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_PTKM-R-A-features
5
Instances:    2103
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    0.8856767936242713
21
    Node 1    0.44517822760674686
22
    Node 2    -1.563784259043567
23
    Node 3    -0.6769986297468377
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -7.589819022630928
27
    Attrib rsi    5.013387930332224
28
    Attrib mfi    -2.5770706095717184
29
    Attrib ema    5.8465141717054365
30
    Attrib so    0.6267320771023513
31
    Attrib macd    4.783464207206961
32
    Attrib sl    -4.997035422590642
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    0.45104169779735886
36
    Attrib rsi    -0.48900922040613726
37
    Attrib mfi    -0.01422634793924614
38
    Attrib ema    -2.3251205127769072
39
    Attrib so    -0.02054974406609347
40
    Attrib macd    -0.11748139890980798
41
    Attrib sl    0.3546934353313237
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -3.6694000326960037
45
    Attrib rsi    -0.06927250658208225
46
    Attrib mfi    0.007967795132512303
47
    Attrib ema    -4.064008238497912
48
    Attrib so    5.03619008326747E-4
49
    Attrib macd    -1.426130897783165
50
    Attrib sl    0.852596710621462
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 33.59 seconds
57

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

60
    inst#     actual  predicted      error
61
        1    130        142.597     12.597 
62
        2    128.1      134.766      6.666 
63
        3    127        135.109      8.109 
64
        4    118.26     134.025     15.765 
65
        5    115.07     128.549     13.479 
66
        6    116.99     125.554      8.564 
67
        7    112.9      126.202     13.302 
68
        8    112.5      122.878     10.378 
69
        9    113.6      120.55       6.95  
70
       10    109.02     119.474     10.454 
71
       11    110.39     114.43       4.04  
72
       12    110.49     113.027      2.537 
73
       13    111        110.266     -0.734 
74
       14    114        108.29      -5.71  
75
       15    104.34     110.555      6.215 
76
       16    100        104.111      4.111 
77
       17     96.07      99.865      3.795 
78
       18     98.55      97.532     -1.018 
79
       19     98         99.683      1.683 
80
       20    100         98.101     -1.899 
81
       21     97.08      99.799      2.719 
82
       22    100.89      98.057     -2.833 
83
       23     78.3      101.645     23.345 
84
       24     72         91.276     19.276 
85
       25     75.84      89.697     13.857 
86
       26     74         90.895     16.895 
87
       27     74.05      88.681     14.631 
88
       28     78.77      86.75       7.98  
89
       29     79.75      87.558      7.808 
90
       30     79.83      86.556      6.726 
91
       31     76.22      85.259      9.039 
92
       32     79.95      83.506      3.556 
93
       33     73.02      84.577     11.557 
94
       34     73.6       81.336      7.736 
95
       35     68.06      79.709     11.649 
96
       36     59.17      77.045     17.875 
97
       37     52.31      72.866     20.556 
98
       38     53.5       71.22      17.72  
99
       39     53.99      72.001     18.011 
100
       40     58.04      69.606     11.566 
101
       41     60.9       70.779      9.879 
102
       42     58.52      72.096     13.576 
103
       43     63.02      69.993      6.973 
104
       44     64.01      69.193      5.183 
105
       45     61.99      69.987      7.997 
106
       46     60.01      68.169      8.159 
107
       47     61.55      66.144      4.594 
108
       48     65.06      65.341      0.281 
109
       49     70.93      64.458     -6.472 
110
       50     73.1       65.619     -7.481 
111
       51     69.88      67.608     -2.272 
112
       52     68         67.458     -0.542 
113
       53     66.65      68.415      1.765 
114
       54     65         68.021      3.021 
115
       55     66         66.495      0.495 
116
       56     60         66.247      6.247 
117
       57     60.01      64.653      4.643 
118
       58     60         63.279      3.279 
119
       59     59.99      61.214      1.224 
120
       60     60         61.557      1.557 
121
       61     62.39      61.451     -0.939 
122
       62     64         63.762     -0.238 
123
       63     66         65.207     -0.793 
124
       64     67.8       66.812     -0.988 
125
       65     69         68.8       -0.2   
126
       66     72.76      67.654     -5.106 
127
       67     73.92      71.254     -2.666 
128
       68     66.01      72.617      6.607 
129
       69     36.01      66.339     30.329 
130
       70     39.3       63.169     23.869 
131
       71     42.1       61.362     19.262 
132
       72     40         63.191     23.191 
133
       73     40.5       63.273     22.773 
134
       74     41         62.891     21.891 
135
       75     45.47      60.905     15.435 
136
       76     45.5       60.219     14.719 
137
       77     44         57.919     13.919 
138
       78     46.99      56.716      9.726 
139
       79     49.98      56.293      6.313 
140
       80     52.77      55.603      2.833 
141
       81     53.5       54.796      1.296 
142
       82     50.15      51.78       1.63  
143
       83     48.97      49.109      0.139 
144
       84     43.79      50.085      6.295 
145
       85     42.39      50.923      8.533 
146
       86     42         48.673      6.673 
147
       87     43.19      48.314      5.124 
148
       88     42.98      48.703      5.723 
149
       89     42.56      49.815      7.255 
150
       90     42         48.421      6.421 
151
       91     42.9       49.081      6.181 
152
       92     42.5       49.973      7.473 
153
       93     42         48.602      6.602 
154
       94     41.5       45.854      4.354 
155
       95     42.23      43.337      1.107 
156
       96     41.9       42.595      0.695 
157
       97     40.03      41.629      1.599 
158
       98     40.03      40.093      0.063 
159
       99     39.6       42.439      2.839 
160
      100     41.16      43.895      2.735 
161
      101     40.49      42.832      2.342 
162
      102     40         41.245      1.245 
163
      103     40.25      41.513      1.263 
164
      104     39.99      43.795      3.805 
165
      105     39         46.065      7.065 
166
      106     39.98      43.378      3.398 
167
      107     37.3       41.634      4.334 
168
      108     38.43      42.519      4.089 
169
      109     40         43.9        3.9   
170
      110     44         43.412     -0.588 
171
      111     45.79      47.655      1.865 
172
      112     41.3       51.628     10.328 
173
      113     40.96      45.58       4.62  
174
      114     40.2       44.409      4.209 
175
      115     40.15      43.376      3.226 
176
      116     39.94      43.559      3.619 
177
      117     39.82      43.363      3.543 
178
      118     37.5       42.923      5.423 
179
      119     36.2       42.681      6.481 
180
      120     36.01      41.927      5.917 
181
      121     35.95      42.347      6.397 
182
      122     35.92      42.243      6.323 
183
      123     35.93      42.363      6.433 
184
      124     36.01      42.754      6.744 
185
      125     35         41.128      6.128 
186
      126     36         34.373     -1.627 
187
      127     35.56      36.625      1.065 
188
      128     38.05      38.028     -0.022 
189
      129     39         41.167      2.167 
190
      130     38.1       42.437      4.337 
191
      131     37.88      40.607      2.727 
192
      132     36         40.045      4.045 
193
      133     36.98      38.966      1.986 
194
      134     35         40.953      5.953 
195
      135     35.5       37.987      2.487 
196
      136     34         37.989      3.989 
197
      137     32.5       35.965      3.465 
198
      138     33.94      33.372     -0.568 
199
      139     32         34.69       2.69  
200
      140     31.91      32.884      0.974 
201
      141     33.15      32.584     -0.566 
202
      142     31.7       34.73       3.03  
203
      143     31.5       32.588      1.088 
204
      144     30.77      31.398      0.628 
205
      145     31         30.25      -0.75  
206
      146     31.2       30.16      -1.04  
207
      147     30.99      30.55      -0.44  
208
      148     32.27      30.11      -2.16  
209
      149     30.9       32.978      2.078 
210
      150     30.5       30.773      0.273 
211
      151     30.4       31.238      0.838 
212
      152     30.5       31.748      1.248 
213
      153     30.25      32.278      2.028 
214
      154     29.5       36.285      6.785 
215
      155     29.5       35.031      5.531 
216
      156     28.57      31.633      3.063 
217
      157     29.35      31.156      1.806 
218
      158     30.5       32.426      1.926 
219
      159     30.14      33.39       3.25  
220
      160     30.09      31.269      1.179 
221
      161     35         31.197     -3.803 
222
      162     35         50.653     15.653 
223
      163     35.39      45.943     10.553 
224
      164     31.5       46.61      15.11  
225
      165     31.05      36.57       5.52  
226
      166     29.07      35.093      6.023 
227
      167     27.51      34.341      6.831 
228
      168     27.54      33.777      6.237 
229
      169     27.59      32.758      5.168 
230
      170     27.5       33.62       6.12  
231
      171     27.87      33.694      5.824 
232
      172     29.43      33.57       4.14  
233
      173     29.32      34.53       5.21  
234
      174     28.7       36.116      7.416 
235
      175     28.5       35.942      7.442 
236
      176     28.5       35.1        6.6   
237
      177     28.7       31.159      2.459 
238
      178     28.1       30.592      2.492 
239
      179     28.11      29.487      1.377 
240
      180     28.5       30.497      1.997 
241
      181     27.1       31.274      4.174 
242
      182     26.21      32.758      6.548 
243
      183     26.5       37.012     10.512 
244
      184     27.17      31.475      4.305 
245
      185     27.74      32.573      4.833 
246
      186     27         30.988      3.988 
247
      187     27.2       29.625      2.425 
248
      188     30         29.027     -0.973 
249
      189     29.39      42.278     12.888 
250
      190     29         40.562     11.562 
251
      191     29.99      36.818      6.828 
252
      192     29.98      40.956     10.976 
253
      193     28.54      39.765     11.225 
254
      194     29         32.971      3.971 
255
      195     29.96      34.635      4.675 
256
      196     29.3       38.516      9.216 
257
      197     29.85      35.307      5.457 
258
      198     29         37.027      8.027 
259
      199     29.77      34.383      4.613 
260
      200     29.73      36.676      6.946 
261
      201     27.7       37.091      9.391 
262
      202     29         32.822      3.822 
263
      203     27.76      35.112      7.352 
264
      204     27.71      41.557     13.847 
265
      205     27.72      41.188     13.468 
266
      206     27.78      36.147      8.367 
267
      207     27.79      34.663      6.873 
268
      208     28         34.559      6.559 
269
      209     28         34.286      6.286 
270
      210     27.78      33.725      5.945 
271
      211     27.71      33.466      5.756 
272
      212     27.95      33.717      5.767 
273
      213     27.71      34.981      7.271 
274
      214     27.71      32.745      5.035 
275
      215     28         32.533      4.533 
276
      216     25.77      32.296      6.526 
277
      217     27.5       27.182     -0.318 
278
      218     26.3       30.925      4.625 
279
      219     26.31      27.924      1.614 
280
      220     27.5       28.267      0.767 
281
      221     27         32.328      5.328 
282
      222     27         30.255      3.255 
283
      223     27.3       30.014      2.714 
284
      224     26.1       31.084      4.984 
285
      225     26         28.953      2.953 
286
      226     26.01      27.861      1.851 
287
      227     25.57      27.852      2.282 
288
      228     26         27.263      1.263 
289
      229     25.68      29.2        3.52  
290
      230     25.6       29.339      3.739 
291
      231     25.21      31.976      6.766 
292
      232     26         31.193      5.193 
293
      233     27.92      32.088      4.168 
294
      234     28.5       36.432      7.932 
295
      235     27.25      38.241     10.991 
296
      236     27.05      34.743      7.693 
297
      237     28.65      33.751      5.101 
298
      238     28         37.038      9.038 
299
      239     22.2       35.135     12.935 
300
      240     19.61      35.876     16.266 
301
      241     19.66      46.888     27.228 
302
      242     18.39      43.999     25.609 
303
      243     17.8       43.829     26.029 
304
      244     17.93      43.112     25.182 
305
      245     17.27      43.192     25.922 
306
      246     17.4       44.039     26.639 
307
      247     17.88      43.188     25.308 
308
      248     18.7       41.437     22.737 
309
      249     18.77      36.788     18.018 
310
      250     19         38.561     19.561 
311
      251     20.67      39.066     18.396 
312
      252     20.89      33.229     12.339 
313
      253     19.64      34.417     14.777 
314
      254     20.34      35.837     15.497 
315
      255     19.99      26.026      6.036 
316
      256     19         29.093     10.093 
317
      257     19.54      31.282     11.742 
318
      258     19.55      32.839     13.289 
319
      259     19.55      31.933     12.383 
320
      260     20.39      32.869     12.479 
321
      261     19.01      32.454     13.444 
322
      262     19.5       31.82      12.32  
323
      263     19         28.916      9.916 
324
      264     18.55      31.23      12.68  
325
      265     19         30.664     11.664 
326
      266     18.99      29.196     10.206 
327
      267     18.93      25.939      7.009 
328
      268     18.01      32.803     14.793 
329
      269     16.71      30.581     13.871 
330
      270     18.83      31.54      12.71  
331
      271     16.71      30.647     13.937 
332
      272     19.3       30.551     11.251 
333
      273     17.9       28.727     10.827 
334
      274     17.99      23.767      5.777 
335
      275     17.99      22.758      4.768 
336
      276     17.6       22.547      4.947 
337
      277     17.97      22.106      4.136 
338
      278     18.88      22.993      4.113 
339
      279     18.7       25.748      7.048 
340
      280     18.48      24.978      6.498 
341
      281     18         24.294      6.294 
342
      282     18.39      22.837      4.447 
343
      283     18.39      24.203      5.813 
344
      284     18.01      24.197      6.187 
345
      285     18         23.082      5.082 
346
      286     17.98      23.182      5.202 
347
      287     18         23.558      5.558 
348
      288     18         23.16       5.16  
349
      289     17.99      24.679      6.689 
350
      290     18         25.945      7.945 
351
      291     17.99      25.23       7.24  
352
      292     18.3       27.986      9.686 
353
      293     17.97      26.284      8.314 
354
      294     18.42      27.035      8.615 
355
      295     17.6       28.283     10.683 
356
      296     18.27      28.311     10.041 
357
      297     18.12      31.007     12.887 
358
      298     17.88      28.184     10.304 
359
      299     17.5       25.951      8.451 
360
      300     17.53      26.555      9.025 
361
      301     17.52      27.211      9.691 
362
      302     17.65      26.022      8.372 
363
      303     17.62      26.732      9.112 
364
      304     17.55      26.688      9.138 
365
      305     17.9       27.124      9.224 
366
      306     17.6       26.649      9.049 
367
      307     17.65      26.605      8.955 
368
      308     17.7       25.845      8.145 
369
      309     17.5       25.518      8.018 
370
      310     17.5       25.257      7.757 
371
      311     17.99      21.585      3.595 
372
      312     17.5       25.239      7.739 
373
      313     17.35      23.968      6.618 
374
      314     18         24.894      6.894 
375
      315     18.38      25.985      7.605 
376
      316     18         28.642     10.642 
377
      317     18         26.009      8.009 
378
      318     17.9       26.852      8.952 
379
      319     18.2       25.635      7.435 
380
      320     17.25      27.808     10.558 
381
      321     17.07      25.432      8.362 
382
      322     17.09      23.613      6.523 
383
      323     16.5       23.131      6.631 
384
      324     16.55      24.018      7.468 
385
      325     16         23.859      7.859 
386
      326     15.95      26.603     10.653 
387
      327     15.5       25.372      9.872 
388
      328     15.1       25.769     10.669 
389
      329     15.88      25.77       9.89  
390
      330     15.88      19.402      3.522 
391
      331     15.9       20.714      4.814 
392
      332     15.3       20.025      4.725 
393
      333     15.94      21.229      5.289 
394
      334     16         19.038      3.038 
395
      335     15.8       19.59       3.79  
396
      336     15.36      19.168      3.808 
397
      337     16.4       19.068      2.668 
398
      338     17.17      22.017      4.847 
399
      339     16.05      27.889     11.839 
400
      340     15.7       21.23       5.53  
401
      341     16.89      21.615      4.725 
402
      342     15.01      26.094     11.084 
403
      343     16.39      27.745     11.355 
404
      344     16.5       27.609     11.109 
405
      345     16.5       26.391      9.891 
406
      346     16.52      24.279      7.759 
407
      347     17.17      24.575      7.405 
408
      348     16.4       25.934      9.534 
409
      349     16.61      23.345      6.735 
410
      350     16.97      24.766      7.796 
411
      351     16.01      29.495     13.485 
412
      352     16.24      23.453      7.213 
413
      353     16.99      24.842      7.852 
414
      354     16.49      27.565     11.075 
415
      355     16.35      24.769      8.419 
416
      356     17.06      24.083      7.023 
417
      357     17         28.104     11.104 
418
      358     16.35      29.9       13.55  
419
      359     16.35      25.618      9.268 
420
      360     16.35      25.574      9.224 
421
      361     15.64      25.76      10.12  
422
      362     15.95      21.106      5.156 
423
      363     15.99      22.16       6.17  
424
      364     16.24      22.106      5.866 
425
      365     15.8       23.198      7.398 
426
      366     15.95      23.158      7.208 
427
      367     16         23.15       7.15  
428
      368     16         21.969      5.969 
429
      369     15.95      22.275      6.325 
430
      370     15.24      21.903      6.663 
431
      371     15.36      20.025      4.665 
432
      372     15.35      20.611      5.261 
433
      373     15.99      20.944      4.954 
434
      374     14.5       22.96       8.46  
435
      375     15.08      21.393      6.313 
436
      376     16.24      21.451      5.211 
437
      377     15.95      25.811      9.861 
438
      378     16.1       24.369      8.269 
439
      379     16         25.605      9.605 
440
      380     16.77      24.691      7.921 
441
      381     16         31.037     15.037 
442
      382     16         24.371      8.371 
443
      383     15.3       24.665      9.365 
444
      384     15         20.477      5.477 
445
      385     16.5       19.336      2.836 
446
      386     15.04      29.053     14.013 
447
      387     15         20.916      5.916 
448
      388     14.98      20.714      5.734 
449
      389     14.73      20.709      5.979 
450
      390     14.5       19.805      5.305 
451
      391     14.6       19.349      4.749 
452
      392     14.37      19.672      5.302 
453
      393     15.95      18.64       2.69  
454
      394     15.08      27.418     12.338 
455
      395     16.2       22.924      6.724 
456
      396     15.9       25.98      10.08  
457
      397     16.44      25.01       8.57  
458
      398     15.7       26.101     10.401 
459
      399     15.35      23.816      8.466 
460
      400     15.35      22.784      7.434 
461
      401     15.31      23.28       7.97  
462
      402     15.3       23.069      7.769 
463
      403     15.08      24.222      9.142 
464
      404     15.6       24.109      8.509 
465
      405     15.6       25.156      9.556 
466
      406     15.6       24.697      9.097 
467
      407     15.6       24.998      9.398 
468
      408     15.12      24.573      9.453 
469
      409     15.21      25.039      9.829 
470
      410     15.1       23.565      8.465 
471
      411     14.65      23.559      8.909 
472
      412     14.25      19.158      4.908 
473
      413     15.6       18.407      2.807 
474
      414     14.77      23.583      8.813 
475
      415     15.45      20.596      5.146 
476
      416     15.1       22.769      7.669 
477
      417     14.8       21.654      6.854 
478
      418     14.8       20.948      6.148 
479
      419     14.26      20.834      6.574 
480
      420     12.4       18.858      6.458 
481
      421     12.83      16.001      3.171 
482
      422     14         15.708      1.708 
483
      423     12.47      19.317      6.847 
484
      424     13         15.815      2.815 
485
      425     14.34      18.59       4.25  
486
      426     13.2       22.064      8.864 
487
      427     13         20.326      7.326 
488
      428     12.01      18.764      6.754 
489
      429     12.2       17.542      5.342 
490
      430     11.31      17.713      6.403 
491
      431     12.49      17.13       4.64  
492
      432     12.39      18.633      6.243 
493
      433     11.55      18.421      6.871 
494
      434     11.5       17.581      6.081 
495
      435     11.18      17.884      6.704 
496
      436     12         18.088      6.088 
497
      437     12.99      18.365      5.375 
498
      438     11.84      20.755      8.915 
499
      439     13.3       18.073      4.773 
500
      440     13.22      22.394      9.174 
501
      441     13         20.502      7.502 
502
      442     12.31      19.951      7.641 
503
      443     12.3       18.989      6.689 
504
      444     11.8       18.454      6.654 
505
      445     11.37      18.316      6.946 
506
      446     10.67      16.188      5.518 
507
      447     10.2       14.402      4.202 
508
      448      9.4       13.671      4.271 
509
      449      9.57      12.931      3.361 
510
      450      9.73      12.57       2.84  
511
      451     10         15.499      5.499 
512
      452     10         14.43       4.43  
513
      453      9.57      14.331      4.761 
514
      454     10.33      13.511      3.181 
515
      455     10         15.737      5.737 
516
      456     10         15.081      5.081 
517
      457     10.85      15.045      4.195 
518
      458     11         17.572      6.572 
519
      459     11.72      17.961      6.241 
520
      460     12.4       21.217      8.817 
521
      461     11.61      24.669     13.059 
522
      462     11.99      20.157      8.167 
523
      463     11.29      21.676     10.386 
524
      464     10.95      21.683     10.733 
525
      465     10.35      19.738      9.388 
526
      466     11.05      21.02       9.97  
527
      467     11.8       22.238     10.438 
528
      468     11         25.036     14.036 
529
      469     10.75      22.666     11.916 
530
      470     10.75      24.61      13.86  
531
      471     10.75      24.42      13.67  
532
      472     10.75      23.487     12.737 
533
      473     11.34      22.527     11.187 
534
      474     11.34      22.389     11.049 
535
      475     10.5       21.764     11.264 
536
      476     10.99      23.432     12.442 
537
      477     10.5       22.564     12.064 
538
      478     11.01      22.841     11.831 
539
      479     11         24.38      13.38  
540
      480     11.26      23.857     12.597 
541
      481     11         22.779     11.779 
542
      482     11.26      21.896     10.636 
543
      483     11.25      23.733     12.483 
544
      484     10.54      22.505     11.965 
545
      485     10.54      22.972     12.432 
546
      486     10.49      22.993     12.503 
547
      487     10.43      22.683     12.253 
548
      488     10.41      18.996      8.586 
549
      489     10.2       18.278      8.078 
550
      490     10.99      17.256      6.266 
551
      491     10.99      20.383      9.393 
552
      492     10.5       19.959      9.459 
553
      493     11         17.727      6.727 
554
      494     10.56      20.323      9.763 
555
      495     11.02      18.415      7.395 
556
      496     10.9       22.544     11.644 
557
      497     11.82      22.239     10.419 
558
      498     10.81      29.006     18.196 
559
      499     11.82      19.755      7.935 
560
      500     13         24.562     11.562 
561
      501     12.8       35.124     22.324 
562
      502     12.5       37.158     24.658 
563
      503     12.21      33.592     21.382 
564
      504     12.1       28.995     16.895 
565
      505     13.17      28.287     15.117 
566
      506     12.55      38.349     25.799 
567
      507     11.85      30.159     18.309 
568
      508     11.85      23.983     12.133 
569
      509     11.85      24.047     12.197 
570
      510     12.5       24.665     12.165 
571
      511     12         29.868     17.868 
572
      512     11.27      26.169     14.899 
573
      513     12         20.383      8.383 
574
      514     11.56      27.4       15.84  
575
      515     11.57      24.038     12.468 
576
      516     12.4       21.398      8.998 
577
      517     12         24.952     12.952 
578
      518     12         23.168     11.168 
579
      519     12.4       22.474     10.074 
580
      520     12.4       25.622     13.222 
581
      521     12.82      25.065     12.245 
582
      522     12.21      26.208     13.998 
583
      523     12.5       21.4        8.9   
584
      524     12.83      22.604      9.774 
585
      525     12.89      24.139     11.249 
586
      526     13         24.494     11.494 
587
      527     13.33      25.656     12.326 
588
      528     13.33      27.093     13.763 
589
      529     13.33      27.636     14.306 
590
      530     13.98      27.75      13.77  
591
      531     15.14      30.961     15.821 
592
      532     16.21      36.662     20.452 
593
      533     17.43      44.547     27.117 
594
      534     16.22      48.881     32.661 
595
      535     16.41      35.204     18.794 
596
      536     17.5       36.665     19.165 
597
      537     16.49      41.239     24.749 
598
      538     19.07      32.123     13.053 
599
      539     17         43.147     26.147 
600
      540     17         33.926     16.926 
601
      541     17.94      36.707     18.767 
602
      542     17.8       41.202     23.402 
603
      543     17.73      40.45      22.72  
604
      544     17.25      40.194     22.944 
605
      545     17.84      35.692     17.852 
606
      546     18.12      39.996     21.876 
607
      547     17.51      44.577     27.067 
608
      548     18.66      45.461     26.801 
609
      549     20.18      51.881     31.701 
610
      550     19         54.856     35.856 
611
      551     19         42.836     23.836 
612
      552     20.35      42.566     22.216 
613
      553     19.65      50.503     30.853 
614
      554     20         37.415     17.415 
615
      555     19.01      35.68      16.67  
616
      556     19.45      33.11      13.66  
617
      557     20         35.509     15.509 
618
      558     20.51      37.2       16.69  
619
      559     20.76      42.256     21.496 
620
      560     22.11      49.316     27.206 
621
      561     20.8       55.393     34.593 
622
      562     20         42.064     22.064 
623
      563     19.04      37.008     17.968 
624
      564     18.9       34.348     15.448 
625
      565     19.08      33.213     14.133 
626
      566     19         34.28      15.28  
627
      567     19         33.7       14.7   
628
      568     19         33.096     14.096 
629
      569     19         32.87      13.87  
630
      570     18.97      32.705     13.735 
631
      571     19.01      32.459     13.449 
632
      572     19.57      33.129     13.559 
633
      573     19.57      39.198     19.628 
634
      574     19.07      35.519     16.449 
635
      575     19.36      31.296     11.936 
636
      576     19.15      32.853     13.703 
637
      577     18.75      29.976     11.226 
638
      578     17.59      26.458      8.868 
639
      579     17.99      21.644      3.654 
640
      580     17.5       22.365      4.865 
641
      581     18.45      20.905      2.455 
642
      582     18.35      25.089      6.739 
643
      583     18.45      24.728      6.278 
644
      584     19.7       25.175      5.475 
645
      585     20.2       30.46      10.26  
646
      586     20.56      32.933     12.373 
647
      587     19.81      34.29      14.48  
648
      588     19.72      29.549      9.829 
649
      589     20.46      29.118      8.658 
650
      590     20.44      32.304     11.864 
651
      591     19.75      31.921     12.171 
652
      592     21.83      28.221      6.391 
653
      593     22         36.861     14.861 
654
      594     21.6       36.271     14.671 
655
      595     22.05      34.398     12.348 
656
      596     18.99      37.016     18.026 
657
      597     18.01      27.114      9.104 
658
      598     18.2       24.727      6.527 
659
      599     18.85      24.998      6.148 
660
      600     18.73      25.196      6.466 
661
      601     18.49      24.58       6.09  
662
      602     17.83      24.104      6.274 
663
      603     18.05      23.084      5.034 
664
      604     18.19      23.169      4.979 
665
      605     18         23.768      5.768 
666
      606     18.01      23.855      5.845 
667
      607     17.03      22.965      5.935 
668
      608     17.1       19.557      2.457 
669
      609     16.5       19.429      2.929 
670
      610     17.2       18.628      1.428 
671
      611     17.5       21.907      4.407 
672
      612     16.64      24.027      7.387 
673
      613     17.48      23.055      5.575 
674
      614     17.33      23.103      5.773 
675
      615     17.79      23.299      5.509 
676
      616     18         23.957      5.957 
677
      617     18.26      24.665      6.405 
678
      618     18.23      25.615      7.385 
679
      619     17.34      25.091      7.751 
680
      620     18.18      22.752      4.572 
681
      621     18         25.013      7.013 
682
      622     17.5       24.693      7.193 
683
      623     17.51      26.904      9.394 
684
      624     17.6       28.285     10.685 
685
      625     17.37      23.793      6.423 
686
      626     16.85      22.597      5.747 
687
      627     16.92      22.688      5.768 
688
      628     16.93      21.391      4.461 
689
      629     17.5       21.663      4.163 
690
      630     18.04      23.957      5.917 
691
      631     18.18      26.999      8.819 
692

693
=== Evaluation on test split ===
694

695
Time taken to test model on test split: 0.38 seconds
696

697
=== Summary ===
698

699
Correlation coefficient                  0.9571
700
Mean absolute error                      8.8161
701
Root mean squared error                 10.6991
702
Relative absolute error                  5.8059 %
703
Root relative squared error              6.9751 %
704
Total Number of Instances              631     
705

706

707