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_PODR-R-A-features
5
Instances:    2172
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    -0.03845721294841625
21
    Node 1    -1.5774827948010846
22
    Node 2    1.3398167535558139
23
    Node 3    -0.761042093406033
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -3.0732636696007343
27
    Attrib rsi    -0.7666615509331743
28
    Attrib mfi    -0.11834912233164137
29
    Attrib ema    -1.6037937322447098
30
    Attrib so    0.38907068894650987
31
    Attrib macd    -1.205947353550287
32
    Attrib sl    0.6623088329105882
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -1.7786213904772599
36
    Attrib rsi    0.8457746883758256
37
    Attrib mfi    -0.023904225558927142
38
    Attrib ema    2.488410791800915
39
    Attrib so    -0.030235348878769743
40
    Attrib macd    0.2204523997196
41
    Attrib sl    -0.5162144732026924
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -1.4135187837902177
45
    Attrib rsi    -0.3358444681638261
46
    Attrib mfi    0.06530951537064285
47
    Attrib ema    -3.077779098148128
48
    Attrib so    -0.3646780476370513
49
    Attrib macd    0.4888825096554783
50
    Attrib sl    0.054186591729352064
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 37.03 seconds
57

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

60
    inst#     actual  predicted      error
61
        1    288.2      287.598     -0.602 
62
        2    288.53     288.596      0.066 
63
        3    287.9      289.556      1.656 
64
        4    287.01     287.48       0.47  
65
        5    282        284.907      2.907 
66
        6    278        276.542     -1.458 
67
        7    277        269.582     -7.418 
68
        8    273.5      267.216     -6.284 
69
        9    271        262.344     -8.656 
70
       10    268        258.108     -9.892 
71
       11    274.95     254.986    -19.964 
72
       12    272        271.905     -0.095 
73
       13    269.38     268.154     -1.226 
74
       14    279.5      264.535    -14.965 
75
       15    284        278.921     -5.079 
76
       16    279        283.559      4.559 
77
       17    275.06     276.99       1.93  
78
       18    280        272.305     -7.695 
79
       19    283.82     277.282     -6.538 
80
       20    286        281.279     -4.721 
81
       21    282        283.933      1.933 
82
       22    281.02     279.954     -1.066 
83
       23    285        279.85      -5.15  
84
       24    285.7      285.262     -0.438 
85
       25    292.9      287.056     -5.844 
86
       26    285.7      295.063      9.363 
87
       27    286.05     286.943      0.893 
88
       28    285.7      288.203      2.503 
89
       29    289.9      287.749     -2.151 
90
       30    292.92     292.341     -0.579 
91
       31    297.5      295.779     -1.721 
92
       32    306        300.469     -5.531 
93
       33    298        307.598      9.598 
94
       34    300        297.262     -2.738 
95
       35    294.01     299.414      5.404 
96
       36    297        292.82      -4.18  
97
       37    299        296.422     -2.578 
98
       38    299.5      298.798     -0.702 
99
       39    300        299.943     -0.057 
100
       40    300        300.711      0.711 
101
       41    300        301.942      1.942 
102
       42    303.11     303.19       0.08  
103
       43    309        308.304     -0.696 
104
       44    304.54     315.459     10.919 
105
       45    306.06     308.209      2.149 
106
       46    306.13     310.498      4.368 
107
       47    309.24     310.277      1.037 
108
       48    314.22     314.085     -0.135 
109
       49    316.45     319.314      2.864 
110
       50    313.04     322.74       9.7   
111
       51    310        317.196      7.196 
112
       52    318        313.052     -4.948 
113
       53    314        323.007      9.007 
114
       54    313.8      317.344      3.544 
115
       55    313.16     318.027      4.867 
116
       56    314        318.021      4.021 
117
       57    309        320.294     11.294 
118
       58    315        311.097     -3.903 
119
       59    311        320.276      9.276 
120
       60    312.9      313.84       0.94  
121
       61    306.5      317.024     10.524 
122
       62    306.51     306.9        0.39  
123
       63    307        306.676     -0.324 
124
       64    303.01     306.916      3.906 
125
       65    302.04     301.519     -0.521 
126
       66    295.01     300.094      5.084 
127
       67    301.02     291.321     -9.699 
128
       68    305        300.128     -4.872 
129
       69    301.8      305.003      3.203 
130
       70    301.4      300.847     -0.553 
131
       71    303.11     299.694     -3.416 
132
       72    298        301.993      3.993 
133
       73    296.26     295.003     -1.257 
134
       74    297.01     292.667     -4.343 
135
       75    296.5      293.013     -3.487 
136
       76    296.55     292.131     -4.419 
137
       77    297.7      291.86      -5.84  
138
       78    303.99     293.431    -10.559 
139
       79    307        304.38      -2.62  
140
       80    310        309.347     -0.653 
141
       81    312        313.836      1.836 
142
       82    317.99     316.269     -1.721 
143
       83    326        323.162     -2.838 
144
       84    322        330.351      8.351 
145
       85    317        323.489      6.489 
146
       86    317.65     316.324     -1.326 
147
       87    321        318.277     -2.723 
148
       88    320.55     323.179      2.629 
149
       89    321        324.161      3.161 
150
       90    322.5      326.374      3.874 
151
       91    322.5      329.85       7.35  
152
       92    325.1      331.608      6.508 
153
       93    323.5      335.945     12.445 
154
       94    321        332.813     11.813 
155
       95    320.1      327.589      7.489 
156
       96    315.02     325.789     10.769 
157
       97    326.4      314.023    -12.377 
158
       98    327.5      330.809      3.309 
159
       99    325.6      332.078      6.478 
160
      100    330.04     328.639     -1.401 
161
      101    336.1      335.02      -1.08  
162
      102    335.15     341.319      6.169 
163
      103    341        340.026     -0.974 
164
      104    343.55     346.452      2.902 
165
      105    342.56     349.891      7.331 
166
      106    340.1      349.463      9.363 
167
      107    334.51     345.691     11.181 
168
      108    336.98     336.754     -0.226 
169
      109    336.97     341.406      4.436 
170
      110    333.7      343.131      9.431 
171
      111    333.4      339.374      5.974 
172
      112    326.99     339.492     12.502 
173
      113    324        328.708      4.708 
174
      114    324.98     324.833     -0.147 
175
      115    316.2      326.697     10.497 
176
      116    308.99     314.473      5.483 
177
      117    309.98     306.636     -3.344 
178
      118    313        307.028     -5.972 
179
      119    314.5      310.711     -3.789 
180
      120    310.01     311.565      1.555 
181
      121    314        305.378     -8.622 
182
      122    310.5      310.755      0.255 
183
      123    308.5      306.058     -2.442 
184
      124    305.12     302.836     -2.284 
185
      125    300        298.567     -1.433 
186
      126    298        293.765     -4.235 
187
      127    307        291.291    -15.709 
188
      128    307        303.327     -3.673 
189
      129    309.48     302.522     -6.958 
190
      130    307.99     306.374     -1.616 
191
      131    307        305.704     -1.296 
192
      132    307.21     304.675     -2.535 
193
      133    309        304.911     -4.089 
194
      134    301.52     307.245      5.725 
195
      135    298        298.069      0.069 
196
      136    297        293.392     -3.608 
197
      137    296        291.423     -4.577 
198
      138    296        290.689     -5.311 
199
      139    294.1      290.052     -4.048 
200
      140    294.1      287.875     -6.225 
201
      141    294.1      287.669     -6.431 
202
      142    294.01     286.519     -7.491 
203
      143    294.01     285.166     -8.844 
204
      144    295.99     283.604    -12.386 
205
      145    296.98     287.067     -9.913 
206
      146    294.01     288.13      -5.88  
207
      147    294.5      282.804    -11.696 
208
      148    291.5      282.802     -8.698 
209
      149    287        278.406     -8.594 
210
      150    285        273.975    -11.025 
211
      151    275.5      271.619     -3.881 
212
      152    278.05     265.145    -12.905 
213
      153    278.01     270.127     -7.883 
214
      154    282.95     269.782    -13.168 
215
      155    276.11     278.014      1.904 
216
      156    276.51     271.485     -5.025 
217
      157    283.37     271.153    -12.217 
218
      158    283.85     280.339     -3.511 
219
      159    279.01     280.011      1.001 
220
      160    279.51     274.09      -5.42  
221
      161    283.48     273.593     -9.887 
222
      162    288.97     277.774    -11.196 
223
      163    288        283.805     -4.195 
224
      164    292.98     283.51      -9.47  
225
      165    291.9      289.201     -2.699 
226
      166    293.47     288.925     -4.545 
227
      167    291.5      291.845      0.345 
228
      168    290        290.215      0.215 
229
      169    291.75     288.552     -3.198 
230
      170    289.04     291.841      2.801 
231
      171    289.5      288.676     -0.824 
232
      172    293        289.579     -3.421 
233
      173    300        295.065     -4.935 
234
      174    295.01     303.883      8.873 
235
      175    295        296.896      1.896 
236
      176    302.88     297.43      -5.45  
237
      177    303.99     306.408      2.418 
238
      178    301        307.49       6.49  
239
      179    302        302.405      0.405 
240
      180    295        303.64       8.64  
241
      181    295.5      292.512     -2.988 
242
      182    295        293.169     -1.831 
243
      183    293.15     292.946     -0.204 
244
      184    292.02     290.583     -1.437 
245
      185    290        289.523     -0.477 
246
      186    292        286.967     -5.033 
247
      187    290.05     291.019      0.969 
248
      188    290.13     287.446     -2.684 
249
      189    292.01     287.558     -4.452 
250
      190    291        291.091      0.091 
251
      191    281        288.577      7.577 
252
      192    285        274.802    -10.198 
253
      193    291        281.583     -9.417 
254
      194    300        289.306    -10.694 
255
      195    288        299.216     11.216 
256
      196    290        286.033     -3.967 
257
      197    290        287.982     -2.018 
258
      198    297        288.042     -8.958 
259
      199    292        295.258      3.258 
260
      200    289.21     290.601      1.391 
261
      201    306.5      287.924    -18.576 
262
      202    303.09     303.879      0.789 
263
      203    305.85     301.302     -4.548 
264
      204    304        304.58       0.58  
265
      205    302.1      303.428      1.328 
266
      206    302.1      303.095      0.995 
267
      207    300.11     304.348      4.238 
268
      208    307        302.323     -4.677 
269
      209    302.13     309.113      6.983 
270
      210    303        303.739      0.739 
271
      211    310        305.017     -4.983 
272
      212    310.11     312.776      2.666 
273
      213    304        313.417      9.417 
274
      214    299        305.724      6.724 
275
      215    295.01     300.957      5.947 
276
      216    299.98     294.882     -5.098 
277
      217    298        300.142      2.142 
278
      218    297.01     297.11       0.1   
279
      219    293.12     295.494      2.374 
280
      220    291.55     290.976     -0.574 
281
      221    295        289.221     -5.779 
282
      222    290        293.766      3.766 
283
      223    288        288.113      0.113 
284
      224    286.8      286.082     -0.718 
285
      225    285.1      285.032     -0.068 
286
      226    286        282.19      -3.81  
287
      227    285.91     281.931     -3.979 
288
      228    300.8      281.077    -19.723 
289
      229    305        298.964     -6.036 
290
      230    305.5      303.721     -1.779 
291
      231    312.93     303.865     -9.065 
292
      232    312.4      311.253     -1.147 
293
      233    311.85     311.507     -0.343 
294
      234    311.8      311.914      0.114 
295
      235    314.01     313.294     -0.716 
296
      236    312        315.904      3.904 
297
      237    315        314.348     -0.652 
298
      238    315        319.514      4.514 
299
      239    312        322.068     10.068 
300
      240    315.49     318.522      3.032 
301
      241    321        324.703      3.703 
302
      242    320.99     332.998     12.008 
303
      243    320        333.401     13.401 
304
      244    321        330.761      9.761 
305
      245    316.1      332.395     16.295 
306
      246    316        320.541      4.541 
307
      247    315        319.819      4.819 
308
      248    311.32     317.48       6.16  
309
      249    310        310.058      0.058 
310
      250    309.16     307.178     -1.982 
311
      251    309.32     305.71      -3.61  
312
      252    310.4      306.119     -4.281 
313
      253    307.11     308.418      1.308 
314
      254    301.05     302.405      1.355 
315
      255    305        294.068    -10.932 
316
      256    310        301.29      -8.71  
317
      257    305.61     309.547      3.937 
318
      258    306.53     302.674     -3.856 
319
      259    305        303.56      -1.44  
320
      260    309.98     301.12      -8.86  
321
      261    307.1      309.425      2.325 
322
      262    310        304.868     -5.132 
323
      263    311.88     310.218     -1.662 
324
      264    312.06     313.197      1.137 
325
      265    312.15     313.128      0.978 
326
      266    312.16     313.95       1.79  
327
      267    314.11     314.251      0.141 
328
      268    316.34     318.41       2.07  
329
      269    315        322.659      7.659 
330
      270    317.24     320.474      3.234 
331
      271    314.1      324.807     10.707 
332
      272    317.03     317.665      0.635 
333
      273    313.41     323.289      9.879 
334
      274    314.98     315.894      0.914 
335
      275    315.01     318.696      3.686 
336
      276    313.41     318.826      5.416 
337
      277    315        315.296      0.296 
338
      278    313.02     318.265      5.245 
339
      279    307.51     313.282      5.772 
340
      280    306        302.432     -3.568 
341
      281    310        301.368     -8.632 
342
      282    307        309.3        2.3   
343
      283    305        303.832     -1.168 
344
      284    301.5      300.299     -1.201 
345
      285    300.06     294.588     -5.472 
346
      286    303        292.246    -10.754 
347
      287    300        297.808     -2.192 
348
      288    305        293.431    -11.569 
349
      289    305        302.351     -2.649 
350
      290    304        301.656     -2.344 
351
      291    307.15     299.491     -7.659 
352
      292    308.7      304.746     -3.954 
353
      293    305.09     307.035      1.945 
354
      294    305        301.226     -3.774 
355
      295    305.17     301.255     -3.915 
356
      296    307        301.103     -5.897 
357
      297    314.82     304.911     -9.909 
358
      298    312.09     319.115      7.025 
359
      299    323.99     313.443    -10.547 
360
      300    322.99     329.064      6.074 
361
      301    320.22     327.513      7.293 
362
      302    318.93     323.744      4.814 
363
      303    317        322.211      5.211 
364
      304    319        319.423      0.423 
365
      305    318.07     323.008      4.938 
366
      306    323.99     321.562     -2.428 
367
      307    319.1      330         10.9   
368
      308    323        321.628     -1.372 
369
      309    326        327.592      1.592 
370
      310    329.48     332.224      2.744 
371
      311    325.57     337.343     11.773 
372
      312    326.01     330.2        4.19  
373
      313    326.1      331.444      5.344 
374
      314    325.4      330.96       5.56  
375
      315    325.01     329.426      4.416 
376
      316    325.01     328.533      3.523 
377
      317    325.01     329.097      4.087 
378
      318    316.99     329.939     12.949 
379
      319    318.58     313.125     -5.455 
380
      320    319.9      317.442     -2.458 
381
      321    321        320.144     -0.856 
382
      322    321.11     322.837      1.727 
383
      323    322        323.048      1.048 
384
      324    322        324.678      2.678 
385
      325    322        324.277      2.277 
386
      326    326.5      324.074     -2.426 
387
      327    327.5      334.296      6.796 
388
      328    321.38     336.411     15.031 
389
      329    326.15     320.535     -5.615 
390
      330    327.05     329.559      2.509 
391
      331    326.01     331.263      5.253 
392
      332    326.1      328.838      2.738 
393
      333    324        330.03       6.03  
394
      334    327        324.654     -2.346 
395
      335    326.01     331.569      5.559 
396
      336    326        329.343      3.343 
397
      337    326        329.932      3.932 
398
      338    324.11     330.362      6.252 
399
      339    326.05     324.85      -1.2   
400
      340    326.6      330.212      3.612 
401
      341    327.8      331.363      3.563 
402
      342    326        334.179      8.179 
403
      343    327.85     328.616      0.766 
404
      344    324.11     333.442      9.332 
405
      345    326        322.058     -3.942 
406
      346    326.03     327.356      1.326 
407
      347    330.33     327.201     -3.129 
408
      348    335        336.204      1.204 
409
      349    337.49     344.967      7.477 
410
      350    341.55     349.209      7.659 
411
      351    350        354.29       4.29  
412
      352    352.51     363.657     11.147 
413
      353    345        367.109     22.109 
414
      354    344.61     349.766      5.156 
415
      355    347        350.866      3.866 
416
      356    353.48     354.891      1.411 
417
      357    353        363.216     10.216 
418
      358    345.01     363.993     18.983 
419
      359    351.01     349.717     -1.293 
420
      360    351.95     358.286      6.336 
421
      361    353.6      361.139      7.539 
422
      362    359.01     364.491      5.481 
423
      363    348        371.25      23.25  
424
      364    356        352.949     -3.051 
425
      365    353        361.848      8.848 
426
      366    353        357.02       4.02  
427
      367    353        356.707      3.707 
428
      368    351        357.321      6.321 
429
      369    348        354.32       6.32  
430
      370    340.5      349.845      9.345 
431
      371    340        338.889     -1.111 
432
      372    345        337.972     -7.028 
433
      373    338.77     346.294      7.524 
434
      374    340        338.129     -1.871 
435
      375    335        339.779      4.779 
436
      376    335        333.735     -1.265 
437
      377    331.5      333.009      1.509 
438
      378    330        328.878     -1.122 
439
      379    328.66     326.152     -2.508 
440
      380    331.01     324.091     -6.919 
441
      381    333.97     327.499     -6.471 
442
      382    330.03     331.564      1.534 
443
      383    326.02     325.668     -0.352 
444
      384    330        320.343     -9.657 
445
      385    327        326.722     -0.278 
446
      386    330.01     322.618     -7.392 
447
      387    332.69     327.058     -5.632 
448
      388    330        331.924      1.924 
449
      389    330        327.638     -2.362 
450
      390    332.6      327.469     -5.131 
451
      391    330        332.693      2.693 
452
      392    330        328.207     -1.793 
453
      393    327        328.138      1.138 
454
      394    326        322.826     -3.174 
455
      395    320.01     320.851      0.841 
456
      396    320.02     313.142     -6.878 
457
      397    324.39     312.274    -12.116 
458
      398    320.01     321.094      1.084 
459
      399    323        314.405     -8.595 
460
      400    324.95     319.657     -5.293 
461
      401    322        322.658      0.658 
462
      402    323        317.007     -5.993 
463
      403    320.38     317.745     -2.635 
464
      404    327.51     312.986    -14.524 
465
      405    333.4      325.406     -7.994 
466
      406    334.01     333.464     -0.546 
467
      407    325.19     333.028      7.838 
468
      408    333.99     319.608    -14.382 
469
      409    327.1      331.46       4.36  
470
      410    329.99     323.244     -6.746 
471
      411    323.01     327.644      4.634 
472
      412    329        319.616     -9.384 
473
      413    318        327.304      9.304 
474
      414    310.22     316.435      6.215 
475
      415    313.3      310.74      -2.56  
476
      416    310.22     313.718      3.498 
477
      417    312        310.834     -1.166 
478
      418    313.06     312.343     -0.717 
479
      419    315.01     312.512     -2.498 
480
      420    316.06     313.427     -2.633 
481
      421    320        313.01      -6.99  
482
      422    318.13     316.992     -1.138 
483
      423    319        313.146     -5.854 
484
      424    320.1      313.531     -6.569 
485
      425    318.08     314.085     -3.995 
486
      426    320        311.359     -8.641 
487
      427    318        313.545     -4.455 
488
      428    315.24     311.183     -4.057 
489
      429    317        308.917     -8.083 
490
      430    312.06     312.675      0.615 
491
      431    317.71     307.023    -10.687 
492
      432    315.2      316.74       1.54  
493
      433    317.8      313.529     -4.271 
494
      434    313        317.905      4.905 
495
      435    314.99     311.437     -3.553 
496
      436    316        313.91      -2.09  
497
      437    314.4      314.341     -0.059 
498
      438    315        311.771     -3.229 
499
      439    315.01     312.258     -2.752 
500
      440    315.06     311.615     -3.445 
501
      441    317        311.131     -5.869 
502
      442    311.57     314.701      3.131 
503
      443    317.96     304.856    -13.104 
504
      444    316.49     316.477     -0.013 
505
      445    315.99     314.254     -1.736 
506
      446    315        313.204     -1.796 
507
      447    312.99     311.547     -1.443 
508
      448    306.02     307.719      1.699 
509
      449    310        298.605    -11.395 
510
      450    313        305.645     -7.355 
511
      451    310        311.295      1.295 
512
      452    311        306.79      -4.21  
513
      453    309        308.28      -0.72  
514
      454    309        304.998     -4.002 
515
      455    311        304.589     -6.411 
516
      456    313.9      307.969     -5.931 
517
      457    316        313.485     -2.515 
518
      458    324.99     316.773     -8.217 
519
      459    326.9      328.673      1.773 
520
      460    323        330.691      7.691 
521
      461    327.2      323.168     -4.032 
522
      462    322        328.71       6.71  
523
      463    320.01     321.113      1.103 
524
      464    321        319.059     -1.941 
525
      465    320.5      321.286      0.786 
526
      466    315.01     321.278      6.268 
527
      467    315.07     313.039     -2.031 
528
      468    318        313.768     -4.232 
529
      469    319.99     319.299     -0.691 
530
      470    326        323.07      -2.93  
531
      471    321        332.552     11.552 
532
      472    322        323.674      1.674 
533
      473    321.99     324.341      2.351 
534
      474    322        323.504      1.504 
535
      475    321.01     322.922      1.912 
536
      476    329.5      320.161     -9.339 
537
      477    324        333.754      9.754 
538
      478    324.5      323.517     -0.983 
539
      479    321.6      324.728      3.128 
540
      480    329.9      319.895    -10.005 
541
      481    330.04     333.046      3.006 
542
      482    327        334.281      7.281 
543
      483    331.5      329.52      -1.98  
544
      484    323.01     336.467     13.457 
545
      485    329.96     321.886     -8.074 
546
      486    329        331.62       2.62  
547
      487    335.5      330.953     -4.547 
548
      488    329        339.322     10.322 
549
      489    335        330.161     -4.839 
550
      490    337.95     338.043      0.093 
551
      491    343        341.113     -1.887 
552
      492    343        346.105      3.105 
553
      493    348.4      346.297     -2.103 
554
      494    350        352.469      2.469 
555
      495    330.7      354.608     23.908 
556
      496    340        329.087    -10.913 
557
      497    340        338.658     -1.342 
558
      498    340        339.127     -0.873 
559
      499    340.05     340.742      0.692 
560
      500    340.5      341.33       0.83  
561
      501    344.85     342.991     -1.859 
562
      502    344.2      348.209      4.009 
563
      503    342.01     348.333      6.323 
564
      504    343.21     345.373      2.163 
565
      505    350.99     347.091     -3.899 
566
      506    347        355.927      8.927 
567
      507    347        349.84       2.84  
568
      508    347        349.643      2.643 
569
      509    340.01     349.214      9.204 
570
      510    344        339.247     -4.753 
571
      511    340        345.577      5.577 
572
      512    344.99     339.97      -5.02  
573
      513    344.99     347.559      2.569 
574
      514    343        348.288      5.288 
575
      515    342.5      345.151      2.651 
576
      516    340.5      344.282      3.782 
577
      517    337        341.044      4.044 
578
      518    337        336.248     -0.752 
579
      519    338        336.616     -1.384 
580
      520    340        337.587     -2.413 
581
      521    337        340.769      3.769 
582
      522    334.02     334.963      0.943 
583
      523    325.01     329.674      4.664 
584
      524    326        319.293     -6.707 
585
      525    326        320.727     -5.273 
586
      526    327        320.273     -6.727 
587
      527    328.23     321.398     -6.832 
588
      528    334.99     323.098    -11.892 
589
      529    335.01     335.581      0.571 
590
      530    335        334.759     -0.241 
591
      531    338        334.378     -3.622 
592
      532    339        340          1     
593
      533    339.95     341.486      1.536 
594
      534    339.9      343.764      3.864 
595
      535    333        343.465     10.465 
596
      536    333.31     328.652     -4.658 
597
      537    334        329.424     -4.576 
598
      538    334        332.028     -1.972 
599
      539    332        332.528      0.528 
600
      540    332.5      329.224     -3.276 
601
      541    328.5      331.318      2.818 
602
      542    340        323.204    -16.796 
603
      543    343.1      347.516      4.416 
604
      544    343        351.988      8.988 
605
      545    350        350.506      0.506 
606
      546    351        358.1        7.1   
607
      547    359        358.794     -0.206 
608
      548    349.99     366.837     16.847 
609
      549    348.5      349.952      1.452 
610
      550    356.44     348.768     -7.672 
611
      551    356        358.454      2.454 
612
      552    359.95     359.015     -0.935 
613
      553    359.95     364.643      4.693 
614
      554    358.01     366.709      8.699 
615
      555    357.5      364.728      7.228 
616
      556    359        366.082      7.082 
617
      557    359.2      369.147      9.947 
618
      558    359        370.286     11.286 
619
      559    354.99     370.913     15.923 
620
      560    361        361.972      0.972 
621
      561    360.99     371.296     10.306 
622
      562    360        371.506     11.506 
623
      563    360        368.483      8.483 
624
      564    359.99     369.559      9.569 
625
      565    365        369.809      4.809 
626
      566    359.3      377.908     18.608 
627
      567    362        364.692      2.692 
628
      568    362.95     369.056      6.106 
629
      569    356.5      370.825     14.325 
630
      570    358        358.149      0.149 
631
      571    357        361.626      4.626 
632
      572    360        360.481      0.481 
633
      573    362.89     366.258      3.368 
634
      574    358.4      371.914     13.514 
635
      575    360        362.67       2.67  
636
      576    363        365.647      2.647 
637
      577    365        370.807      5.807 
638
      578    364.99     374.544      9.554 
639
      579    366.94     374.757      7.817 
640
      580    360.01     377.711     17.701 
641
      581    362.99     362.507     -0.483 
642
      582    367        368.539      1.539 
643
      583    371        374.751      3.751 
644
      584    377.1      380.7        3.6   
645
      585    381        386.369      5.369 
646
      586    382        390.23       8.23  
647
      587    383.16     392.92       9.76  
648
      588    378.3      394.655     16.355 
649
      589    378.3      386.528      8.228 
650
      590    379        387.963      8.963 
651
      591    380        389.679      9.679 
652
      592    380        391.596     11.596 
653
      593    380.99     392.729     11.739 
654
      594    380        394.647     14.647 
655
      595    381        393.739     12.739 
656
      596    381.8      395.969     14.169 
657
      597    380        397.9       17.9   
658
      598    375.1      393.452     18.352 
659
      599    372.62     381.426      8.806 
660
      600    373.02     375.243      2.223 
661
      601    375        375.151      0.151 
662
      602    377.49     379.183      1.693 
663
      603    373.5      384.366     10.866 
664
      604    372        375.399      3.399 
665
      605    372.1      372.632      0.532 
666
      606    371.5      372.981      1.481 
667
      607    373        371.823     -1.177 
668
      608    374        375.465      1.465 
669
      609    370.16     377.965      7.805 
670
      610    369.1      368.601     -0.499 
671
      611    365.22     365.802      0.582 
672
      612    365        358.208     -6.792 
673
      613    364.99     357.831     -7.159 
674
      614    367.04     358.645     -8.395 
675
      615    368.2      365.126     -3.074 
676
      616    365        368.538      3.538 
677
      617    369.88     360.666     -9.214 
678
      618    372.98     373.206      0.226 
679
      619    377        379.518      2.518 
680
      620    372.21     386.454     14.244 
681
      621    373.88     376.199      2.319 
682
      622    381.99     379.173     -2.817 
683
      623    382        390.184      8.184 
684
      624    385        390.577      5.577 
685
      625    388.5      394.121      5.621 
686
      626    385        397.822     12.822 
687
      627    380.2      392.528     12.328 
688
      628    380        384.903      4.903 
689
      629    386        385.792     -0.208 
690
      630    389        394.08       5.08  
691
      631    387        398.37      11.37  
692
      632    382.1      395.777     13.677 
693
      633    379.99     388.051      8.061 
694
      634    371.2      384.474     13.274 
695
      635    373.12     371.964     -1.156 
696
      636    374        375.349      1.349 
697
      637    375.55     375.887      0.337 
698
      638    375.51     377.917      2.407 
699
      639    376.7      377.145      0.445 
700
      640    379.9      378.422     -1.478 
701
      641    379.9      383.415      3.515 
702
      642    373.6      383.396      9.796 
703
      643    374        372.061     -1.939 
704
      644    373.41     372.711     -0.699 
705
      645    373.4      370.91      -2.49  
706
      646    377.98     370.112     -7.868 
707
      647    379        379.793      0.793 
708
      648    376.7      381.734      5.034 
709
      649    381.99     378.673     -3.317 
710
      650    382.28     388.963      6.683 
711
      651    375.5      390.454     14.954 
712
      652    377.5      377.469     -0.031 
713

714
=== Evaluation on test split ===
715

716
Time taken to test model on test split: 0.43 seconds
717

718
=== Summary ===
719

720
Correlation coefficient                  0.9796
721
Mean absolute error                      5.1141
722
Root mean squared error                  6.6356
723
Relative absolute error                 11.9189 %
724
Root relative squared error             13.1632 %
725
Total Number of Instances              652     
726

727

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