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_ATPL-R-A-features
5
Instances:    2179
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    1.1193639177401384
21
    Node 1    -1.33336851534143
22
    Node 2    -0.9338616956509257
23
    Node 3    -0.3703436233868394
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    1.3144624270687009
27
    Attrib rsi    -1.2489506640944608
28
    Attrib mfi    -0.08254295861480433
29
    Attrib ema    -2.9994472812387256
30
    Attrib so    -0.0418160342838295
31
    Attrib macd    -0.20680746579171247
32
    Attrib sl    0.5412752202808464
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -2.837552124560123
36
    Attrib rsi    -0.2665751867706874
37
    Attrib mfi    -0.06613220926083078
38
    Attrib ema    -2.61607138765958
39
    Attrib so    0.17240760234415692
40
    Attrib macd    -0.15862723812219195
41
    Attrib sl    2.3794165732964125
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -1.207017897620879
45
    Attrib rsi    0.6641355662708696
46
    Attrib mfi    0.2977674430735992
47
    Attrib ema    -3.4769411841358218
48
    Attrib so    -0.5083549783179645
49
    Attrib macd    -0.556734983409516
50
    Attrib sl    -4.651955913700852
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 36.23 seconds
57

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

60
    inst#     actual  predicted      error
61
        1    362.02     356.979     -5.041 
62
        2    364        350.721    -13.279 
63
        3    366        358.373     -7.627 
64
        4    360        356.684     -3.316 
65
        5    355        349.696     -5.304 
66
        6    360.99     346.071    -14.919 
67
        7    359.98     350.142     -9.838 
68
        8    354        347.511     -6.489 
69
        9    346        341.827     -4.173 
70
       10    333.01     338.047      5.037 
71
       11    330        334.843      4.843 
72
       12    327.15     332.499      5.349 
73
       13    334.99     330.265     -4.725 
74
       14    336.75     330.988     -5.762 
75
       15    332        330.703     -1.297 
76
       16    337.38     326.097    -11.283 
77
       17    338        327.208    -10.792 
78
       18    341.27     325.264    -16.006 
79
       19    346        326.814    -19.186 
80
       20    339        330.579     -8.421 
81
       21    329.12     321.897     -7.223 
82
       22    337.37     315.668    -21.702 
83
       23    334        318.716    -15.284 
84
       24    336.5      316.595    -19.905 
85
       25    345.77     319.601    -26.169 
86
       26    332.3      340.485      8.185 
87
       27    339.5      323.031    -16.469 
88
       28    332.3      328.802     -3.498 
89
       29    330.15     324.225     -5.925 
90
       30    330.16     330.567      0.407 
91
       31    330        333.351      3.351 
92
       32    329.19     334.031      4.841 
93
       33    329.02     334.905      5.885 
94
       34    330        328.957     -1.043 
95
       35    335        326.876     -8.124 
96
       36    340        322.4      -17.6   
97
       37    342        329.465    -12.535 
98
       38    340        328.971    -11.029 
99
       39    345.99     328.284    -17.706 
100
       40    343        331.861    -11.139 
101
       41    328.82     328.303     -0.517 
102
       42    323.23     335.81      12.58  
103
       43    333.96     321.316    -12.644 
104
       44    336.83     322.223    -14.607 
105
       45    326.01     324.704     -1.306 
106
       46    321.21     330.389      9.179 
107
       47    321.83     327.35       5.52  
108
       48    327        330.583      3.583 
109
       49    332.87     328.081     -4.789 
110
       50    331        326.746     -4.254 
111
       51    332        324.085     -7.915 
112
       52    326        323.393     -2.607 
113
       53    337.3      322.185    -15.115 
114
       54    324.14     323.676     -0.464 
115
       55    330.5      317.802    -12.698 
116
       56    327        316.406    -10.594 
117
       57    325        317.019     -7.981 
118
       58    321        316.796     -4.204 
119
       59    323.98     328.022      4.042 
120
       60    318        313.982     -4.018 
121
       61    320.02     329.511      9.491 
122
       62    326        321.33      -4.67  
123
       63    322.03     316.344     -5.686 
124
       64    320        317.391     -2.609 
125
       65    320.03     323.076      3.046 
126
       66    318        316.258     -1.742 
127
       67    326.5      316.377    -10.123 
128
       68    327.25     315.251    -11.999 
129
       69    329.69     315.422    -14.268 
130
       70    329        333.862      4.862 
131
       71    333        332.9       -0.1   
132
       72    334        321.82     -12.18  
133
       73    335        324.834    -10.166 
134
       74    343.88     325.991    -17.889 
135
       75    337.95     343.046      5.096 
136
       76    328        329.946      1.946 
137
       77    337.4      317.982    -19.418 
138
       78    333        329.405     -3.595 
139
       79    333.12     323.462     -9.658 
140
       80    345        324.648    -20.352 
141
       81    353.99     348.198     -5.792 
142
       82    362.9      354.718     -8.182 
143
       83    353.33     364.428     11.098 
144
       84    348.1      346.454     -1.646 
145
       85    357        340.14     -16.86  
146
       86    359.99     352.699     -7.291 
147
       87    351.01     359.745      8.735 
148
       88    352        343.739     -8.261 
149
       89    358        346.725    -11.275 
150
       90    360        357.622     -2.378 
151
       91    367.29     363.691     -3.599 
152
       92    366.9      372.824      5.924 
153
       93    366.04     369.959      3.919 
154
       94    370        371.844      1.844 
155
       95    369.9      379.946     10.046 
156
       96    365.57     380.217     14.647 
157
       97    364        368.44       4.44  
158
       98    364        363.984     -0.016 
159
       99    369        365.11      -3.89  
160
      100    366        378.562     12.562 
161
      101    379.99     368.64     -11.35  
162
      102    401.99     389.655    -12.335 
163
      103    385.09     416.158     31.068 
164
      104    390.01     379.207    -10.803 
165
      105    380        385.704      5.704 
166
      106    380        372.748     -7.252 
167
      107    378        373.771     -4.229 
168
      108    380        373.377     -6.623 
169
      109    380        375.69      -4.31  
170
      110    376.06     377.97       1.91  
171
      111    379.79     375.68      -4.11  
172
      112    383        378.979     -4.021 
173
      113    385.2      384.338     -0.862 
174
      114    382        387.994      5.994 
175
      115    378.56     383.701      5.141 
176
      116    383        378.364     -4.636 
177
      117    374.02     382.09       8.07  
178
      118    365        376.432     11.432 
179
      119    354.14     365.812     11.672 
180
      120    346        352.364      6.364 
181
      121    331.9      347.595     15.695 
182
      122    334.96     348.647     13.687 
183
      123    319.99     351.353     31.363 
184
      124    322.49     341.826     19.336 
185
      125    338.08     342.824      4.744 
186
      126    343.68     344.363      0.683 
187
      127    351        343.399     -7.601 
188
      128    362.98     346.01     -16.97  
189
      129    354        352.097     -1.903 
190
      130    357        341.891    -15.109 
191
      131    341.04     341.007     -0.033 
192
      132    345.01     327.549    -17.461 
193
      133    357.87     329.687    -28.183 
194
      134    366        342.941    -23.059 
195
      135    365.1      352.476    -12.624 
196
      136    365        352.347    -12.653 
197
      137    357        349.867     -7.133 
198
      138    356        346.384     -9.616 
199
      139    356.01     348.764     -7.246 
200
      140    353.23     349.895     -3.335 
201
      141    353.21     349.576     -3.634 
202
      142    362.48     349.664    -12.816 
203
      143    356        356.139      0.139 
204
      144    357        348.511     -8.489 
205
      145    350.01     348.631     -1.379 
206
      146    358        346.448    -11.552 
207
      147    345        350.692      5.692 
208
      148    344.2      352.142      7.942 
209
      149    343.12     346.895      3.775 
210
      150    343.11     343.802      0.692 
211
      151    347.1      338.48      -8.62  
212
      152    350.01     337.499    -12.511 
213
      153    349.1      336.75     -12.35  
214
      154    343.01     336.2       -6.81  
215
      155    341        346.754      5.754 
216
      156    340        331.003     -8.997 
217
      157    339.95     330.507     -9.443 
218
      158    331        326.393     -4.607 
219
      159    330        323.079     -6.921 
220
      160    334.5      319.722    -14.778 
221
      161    328.11     321.923     -6.187 
222
      162    320        320.051      0.051 
223
      163    320.05     314.821     -5.229 
224
      164    320.5      314.525     -5.975 
225
      165    324.99     313.179    -11.811 
226
      166    315.12     315.237      0.117 
227
      167    314.01     309.696     -4.314 
228
      168    319        306.705    -12.295 
229
      169    317.01     307.943     -9.067 
230
      170    320        306.285    -13.715 
231
      171    311.76     307.246     -4.514 
232
      172    310        300.467     -9.533 
233
      173    313        299.044    -13.956 
234
      174    308.5      299.286     -9.214 
235
      175    310.11     298.027    -12.083 
236
      176    317        296.84     -20.16  
237
      177    317        302.693    -14.307 
238
      178    326        301.369    -24.631 
239
      179    325.99     321.379     -4.611 
240
      180    327.9      323.175     -4.725 
241
      181    333.54     327.95      -5.59  
242
      182    327        332.345      5.345 
243
      183    323        319.995     -3.005 
244
      184    326.9      314.713    -12.187 
245
      185    323.85     326.18       2.33  
246
      186    337.96     321.234    -16.726 
247
      187    335        341.017      6.017 
248
      188    330.36     339.338      8.978 
249
      189    331.51     329.388     -2.122 
250
      190    323.23     335.243     12.013 
251
      191    321.1      317.28      -3.82  
252
      192    319        315.854     -3.146 
253
      193    316.7      314.16      -2.54  
254
      194    315        313.765     -1.235 
255
      195    322        308.695    -13.305 
256
      196    320        316.424     -3.576 
257
      197    325.11     311.148    -13.962 
258
      198    321.08     317.761     -3.319 
259
      199    325        311.731    -13.269 
260
      200    322.99     315.82      -7.17  
261
      201    320        311.773     -8.227 
262
      202    321.5      307.041    -14.459 
263
      203    322.79     307.789    -15.001 
264
      204    295.6      308.899     13.299 
265
      205    290        293.725      3.725 
266
      206    286        304.39      18.39  
267
      207    276.7      297.391     20.691 
268
      208    284        290.814      6.814 
269
      209    289.51     291.422      1.912 
270
      210    286.1      291.96       5.86  
271
      211    275.13     288.829     13.699 
272
      212    273        280.801      7.801 
273
      213    269.15     275.905      6.755 
274
      214    260        271.845     11.845 
275
      215    252.21     265.886     13.676 
276
      216    250.03     260.38      10.35  
277
      217    264.58     257.314     -7.266 
278
      218    263        256.781     -6.219 
279
      219    254.12     254.824      0.704 
280
      220    254        252.67      -1.33  
281
      221    247.3      249.743      2.443 
282
      222    243.5      251.867      8.367 
283
      223    241        250.487      9.487 
284
      224    239.03     245.117      6.087 
285
      225    243        240.754     -2.246 
286
      226    248        240.694     -7.306 
287
      227    244        240.852     -3.148 
288
      228    253.26     239.584    -13.676 
289
      229    245.56     240.693     -4.867 
290
      230    238.61     242.266      3.656 
291
      231    240        264.214     24.214 
292
      232    239.21     246.588      7.378 
293
      233    240        241.069      1.069 
294
      234    240.01     236.433     -3.577 
295
      235    243.5      234.193     -9.307 
296
      236    239        231.291     -7.709 
297
      237    244.47     239.09      -5.38  
298
      238    230        232.742      2.742 
299
      239    226.02     240.581     14.561 
300
      240    237.67     229.225     -8.445 
301
      241    238        231.552     -6.448 
302
      242    222.1      230.149      8.049 
303
      243    225.1      229.29       4.19  
304
      244    225.05     222.535     -2.515 
305
      245    240        221.906    -18.094 
306
      246    232.98     243.307     10.327 
307
      247    225.07     229.643      4.573 
308
      248    224        222.609     -1.391 
309
      249    223        222.03      -0.97  
310
      250    220.99     222.401      1.411 
311
      251    217.06     225.103      8.043 
312
      252    228        220.288     -7.712 
313
      253    221.03     222.542      1.512 
314
      254    224.19     215.082     -9.108 
315
      255    217.05     215.81      -1.24  
316
      256    216.12     214.783     -1.337 
317
      257    212        212.747      0.747 
318
      258    212        213.599      1.599 
319
      259    212        212.217      0.217 
320
      260    212        209.694     -2.306 
321
      261    215.98     209.174     -6.806 
322
      262    214.56     209.474     -5.086 
323
      263    210.06     209.487     -0.573 
324
      264    220.98     212.394     -8.586 
325
      265    221.21     212.024     -9.186 
326
      266    211.16     212.922      1.762 
327
      267    220        220.329      0.329 
328
      268    216.22     210.715     -5.505 
329
      269    212.58     206.983     -5.597 
330
      270    218.86     209.108     -9.752 
331
      271    218        208.242     -9.758 
332
      272    212.91     209.778     -3.132 
333
      273    216.96     222.802      5.842 
334
      274    213.16     215.526      2.366 
335
      275    209.56     224.348     14.788 
336
      276    206.9      236.229     29.329 
337
      277    200        211.169     11.169 
338
      278    197        209.447     12.447 
339
      279    203.5      206.906      3.406 
340
      280    204.5      200.867     -3.633 
341
      281    195.3      200.833      5.533 
342
      282    195.5      200.243      4.743 
343
      283    200        198.06      -1.94  
344
      284    205        196.922     -8.078 
345
      285    209.5      199.391    -10.109 
346
      286    208        202.455     -5.545 
347
      287    202.99     198.865     -4.125 
348
      288    204.5      193.617    -10.883 
349
      289    204.48     193.563    -10.917 
350
      290    203.46     194.303     -9.157 
351
      291    197.1      192.579     -4.521 
352
      292    205        198.655     -6.345 
353
      293    203        196.205     -6.795 
354
      294    199        195.872     -3.128 
355
      295    202        205.304      3.304 
356
      296    203.45     200.645     -2.805 
357
      297    199.99     200.729      0.739 
358
      298    200.22     206.591      6.371 
359
      299    205        212.869      7.869 
360
      300    205        200.454     -4.546 
361
      301    201.51     199.461     -2.049 
362
      302    205.58     197.334     -8.246 
363
      303    203.5      204.418      0.918 
364
      304    214.9      196.133    -18.767 
365
      305    231        222.91      -8.09  
366
      306    234.11     226.875     -7.235 
367
      307    249        257.216      8.216 
368
      308    262.55     265.872      3.322 
369
      309    253.15     277.992     24.842 
370
      310    241.55     262.68      21.13  
371
      311    237.08     242.053      4.973 
372
      312    224.7      234.802     10.102 
373
      313    221.63     231.274      9.644 
374
      314    223        229.953      6.953 
375
      315    224.8      230.807      6.007 
376
      316    223        234.373     11.373 
377
      317    223        233.408     10.408 
378
      318    216        234.876     18.876 
379
      319    220        233.772     13.772 
380
      320    220.82     241.069     20.249 
381
      321    225.45     236.642     11.192 
382
      322    226        233.633      7.633 
383
      323    225        227.055      2.055 
384
      324    216.9      219.351      2.451 
385
      325    216.1      212.998     -3.102 
386
      326    215        211.27      -3.73  
387
      327    221.8      210.213    -11.587 
388
      328    221        212.883     -8.117 
389
      329    218.9      212.984     -5.916 
390
      330    211.57     212.177      0.607 
391
      331    211.75     224.985     13.235 
392
      332    209.99     221.179     11.189 
393
      333    199.09     217.167     18.077 
394
      334    200.88     202.237      1.357 
395
      335    196.2      205.655      9.455 
396
      336    200.11     201.39       1.28  
397
      337    208.7      201.824     -6.876 
398
      338    202.15     206.55       4.4   
399
      339    202.15     201.325     -0.825 
400
      340    201.2      199.571     -1.629 
401
      341    201        198.124     -2.876 
402
      342    200.3      196.071     -4.229 
403
      343    206        193.979    -12.021 
404
      344    200.01     197.602     -2.408 
405
      345    200.63     192.378     -8.252 
406
      346    187.17     192.654      5.484 
407
      347    195.92     191.5       -4.42  
408
      348    193.29     190.434     -2.856 
409
      349    192.99     195.727      2.737 
410
      350    190.98     193.737      2.757 
411
      351    192.35     191.757     -0.593 
412
      352    191.13     189.156     -1.974 
413
      353    188        188.267      0.267 
414
      354    190        189.481     -0.519 
415
      355    195.48     188.095     -7.385 
416
      356    194.9      188.883     -6.017 
417
      357    190.99     188.157     -2.833 
418
      358    189.98     188.174     -1.806 
419
      359    185.5      184.478     -1.022 
420
      360    188        195.692      7.692 
421
      361    188        188.966      0.966 
422
      362    188        182.385     -5.615 
423
      363    184        182.514     -1.486 
424
      364    176.18     195.708     19.528 
425
      365    180.39     178.24      -2.15  
426
      366    170        178.302      8.302 
427
      367    168.21     173.025      4.815 
428
      368    175        174.964     -0.036 
429
      369    175        174.706     -0.294 
430
      370    170        172.45       2.45  
431
      371    168.6      173.085      4.485 
432
      372    177.63     172.16      -5.47  
433
      373    177        171.358     -5.642 
434
      374    170.05     170.38       0.33  
435
      375    172        176.279      4.279 
436
      376    168.7      173.523      4.823 
437
      377    168.35     178.619     10.269 
438
      378    168.37     177.35       8.98  
439
      379    168.5      178.766     10.266 
440
      380    160.51     161.934      1.424 
441
      381    161.01     163.613      2.603 
442
      382    168        161.104     -6.896 
443
      383    165        169.47       4.47  
444
      384    161.32     163.204      1.884 
445
      385    161.02     163.43       2.41  
446
      386    155        163.559      8.559 
447
      387    152        160.022      8.022 
448
      388    151        155.859      4.859 
449
      389    150        154.634      4.634 
450
      390    142.92     152.518      9.598 
451
      391    143        149.87       6.87  
452
      392    141.06     148.803      7.743 
453
      393    142        146.942      4.942 
454
      394    141        145.712      4.712 
455
      395    139        143.861      4.861 
456
      396    140.9      141.81       0.91  
457
      397    140        145.641      5.641 
458
      398    143        140.547     -2.453 
459
      399    140.5      141.855      1.355 
460
      400    136.4      137.619      1.219 
461
      401    135.75     135.015     -0.735 
462
      402    135        134.908     -0.092 
463
      403    132        133.848      1.848 
464
      404    131.99     131.324     -0.666 
465
      405    130        142.159     12.159 
466
      406    128        138.584     10.584 
467
      407    123.02     145.615     22.595 
468
      408    118.21     134.861     16.651 
469
      409    118.01     132.866     14.856 
470
      410    115        132.098     17.098 
471
      411    119        131.998     12.998 
472
      412    115        130.1       15.1   
473
      413    120.3      125.73       5.43  
474
      414    119.85     123.928      4.078 
475
      415    116        123.165      7.165 
476
      416    115        120.143      5.143 
477
      417    119.9      118.007     -1.893 
478
      418    130        118.49     -11.51  
479
      419    144        135.231     -8.769 
480
      420    146        146.277      0.277 
481
      421    124.51     142.898     18.388 
482
      422    132.95     127.933     -5.017 
483
      423    130        127.253     -2.747 
484
      424    130        129.131     -0.869 
485
      425    127        130.507      3.507 
486
      426    124.95     131.87       6.92  
487
      427    120        134.308     14.308 
488
      428    114.51     137.391     22.881 
489
      429    116.01     150.692     34.682 
490
      430    116        157.451     41.451 
491
      431    120        158.05      38.05  
492
      432    115.77     148.422     32.652 
493
      433    114.98     154.756     39.776 
494
      434    116        125.184      9.184 
495
      435    117.79     120.526      2.736 
496
      436    116.01     119.62       3.61  
497
      437    113.5      117.066      3.566 
498
      438    113.3      114.879      1.579 
499
      439    115        113.731     -1.269 
500
      440    108        114.942      6.942 
501
      441    106.45     117.77      11.32  
502
      442    105.01     118.881     13.871 
503
      443    100        120.092     20.092 
504
      444    100        111.481     11.481 
505
      445    104        109.951      5.951 
506
      446    102.01     109.855      7.845 
507
      447    100.02     108.162      8.142 
508
      448    107        108.569      1.569 
509
      449    101.5      110.659      9.159 
510
      450    101.7      109.349      7.649 
511
      451    100.03     108.624      8.594 
512
      452     99        107.783      8.783 
513
      453     99.53     109.6       10.07  
514
      454     97.86     107.629      9.769 
515
      455    102.99     111.763      8.773 
516
      456    105.5      104.391     -1.109 
517
      457    114        110.91      -3.09  
518
      458    114.99     124.737      9.747 
519
      459    115        116.292      1.292 
520
      460    124.95     117.974     -6.976 
521
      461    117.54     129.902     12.362 
522
      462    114        139.658     25.658 
523
      463    114.5      125.065     10.565 
524
      464    103.66     124.048     20.388 
525
      465    101.12     134.437     33.317 
526
      466    101.35     135.851     34.501 
527
      467    103.45     133.384     29.934 
528
      468    106        132.021     26.021 
529
      469    106.02     130.393     24.373 
530
      470    110        137.88      27.88  
531
      471    111        135.5       24.5   
532
      472    113.37     135.162     21.792 
533
      473    110        130.974     20.974 
534
      474    114        127.542     13.542 
535
      475    116        124.132      8.132 
536
      476    117        120.672      3.672 
537
      477    111.83     119.208      7.378 
538
      478    113.64     110.535     -3.105 
539
      479    108        116.752      8.752 
540
      480    110.79     112.228      1.438 
541
      481    114.32     113.516     -0.804 
542
      482    113.81     117.564      3.754 
543
      483    113.78     117.465      3.685 
544
      484    115.5      118.093      2.593 
545
      485    118.95     125.78       6.83  
546
      486    117.77     135.165     17.395 
547
      487    119.95     128.796      8.846 
548
      488    120.5      132.245     11.745 
549
      489    118.01     129.205     11.195 
550
      490    120.5      123.607      3.107 
551
      491    125        126.607      1.607 
552
      492    128.01     138.509     10.499 
553
      493    133.9      142.459      8.559 
554
      494    126.52     152.234     25.714 
555
      495    127.7      135.248      7.548 
556
      496    122.44     133.907     11.467 
557
      497    125        129.01       4.01  
558
      498    120        131.252     11.252 
559
      499    120        130.338     10.338 
560
      500    120        147.24      27.24  
561
      501    123.65     146.261     22.611 
562
      502    120.88     139.057     18.177 
563
      503    120        143.994     23.994 
564
      504    120        151.707     31.707 
565
      505    123.65     148.803     25.153 
566
      506    128        140.485     12.485 
567
      507    133.49     135.849      2.359 
568
      508    138.96     142.799      3.839 
569
      509    136        147.675     11.675 
570
      510    130        141.4       11.4   
571
      511    128.01     137.987      9.977 
572
      512    127        134.052      7.052 
573
      513    132.82     135.308      2.488 
574
      514    134.53     136.686      2.156 
575
      515    134        139.106      5.106 
576
      516    130.06     139.106      9.046 
577
      517    135        135.674      0.674 
578
      518    129.01     141.185     12.175 
579
      519    130        135.536      5.536 
580
      520    128.02     136.565      8.545 
581
      521    134.92     145.779     10.859 
582
      522    130.28     141.037     10.757 
583
      523    134.6      141.007      6.407 
584
      524    134.92     154.378     19.458 
585
      525    134.99     166.284     31.294 
586
      526    137        161.266     24.266 
587
      527    135        169.698     34.698 
588
      528    135        151.035     16.035 
589
      529    130.3      151.622     21.322 
590
      530    130.02     139.114      9.094 
591
      531    130.21     144.256     14.046 
592
      532    132.98     141.04       8.06  
593
      533    134.71     136.31       1.6   
594
      534    139.86     139.718     -0.142 
595
      535    137        153.496     16.496 
596
      536    135.55     142.96       7.41  
597
      537    137        139.282      2.282 
598
      538    140        142.276      2.276 
599
      539    150        153.638      3.638 
600
      540    146.01     159.767     13.757 
601
      541    148.24     151.467      3.227 
602
      542    153.98     157.786      3.806 
603
      543    172        166.051     -5.949 
604
      544    175        183.265      8.265 
605
      545    174        193.366     19.366 
606
      546    212.01     193.724    -18.286 
607
      547    212.99     241.213     28.223 
608
      548    195.01     280.557     85.547 
609
      549    195        205.086     10.086 
610
      550    192        202.846     10.846 
611
      551    190        199.729      9.729 
612
      552    188.05     197.602      9.552 
613
      553    185        197.996     12.996 
614
      554    182        197.664     15.664 
615
      555    175.02     197.263     22.243 
616
      556    180        190.55      10.55  
617
      557    172        195.627     23.627 
618
      558    178.75     193.927     15.177 
619
      559    177.04     206.24      29.2   
620
      560    185.11     207.942     22.832 
621
      561    190.5      215.49      24.99  
622
      562    189        198.836      9.836 
623
      563    187.5      187.43      -0.07  
624
      564    185        185.054      0.054 
625
      565    173.09     185.228     12.138 
626
      566    182.52     215.146     32.626 
627
      567    175.05     179.964      4.914 
628
      568    181.7      208.691     26.991 
629
      569    177.5      187.168      9.668 
630
      570    176        206.61      30.61  
631
      571    175        213.736     38.736 
632
      572    177.5      218.276     40.776 
633
      573    174        204.595     30.595 
634
      574    177        210.125     33.125 
635
      575    174.2      202.914     28.714 
636
      576    187.49     203.255     15.765 
637
      577    191        192.394      1.394 
638
      578    190        187.949     -2.051 
639
      579    181.41     187.902      6.492 
640
      580    181.43     194.19      12.76  
641
      581    181.58     192.498     10.918 
642
      582    171.05     192.806     21.756 
643
      583    177.95     216.203     38.253 
644
      584    182.99     200.235     17.245 
645
      585    185        190.001      5.001 
646
      586    189.95     190.111      0.161 
647
      587    191        187.373     -3.627 
648
      588    190        189.441     -0.559 
649
      589    188.01     189.628      1.618 
650
      590    188        189.15       1.15  
651
      591    184.01     188.201      4.191 
652
      592    180.02     186.021      6.001 
653
      593    175.06     185.566     10.506 
654
      594    188.5      200.137     11.637 
655
      595    185        183.876     -1.124 
656
      596    192.8      183.615     -9.185 
657
      597    199.9      190.372     -9.528 
658
      598    223.01     198.938    -24.072 
659
      599    231        240.962      9.962 
660
      600    239.99     242.604      2.614 
661
      601    232        249.863     17.863 
662
      602    240        236.067     -3.933 
663
      603    254        236.589    -17.411 
664
      604    268.1      254.767    -13.333 
665
      605    286.77     284.567     -2.203 
666
      606    291.98     298.08       6.1   
667
      607    285        305.731     20.731 
668
      608    310.95     283.735    -27.215 
669
      609    317.8      308.575     -9.225 
670
      610    319.75     323.402      3.652 
671
      611    305        331.104     26.104 
672
      612    290.01     301.635     11.625 
673
      613    300        284.851    -15.149 
674
      614    299.64     294.758     -4.882 
675
      615    298.5      298.457     -0.043 
676
      616    307.65     302.2       -5.45  
677
      617    308.9      313.538      4.638 
678
      618    310        318.16       8.16  
679
      619    314        320.416      6.416 
680
      620    329        324.856     -4.144 
681
      621    349.47     344.669     -4.801 
682
      622    367.9      353.875    -14.025 
683
      623    360.15     362.584      2.434 
684
      624    360.01     347.075    -12.935 
685
      625    370        348.594    -21.406 
686
      626    370.98     360.793    -10.187 
687
      627    371.4      369.544     -1.856 
688
      628    362.5      377.084     14.584 
689
      629    364.99     362.985     -2.005 
690
      630    350        372.352     22.352 
691
      631    355        352.675     -2.325 
692
      632    343.9      362.57      18.67  
693
      633    335        353.815     18.815 
694
      634    335        348.795     13.795 
695
      635    320.01     350.74      30.73  
696
      636    323.01     345.583     22.573 
697
      637    333        341.983      8.983 
698
      638    330        341.889     11.889 
699
      639    329.97     337.658      7.688 
700
      640    325.97     332.887      6.917 
701
      641    322        328.494      6.494 
702
      642    320        322.19       2.19  
703
      643    309.98     322.645     12.665 
704
      644    269.97     308.617     38.647 
705
      645    278.33     294.242     15.912 
706
      646    260        291.368     31.368 
707
      647    270        286.343     16.343 
708
      648    268.52     289.156     20.636 
709
      649    274        285.412     11.412 
710
      650    294.94     287.414     -7.526 
711
      651    304.99     291.796    -13.194 
712
      652    298.01     293.637     -4.373 
713
      653    293.58     288.922     -4.658 
714
      654    282.55     285.232      2.682 
715

716
=== Evaluation on test split ===
717

718
Time taken to test model on test split: 0.44 seconds
719

720
=== Summary ===
721

722
Correlation coefficient                  0.9911
723
Mean absolute error                      9.5257
724
Root mean squared error                 12.7741
725
Relative absolute error                  1.729  %
726
Root relative squared error              2.2894 %
727
Total Number of Instances              654     
728

729

730