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_DDJH-R-A-features
5
Instances:    2196
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    1.3598481955387627
21
    Node 1    -1.0739049172906883
22
    Node 2    -0.5809178066558016
23
    Node 3    -1.5428924795446026
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -2.495753586177866
27
    Attrib rsi    -0.8254577721635662
28
    Attrib mfi    0.26665661843132
29
    Attrib ema    -2.626830030072627
30
    Attrib so    -0.25172018543898483
31
    Attrib macd    0.5668932376069484
32
    Attrib sl    -0.7557793387468105
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -0.771865307263261
36
    Attrib rsi    1.6974048974460505
37
    Attrib mfi    -0.5295421803671924
38
    Attrib ema    -0.62464975013156
39
    Attrib so    0.38831994692429256
40
    Attrib macd    -1.45271919154534
41
    Attrib sl    1.9967893594762465
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    0.8384023532927947
45
    Attrib rsi    -1.292818542078451
46
    Attrib mfi    0.10010470585367608
47
    Attrib ema    -2.284520151921815
48
    Attrib so    -0.040560439702088225
49
    Attrib macd    0.15245561000057065
50
    Attrib sl    -0.16203120916568345
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 36.86 seconds
57

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

60
    inst#     actual  predicted      error
61
        1     37         28.864     -8.136 
62
        2     37.49      33.319     -4.171 
63
        3     36.9       33.312     -3.588 
64
        4     34         32.615     -1.385 
65
        5     34.7       29.424     -5.276 
66
        6     34.5       29.894     -4.606 
67
        7     26.5       29.188      2.688 
68
        8     25.77      25.64      -0.13  
69
        9     25.99      24.996     -0.994 
70
       10     25.8       24.391     -1.409 
71
       11     26.01      23.663     -2.347 
72
       12     27.24      23.218     -4.022 
73
       13     26.26      24.292     -1.968 
74
       14     26.52      23.173     -3.347 
75
       15     27.23      22.89      -4.34  
76
       16     27.2       23.103     -4.097 
77
       17     28         22.567     -5.433 
78
       18     27.99      22.473     -5.517 
79
       19     27.46      21.891     -5.569 
80
       20     30.15      21.25      -8.9   
81
       21     34.2       23.219    -10.981 
82
       22     37.04      26.561    -10.479 
83
       23     39.5       28.219    -11.281 
84
       24     37         30.417     -6.583 
85
       25     35.05      29.178     -5.872 
86
       26     34.59      28.583     -6.007 
87
       27     39.97      28.909    -11.061 
88
       28     39.77      33.064     -6.706 
89
       29     39         33.737     -5.263 
90
       30     41.4       34.141     -7.259 
91
       31     39.24      36.591     -2.649 
92
       32     37.8       35.952     -1.848 
93
       33     37         35.861     -1.139 
94
       34     36.11      35.847     -0.263 
95
       35     37.9       35.187     -2.713 
96
       36     36.51      35.541     -0.969 
97
       37     36         33.53      -2.47  
98
       38     36         32.551     -3.449 
99
       39     35         32.219     -2.781 
100
       40     35         31.032     -3.968 
101
       41     41.3       31.062    -10.238 
102
       42     42.55      36.552     -5.998 
103
       43     43.8       37.096     -6.704 
104
       44     47.4       38.1       -9.3   
105
       45     48.5       41.413     -7.087 
106
       46     47.5       41.931     -5.569 
107
       47     52         40.799    -11.201 
108
       48     51.1       45.275     -5.825 
109
       49     49.4       44.258     -5.142 
110
       50     49         42.709     -6.291 
111
       51     48.5       43.577     -4.923 
112
       52     47.7       44.48      -3.22  
113
       53     47.2       45.1       -2.1   
114
       54     46.73      45.939     -0.791 
115
       55     46.51      46.69       0.18  
116
       56     46.9       46.725     -0.175 
117
       57     48         46.856     -1.144 
118
       58     45         47.636      2.636 
119
       59     43.85      43.916      0.066 
120
       60     43.5       41.928     -1.572 
121
       61     41.51      40.898     -0.612 
122
       62     40         38.913     -1.087 
123
       63     40.64      37.484     -3.156 
124
       64     42.5       36.974     -5.526 
125
       65     45.2       37.686     -7.514 
126
       66     44.23      39.603     -4.627 
127
       67     42.01      38.423     -3.587 
128
       68     42.3       36.732     -5.568 
129
       69     43         36.873     -6.127 
130
       70     43.7       37.272     -6.428 
131
       71     43.03      37.963     -5.067 
132
       72     42.05      37.422     -4.628 
133
       73     42.5       37.008     -5.492 
134
       74     42         37.887     -4.113 
135
       75     43.7       37.9       -5.8   
136
       76     44.74      40.118     -4.622 
137
       77     44.02      41.659     -2.361 
138
       78     44.29      41.156     -3.134 
139
       79     43         41.335     -1.665 
140
       80     42         39.76      -2.24  
141
       81     41.3       38.352     -2.948 
142
       82     42.99      37.26      -5.73  
143
       83     42         39.874     -2.126 
144
       84     41.82      38.648     -3.172 
145
       85     41         38.417     -2.583 
146
       86     42.49      37.129     -5.361 
147
       87     42.5       39.129     -3.371 
148
       88     42.1       38.897     -3.203 
149
       89     43         38.084     -4.916 
150
       90     41.4       39.003     -2.397 
151
       91     40.65      36.748     -3.902 
152
       92     41.51      35.794     -5.716 
153
       93     42         36.645     -5.355 
154
       94     42         37.205     -4.795 
155
       95     41.79      37.219     -4.571 
156
       96     41.1       37.259     -3.841 
157
       97     41.98      36.375     -5.605 
158
       98     43.17      37.747     -5.423 
159
       99     43.97      38.817     -5.153 
160
      100     42.44      40.176     -2.264 
161
      101     41.26      38.113     -3.147 
162
      102     41.7       36.728     -4.972 
163
      103     42         37.257     -4.743 
164
      104     41.42      37.602     -3.818 
165
      105     41.03      37.021     -4.009 
166
      106     41.1       36.632     -4.468 
167
      107     41.06      36.749     -4.311 
168
      108     41         36.621     -4.379 
169
      109     40.15      36.629     -3.521 
170
      110     37.4       35.369     -2.031 
171
      111     39.25      33.363     -5.887 
172
      112     38.5       35.577     -2.923 
173
      113     37.12      34.477     -2.643 
174
      114     37.7       32.499     -5.201 
175
      115     38         32.986     -5.014 
176
      116     38         33.074     -4.926 
177
      117     40         32.951     -7.049 
178
      118     37.6       35.081     -2.519 
179
      119     35.74      32.347     -3.393 
180
      120     36         30.53      -5.47  
181
      121     35.54      30.593     -4.947 
182
      122     35         29.905     -5.095 
183
      123     34.1       28.842     -5.258 
184
      124     35.03      28.014     -7.016 
185
      125     36.75      30.041     -6.709 
186
      126     37         32.298     -4.702 
187
      127     36.04      32.889     -3.151 
188
      128     37         32.016     -4.984 
189
      129     36.9       32.89      -4.01  
190
      130     37.99      32.559     -5.431 
191
      131     40         33.545     -6.455 
192
      132     43.65      35.184     -8.466 
193
      133     43.8       38.46      -5.34  
194
      134     46.98      38.53      -8.45  
195
      135     44.9       42.296     -2.604 
196
      136     45.09      39.366     -5.724 
197
      137     41         40.392     -0.608 
198
      138     39.01      37.041     -1.969 
199
      139     36.57      36.039     -0.531 
200
      140     24.7       33.677      8.977 
201
      141     23.18      29.151      5.971 
202
      142     24.44      29.404      4.964 
203
      143     23.5       30.398      6.898 
204
      144     22         29.532      7.532 
205
      145     23         28.481      5.481 
206
      146     23.99      27.875      3.885 
207
      147     23         26.385      3.385 
208
      148     23         24.201      1.201 
209
      149     23.16      21.66      -1.5   
210
      150     23         19.437     -3.563 
211
      151     23.11      17.268     -5.842 
212
      152     20.55      15.756     -4.794 
213
      153     21.74      15.157     -6.583 
214
      154     24.33      15.152     -9.178 
215
      155     26         17.552     -8.448 
216
      156     28.5       19.567     -8.933 
217
      157     32.88      20.705    -12.175 
218
      158     33         23.577     -9.423 
219
      159     32.01      24.546     -7.464 
220
      160     32.01      25.025     -6.985 
221
      161     32.95      25.805     -7.145 
222
      162     32.2       27.299     -4.901 
223
      163     32.95      27.572     -5.378 
224
      164     32.15      28.945     -3.205 
225
      165     30         29.152     -0.848 
226
      166     36         27.971     -8.029 
227
      167     35.58      32.466     -3.114 
228
      168     36         32.33      -3.67  
229
      169     37.7       33.134     -4.566 
230
      170     38.93      34.161     -4.769 
231
      171     37         35.133     -1.867 
232
      172     39.9       32.642     -7.258 
233
      173     41.08      34.893     -6.187 
234
      174     41.4       35.915     -5.485 
235
      175     42.98      36.419     -6.561 
236
      176     41.5       38.895     -2.605 
237
      177     41.35      36.615     -4.735 
238
      178     40         37.255     -2.745 
239
      179     37.56      35.969     -1.591 
240
      180     37.33      34.458     -2.872 
241
      181     37.2       34.361     -2.839 
242
      182     35.07      34.034     -1.036 
243
      183     35.25      32.204     -3.046 
244
      184     36.5       32.774     -3.726 
245
      185     37.11      33.531     -3.579 
246
      186     38         34.005     -3.995 
247
      187     38.35      34.61      -3.74  
248
      188     37.8       34.631     -3.169 
249
      189     37.5       33.581     -3.919 
250
      190     36.26      32.507     -3.753 
251
      191     37         30.919     -6.081 
252
      192     34.45      31.313     -3.137 
253
      193     36.05      28.927     -7.123 
254
      194     39.31      30.539     -8.771 
255
      195     39         34.129     -4.871 
256
      196     38         34.019     -3.981 
257
      197     36         33.579     -2.421 
258
      198     36.2       32.108     -4.092 
259
      199     35.6       32.754     -2.846 
260
      200     35.5       32.307     -3.193 
261
      201     33.33      32.186     -1.144 
262
      202     33.25      29.953     -3.297 
263
      203     31.61      29.72      -1.89  
264
      204     31.5       29.04      -2.46  
265
      205     31.6       28.919     -2.681 
266
      206     32.01      28.686     -3.324 
267
      207     32.8       28.883     -3.917 
268
      208     32.5       29.301     -3.199 
269
      209     32.27      28.326     -3.944 
270
      210     33.38      27.752     -5.628 
271
      211     32.91      28.104     -4.806 
272
      212     34.81      27.719     -7.091 
273
      213     34.9       29.687     -5.213 
274
      214     35.9       29.876     -6.024 
275
      215     35         30.815     -4.185 
276
      216     34.89      30.048     -4.842 
277
      217     34.01      30.143     -3.867 
278
      218     33.39      29.52      -3.87  
279
      219     34         28.897     -5.103 
280
      220     33.75      29.981     -3.769 
281
      221     33.65      29.926     -3.724 
282
      222     34.33      29.826     -4.504 
283
      223     36.24      31         -5.24  
284
      224     35.48      33.879     -1.601 
285
      225     34.99      32.591     -2.399 
286
      226     35.48      31.732     -3.748 
287
      227     33.81      32.218     -1.592 
288
      228     36.25      29.445     -6.805 
289
      229     36.6       32.137     -4.463 
290
      230     35.01      31.973     -3.037 
291
      231     34.5       29.831     -4.669 
292
      232     34.15      29.241     -4.909 
293
      233     34.52      28.931     -5.589 
294
      234     36.35      29.281     -7.069 
295
      235     34.3       31.873     -2.427 
296
      236     34.22      29.179     -5.041 
297
      237     34.19      29.034     -5.156 
298
      238     35.37      28.845     -6.525 
299
      239     34         30.263     -3.737 
300
      240     33.01      28.804     -4.206 
301
      241     32.95      27.764     -5.186 
302
      242     33.22      27.755     -5.465 
303
      243     33.21      27.976     -5.234 
304
      244     33.02      28.324     -4.696 
305
      245     33         27.99      -5.01  
306
      246     32.34      28.261     -4.079 
307
      247     32.98      27.259     -5.721 
308
      248     31.51      28.165     -3.345 
309
      249     32         26.745     -5.255 
310
      250     32.3       27.354     -4.946 
311
      251     31.72      27.6       -4.12  
312
      252     31.25      26.708     -4.542 
313
      253     30.62      26.141     -4.479 
314
      254     30         25.735     -4.265 
315
      255     28.5       26.394     -2.106 
316
      256     29         24.542     -4.458 
317
      257     28.54      25.139     -3.401 
318
      258     28.5       24.418     -4.082 
319
      259     28.6       24.099     -4.501 
320
      260     28.5       23.814     -4.686 
321
      261     29         23.46      -5.54  
322
      262     29.4       24.128     -5.272 
323
      263     29.5       24.424     -5.076 
324
      264     29.55      24.518     -5.032 
325
      265     28.82      24.444     -4.376 
326
      266     28.2       23.371     -4.829 
327
      267     28.85      22.293     -6.557 
328
      268     26.25      23.785     -2.465 
329
      269     25.82      21.213     -4.607 
330
      270     26.87      21.052     -5.818 
331
      271     26.94      22.426     -4.514 
332
      272     25.83      22.439     -3.391 
333
      273     26.95      21.121     -5.829 
334
      274     25.5       22.718     -2.782 
335
      275     26.74      21.198     -5.542 
336
      276     25.35      22.368     -2.982 
337
      277     24         20.852     -3.148 
338
      278     24         20.488     -3.512 
339
      279     24.66      20.278     -4.382 
340
      280     25.49      20.524     -4.966 
341
      281     23.83      21.209     -2.621 
342
      282     23.86      19.58      -4.28  
343
      283     23.97      19.606     -4.364 
344
      284     24.01      19.634     -4.376 
345
      285     23.7       19.667     -4.033 
346
      286     22.65      19.126     -3.524 
347
      287     23         18.286     -4.714 
348
      288     22.99      18.541     -4.449 
349
      289     23         18.406     -4.594 
350
      290     23.95      18.283     -5.667 
351
      291     23         19.698     -3.302 
352
      292     22.94      18.502     -4.438 
353
      293     24         18.155     -5.845 
354
      294     23.26      19.674     -3.586 
355
      295     24.1       18.616     -5.484 
356
      296     23.3       19.685     -3.615 
357
      297     23.5       18.596     -4.904 
358
      298     23.5       18.852     -4.648 
359
      299     22.55      19.12      -3.43  
360
      300     23.21      17.928     -5.282 
361
      301     22.33      19.016     -3.314 
362
      302     21.75      17.727     -4.023 
363
      303     21.42      17.968     -3.452 
364
      304     22.88      17.639     -5.241 
365
      305     21.59      19.297     -2.293 
366
      306     21         17.701     -3.299 
367
      307     20.35      17.243     -3.107 
368
      308     20.8       16.998     -3.802 
369
      309     23.02      17.109     -5.911 
370
      310     27.5       19.029     -8.471 
371
      311     24.52      22.292     -2.228 
372
      312     26.8       18.951     -7.849 
373
      313     25.2       20.997     -4.203 
374
      314     25.5       19.459     -6.041 
375
      315     26.78      19.938     -6.842 
376
      316     26         21.255     -4.745 
377
      317     24.29      20.857     -3.433 
378
      318     24         19.991     -4.009 
379
      319     24         20.082     -3.918 
380
      320     23.25      20.546     -2.704 
381
      321     22.7       20.573     -2.127 
382
      322     23.49      20.647     -2.843 
383
      323     23         21.111     -1.889 
384
      324     24.85      20.737     -4.113 
385
      325     23.5       21.339     -2.161 
386
      326     24.79      20.092     -4.698 
387
      327     25         21.057     -3.943 
388
      328     25.02      21.097     -3.923 
389
      329     24.94      21.094     -3.846 
390
      330     24.5       20.879     -3.621 
391
      331     23.6       20.068     -3.532 
392
      332     23.07      18.908     -4.162 
393
      333     23.04      18.406     -4.634 
394
      334     22.58      18.418     -4.162 
395
      335     22.19      18.045     -4.145 
396
      336     22.5       18.029     -4.471 
397
      337     22.56      18.421     -4.139 
398
      338     22.75      18.622     -4.128 
399
      339     23         18.743     -4.257 
400
      340     22.9       19.09      -3.81  
401
      341     22.8       18.735     -4.065 
402
      342     21.83      18.559     -3.271 
403
      343     22.01      17.382     -4.628 
404
      344     21.82      17.332     -4.488 
405
      345     21.93      16.927     -5.003 
406
      346     21.89      16.883     -5.007 
407
      347     21.8       16.767     -5.033 
408
      348     21.9       16.708     -5.192 
409
      349     21.96      16.925     -5.035 
410
      350     22.68      16.969     -5.711 
411
      351     22.1       18.788     -3.312 
412
      352     22.1       17.367     -4.733 
413
      353     21.79      17.375     -4.415 
414
      354     22.55      16.542     -6.008 
415
      355     22.13      18.438     -3.692 
416
      356     22.33      17.295     -5.035 
417
      357     23.01      17.849     -5.161 
418
      358     22.34      19.602     -2.738 
419
      359     22.27      17.954     -4.316 
420
      360     22.5       17.907     -4.593 
421
      361     22.25      18.472     -3.778 
422
      362     21.79      17.963     -3.827 
423
      363     21.65      17.397     -4.253 
424
      364     22.48      17.171     -5.309 
425
      365     21.99      18.853     -3.137 
426
      366     21.61      18.039     -3.571 
427
      367     22.5       17.105     -5.395 
428
      368     22.87      19.329     -3.541 
429
      369     21.68      20.421     -1.259 
430
      370     21.82      17.347     -4.473 
431
      371     22         17.568     -4.432 
432
      372     22.45      17.937     -4.513 
433
      373     21.9       19.026     -2.874 
434
      374     21.9       17.553     -4.347 
435
      375     21.5       17.552     -3.948 
436
      376     22         16.61      -5.39  
437
      377     21.31      17.722     -3.588 
438
      378     21.31      16.191     -5.119 
439
      379     21         16.626     -4.374 
440
      380     20.76      16.064     -4.696 
441
      381     20.53      16.014     -4.516 
442
      382     20.66      15.971     -4.689 
443
      383     20.8       16.08      -4.72  
444
      384     22.3       16.268     -6.032 
445
      385     21.56      19.97      -1.59  
446
      386     21.72      17.854     -3.866 
447
      387     22.4       18.099     -4.301 
448
      388     23.29      19.292     -3.998 
449
      389     24.99      21.211     -3.779 
450
      390     24.21      23.4       -0.81  
451
      391     24.65      21.04      -3.61  
452
      392     23.33      22.047     -1.283 
453
      393     23.06      19.04      -4.02  
454
      394     23.73      18.905     -4.825 
455
      395     25         20.113     -4.887 
456
      396     24.95      22.51      -2.44  
457
      397     24.2       22.586     -1.614 
458
      398     24.85      21.325     -3.525 
459
      399     23.75      22.533     -1.217 
460
      400     22.7       20.591     -2.109 
461
      401     22.6       19.436     -3.164 
462
      402     23.61      18.907     -4.703 
463
      403     24.91      19.929     -4.981 
464
      404     24.8       22.145     -2.655 
465
      405     24.5       21.547     -2.953 
466
      406     25.24      20.882     -4.358 
467
      407     25.98      22.445     -3.535 
468
      408     26.76      23.861     -2.899 
469
      409     26.89      24.451     -2.439 
470
      410     24.41      24.695      0.285 
471
      411     26.22      19.523     -6.697 
472
      412     28.54      21.991     -6.549 
473
      413     29.17      24.729     -4.441 
474
      414     30.48      25.56      -4.92  
475
      415     29.99      27.709     -2.281 
476
      416     32.88      27.091     -5.789 
477
      417     31.16      30.565     -0.595 
478
      418     29.99      27.072     -2.918 
479
      419     29         26.03      -2.97  
480
      420     32.33      25.275     -7.055 
481
      421     31.18      28.853     -2.327 
482
      422     31.3       27.523     -3.777 
483
      423     32.32      28.14      -4.18  
484
      424     31.1       29.588     -1.512 
485
      425     30.49      28.483     -2.007 
486
      426     30.33      28.174     -2.156 
487
      427     32.97      27.814     -5.156 
488
      428     33.11      30.862     -2.248 
489
      429     34.8       31.165     -3.635 
490
      430     34.1       32.716     -1.384 
491
      431     35.3       31.285     -4.015 
492
      432     36.49      32.91      -3.58  
493
      433     35.32      34.503     -0.817 
494
      434     35.33      32.176     -3.154 
495
      435     34.5       32.474     -2.026 
496
      436     35.5       31.084     -4.416 
497
      437     34.52      32.646     -1.874 
498
      438     34.9       31.223     -3.677 
499
      439     35.93      32.17      -3.76  
500
      440     35.03      33.913     -1.117 
501
      441     36         32.861     -3.139 
502
      442     36         34.236     -1.764 
503
      443     37.85      34.348     -3.502 
504
      444     39.15      37.035     -2.115 
505
      445     37.05      38.217      1.167 
506
      446     36.5       33.573     -2.927 
507
      447     36.89      32.734     -4.156 
508
      448     37.5       33.378     -4.122 
509
      449     37.9       34.285     -3.615 
510
      450     37.84      35.122     -2.718 
511
      451     36.23      35.212     -1.018 
512
      452     36.52      32.597     -3.923 
513
      453     37         32.962     -4.038 
514
      454     37         33.686     -3.314 
515
      455     36.41      33.865     -2.545 
516
      456     36.55      32.856     -3.694 
517
      457     35.33      32.821     -2.509 
518
      458     36.28      31.131     -5.149 
519
      459     35.27      32.322     -2.948 
520
      460     35.01      30.763     -4.247 
521
      461     33.5       30.271     -3.229 
522
      462     35.93      29.359     -6.571 
523
      463     35.57      32.066     -3.504 
524
      464     34         31.458     -2.542 
525
      465     34         29.579     -4.421 
526
      466     34.1       29.508     -4.592 
527
      467     34.04      29.449     -4.591 
528
      468     31.51      29.28      -2.23  
529
      469     31.6       27.273     -4.327 
530
      470     32.87      27.459     -5.411 
531
      471     31.52      28.681     -2.839 
532
      472     32.1       27.191     -4.909 
533
      473     31.51      27.772     -3.738 
534
      474     30.7       27.032     -3.668 
535
      475     28.82      26.223     -2.597 
536
      476     30         26.078     -3.922 
537
      477     29.5       26.76      -2.74  
538
      478     29.24      26.146     -3.094 
539
      479     29.5       25.521     -3.979 
540
      480     37.65      25.414    -12.236 
541
      481     36         31.989     -4.011 
542
      482     34.53      29.571     -4.959 
543
      483     36.31      28.707     -7.603 
544
      484     36.94      30.152     -6.788 
545
      485     37.14      30.802     -6.338 
546
      486     38.2       31.39      -6.81  
547
      487     38.82      32.641     -6.179 
548
      488     39         33.692     -5.308 
549
      489     40.1       34.296     -5.804 
550
      490     42         36.22      -5.78  
551
      491     42.83      38.75      -4.08  
552
      492     46.18      40.59      -5.59  
553
      493     46         44.235     -1.765 
554
      494     45         44.875     -0.125 
555
      495     44.6       42.888     -1.712 
556
      496     44.99      42.406     -2.584 
557
      497     44.44      43.41      -1.03  
558
      498     44.45      42.744     -1.706 
559
      499     43.31      43.197     -0.113 
560
      500     42.11      41.318     -0.792 
561
      501     42.07      39.929     -2.141 
562
      502     43         40.025     -2.975 
563
      503     42.5       41.102     -1.398 
564
      504     42.5       40.309     -2.191 
565
      505     42.15      39.898     -2.252 
566
      506     41.76      38.573     -3.187 
567
      507     40.53      37.516     -3.014 
568
      508     40.65      35.866     -4.784 
569
      509     41.05      35.585     -5.465 
570
      510     40.92      36.084     -4.836 
571
      511     41.78      35.58      -6.2   
572
      512     41.15      36.984     -4.166 
573
      513     41.01      35.835     -5.175 
574
      514     41         35.588     -5.412 
575
      515     40.3       35.76      -4.54  
576
      516     39.01      34.56      -4.45  
577
      517     38.97      33.592     -5.378 
578
      518     39.02      33.463     -5.557 
579
      519     40.1       33.384     -6.716 
580
      520     40.78      35.475     -5.305 
581
      521     39.25      36.985     -2.265 
582
      522     39.09      34.143     -4.947 
583
      523     39.52      34.055     -5.465 
584
      524     39.11      34.859     -4.251 
585
      525     39.72      34.05      -5.67  
586
      526     39.7       35.254     -4.446 
587
      527     41.24      34.968     -6.272 
588
      528     40.93      37.885     -3.045 
589
      529     40.9       37.146     -3.754 
590
      530     39.2       37.188     -2.012 
591
      531     39.9       33.988     -5.912 
592
      532     41.5       35.48      -6.02  
593
      533     42.32      38.497     -3.823 
594
      534     41.6       38.892     -2.708 
595
      535     41.05      37.698     -3.352 
596
      536     41.14      36.95      -4.19  
597
      537     41.1       37.251     -3.849 
598
      538     42         37.318     -4.682 
599
      539     42.15      38.914     -3.236 
600
      540     41.8       39.253     -2.547 
601
      541     41.5       38.601     -2.899 
602
      542     41.26      37.964     -3.296 
603
      543     41.11      37.604     -3.506 
604
      544     41.16      37.31      -3.85  
605
      545     41.16      37.384     -3.776 
606
      546     41.2       37.349     -3.851 
607
      547     41         37.382     -3.618 
608
      548     43.49      36.413     -7.077 
609
      549     42.03      42.615      0.585 
610
      550     42.6       38.253     -4.347 
611
      551     42         39.341     -2.659 
612
      552     41.32      38.054     -3.266 
613
      553     41.89      36.352     -5.538 
614
      554     43         37.577     -5.423 
615
      555     42.5       39.439     -3.061 
616
      556     44.49      38.546     -5.944 
617
      557     43.8       42.39      -1.41  
618
      558     45.6       40.639     -4.961 
619
      559     46.4       43.587     -2.813 
620
      560     48.79      44.855     -3.935 
621
      561     51.48      48.636     -2.844 
622
      562     52         52.382      0.382 
623
      563     54         52.951     -1.049 
624
      564     52.05      55.623      3.573 
625
      565     51.5       49.483     -2.017 
626
      566     49.11      48.946     -0.164 
627
      567     47.41      45.71      -1.7   
628
      568     48.53      44.623     -3.907 
629
      569     50.99      45.945     -5.045 
630
      570     49.85      48.613     -1.237 
631
      571     50.33      47.667     -2.663 
632
      572     52.9       48.482     -4.418 
633
      573     51.55      50.937     -0.613 
634
      574     51.39      49.083     -2.307 
635
      575     51         48.731     -2.269 
636
      576     50.99      47.66      -3.33  
637
      577     48.5       47.271     -1.229 
638
      578     46.7       43.787     -2.913 
639
      579     46.9       42.145     -4.755 
640
      580     47         42.152     -4.848 
641
      581     47.26      42.422     -4.838 
642
      582     47.3       42.807     -4.493 
643
      583     47.5       43.097     -4.403 
644
      584     48.5       43.181     -5.319 
645
      585     47.77      44.088     -3.682 
646
      586     48.33      43.098     -5.232 
647
      587     49.2       43.312     -5.888 
648
      588     48.44      44.192     -4.248 
649
      589     51.45      43.078     -8.372 
650
      590     50.9       47.103     -3.797 
651
      591     50.7       46.434     -4.266 
652
      592     50.6       46.686     -3.914 
653
      593     49.51      46.933     -2.577 
654
      594     49.45      45.803     -3.647 
655
      595     49.47      46.115     -3.355 
656
      596     51.35      46.346     -5.004 
657
      597     50.76      49.014     -1.746 
658
      598     50.09      48.278     -1.812 
659
      599     52.1       47.412     -4.688 
660
      600     52.2       50.118     -2.082 
661
      601     51.62      50.482     -1.138 
662
      602     51.51      49.433     -2.077 
663
      603     52.88      49.353     -3.527 
664
      604     52.9       50.969     -1.931 
665
      605     52.8       50.847     -1.953 
666
      606     51.57      50.564     -1.006 
667
      607     51.1       48.025     -3.075 
668
      608     51.5       47.418     -4.082 
669
      609     51.5       48.038     -3.462 
670
      610     50.71      48.231     -2.479 
671
      611     52         46.893     -5.107 
672
      612     51         48.895     -2.105 
673
      613     51         47.384     -3.616 
674
      614     50.12      47.285     -2.835 
675
      615     51.93      45.877     -6.053 
676
      616     50.48      48.421     -2.059 
677
      617     49.85      46.355     -3.495 
678
      618     49.85      45.22      -4.63  
679
      619     48.53      45.059     -3.471 
680
      620     49.3       43.356     -5.944 
681
      621     49.25      45.15      -4.1   
682
      622     47         44.931     -2.069 
683
      623     46         42.233     -3.767 
684
      624     46.06      41.089     -4.971 
685
      625     48.5       40.997     -7.503 
686
      626     50.49      44.244     -6.246 
687
      627     48.6       46.235     -2.365 
688
      628     48.11      44.162     -3.948 
689
      629     48.1       43.678     -4.422 
690
      630     48         43.442     -4.558 
691
      631     47.3       43.276     -4.024 
692
      632     47.03      42.564     -4.466 
693
      633     47.05      42.017     -5.033 
694
      634     48         41.971     -6.029 
695
      635     47.22      43.466     -3.754 
696
      636     47.37      42.647     -4.723 
697
      637     47.65      43.047     -4.603 
698
      638     48.8       43.601     -5.199 
699
      639     47.55      45.432     -2.118 
700
      640     48.01      43.024     -4.986 
701
      641     48.78      43.593     -5.187 
702
      642     48         45.145     -2.855 
703
      643     47.45      43.659     -3.791 
704
      644     47.18      42.483     -4.697 
705
      645     47.44      42.594     -4.846 
706
      646     46.79      43.019     -3.771 
707
      647     45.72      41.998     -3.722 
708
      648     45.55      40.561     -4.989 
709
      649     45.57      40.25      -5.32  
710
      650     45         40.195     -4.805 
711
      651     44.86      39.507     -5.353 
712
      652     44.82      39.164     -5.656 
713
      653     45.15      38.94      -6.21  
714
      654     45.5       39.439     -6.061 
715
      655     44.71      40.007     -4.703 
716
      656     44.7       38.55      -6.15  
717
      657     44.3       38.252     -6.048 
718
      658     46         37.807     -8.193 
719
      659     46         40.973     -5.027 
720

721
=== Evaluation on test split ===
722

723
Time taken to test model on test split: 0.4 seconds
724

725
=== Summary ===
726

727
Correlation coefficient                  0.9707
728
Mean absolute error                      4.1583
729
Root mean squared error                  4.5574
730
Relative absolute error                 15.607  %
731
Root relative squared error             16.1865 %
732
Total Number of Instances              659     
733

734

735