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_ADRS-P-A-features
5
Instances:    2130
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    0.11071751343891137
21
    Node 1    1.6425857796936554
22
    Node 2    -0.5275031525076563
23
    Node 3    -1.5330011100675311
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -1.4665800641730609
27
    Attrib rsi    0.8920895492056203
28
    Attrib mfi    -0.04966728481722557
29
    Attrib ema    2.06075163097278
30
    Attrib so    0.08796460950398188
31
    Attrib macd    0.4196457372705079
32
    Attrib sl    -0.14696395572304413
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -0.2723310908313072
36
    Attrib rsi    1.1600115185728015
37
    Attrib mfi    -0.11044570545142333
38
    Attrib ema    -0.2980442029594912
39
    Attrib so    0.48005022092397037
40
    Attrib macd    1.4931245251651615
41
    Attrib sl    1.0253464387984812
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -1.7774812280873125
45
    Attrib rsi    -0.4732538923826362
46
    Attrib mfi    -0.0015564738197552971
47
    Attrib ema    -2.0447454535726624
48
    Attrib so    -0.19996653679337392
49
    Attrib macd    -0.5336419951072413
50
    Attrib sl    -0.15953819360849575
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 35 seconds
57

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

60
    inst#     actual  predicted      error
61
        1    263        258.37      -4.63  
62
        2    263        256.336     -6.664 
63
        3    264        256.101     -7.899 
64
        4    262.03     257.365     -4.665 
65
        5    263.11     254.518     -8.592 
66
        6    261.69     256.136     -5.554 
67
        7    262.51     253.93      -8.58  
68
        8    265        255.328     -9.672 
69
        9    265.01     259.23      -5.78  
70
       10    266        259.241     -6.759 
71
       11    270        260.752     -9.248 
72
       12    266        268.085      2.085 
73
       13    266        261.192     -4.808 
74
       14    266        261.256     -4.744 
75
       15    266        261.202     -4.798 
76
       16    265.01     261.401     -3.609 
77
       17    259.03     259.9        0.87  
78
       18    260        250.362     -9.638 
79
       19    263.87     252.803    -11.067 
80
       20    260        259.314     -0.686 
81
       21    260.55     254.788     -5.762 
82
       22    260        255.702     -4.298 
83
       23    265.01     254.551    -10.459 
84
       24    272        261.052    -10.948 
85
       25    270        267.173     -2.827 
86
       26    262.3      264.174      1.874 
87
       27    267        257.041     -9.959 
88
       28    265        260.518     -4.482 
89
       29    263.03     259.105     -3.925 
90
       30    268        257.546    -10.454 
91
       31    272        261.203    -10.797 
92
       32    274.99     265.035     -9.955 
93
       33    275        267.727     -7.273 
94
       34    271.18     268.362     -2.818 
95
       35    277.68     265.389    -12.291 
96
       36    273        270.995     -2.005 
97
       37    271.05     267.471     -3.579 
98
       38    278.82     266.445    -12.375 
99
       39    282.2      270.441    -11.759 
100
       40    280.5      272.862     -7.638 
101
       41    281.48     272.052     -9.428 
102
       42    281.17     273.438     -7.732 
103
       43    281.17     273.897     -7.273 
104
       44    282.2      274.92      -7.28  
105
       45    282        276.543     -5.457 
106
       46    280.5      276.511     -3.989 
107
       47    281.5      274.041     -7.459 
108
       48    279.99     274.899     -5.091 
109
       49    277        273.066     -3.934 
110
       50    275        269.516     -5.484 
111
       51    275        268.362     -6.638 
112
       52    274.71     269.243     -5.467 
113
       53    281.79     270.69     -11.1   
114
       54    282        275.454     -6.546 
115
       55    280.11     275.466     -4.644 
116
       56    280        274.159     -5.841 
117
       57    278.6      274.245     -4.355 
118
       58    278.51     273.014     -5.496 
119
       59    279.03     273.189     -5.841 
120
       60    283.99     274.065     -9.925 
121
       61    285        279.035     -5.965 
122
       62    285        280.547     -4.453 
123
       63    280        281.243      1.243 
124
       64    287.5      275.182    -12.318 
125
       65    285        282.688     -2.312 
126
       66    284.1      280.588     -3.512 
127
       67    285        280.567     -4.433 
128
       68    285        281.581     -3.419 
129
       69    286.97     281.787     -5.183 
130
       70    284        283.385     -0.615 
131
       71    293.01     279.919    -13.091 
132
       72    289.99     289.767     -0.223 
133
       73    289        286.396     -2.604 
134
       74    288        285.858     -2.142 
135
       75    287        284.761     -2.239 
136
       76    285        283.367     -1.633 
137
       77    285        280.783     -4.217 
138
       78    285.98     281.11      -4.87  
139
       79    289.99     281.821     -8.169 
140
       80    293        286.37      -6.63  
141
       81    295.33     289.436     -5.894 
142
       82    296        292.008     -3.992 
143
       83    299        293.394     -5.606 
144
       84    298        296.711     -1.289 
145
       85    296        295.508     -0.492 
146
       86    299.98     291.7       -8.28  
147
       87    307.48     295.513    -11.967 
148
       88    300.01     303.281      3.271 
149
       89    300.51     292.055     -8.455 
150
       90    298.06     293.402     -4.658 
151
       91    300        291.673     -8.327 
152
       92    298.01     294.376     -3.634 
153
       93    298        293.033     -4.967 
154
       94    303.99     293.562    -10.428 
155
       95    304        298.874     -5.126 
156
       96    314.5      299.101    -15.399 
157
       97    320        308.585    -11.415 
158
       98    311        313.423      2.423 
159
       99    319        301.045    -17.955 
160
      100    324.5      306.505    -17.995 
161
      101    335        311.084    -23.916 
162
      102    348.67     317.949    -30.721 
163
      103    355        326.672    -28.328 
164
      104    355        332.14     -22.86  
165
      105    368.01     336.834    -31.176 
166
      106    352.2      346.4       -5.8   
167
      107    345        329.603    -15.397 
168
      108    330.08     326.655     -3.425 
169
      109    336.4      317.529    -18.871 
170
      110    343.5      322.721    -20.779 
171
      111    352        328.261    -23.739 
172
      112    350        334.639    -15.361 
173
      113    348        335.517    -12.483 
174
      114    340.15     335.206     -4.944 
175
      115    333.06     328.027     -5.033 
176
      116    330.95     322.237     -8.713 
177
      117    316.3      319.358      3.058 
178
      118    313        310.931     -2.069 
179
      119    330        307.981    -22.019 
180
      120    334.95     312.526    -22.424 
181
      121    326.06     314.376    -11.684 
182
      122    330        312.306    -17.694 
183
      123    341.4      317.54     -23.86  
184
      124    334        325.175     -8.825 
185
      125    337        325.002    -11.998 
186
      126    341.9      327.428    -14.472 
187
      127    340        330.243     -9.757 
188
      128    340        329.862    -10.138 
189
      129    341.89     331.172    -10.718 
190
      130    336.03     334.681     -1.349 
191
      131    335        333.501     -1.499 
192
      132    338        336.592     -1.408 
193
      133    338        341.966      3.966 
194
      134    335        343.481      8.481 
195
      135    335        340.401      5.401 
196
      136    333        339.811      6.811 
197
      137    336.98     337.419      0.439 
198
      138    335        338.254      3.254 
199
      139    331        335.345      4.345 
200
      140    330.71     330.856      0.146 
201
      141    335.99     329.156     -6.834 
202
      142    330.93     332.166      1.236 
203
      143    336        327.453     -8.547 
204
      144    331.04     329.933     -1.107 
205
      145    336        325.658    -10.342 
206
      146    332.06     327.844     -4.216 
207
      147    333        326.382     -6.618 
208
      148    332.03     326.88      -5.15  
209
      149    342        326.445    -15.555 
210
      150    346.98     333.589    -13.391 
211
      151    344        338.985     -5.015 
212
      152    343        337.952     -5.048 
213
      153    346        338.307     -7.693 
214
      154    335        341.093      6.093 
215
      155    330        332.989      2.989 
216
      156    335        328.301     -6.699 
217
      157    328.1      333.693      5.593 
218
      158    328        327.376     -0.624 
219
      159    330        327.47      -2.53  
220
      160    330        328.843     -1.157 
221
      161    325        328.588      3.588 
222
      162    330        323.751     -6.249 
223
      163    325.5      328.479      2.979 
224
      164    325        323.109     -1.891 
225
      165    320.01     320.496      0.486 
226
      166    325.05     313.977    -11.073 
227
      167    340        318.558    -21.442 
228
      168    330.1      329.438     -0.662 
229
      169    343.99     322.578    -21.412 
230
      170    344        331.316    -12.684 
231
      171    350        332.583    -17.417 
232
      172    348.03     339.66      -8.37  
233
      173    348        340.119     -7.881 
234
      174    349.99     341.83      -8.16  
235
      175    349        344.192     -4.808 
236
      176    348        344.707     -3.293 
237
      177    350        344.747     -5.253 
238
      178    350        347.361     -2.639 
239
      179    346.22     348.336      2.116 
240
      180    350        345.044     -4.956 
241
      181    350        349.329     -0.671 
242
      182    349        348.274     -0.726 
243
      183    348        346.896     -1.104 
244
      184    343        344.011      1.011 
245
      185    344        337.011     -6.989 
246
      186    340        336.014     -3.986 
247
      187    344.9      330.822    -14.078 
248
      188    340.02     334.509     -5.511 
249
      189    339.5      330.216     -9.284 
250
      190    346        330.014    -15.986 
251
      191    353        335.979    -17.021 
252
      192    357        341.605    -15.395 
253
      193    351.51     347.329     -4.181 
254
      194    352.5      343.192     -9.308 
255
      195    357.01     345.71     -11.3   
256
      196    361.49     350.612    -10.878 
257
      197    358.18     355.274     -2.906 
258
      198    363        353.026     -9.974 
259
      199    363.05     359.21      -3.84  
260
      200    359        361.384      2.384 
261
      201    355.6      358.236      2.636 
262
      202    364        355.165     -8.835 
263
      203    364.99     363.459     -1.531 
264
      204    360        365.685      5.685 
265
      205    360        359.757     -0.243 
266
      206    354.09     360.016      5.926 
267
      207    355        353.695     -1.305 
268
      208    356.05     353.901     -2.149 
269
      209    358        353.971     -4.029 
270
      210    359.99     354.949     -5.041 
271
      211    356.1      355.952     -0.148 
272
      212    359.69     351.577     -8.113 
273
      213    351.01     354.385      3.375 
274
      214    352        345.407     -6.593 
275
      215    351.7      345.96      -5.74  
276
      216    354        345.721     -8.279 
277
      217    347.49     348.767      1.277 
278
      218    342        340.05      -1.95  
279
      219    343        334.808     -8.192 
280
      220    332.5      335.716      3.216 
281
      221    337.01     326.126    -10.884 
282
      222    342.51     332.398    -10.112 
283
      223    342.12     339.702     -2.418 
284
      224    344        338.74      -5.26  
285
      225    341        340.087     -0.913 
286
      226    335.5      335.767      0.267 
287
      227    330.9      327.369     -3.531 
288
      228    335        321.238    -13.762 
289
      229    331        327.016     -3.984 
290
      230    326        320.944     -5.056 
291
      231    325        315.375     -9.625 
292
      232    322.77     313.326     -9.444 
293
      233    333.05     311.449    -21.601 
294
      234    330        328.855     -1.145 
295
      235    335        325.421     -9.579 
296
      236    342        332.971     -9.029 
297
      237    340        340.875      0.875 
298
      238    336.02     337.811      1.791 
299
      239    332        332.4        0.4   
300
      240    332        327.067     -4.933 
301
      241    328        326.628     -1.372 
302
      242    328        322.044     -5.956 
303
      243    327.6      322.361     -5.239 
304
      244    326.5      322.231     -4.269 
305
      245    327        321.637     -5.363 
306
      246    327.82     322.671     -5.149 
307
      247    335        324.324    -10.676 
308
      248    336.98     334.16      -2.82  
309
      249    333        335.872      2.872 
310
      250    332        329.72      -2.28  
311
      251    332.99     326.641     -6.349 
312
      252    330.04     326.684     -3.356 
313
      253    330        322.036     -7.964 
314
      254    328.51     321.576     -6.934 
315
      255    335        319.575    -15.425 
316
      256    332        327.293     -4.707 
317
      257    341.11     325.223    -15.887 
318
      258    340.5      336.339     -4.161 
319
      259    345        336.467     -8.533 
320
      260    347        340.929     -6.071 
321
      261    355.05     343.48     -11.57  
322
      262    360.99     352.145     -8.845 
323
      263    348.1      356.225      8.125 
324
      264    354        340.083    -13.917 
325
      265    358.99     344.709    -14.281 
326
      266    364.99     348.722    -16.268 
327
      267    396        354.219    -41.781 
328
      268    386.99     373.374    -13.616 
329
      269    380        367.717    -12.283 
330
      270    382        363.005    -18.995 
331
      271    385        366.562    -18.438 
332
      272    387        370.087    -16.913 
333
      273    387        373.422    -13.578 
334
      274    386        375.581    -10.419 
335
      275    380        376.135     -3.865 
336
      276    380        369.582    -10.418 
337
      277    383        370.422    -12.578 
338
      278    383.25     375.915     -7.335 
339
      279    380        378.372     -1.628 
340
      280    377.3      373.535     -3.765 
341
      281    379.98     370.512     -9.468 
342
      282    375.99     371.243     -4.747 
343
      283    369.21     364.175     -5.035 
344
      284    370        357.897    -12.103 
345
      285    372.18     359.292    -12.888 
346
      286    371        362.046     -8.954 
347
      287    372.7      362.55     -10.15  
348
      288    372        365.791     -6.209 
349
      289    370        366.446     -3.554 
350
      290    370        365.214     -4.786 
351
      291    370.07     366.09      -3.98  
352
      292    375.01     366.48      -8.53  
353
      293    389.7      375.807    -13.893 
354
      294    387.3      393.187      5.887 
355
      295    390.99     392.477      1.487 
356
      296    414.54     397.562    -16.978 
357
      297    403.01     415.301     12.291 
358
      298    406        404.922     -1.078 
359
      299    403.15     410.202      7.052 
360
      300    408.99     409.225      0.235 
361
      301    404.99     414.343      9.353 
362
      302    400.2      410.895     10.695 
363
      303    400.01     406.634      6.624 
364
      304    404.5      407.143      2.643 
365
      305    401        410.832      9.832 
366
      306    404        407.8        3.8   
367
      307    403.11     410.391      7.281 
368
      308    414        408.444     -5.556 
369
      309    422.43     415.31      -7.12  
370
      310    424.5      420.617     -3.883 
371
      311    420.02     419.57      -0.45  
372
      312    417.56     413.304     -4.256 
373
      313    416        409.875     -6.125 
374
      314    411.49     409.194     -2.296 
375
      315    411        404.974     -6.026 
376
      316    406.76     406.133     -0.627 
377
      317    406.65     404.37      -2.28  
378
      318    403        407.24       4.24  
379
      319    402        404.878      2.878 
380
      320    401.99     405.946      3.956 
381
      321    390        407.541     17.541 
382
      322    399.99     393.388     -6.602 
383
      323    395.75     406.472     10.722 
384
      324    400        400.216      0.216 
385
      325    402.99     403.949      0.959 
386
      326    401.5      406.148      4.648 
387
      327    398        403.767      5.767 
388
      328    398.31     398.256     -0.054 
389
      329    397.97     398.707      0.737 
390
      330    398.89     397.997     -0.893 
391
      331    396.01     400.034      4.024 
392
      332    397.04     395.124     -1.916 
393
      333    406.6      397.332     -9.268 
394
      334    403.49     414.956     11.466 
395
      335    400        410.253     10.253 
396
      336    397        406.871      9.871 
397
      337    394.98     402.593      7.613 
398
      338    392        398.06       6.06  
399
      339    391.99     393.78       1.79  
400
      340    348        394.566     46.566 
401
      341    343.1      359.301     16.201 
402
      342    341.32     353.907     12.587 
403
      343    339.93     350.739     10.809 
404
      344    338.9      346.164      7.264 
405
      345    337.47     341.159      3.689 
406
      346    329        334.894      5.894 
407
      347    343.1      325.846    -17.254 
408
      348    350.01     338.295    -11.715 
409
      349    361        340.33     -20.67  
410
      350    368        346.791    -21.209 
411
      351    358.19     349.022     -9.168 
412
      352    360.99     333.296    -27.694 
413
      353    355        335.271    -19.729 
414
      354    353        328.317    -24.683 
415
      355    349.57     333.965    -15.605 
416
      356    341.42     334.384     -7.036 
417
      357    340        329.927    -10.073 
418
      358    371.11     332.45     -38.66  
419
      359    371.94     374.617      2.677 
420
      360    370.58     379.741      9.161 
421
      361    367        381.591     14.591 
422
      362    361        378.563     17.563 
423
      363    371.99     371.511     -0.479 
424
      364    372.95     377.25       4.3   
425
      365    372.9      373.643      0.743 
426
      366    372        370.076     -1.924 
427
      367    365        365.407      0.407 
428
      368    369.9      358.067    -11.833 
429
      369    373.75     359.68     -14.07  
430
      370    372        362.068     -9.932 
431
      371    369.99     361.723     -8.267 
432
      372    370        361.597     -8.403 
433
      373    363        361.635     -1.365 
434
      374    369        355.748    -13.252 
435
      375    368.5      358.559     -9.941 
436
      376    368.7      358.099    -10.601 
437
      377    371.4      359.201    -12.199 
438
      378    370        361.636     -8.364 
439
      379    366.01     361.718     -4.292 
440
      380    371        359.28     -11.72  
441
      381    370.13     363.016     -7.114 
442
      382    371        362.734     -8.266 
443
      383    370.93     363.776     -7.154 
444
      384    370.2      364.004     -6.196 
445
      385    369        363.232     -5.768 
446
      386    368        363.221     -4.779 
447
      387    368        362.884     -5.116 
448
      388    369.12     364.459     -4.661 
449
      389    368.01     367.025     -0.985 
450
      390    370.5      366.817     -3.683 
451
      391    369        371.305      2.305 
452
      392    369        369.368      0.368 
453
      393    365.5      369.055      3.555 
454
      394    364.22     361.852     -2.368 
455
      395    364.87     358.799     -6.071 
456
      396    363        360.788     -2.212 
457
      397    360.01     356.224     -3.786 
458
      398    360.01     350.35      -9.66  
459
      399    366.99     349.855    -17.135 
460
      400    367        366.539     -0.461 
461
      401    368        366.285     -1.715 
462
      402    365        368.122      3.122 
463
      403    361        362.009      1.009 
464
      404    371        353.541    -17.459 
465
      405    360        371.168     11.168 
466
      406    361.02     354.603     -6.417 
467
      407    361.66     356.258     -5.402 
468
      408    358.5      357.48      -1.02  
469
      409    360.01     352.212     -7.798 
470
      410    353        355.674      2.674 
471
      411    342.55     347.187      4.637 
472
      412    336.51     336.829      0.319 
473
      413    340.16     332.152     -8.008 
474
      414    343        336.148     -6.852 
475
      415    346        339.047     -6.953 
476
      416    345.1      342.005     -3.095 
477
      417    344        338.767     -5.233 
478
      418    343.6      336.319     -7.281 
479
      419    342.02     333.486     -8.534 
480
      420    340.37     330.138    -10.232 
481
      421    345        326.343    -18.657 
482
      422    345.02     333.844    -11.176 
483
      423    340        332.703     -7.297 
484
      424    346        324.367    -21.633 
485
      425    341.7      337.105     -4.595 
486
      426    342        332.801     -9.199 
487
      427    340.61     335.493     -5.117 
488
      428    340        333.683     -6.317 
489
      429    342.99     332.768    -10.222 
490
      430    341        338.315     -2.685 
491
      431    341        334.072     -6.928 
492
      432    341.57     333.576     -7.994 
493
      433    350        334.928    -15.072 
494
      434    352        349.058     -2.942 
495
      435    363.5      351.447    -12.053 
496
      436    359.97     364.176      4.206 
497
      437    359.1      358.615     -0.485 
498
      438    352.1      357.362      5.262 
499
      439    354.94     347.729     -7.211 
500
      440    358.95     350.46      -8.49  
501
      441    359.79     353.905     -5.885 
502
      442    359.28     354.983     -4.297 
503
      443    349.99     354.958      4.968 
504
      444    352.52     344.725     -7.795 
505
      445    353.02     347.588     -5.432 
506
      446    354        348.718     -5.282 
507
      447    354        350.427     -3.573 
508
      448    356        350.503     -5.497 
509
      449    356        352.985     -3.015 
510
      450    359        351.172     -7.828 
511
      451    354.35     353         -1.35  
512
      452    360        346.491    -13.509 
513
      453    363.4      350.789    -12.611 
514
      454    358.11     355.432     -2.678 
515
      455    366.98     349.836    -17.144 
516
      456    378.2      358.298    -19.902 
517
      457    376.99     369.2       -7.79  
518
      458    382.5      369.743    -12.757 
519
      459    381.5      376.976     -4.524 
520
      460    380        378.662     -1.338 
521
      461    382.09     378.69      -3.4   
522
      462    390.04     382.659     -7.381 
523
      463    390.26     391.174      0.914 
524
      464    392        393.474      1.474 
525
      465    386.5      396.331      9.831 
526
      466    390        387.978     -2.022 
527
      467    390        392.424      2.424 
528
      468    390        393.56       3.56  
529
      469    391        395.15       4.15  
530
      470    391.35     396.783      5.433 
531
      471    391.25     396.5        5.25  
532
      472    392.01     396.367      4.357 
533
      473    405        397.003     -7.997 
534
      474    400        409.38       9.38  
535
      475    397.5      398.934      1.434 
536
      476    400        395.386     -4.614 
537
      477    400.95     398.629     -2.321 
538
      478    398        400.918      2.918 
539
      479    392.01     396.704      4.694 
540
      480    395.01     389.712     -5.298 
541
      481    388.02     394.073      6.053 
542
      482    388.5      386.741     -1.759 
543
      483    395        389.436     -5.564 
544
      484    391.5      398.078      6.578 
545
      485    390        395.428      5.428 
546
      486    393        394.304      1.304 
547
      487    392        399.23       7.23  
548
      488    392        397.049      5.049 
549
      489    391.1      396.558      5.458 
550
      490    392        394.903      2.903 
551
      491    392        396.108      4.108 
552
      492    392.4      395.909      3.509 
553
      493    393        396.793      3.793 
554
      494    393        399.465      6.465 
555
      495    386        400.2       14.2   
556
      496    387        382.869     -4.131 
557
      497    394        386.211     -7.789 
558
      498    390        402.781     12.781 
559
      499    390        394.306      4.306 
560
      500    391        395.048      4.048 
561
      501    394        397.335      3.335 
562
      502    386        402.486     16.486 
563
      503    386        385.225     -0.775 
564
      504    387.5      385.333     -2.167 
565
      505    387.5      389.382      1.882 
566
      506    386.02     388.848      2.828 
567
      507    397        384.022    -12.978 
568
      508    399.5      404.675      5.175 
569
      509    399.2      408.055      8.855 
570
      510    395.49     408.093     12.603 
571
      511    390        402.168     12.168 
572
      512    390        391.58       1.58  
573
      513    385        391.392      6.392 
574
      514    385        381.296     -3.704 
575
      515    394        382.186    -11.814 
576
      516    388        398.658     10.658 
577
      517    387        389.795      2.795 
578
      518    385        388.545      3.545 
579
      519    384        385.77       1.77  
580
      520    390.92     383.841     -7.079 
581
      521    379.87     396.593     16.723 
582
      522    377.01     379.329      2.319 
583
      523    371        373.244      2.244 
584
      524    372.03     365.024     -7.006 
585
      525    380        364.939    -15.061 
586
      526    381.99     378.251     -3.739 
587
      527    381.97     380.937     -1.033 
588
      528    382        381.137     -0.863 
589
      529    381        381.392      0.392 
590
      530    381.25     378.866     -2.384 
591
      531    383.08     378.865     -4.215 
592
      532    384        382.176     -1.824 
593
      533    383.01     383.66       0.65  
594
      534    388        381.933     -6.067 
595
      535    396        391.432     -4.568 
596
      536    396        403.789      7.789 
597
      537    395        405.526     10.526 
598
      538    400        405.353      5.353 
599
      539    399.99     413.568     13.578 
600
      540    399.1      414.186     15.086 
601
      541    402        412.411     10.411 
602
      542    411.88     415.407      3.527 
603
      543    400        424.71      24.71  
604
      544    400        404.851      4.851 
605
      545    404        405.184      1.184 
606
      546    407        409.395      2.395 
607
      547    404.1      412.276      8.176 
608
      548    403.51     408.451      4.941 
609
      549    403.5      407.674      4.174 
610
      550    400.01     407.42       7.41  
611
      551    403.99     401.569     -2.421 
612
      552    408        406.084     -1.916 
613
      553    411.2      409.641     -1.559 
614
      554    403.21     412.751      9.541 
615
      555    410        403.592     -6.408 
616
      556    407        409.566      2.566 
617
      557    406.98     406.498     -0.482 
618
      558    409.9      407.369     -2.531 
619
      559    404.1      410.798      6.698 
620
      560    403.31     405.782      2.472 
621
      561    410        405.313     -4.687 
622
      562    406        412.559      6.559 
623
      563    406.02     409.956      3.936 
624
      564    406        411.25       5.25  
625
      565    409.98     412.845      2.865 
626
      566    405.5      417.965     12.465 
627
      567    407.3      412.746      5.446 
628
      568    411.98     415.132      3.152 
629
      569    419        419.722      0.722 
630
      570    424.94     427.918      2.978 
631
      571    425        433.774      8.774 
632
      572    415.01     435.705     20.695 
633
      573    419.01     422.398      3.388 
634
      574    424.9      427.175      2.275 
635
      575    425        432.542      7.542 
636
      576    426.2      433.303      7.103 
637
      577    435.01     434.959     -0.051 
638
      578    445        444.205     -0.795 
639
      579    438        450.709     12.709 
640
      580    435.55     443.899      8.349 
641
      581    440        442.718      2.718 
642
      582    442.55     446.349      3.799 
643
      583    452        448.524     -3.476 
644
      584    471.1      453.126    -17.974 
645
      585    480        461.645    -18.355 
646
      586    473.8      464.451     -9.349 
647
      587    473        461.516    -11.484 
648
      588    466        463.043     -2.957 
649
      589    460        459.155     -0.845 
650
      590    462        456.533     -5.467 
651
      591    460        459.264     -0.736 
652
      592    460        459.014     -0.986 
653
      593    459.5      458.914     -0.586 
654
      594    452        459.183      7.183 
655
      595    450        454.589      4.589 
656
      596    446.13     454.29       8.16  
657
      597    453.02     453.71       0.69  
658
      598    450        460.438     10.438 
659
      599    447        457.693     10.693 
660
      600    450        453.004      3.004 
661
      601    452        454.33       2.33  
662
      602    448.01     455.382      7.372 
663
      603    453        450.875     -2.125 
664
      604    449.1      457.887      8.787 
665
      605    450        454.679      4.679 
666
      606    454        456.849      2.849 
667
      607    446.5      463.524     17.024 
668
      608    451.95     452.511      0.561 
669
      609    452        462.211     10.211 
670
      610    458.95     463.473      4.523 
671
      611    453        475.014     22.014 
672
      612    454        468.535     14.535 
673
      613    454        471.495     17.495 
674
      614    453.99     473.29      19.3   
675
      615    453.99     474.247     20.257 
676
      616    453        474.201     21.201 
677
      617    455.06     472.692     17.632 
678
      618    457        475.034     18.034 
679
      619    457        476.546     19.546 
680
      620    457.02     475.941     18.921 
681
      621    459.99     474.962     14.972 
682
      622    462.3      477.656     15.356 
683
      623    462        480.956     18.956 
684
      624    459.99     480.753     20.763 
685
      625    456.16     476.942     20.782 
686
      626    451.67     469.916     18.246 
687
      627    459.5      460.424      0.924 
688
      628    459.89     473.23      13.34  
689
      629    457        473.829     16.829 
690
      630    456        469.809     13.809 
691
      631    453.02     468.704     15.684 
692
      632    456.45     462.873      6.423 
693
      633    453        469.762     16.762 
694
      634    460        462.771      2.771 
695
      635    456.41     473.923     17.513 
696
      636    456.56     468.503     11.943 
697
      637    452        468.323     16.323 
698
      638    457.5      458.595      1.095 
699
      639    459.9      468.977      9.077 
700

701
=== Evaluation on test split ===
702

703
Time taken to test model on test split: 0.4 seconds
704

705
=== Summary ===
706

707
Correlation coefficient                  0.9875
708
Mean absolute error                      7.5393
709
Root mean squared error                  9.7397
710
Relative absolute error                  7.5021 %
711
Root relative squared error              8.6896 %
712
Total Number of Instances              639     
713

714

715