
413
      353     14.59      12.945     -1.645 
414
      354     15.1       10.751     -4.349 
415
      355     14.89      15.656      0.766 
416
      356     15.06      13.488     -1.572 
417
      357     14.86      15.078      0.218 
418
      358     15.08      13.362     -1.718 
419
      359     15.35      15.182     -0.168 
420
      360     15.25      16.896      1.646 
421
      361     15.4       16.849      1.449 
422
      362     15.19      17.497      2.307 
423
      363     15         16.657      1.657 
424
      364     15.12      15.52       0.4   
425
      365     15.1       16.253      1.153 
426
      366     15.42      16.432      1.012 
427
      367     15.18      18.187      3.007 
428
      368     14.97      17.253      2.283 
429
      369     15.1       16.022      0.922 
430
      370     15.1       17.021      1.921 
431
      371     15         16.92       1.92  
432
      372     14.95      15.757      0.807 
433
      373     15.03      15.371      0.341 
434
      374     15.2       16.75       1.55  
435
      375     14.99      17.26       2.27  
436
      376     14.8       14.7       -0.1   
437
      377     15.03      11.895     -3.135 
438
      378     15.03      15.077      0.047 
439
      379     15.05      15.372      0.322 
440
      380     14.9       15.547      0.647 
441
      381     14.63      13.682     -0.948 
442
      382     14.57       7.988     -6.582 
443
      383     14.5        8.942     -5.558 
444
      384     14.65      11.086     -3.564 
445
      385     14.93      13.301     -1.629 
446
      386     14.96      16.704      1.744 
447
      387     14.9       17.059      2.159 
448
      388     14.82      16.952      2.132 
449
      389     14.63      16.861      2.231 
450
      390     14.64      15.413      0.773 
451
      391     14.57      15.647      1.077 
452
      392     14.69      15.389      0.699 
453
      393     14.58      16.636      2.056 
454
      394     14.27      16.424      2.154 
455
      395     13.9       12.701     -1.199 
456
      396     13.75      10.424     -3.326 
457
      397     13.5       12.594     -0.906 
458
      398     13.41      10.624     -2.786 
459
      399     13.29      10.262     -3.028 
460
      400     12.95      12.015     -0.935 
461
      401     12.99       9.604     -3.386 
462
      402     12.78      11.113     -1.667 
463
      403     13         10.565     -2.435 
464
      404     13.3       11.403     -1.897 
465
      405     13.52      13.346     -0.174 
466
      406     13.56      14.003      0.443 
467
      407     13.35      13.728      0.378 
468
      408     13.44      12.865     -0.575 
469
      409     13.69      13.57      -0.12  
470
      410     13.5       15.008      1.508 
471
      411     12.93      13.858      0.928 
472
      412     13.1       10.83      -2.27  
473
      413     13.07      12.205     -0.865 
474
      414     12.23      11.954     -0.276 
475
      415     12.39       3.595     -8.795 
476
      416     12.48       6.669     -5.811 
477
      417     12.58       7.921     -4.659 
478
      418     11.99       9.541     -2.449 
479
      419     12.27       5.109     -7.161 
480
      420     12.68      10.627     -2.053 
481
      421     12.69      14.005      1.315 
482
      422     12.4       13.806      1.406 
483
      423     12.61      12.84       0.23  
484
      424     12.38      13.917      1.537 
485
      425     12.69      12.943      0.253 
486
      426     12         14.525      2.525 
487
      427     12.1       10.901     -1.199 
488
      428     12.09      12.052     -0.038 
489
      429     11.75      11.969      0.219 
490
      430     11.72       8.905     -2.815 
491
      431     11.72       8.234     -3.486 
492
      432     11.7        8.488     -3.212 
493
      433     11.9        9.948     -1.952 
494
      434     11.42      11.663      0.243 
495
      435     11.3        8.569     -2.731 
496
      436     11.7        8.685     -3.015 
497
      437     11.89      11.31      -0.58  
498
      438     11.66      12.893      1.233 
499
      439     11         11.563      0.563 
500
      440     10.97      11.037      0.067 
501
      441     11.16      10.968     -0.192 
502
      442     10.22      11.92       1.7   
503
      443     10.57       6.779     -3.791 
504
      444     11.39      10.152     -1.238 
505
      445     11.32      13.863      2.543 
506
      446     11.9       13.559      1.659 
507
      447     11.91      13.973      2.063 
508
      448     12         13.985      1.985 
509
      449     11.34      14.252      2.912 
510
      450     11.3       12.732      1.432 
511
      451     12.12      12.619      0.499 
512
      452     11.4       14.311      2.911 
513
      453     11.73      13.096      1.366 
514
      454     11.85      13.517      1.667 
515
      455     11.74      13.723      1.983 
516
      456     11.01      13.561      2.551 
517
      457     11.01      10.199     -0.811 
518
      458     10.51       8.691     -1.819 
519
      459     10.61       4.485     -6.125 
520
      460     10.65       5.239     -5.411 
521
      461     10.69       6.804     -3.886 
522
      462     10.5        7.451     -3.049 
523
      463     10.86       7.189     -3.671 
524
      464     10.9        9.334     -1.566 
525
      465     10.73       9.109     -1.621 
526
      466     10.8        8.563     -2.237 
527
      467     10.7        9.273     -1.427 
528
      468     10.6        8.912     -1.688 
529
      469     10.45       8.03      -2.42  
530
      470     10          9.385     -0.615 
531
      471      9.8        7.28      -2.52  
532
      472     10.15       7.37      -2.78  
533
      473     10.1        9.903     -0.197 
534
      474     10.26       9.53      -0.73  
535
      475     10          9.801     -0.199 
536
      476     10.25       8.366     -1.884 
537
      477     10.44      10.065     -0.375 
538
      478     10.73      10.951      0.221 
539
      479     10.38      12.484      2.104 
540
      480     10.3       11.376      1.076 
541
      481     10.55      11.222      0.672 
542
      482     10.63      12.18       1.55  
543
      483     10.61      12.474      1.864 
544
      484     11.33      12.277      0.947 
545
      485     11.35      14.558      3.208 
546
      486     11.31      14.817      3.507 
547
      487     11.63      14.639      3.009 
548
      488     11.96      16.001      4.041 
549
      489     12.79      17.559      4.769 
550
      490     12.53      21.953      9.423 
551
      491     12.42      19.198      6.778 
552
      492     12.29      18.6        6.31  
553
      493     12.5       17.888      5.388 
554
      494     12.47      18.731      6.261 
555
      495     12         18.694      6.694 
556
      496     11.5       15.729      4.229 
557
      497     11.5       12.619      1.119 
558
      498     11.88      12.845      0.965 
559
      499     11.78      15.026      3.246 
560
      500     12.17      14.087      1.917 
561
      501     11.9       16.257      4.357 
562
      502     12.2       14.467      2.267 
563
      503     12.42      15.897      3.477 
564
      504     12.2       16.664      4.464 
565
      505     12.58      14.875      2.295 
566
      506     12.49      16.102      3.612 
567
      507     12.51      15.424      2.914 
568
      508     12.5       15.762      3.262 
569
      509     12.45      15.652      3.202 
570
      510     12.88      15.448      2.568 
571
      511     12.88      17.439      4.559 
572
      512     12.23      17.548      5.318 
573
      513     12.19      14.344      2.154 
574
      514     12.2       14.267      2.067 
575
      515     12.45      14.074      1.624 
576
      516     12.72      15.861      3.141 
577
      517     12.5       17.107      4.607 
578
      518     12.77      16.011      3.241 
579
      519     12.51      16.98       4.47  
580
      520     12.44      16.272      3.832 
581
      521     12.54      15.932      3.392 
582
      522     12.4       16.397      3.997 
583
      523     12.71      15.747      3.037 
584
      524     12.76      16.541      3.781 
585
      525     12.37      16.546      4.176 
586
      526     12.68      14.885      2.205 
587
      527     12.65      15.679      3.029 
588
      528     12.55      15.629      3.079 
589
      529     12.99      15.25       2.26  
590
      530     13.39      16.193      2.803 
591
      531     13.67      17.533      3.863 
592
      532     13.17      18.88       5.71  
593
      533     13.28      16.803      3.523 
594
      534     13.17      17.169      3.999 
595
      535     13.02      16.858      3.838 
596
      536     13         16.107      3.107 
597
      537     13.49      16.023      2.533 
598
      538     13.44      17.698      4.258 
599
      539     13.17      17.559      4.389 
600
      540     13.48      16.524      3.044 
601
      541     13.57      17.563      3.993 
602
      542     13.5       17.717      4.217 
603
      543     13.52      17.565      4.045 
604
      544     13.25      17.689      4.439 
605
      545     13.06      16.601      3.541 
606
      546     13.5       16.151      2.651 
607
      547     13.86      16.993      3.133 
608
      548     13.4       18.006      4.606 
609
      549     13.89      16.499      2.609 
610
      550     13.47      17.494      4.024 
611
      551     13.1       16.429      3.329 
612
      552     13.46      15.158      1.698 
613
      553     13.5       16.353      2.853 
614
      554     13.51      16.443      2.933 
615
      555     13.26      16.489      3.229 
616
      556     13.3       15.509      2.209 
617
      557     13.5       15.688      2.188 
618
      558     13.49      16.575      3.085 
619
      559     13.5       16.471      2.971 
620
      560     13.2       16.486      3.286 
621
      561     13.15      13.966      0.816 
622
      562     13.29      13.662      0.372 
623
      563     13.02      14.472      1.452 
624
      564     13.02      12.019     -1.001 
625
      565     13.2       12.186     -1.014 
626
      566     13.18      14.241      1.061 
627
      567     13.2       15.193      1.993 
628
      568     13         15.383      2.383 
629
      569     13.17      13.141     -0.029 
630
      570     13         14.789      1.789 
631
      571     13.2       12.422     -0.778 
632
      572     13.08      15.021      1.941 
633
      573     13.08      13.018     -0.062 
634
      574     13         12.43      -0.57  
635
      575     12.8       10.927     -1.873 
636
      576     13.11       8.467     -4.643 
637
      577     12.87      14.247      1.377 
638
      578     12.88      10.552     -2.328 
639
      579     13         10.08      -2.92  
640
      580     13.13      13.261      0.131 
641
      581     13.19      14.442      1.252 
642
      582     13.18      14.992      1.812 
643
      583     13.18      14.644      1.464 
644
      584     13.18      15.087      1.907 
645
      585     13.08      14.889      1.809 
646
      586     13.08      13.933      0.853 
647
      587     13.1       13.866      0.766 
648
      588     13.21      14.716      1.506 
649
      589     13.45      15.859      2.409 
650
      590     13.3       17.68       4.38  
651
      591     13.2       16.137      2.937 
652
      592     13.55      15.149      1.599 
653
      593     13.57      17.85       4.28  
654
      594     14.32      17.955      3.635 
655
      595     14.09      22.246      8.156 
656
      596     13.86      19.945      6.085 
657
      597     13.99      18.521      4.531 
658
      598     14.36      18.996      4.636 
659
      599     14.35      19.46       5.11  
660
      600     14.54      19.948      5.408 
661
      601     14.4       20.42       6.02  
662
      602     14.2       19.924      5.724 
663
      603     14.6       18.89       4.29  
664
      604     14.7       19.327      4.627 
665
      605     15.1       20.028      4.928 
666
      606     15.16      22.316      7.156 
667
      607     15.24      23.052      7.812 
668
      608     15.1       23.841      8.741 
669
      609     14.92      22.205      7.285 
670
      610     14.71      20.744      6.034 
671
      611     14.32      18.878      4.558 
672
      612     15.05      15.104      0.054 
673
      613     15         19.758      4.758 
674
      614     14.8       19.546      4.746 
675
      615     14.8       18.493      3.693 
676
      616     14.83      18.413      3.583 
677
      617     14.76      18.416      3.656 
678
      618     14.72      17.675      2.955 
679
      619     14.25      17.126      2.876 
680
      620     14         11.643     -2.357 
681
      621     14.17      13.124     -1.046 
682
      622     14.32      14.99       0.67  
683
      623     14         15.452      1.452 
684
      624     14.46      12.838     -1.622 
685
      625     13.92      15.962      2.042 
686
      626     14         11.849     -2.151 
687
      627     14.38      12.461     -1.919 
688
      628     14         15.469      1.469 
689
      629     13.95      11.776     -2.174 
690
      630     13.99      11.377     -2.613 
691
      631     14.45      11.743     -2.707 
692
      632     14.1       16.041      1.941 
693
      633     14.46      14.264     -0.196 
694
      634     13.71      16.494      2.784 
695
      635     13.99      10.998     -2.992 
696
      636     14.04      14.117      0.077 
697
      637     14.05      14.736      0.686 
698
      638     13.94      14.725      0.785 
699
      639     14         13.443     -0.557 
700
      640     14.15      13.485     -0.665 
701
      641     14.16      15.377      1.217 
702
      642     13.86      15.411      1.551 
703
      643     13.67      11.515     -2.155 
704
      644     13.72       9.198     -4.522 
705
      645     13.88      11.18      -2.7   
706
      646     13.52      13.2       -0.32  
707
      647     13.5        7.6       -5.9   
708
      648     13.51       7.499     -6.011 
709
      649     13.93       7.114     -6.816 
710
      650     13.54      14.48       0.94  
711
      651     13.35       9.47      -3.88  
712
      652     13.7        7.622     -6.078 
713
      653     13.4       12.784     -0.616 
714
      654     13.7       10.216     -3.484 
715
      655     13.39      14.121      0.731 
716

717
=== Evaluation on test split ===
718

719
Time taken to test model on test split: 0.36 seconds
720

721
=== Summary ===
722

723
Correlation coefficient                  0.7582
724
Mean absolute error                      2.3296
725
Root mean squared error                  2.9021
726
Relative absolute error                  0.8706 %
727
Root relative squared error              1.0844 %
728
Total Number of Instances              655     
729

730

731