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_KOEI-R-A-features
5
Instances:    2035
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    -0.26193599903599585
21
    Node 1    1.1754188821462395
22
    Node 2    0.27210842041537864
23
    Node 3    -0.9670409753339446
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -0.7675199079222434
27
    Attrib rsi    0.1963378111055654
28
    Attrib mfi    -0.04635135834050349
29
    Attrib ema    2.989405303435413
30
    Attrib so    0.060848342192586606
31
    Attrib macd    0.5454084873906611
32
    Attrib sl    -0.2726484663911635
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -5.548157820792272
36
    Attrib rsi    4.873045009606793
37
    Attrib mfi    -0.3733929426865659
38
    Attrib ema    2.9383282966824282
39
    Attrib so    0.4903474652317608
40
    Attrib macd    0.6670420872293569
41
    Attrib sl    -7.8010143985977445
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -2.417970440099971
45
    Attrib rsi    -0.8107084553326412
46
    Attrib mfi    -0.17916353732852924
47
    Attrib ema    -3.2392006558695177
48
    Attrib so    0.02830943273305462
49
    Attrib macd    -0.08209359169444377
50
    Attrib sl    0.49580969228066063
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 36.83 seconds
57

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

60
    inst#     actual  predicted      error
61
        1    671        677.029      6.029 
62
        2    671        664.401     -6.599 
63
        3    671        663.643     -7.357 
64
        4    672        662.223     -9.777 
65
        5    674        662.363    -11.637 
66
        6    672.55     664.718     -7.832 
67
        7    670        660.485     -9.515 
68
        8    667        654.864    -12.136 
69
        9    665.14     650.414    -14.726 
70
       10    665.21     645.556    -19.654 
71
       11    670        644.597    -25.403 
72
       12    663        659.216     -3.784 
73
       13    660        643.078    -16.922 
74
       14    659        636.406    -22.594 
75
       15    652        639.91     -12.09  
76
       16    655        627.358    -27.642 
77
       17    651.51     637.395    -14.115 
78
       18    650.01     630.62     -19.39  
79
       19    650        626.596    -23.404 
80
       20    650        624.631    -25.369 
81
       21    654        622.989    -31.011 
82
       22    650.06     636.851    -13.209 
83
       23    650.16     627.407    -22.753 
84
       24    650        626.261    -23.739 
85
       25    642        625.048    -16.952 
86
       26    645        603.334    -41.666 
87
       27    647.01     616.482    -30.528 
88
       28    655        624.619    -30.381 
89
       29    655        650.178     -4.822 
90
       30    648.1      651.242      3.142 
91
       31    660        634.488    -25.512 
92
       32    655        664.792      9.792 
93
       33    651.42     653.962      2.542 
94
       34    651.6      646.428     -5.172 
95
       35    651.26     647.044     -4.216 
96
       36    651.56     645.795     -5.765 
97
       37    656.01     646.604     -9.406 
98
       38    655.01     658.787      3.777 
99
       39    660.2      656.713     -3.487 
100
       40    668.23     669.938      1.708 
101
       41    679.99     686.692      6.702 
102
       42    680        705.757     25.757 
103
       43    664        706.648     42.648 
104
       44    662.04     667.102      5.062 
105
       45    648.5      663.895     15.395 
106
       46    650        643.174     -6.826 
107
       47    659.97     645.307    -14.663 
108
       48    650.01     662.14      12.13  
109
       49    606        649.072     43.072 
110
       50    606        610.755      4.755 
111
       51    623.9      608.634    -15.266 
112
       52    630        632.868      2.868 
113
       53    645        636.871     -8.129 
114
       54    670        646.638    -23.362 
115
       55    641.01     664.149     23.139 
116
       56    640.46     636.497     -3.963 
117
       57    660        631.572    -28.428 
118
       58    665        647.004    -17.996 
119
       59    660        651.183     -8.817 
120
       60    650        647.508     -2.492 
121
       61    659        639.557    -19.443 
122
       62    647        650.849      3.849 
123
       63    631.07     643.47      12.4   
124
       64    618.13     636.672     18.542 
125
       65    651.01     630.258    -20.752 
126
       66    660        662.788      2.788 
127
       67    660        670.219     10.219 
128
       68    643.15     671.648     28.498 
129
       69    669        654.835    -14.165 
130
       70    665        672.433      7.433 
131
       71    642.16     668.314     26.154 
132
       72    664        649.301    -14.699 
133
       73    674.9      661.366    -13.534 
134
       74    665        666.716      1.716 
135
       75    675        660.362    -14.638 
136
       76    674.94     666.28      -8.66  
137
       77    669        668.949     -0.051 
138
       78    670        667.201     -2.799 
139
       79    656.03     672.267     16.237 
140
       80    662.2      660.579     -1.621 
141
       81    674        667.642     -6.358 
142
       82    690        677.069    -12.931 
143
       83    699        690.694     -8.306 
144
       84    678        699.812     21.812 
145
       85    670        680.842     10.842 
146
       86    670        676.357      6.357 
147
       87    692.98     676.636    -16.344 
148
       88    692.4      695.343      2.943 
149
       89    670        694.469     24.469 
150
       90    678.99     672.494     -6.496 
151
       91    680        677.834     -2.166 
152
       92    687        679.783     -7.217 
153
       93    675.02     687.818     12.798 
154
       94    678.01     679.356      1.346 
155
       95    706        682.015    -23.985 
156
       96    719.17     705.836    -13.334 
157
       97    691.5      713.783     22.283 
158
       98    693        688.092     -4.908 
159
       99    694        691.381     -2.619 
160
      100    687.5      693.33       5.83  
161
      101    680.55     688.285      7.735 
162
      102    692        682.692     -9.308 
163
      103    681        693.773     12.773 
164
      104    676.12     685.162      9.042 
165
      105    680        680.847      0.847 
166
      106    676.1      684.44       8.34  
167
      107    672.05     680.137      8.087 
168
      108    676        675.783     -0.217 
169
      109    675.04     679.373      4.333 
170
      110    675.23     675.921      0.691 
171
      111    685        672.469    -12.531 
172
      112    690        683.279     -6.721 
173
      113    710        689.138    -20.862 
174
      114    710.87     711.537      0.667 
175
      115    718        713.014     -4.986 
176
      116    710        721.61      11.61  
177
      117    710        713.012      3.012 
178
      118    720.97     715.378     -5.592 
179
      119    729        730.512      1.512 
180
      120    735        741.489      6.489 
181
      121    747.63     749.81       2.18  
182
      122    740        764.435     24.435 
183
      123    740        760.862     20.862 
184
      124    733        766.399     33.399 
185
      125    722        759.319     37.319 
186
      126    741.03     741.951      0.921 
187
      127    737.58     764.508     26.928 
188
      128    729.54     759.009     29.469 
189
      129    737        747.283     10.283 
190
      130    738.03     754.454     16.424 
191
      131    737.37     753.599     16.229 
192
      132    738        753.751     15.751 
193
      133    767.22     754.145    -13.075 
194
      134    758        779.466     21.466 
195
      135    765        765.656      0.656 
196
      136    754.01     771.076     17.066 
197
      137    753.1      754.683      1.583 
198
      138    758        755.604     -2.396 
199
      139    755        762.458      7.458 
200
      140    759.99     762.268      2.278 
201
      141    757        771.734     14.734 
202
      142    760        769.658      9.658 
203
      143    757        776.502     19.502 
204
      144    753.29     773.64      20.35  
205
      145    749.58     768.588     19.008 
206
      146    739.89     761.996     22.106 
207
      147    745.95     744.511     -1.439 
208
      148    738.97     753.538     14.568 
209
      149    729        740.958     11.958 
210
      150    729.99     725.574     -4.416 
211
      151    733        727.112     -5.888 
212
      152    733        731.435     -1.565 
213
      153    726.05     729.877      3.827 
214
      154    737.97     716.316    -21.654 
215
      155    734.9      739.195      4.295 
216
      156    734        731.557     -2.443 
217
      157    737.9      728.717     -9.183 
218
      158    730        735.885      5.885 
219
      159    730        720.542     -9.458 
220
      160    729.9      719.882    -10.018 
221
      161    727.97     721.102     -6.868 
222
      162    723        719.365     -3.635 
223
      163    716.01     709.276     -6.734 
224
      164    714.98     695.487    -19.493 
225
      165    711.5      693.496    -18.004 
226
      166    705        688.299    -16.701 
227
      167    702.51     674.647    -27.863 
228
      168    703        668.233    -34.767 
229
      169    699        673.636    -25.364 
230
      170    703.99     662.881    -41.109 
231
      171    702        680.907    -21.093 
232
      172    702.9      673.236    -29.664 
233
      173    700        674.951    -25.049 
234
      174    694        666.425    -27.575 
235
      175    695.99     650.441    -45.549 
236
      176    684.98     656.988    -27.992 
237
      177    688        638.15     -49.85  
238
      178    687.9      649.51     -38.39  
239
      179    690        648.485    -41.515 
240
      180    695.98     656.594    -39.386 
241
      181    696.99     678.107    -18.883 
242
      182    696.99     681.812    -15.178 
243
      183    697        681.541    -15.459 
244
      184    697        681.651    -15.349 
245
      185    694.99     681.089    -13.901 
246
      186    688.01     675.738    -12.272 
247
      187    682.5      657.271    -25.229 
248
      188    682.5      641.973    -40.527 
249
      189    696        642.564    -53.436 
250
      190    690        692.876      2.876 
251
      191    696.9      680.695    -16.205 
252
      192    680        699.727     19.727 
253
      193    686        660.681    -25.319 
254
      194    689        678.176    -10.824 
255
      195    680        684.179      4.179 
256
      196    695        663.406    -31.594 
257
      197    695        696.064      1.064 
258
      198    700        695.183     -4.817 
259
      199    695        703.044      8.044 
260
      200    700        694.53      -5.47  
261
      201    714.75     704.126    -10.624 
262
      202    714.65     726.462     11.812 
263
      203    705        728.302     23.302 
264
      204    711        709.464     -1.536 
265
      205    722.78     719.695     -3.085 
266
      206    718        734.985     16.985 
267
      207    721.89     728.468      6.578 
268
      208    701.01     738.811     37.801 
269
      209    715        704.703    -10.297 
270
      210    705        727.109     22.109 
271
      211    698        712.274     14.274 
272
      212    705        701.468     -3.532 
273
      213    700        712.281     12.281 
274
      214    699.99     702.921      2.931 
275
      215    690        701.785     11.785 
276
      216    704.99     686.848    -18.142 
277
      217    691.11     707.572     16.462 
278
      218    699.99     687.499    -12.491 
279
      219    705        697.602     -7.398 
280
      220    704        701.384     -2.616 
281
      221    694.01     700.437      6.427 
282
      222    699.99     683.701    -16.289 
283
      223    687        693.727      6.727 
284
      224    697        675.712    -21.288 
285
      225    694        692.017     -1.983 
286
      226    690        688.935     -1.065 
287
      227    698.94     684.365    -14.575 
288
      228    684        700.021     16.021 
289
      229    697.99     678.185    -19.805 
290
      230    697.98     701.609      3.629 
291
      231    690        703.267     13.267 
292
      232    694.85     692.572     -2.278 
293
      233    689.9      700.105     10.205 
294
      234    690        692.407      2.407 
295
      235    694.4      690.026     -4.374 
296
      236    690        697.48       7.48  
297
      237    690        690.678      0.678 
298
      238    688        690.515      2.515 
299
      239    674.89     686.963     12.073 
300
      240    683.9      667.353    -16.547 
301
      241    683.99     683.454     -0.536 
302
      242    680.57     681.757      1.187 
303
      243    682.5      676.665     -5.835 
304
      244    683.99     678.652     -5.338 
305
      245    680        679.764     -0.236 
306
      246    683.99     673.524    -10.466 
307
      247    683.99     680.705     -3.285 
308
      248    672.13     679.809      7.679 
309
      249    674        659.317    -14.683 
310
      250    683        661.893    -21.107 
311
      251    675.55     679.712      4.162 
312
      252    679.99     667.561    -12.429 
313
      253    690        675.481    -14.519 
314
      254    701.95     692.329     -9.621 
315
      255    695        709.842     14.842 
316
      256    705        698.382     -6.618 
317
      257    692        713.774     21.774 
318
      258    683        693.107     10.107 
319
      259    695        680.516    -14.484 
320
      260    695        698.048      3.048 
321
      261    680.17     699.632     19.462 
322
      262    690        678.952    -11.048 
323
      263    695        694.56      -0.44  
324
      264    704.5      703.793     -0.707 
325
      265    710        717.467      7.467 
326
      266    710        724.309     14.309 
327
      267    718.98     724.488      5.508 
328
      268    710        734.185     24.185 
329
      269    700        718.382     18.382 
330
      270    695        702.449      7.449 
331
      271    695        694.789     -0.211 
332
      272    690        694.027      4.027 
333
      273    680.61     687.927      7.317 
334
      274    680        676.022     -3.978 
335
      275    675.1      675.224      0.124 
336
      276    695        669.268    -25.732 
337
      277    690        700.696     10.696 
338
      278    670        692.163     22.163 
339
      279    670        668.788     -1.212 
340
      280    669        665.131     -3.869 
341
      281    656.5      660.915      4.415 
342
      282    655.05     644.144    -10.906 
343
      283    678.99     640.016    -38.974 
344
      284    678.79     671.655     -7.135 
345
      285    675        670.682     -4.318 
346
      286    678.45     667.015    -11.435 
347
      287    679.99     671.823     -8.167 
348
      288    677.88     674.943     -2.937 
349
      289    677.79     671.705     -6.085 
350
      290    667.01     671.888      4.878 
351
      291    665        656.036     -8.964 
352
      292    676.97     652.726    -24.244 
353
      293    696.99     676.787    -20.203 
354
      294    695        706.827     11.827 
355
      295    680        708.014     28.014 
356
      296    665        687.4       22.4   
357
      297    687.74     669.604    -18.136 
358
      298    684        698.852     14.852 
359
      299    678.97     693.229     14.259 
360
      300    679.79     685.169      5.379 
361
      301    679        683.659      4.659 
362
      302    679.83     680.983      1.153 
363
      303    677        682.281      5.281 
364
      304    678.98     679.116      0.136 
365
      305    678.9      682.636      3.736 
366
      306    678.99     682.003      3.013 
367
      307    678.98     680.889      1.909 
368
      308    677.89     677.896      0.006 
369
      309    658.5      674.864     16.364 
370
      310    672.83     645.014    -27.816 
371
      311    672.82     670.335     -2.485 
372
      312    672.8      669.562     -3.238 
373
      313    667        669.517      2.517 
374
      314    672.86     661.591    -11.269 
375
      315    680.01     672.076     -7.934 
376
      316    678        684.255      6.255 
377
      317    683.98     680.235     -3.745 
378
      318    680        689.424      9.424 
379
      319    684.88     682.173     -2.707 
380
      320    682        690.775      8.775 
381
      321    670.05     686.216     16.166 
382
      322    670        666.515     -3.485 
383
      323    667.8      665.676     -2.124 
384
      324    667        663.843     -3.157 
385
      325    675.97     664.255    -11.715 
386
      326    660        681.855     21.855 
387
      327    674.89     657.519    -17.371 
388
      328    655.27     680.948     25.678 
389
      329    668.96     656.073    -12.887 
390
      330    666.8      672.287      5.487 
391
      331    665.78     668.766      2.986 
392
      332    664.18     665.145      0.965 
393
      333    650        661.163     11.163 
394
      334    654        641.763    -12.237 
395
      335    654        646.473     -7.527 
396
      336    646.5      646.044     -0.456 
397
      337    640        634.861     -5.139 
398
      338    640.1      626.54     -13.56  
399
      339    652.9      626.305    -26.595 
400
      340    678        646.653    -31.347 
401
      341    680        680.474      0.474 
402
      342    679.99     681.25       1.26  
403
      343    679.96     683.288      3.328 
404
      344    679        684.184      5.184 
405
      345    679.9      682.509      2.609 
406
      346    679        685.484      6.484 
407
      347    678        684.866      6.866 
408
      348    674.99     685.236     10.246 
409
      349    674.94     681.655      6.715 
410
      350    678.45     684.443      5.993 
411
      351    677.7      694.877     17.177 
412
      352    677.98     697.115     19.135 
413
      353    677.99     699.363     21.373 
414
      354    677.9      700.013     22.113 
415
      355    669.99     696.834     26.844 
416
      356    677        675.199     -1.801 
417
      357    677.88     687.567      9.687 
418
      358    665.03     687.468     22.438 
419
      359    677.89     661.471    -16.419 
420
      360    682        681.761     -0.239 
421
      361    682        688.394      6.394 
422
      362    690        688.079     -1.921 
423
      363    680        700.615     20.615 
424
      364    685        680.621     -4.379 
425
      365    690        688.134     -1.866 
426
      366    690        695.749      5.749 
427
      367    697.98     697.704     -0.276 
428
      368    698.75     712.21      13.46  
429
      369    710        715.709      5.709 
430
      370    709        732.314     23.314 
431
      371    713.99     734.8       20.81  
432
      372    714        742.896     28.896 
433
      373    710        747.301     37.301 
434
      374    712        739.835     27.835 
435
      375    700        743.575     43.575 
436
      376    710        714.409      4.409 
437
      377    700        731.888     31.888 
438
      378    698.99     711.068     12.078 
439
      379    698.97     710.451     11.481 
440
      380    695        710.52      15.52  
441
      381    697.99     703.2        5.21  
442
      382    681        706.994     25.994 
443
      383    698.95     678.393    -20.557 
444
      384    698        703.715      5.715 
445
      385    675        700.118     25.118 
446
      386    674.5      668.576     -5.924 
447
      387    660        664.955      4.955 
448
      388    663.2      650.475    -12.725 
449
      389    672.75     652.826    -19.924 
450
      390    674.5      665.644     -8.856 
451
      391    667.12     665.921     -1.199 
452
      392    668.11     656.691    -11.419 
453
      393    663.1      656.914     -6.186 
454
      394    655.2      648.273     -6.927 
455
      395    652        637.562    -14.438 
456
      396    668.99     630.854    -38.136 
457
      397    668.99     662.213     -6.777 
458
      398    669.5      660.851     -8.649 
459
      399    657.99     660.14       2.15  
460
      400    658        645.834    -12.166 
461
      401    668.99     648.749    -20.241 
462
      402    670        670.258      0.258 
463
      403    664        673.058      9.058 
464
      404    667.98     662.309     -5.671 
465
      405    662        668.872      6.872 
466
      406    650.1      658.997      8.897 
467
      407    652        639.659    -12.341 
468
      408    650.1      644.176     -5.924 
469
      409    645        640.494     -4.506 
470
      410    637        632.379     -4.621 
471
      411    630        621.147     -8.853 
472
      412    613.21     611.272     -1.938 
473
      413    638        592.416    -45.584 
474
      414    635.01     637.977      2.967 
475
      415    637        632.49      -4.51  
476
      416    637        631.441     -5.559 
477
      417    630        627.753     -2.247 
478
      418    628        616.281    -11.719 
479
      419    629.28     611.521    -17.759 
480
      420    635        611.146    -23.854 
481
      421    647.99     620.292    -27.698 
482
      422    650        639.45     -10.55  
483
      423    650        643.376     -6.624 
484
      424    640        644.04       4.04  
485
      425    648        632.265    -15.735 
486
      426    647        646.329     -0.671 
487
      427    636.5      648.316     11.816 
488
      428    640        632.544     -7.456 
489
      429    639.98     639.173     -0.807 
490
      430    638.99     639.728      0.738 
491
      431    640        638.633     -1.367 
492
      432    645        641.703     -3.297 
493
      433    640        651.526     11.526 
494
      434    640.55     643.396      2.846 
495
      435    646.99     643.685     -3.305 
496
      436    642        652.55      10.55  
497
      437    640        642.252      2.252 
498
      438    635.26     636.228      0.968 
499
      439    635.26     628.652     -6.608 
500
      440    635.05     627.32      -7.73  
501
      441    631.51     625.809     -5.701 
502
      442    639        619.424    -19.576 
503
      443    643.99     635.283     -8.707 
504
      444    640        644.562      4.562 
505
      445    643.95     637.105     -6.845 
506
      446    643.87     644.675      0.805 
507
      447    643.94     644.601      0.661 
508
      448    635        645.196     10.196 
509
      449    635        627.127     -7.873 
510
      450    635        626.016     -8.984 
511
      451    644.64     626.676    -17.964 
512
      452    644.64     649.908      5.268 
513
      453    645.13     651.479      6.349 
514
      454    648.74     653.943      5.203 
515
      455    635.05     662.161     27.111 
516
      456    643.99     632.424    -11.566 
517
      457    640        649.469      9.469 
518
      458    637        641.189      4.189 
519
      459    637.01     635.712     -1.298 
520
      460    635.15     632.642     -2.508 
521
      461    645.89     627.961    -17.929 
522
      462    638.75     651.736     12.986 
523
      463    634.99     638.27       3.28  
524
      464    644        630.978    -13.022 
525
      465    631.18     649.243     18.063 
526
      466    631        626.472     -4.528 
527
      467    621.07     624.321      3.251 
528
      468    621.02     610.916    -10.104 
529
      469    625        607.13     -17.87  
530
      470    645        615.992    -29.008 
531
      471    640        648.719      8.719 
532
      472    649        641.138     -7.862 
533
      473    650        655.035      5.035 
534
      474    655        656.544      1.544 
535
      475    645        663.76      18.76  
536
      476    635.1      645.674     10.574 
537
      477    634.02     630.741     -3.279 
538
      478    645        629.955    -15.045 
539
      479    645        645.966      0.966 
540
      480    645        648.506      3.506 
541
      481    649.98     651.249      1.269 
542
      482    649.98     662.424     12.444 
543
      483    655        664.208      9.208 
544
      484    655        674.626     19.626 
545
      485    652        673.882     21.882 
546
      486    669.51     664.88      -4.63  
547
      487    658        687.546     29.546 
548
      488    665.88     664.654     -1.226 
549
      489    670        674.826      4.826 
550
      490    666.01     681.336     15.326 
551
      491    669        676.592      7.592 
552
      492    678        683.156      5.156 
553
      493    684        695.684     11.684 
554
      494    690        703.379     13.379 
555
      495    683.6      710.772     27.172 
556
      496    680        701.22      21.22  
557
      497    671.07     696.575     25.505 
558
      498    695        681.706    -13.294 
559
      499    660.01     710.006     49.996 
560
      500    670        667.48      -2.52  
561
      501    663        677.467     14.467 
562
      502    683.99     670.33     -13.66  
563
      503    667.07     691.895     24.825 
564
      504    663        673.382     10.382 
565
      505    650        668.594     18.594 
566
      506    640        656.835     16.835 
567
      507    636.18     648.795     12.615 
568
      508    636.85     642.708      5.858 
569
      509    640.08     638.713     -1.367 
570
      510    674.99     639.94     -35.05  
571
      511    650        666.659     16.659 
572
      512    675        647.867    -27.133 
573
      513    675        663.131    -11.869 
574
      514    652.51     666.352     13.842 
575
      515    675        649.081    -25.919 
576
      516    675        665.259     -9.741 
577
      517    658.11     664.6        6.49  
578
      518    665        653.836    -11.164 
579
      519    658.2      661.355      3.155 
580
      520    658.18     659.829      1.649 
581
      521    695        664.551    -30.449 
582
      522    678        699.049     21.049 
583
      523    675        688.639     13.639 
584
      524    677        689.905     12.905 
585
      525    680        689.447      9.447 
586
      526    675        691.513     16.513 
587
      527    663        684.973     21.973 
588
      528    663        669.078      6.078 
589
      529    662.93     669.088      6.158 
590
      530    658.18     667.115      8.935 
591
      531    656        660.36       4.36  
592
      532    665        658.611     -6.389 
593
      533    658.01     670.091     12.081 
594
      534    657.9      659.508      1.608 
595
      535    659.9      658.381     -1.519 
596
      536    665        656.676     -8.324 
597
      537    665        662.282     -2.718 
598
      538    660.02     659.928     -0.092 
599
      539    669.89     651.917    -17.973 
600
      540    660.68     666.573      5.893 
601
      541    675        652.602    -22.398 
602
      542    674.9      674.426     -0.474 
603
      543    660        677.112     17.112 
604
      544    660.01     656.597     -3.413 
605
      545    670        657.608    -12.392 
606
      546    665        673.828      8.828 
607
      547    673        666.725     -6.275 
608
      548    669.99     679.353      9.363 
609
      549    669        676.004      7.004 
610
      550    662.5      675.4       12.9   
611
      551    663        664.41       1.41  
612
      552    662.03     665.039      3.009 
613
      553    662.5      664.04       1.54  
614
      554    668.89     663.472     -5.418 
615
      555    680        675.603     -4.397 
616
      556    680.46     692.207     11.747 
617
      557    689.9      690.441      0.541 
618
      558    684        704.017     20.017 
619
      559    682        694.308     12.308 
620
      560    677        690.591     13.591 
621
      561    670.35     681.402     11.052 
622
      562    680        669.622    -10.378 
623
      563    699.99     686.591    -13.399 
624
      564    690        712.214     22.214 
625
      565    681.51     698.65      17.14  
626
      566    701.99     688.74     -13.25  
627
      567    700.99     714.549     13.559 
628
      568    685.15     715.469     30.319 
629
      569    685.01     694.391      9.381 
630
      570    682.5      692.638     10.138 
631
      571    690        688.658     -1.342 
632
      572    684.02     698.362     14.342 
633
      573    683.16     688.831      5.671 
634
      574    682.61     688.332      5.722 
635
      575    682.71     688.417      5.707 
636
      576    680.05     688.658      8.608 
637
      577    675        684.291      9.291 
638
      578    680        673.201     -6.799 
639
      579    675        680.4        5.4   
640
      580    670        669.835     -0.165 
641
      581    675        660.523    -14.477 
642
      582    665        668.438      3.438 
643
      583    680        653.827    -26.173 
644
      584    684.99     680.265     -4.725 
645
      585    677.13     688.164     11.034 
646
      586    688        675.463    -12.537 
647
      587    678.03     692.322     14.292 
648
      588    685        677.57      -7.43  
649
      589    689.99     687.118     -2.872 
650
      590    689.99     695.169      5.179 
651
      591    686        696.347     10.347 
652
      592    678.13     690.844     12.714 
653
      593    693        680.07     -12.93  
654
      594    678.12     703.503     25.383 
655
      595    685        683.827     -1.173 
656
      596    680.03     693.843     13.813 
657
      597    679        688.108      9.108 
658
      598    681.5      687.043      5.543 
659
      599    691.5      687.672     -3.828 
660
      600    681.65     704.078     22.428 
661
      601    682        686.18       4.18  
662
      602    680        685.633      5.633 
663
      603    677.77     681.062      3.292 
664
      604    680        673.97      -6.03  
665
      605    680        680.386      0.386 
666
      606    671        678.438      7.438 
667
      607    690        662.565    -27.435 
668
      608    691.5      694.361      2.861 
669
      609    691.99     697.451      5.461 
670
      610    690        699.568      9.568 
671

672
=== Evaluation on test split ===
673

674
Time taken to test model on test split: 0.37 seconds
675

676
=== Summary ===
677

678
Correlation coefficient                  0.8845
679
Mean absolute error                     11.8761
680
Root mean squared error                 15.359 
681
Relative absolute error                  8.8536 %
682
Root relative squared error             11.2139 %
683
Total Number of Instances              610     
684

685

686