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_LEDO-R-A-features
5
Instances:    1962
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    0.3475605378433126
21
    Node 1    -1.6395612054299677
22
    Node 2    1.253010730354432
23
    Node 3    -1.160265491090573
24
Sigmoid Node 1
25
    Inputs    Weights
26
    Threshold    -0.4751534475869208
27
    Attrib rsi    1.0608591943617014
28
    Attrib mfi    0.1764026650737538
29
    Attrib ema    -1.8106466640338816
30
    Attrib so    0.11817904886385065
31
    Attrib macd    -0.9539583274161918
32
    Attrib sl    0.9118374838430334
33
Sigmoid Node 2
34
    Inputs    Weights
35
    Threshold    -0.4680784936280908
36
    Attrib rsi    1.6167300793087758
37
    Attrib mfi    0.18960537837200156
38
    Attrib ema    1.3793757147193382
39
    Attrib so    0.12331682285013575
40
    Attrib macd    -0.6703817547816148
41
    Attrib sl    0.40289009832524353
42
Sigmoid Node 3
43
    Inputs    Weights
44
    Threshold    -3.5614341434051253
45
    Attrib rsi    -2.0121519802213306
46
    Attrib mfi    -0.5468616605799701
47
    Attrib ema    -1.2109018536460017
48
    Attrib so    -0.4154956631686276
49
    Attrib macd    1.6541097870039334
50
    Attrib sl    -2.3392167610513157
51
Class 
52
    Input
53
    Node 0
54

55

56
Time taken to build model: 33.03 seconds
57

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

60
    inst#     actual  predicted      error
61
        1   8250       8216.657    -33.343 
62
        2   8310       8244.944    -65.056 
63
        3   8315       8435.397    120.397 
64
        4   8530       8495.818    -34.182 
65
        5   8500       8742.926    242.926 
66
        6   8580       8644.068     64.068 
67
        7   8520       8783.922    263.922 
68
        8   8510       8594.052     84.052 
69
        9   8530       8568.788     38.788 
70
       10   8550       8641.585     91.585 
71
       11   8550       8705.267    155.267 
72
       12   8550       8757.049    207.049 
73
       13   8629       8773.521    144.521 
74
       14   8599       8946.291    347.291 
75
       15   8660       8861.579    201.579 
76
       16   8765       8954.027    189.027 
77
       17   8700       9090.732    390.732 
78
       18   8660       8862.94     202.94  
79
       19   8700       8731.048     31.048 
80
       20   8750       8755.36       5.36  
81
       21   8750       8884.571    134.571 
82
       22   8730       8914.915    184.915 
83
       23   8789.99    8859.821     69.831 
84
       24   8750       9013.084    263.084 
85
       25   8770       8880.292    110.292 
86
       26   8800       8958.149    158.149 
87
       27   8750       9052.086    302.086 
88
       28   8680       8854.15     174.15  
89
       29   8765       8629.641   -135.359 
90
       30   8710       8859.953    149.953 
91
       31   8670       8588.203    -81.797 
92
       32   8660       8455.61    -204.39  
93
       33   8610.01    8485.833   -124.177 
94
       34   8600       8337.466   -262.534 
95
       35   8600       8396.047   -203.953 
96
       36   8660       8383.358   -276.642 
97
       37   8602       8544.707    -57.293 
98
       38   8640       8369.416   -270.584 
99
       39   8600.01    8457.441   -142.569 
100
       40   8625       8326.607   -298.393 
101
       41   8730       8349.763   -380.237 
102
       42   8650       8642.552     -7.448 
103
       43   8750       8420.996   -329.004 
104
       44   8690       8651.186    -38.814 
105
       45   8750       8498.025   -251.975 
106
       46   8750       8687.241    -62.759 
107
       47   8700       8716.844     16.844 
108
       48   8675       8599.238    -75.762 
109
       49   8665.01    8543.256   -121.754 
110
       50   8699.99    8502.676   -197.314 
111
       51   8689       8599.855    -89.145 
112
       52   8650       8591.862    -58.138 
113
       53   8630       8479.157   -150.843 
114
       54   8680       8421.901   -258.099 
115
       55   8700       8591.296   -108.704 
116
       56   8630       8563.301    -66.699 
117
       57   8610.01    8306.402   -303.608 
118
       58   8610.01    8203.897   -406.113 
119
       59   8610.01    8202.428   -407.582 
120
       60   8650       8167.736   -482.264 
121
       61   8625       8323.919   -301.081 
122
       62   8630       8209.953   -420.047 
123
       63   8650       8238.662   -411.338 
124
       64   8630       8401.513   -228.487 
125
       65   8580       8278.187   -301.813 
126
       66   8650       8068.105   -581.895 
127
       67   8620       8454.316   -165.684 
128
       68   8615       8323.151   -291.849 
129
       69   8570       8279.766   -290.234 
130
       70   8610       8062.564   -547.436 
131
       71   8490       8346.116   -143.884 
132
       72   8420       7976.291   -443.709 
133
       73   8370       7782.283   -587.717 
134
       74   8400       7650.61    -749.39  
135
       75   8400       7858.687   -541.313 
136
       76   8330       7864.043   -465.957 
137
       77   8370       7604.979   -765.021 
138
       78   8350       7856.736   -493.264 
139
       79   8410       7755.847   -654.153 
140
       80   8380       8031.17    -348.83  
141
       81   8350       7881.867   -468.133 
142
       82   8330       7767.073   -562.927 
143
       83   8300       7668.724   -631.276 
144
       84   8310       7579.49    -730.51  
145
       85   8400       7630.841   -769.159 
146
       86   8320       7999.703   -320.297 
147
       87   8400       7836.668   -563.332 
148
       88   8360       8208.325   -151.675 
149
       89   8370       8066.214   -303.786 
150
       90   8510.1     8104.984   -405.116 
151
       91   8680       8395.286   -284.714 
152
       92   8750       8666.542    -83.458 
153
       93   8780       8687.386    -92.614 
154
       94   8780       8766.996    -13.004 
155
       95   8938       8789.055   -148.945 
156
       96   8830       8997.671    167.671 
157
       97   8920       8782.255   -137.745 
158
       98   8910       8949.107     39.107 
159
       99   8900       8983.905     83.905 
160
      100   8850       8989.282    139.282 
161
      101   8830       8938.427    108.427 
162
      102   8770       8916.908    146.908 
163
      103   8780       8838.056     58.056 
164
      104   8885       8873.015    -11.985 
165
      105   8850       9039.614    189.614 
166
      106   8850       8912.846     62.846 
167
      107   8850       8788.811    -61.189 
168
      108   8900       8725.266   -174.734 
169
      109   8900       8883.323    -16.677 
170
      110   8940       8838.418   -101.582 
171
      111   8900       8986.326     86.326 
172
      112   8901       8796.872   -104.128 
173
      113   8939       8785.43    -153.57  
174
      114   9000       8920.798    -79.202 
175
      115   9000       8985.228    -14.772 
176
      116   9000       9049.389     49.389 
177
      117   8950       9084.343    134.343 
178
      118   9000       8943.745    -56.255 
179
      119   9000       9072.359     72.359 
180
      120   8990       9097.409    107.409 
181
      121   9040       9047.182      7.182 
182
      122   9040       9242.303    202.303 
183
      123   8970       9254.879    284.879 
184
      124   9020       8980.404    -39.596 
185
      125   8940       9171.127    231.127 
186
      126   8925       8812.327   -112.673 
187
      127   8930       8750.676   -179.324 
188
      128   8860       8835.232    -24.768 
189
      129   8800       8547.203   -252.797 
190
      130   8880       8357.18    -522.82  
191
      131   8900       8646.27    -253.73  
192
      132   8835       8716.76    -118.24  
193
      133   8825       8496.573   -328.427 
194
      134   8850       8433.225   -416.775 
195
      135   8850       8556.027   -293.973 
196
      136   9000       8555.074   -444.926 
197
      137   8930       9021.829     91.829 
198
      138   8920       8770.182   -149.818 
199
      139   8910       8751.771   -158.229 
200
      140   8890       8720.789   -169.211 
201
      141   8720       8657.455    -62.545 
202
      142   8720.03    8213.901   -506.129 
203
      143   8790       8215.706   -574.294 
204
      144   8740       8498.286   -241.714 
205
      145   8750       8341.661   -408.339 
206
      146   8740       8373.535   -366.465 
207
      147   8670       8341.043   -328.957 
208
      148   8720       8160.351   -559.649 
209
      149   8680.08    8367.34    -312.74  
210
      150   8650       8218.171   -431.829 
211
      151   8710       8026.891   -683.109 
212
      152   8620.5     8319.88    -300.62  
213
      153   8650       8052.159   -597.841 
214
      154   8700       8169.496   -530.504 
215
      155   8690       8330.848   -359.152 
216
      156   8670       8398.728   -271.272 
217
      157   8660       8332.266   -327.734 
218
      158   8600       8274.785   -325.215 
219
      159   8600       8058.714   -541.286 
220
      160   8571       8069.292   -501.708 
221
      161   8570       7952.481   -617.519 
222
      162   8600       7963.734   -636.266 
223
      163   8610       8169.553   -440.447 
224
      164   8550       8287.87    -262.13  
225
      165   8550       8005.893   -544.107 
226
      166   8551       7986.334   -564.666 
227
      167   8550       8004.913   -545.087 
228
      168   8550       7979.398   -570.602 
229
      169   8400       7990.367   -409.633 
230
      170   8360       7280.538  -1079.462 
231
      171   8330       7200.802  -1129.198 
232
      172   8300       7016.477  -1283.523 
233
      173   8500       6912.991  -1587.009 
234
      174   8310       8241.523    -68.477 
235
      175   8310.03    7712.634   -597.396 
236
      176   8401       7695.121   -705.879 
237
      177   8400       7996.515   -403.485 
238
      178   8430.01    7975.802   -454.208 
239
      179   8400.01    8097.265   -302.745 
240
      180   8500       7988.924   -511.076 
241
      181   8500       8246.939   -253.061 
242
      182   8400       8257.784   -142.216 
243
      183   8400.01    7998.764   -401.246 
244
      184   8400.01    8091.218   -308.792 
245
      185   8450       8126.908   -323.092 
246
      186   8500       8337.202   -162.798 
247
      187   8500       8543.175     43.175 
248
      188   8400       8541.855    141.855 
249
      189   8420       8232.704   -187.296 
250
      190   8400       8329.318    -70.682 
251
      191   8350       8054.136   -295.864 
252
      192   8350       7966.914   -383.086 
253
      193   8300       7956.365   -343.635 
254
      194   8349.99    7867.037   -482.953 
255
      195   8349.99    8070.075   -279.915 
256
      196   8300       8049.144   -250.856 
257
      197   8250       7953.38    -296.62  
258
      198   8140       7743.363   -396.637 
259
      199   8100       7498.122   -601.878 
260
      200   8100       7385.844   -714.156 
261
      201   8150       7321.529   -828.471 
262
      202   8100       7618.729   -481.271 
263
      203   8200       7426.709   -773.291 
264
      204   8350       7787.482   -562.518 
265
      205   8250.02    8150.444    -99.576 
266
      206   8100       8019.406    -80.594 
267
      207   8150       7662.418   -487.582 
268
      208   8300       7804.485   -495.515 
269
      209   8399       8127.964   -271.036 
270
      210   8450       8278.088   -171.912 
271
      211   8210       8337.8      127.8   
272
      212   8200       7909.515   -290.485 
273
      213   8170       7911.442   -258.558 
274
      214   8150.01    7880.257   -269.753 
275
      215   8250       7848.803   -401.197 
276
      216   8130       8045.129    -84.871 
277
      217   8250       7848.38    -401.62  
278
      218   8200       8061.681   -138.319 
279
      219   8136       7930.444   -205.556 
280
      220   8193.53    7793.087   -400.443 
281
      221   8200       7914.841   -285.159 
282
      222   8200       7880.78    -319.22  
283
      223   8200       7832.3     -367.7   
284
      224   8299.99    7838.122   -461.868 
285
      225   8400       7979.477   -420.523 
286
      226   8400       8276.185   -123.815 
287
      227   8400       8330.358    -69.642 
288
      228   8250       8347.153     97.153 
289
      229   8200       8044.381   -155.619 
290
      230   8200       7949.324   -250.676 
291
      231   8250       7971.9     -278.1   
292
      232   8200       8077.837   -122.163 
293
      233   8150       7975.965   -174.035 
294
      234   8090       7886.402   -203.598 
295
      235   8100       7794.009   -305.991 
296
      236   8001       7842.46    -158.54  
297
      237   8150       7725.302   -424.698 
298
      238   8010       8020.17      10.17  
299
      239   7950       7774.932   -175.068 
300
      240   7879.01    7649.331   -229.679 
301
      241   7790       7411.573   -378.427 
302
      242   7650       7257.89    -392.11  
303
      243   7700       7087.079   -612.921 
304
      244   7750       7288.21    -461.79  
305
      245   7750       7388.128   -361.872 
306
      246   7715       7343.785   -371.215 
307
      247   7875       7291.614   -583.386 
308
      248   7900       7554.294   -345.706 
309
      249   7890       7582.29    -307.71  
310
      250   7990       7498.799   -491.201 
311
      251   7990       7632.489   -357.511 
312
      252   7900       7617.34    -282.66  
313
      253   7900       7532.668   -367.332 
314
      254   7900       7599.63    -300.37  
315
      255   8000       7610.01    -389.99  
316
      256   7750       7830.917     80.917 
317
      257   7850       7406.482   -443.518 
318
      258   7730       7597.279   -132.721 
319
      259   7710       7285.073   -424.927 
320
      260   7800       7239.81    -560.19  
321
      261   7850       7504.724   -345.276 
322
      262   7850       7607.169   -242.831 
323
      263   7730       7578.954   -151.046 
324
      264   7750       7353.607   -396.393 
325
      265   7900       7377.356   -522.644 
326
      266   7900       7614.684   -285.316 
327
      267   7812       7618.493   -193.507 
328
      268   7820       7446.761   -373.239 
329
      269   7969       7470.374   -498.626 
330
      270   7780       7693.998    -86.002 
331
      271   7770       7463.763   -306.237 
332
      272   8100       7441.847   -658.153 
333
      273   7940       7887.741    -52.259 
334
      274   7832       7632.785   -199.215 
335
      275   7860       7504.824   -355.176 
336
      276   7880       7539.902   -340.098 
337
      277   7870       7562.912   -307.088 
338
      278   8110       7594.233   -515.767 
339
      279   8200       7962.6     -237.4   
340
      280   8015       8052.739     37.739 
341
      281   8179       7767.823   -411.177 
342
      282   8200       8004.996   -195.004 
343
      283   8170       8064.564   -105.436 
344
      284   8200.01    8015.866   -184.144 
345
      285   8200       8079.982   -120.018 
346
      286   8151       8109.355    -41.645 
347
      287   8150       8016.882   -133.118 
348
      288   8100.01    8057.159    -42.851 
349
      289   8150       8010.581   -139.419 
350
      290   8150       8118.563    -31.437 
351
      291   8150       8112.253    -37.747 
352
      292   8110.01    8128.601     18.591 
353
      293   8198.97    7977.158   -221.812 
354
      294   8200       8137.036    -62.964 
355
      295   8200       8153.428    -46.572 
356
      296   8150       8134.506    -15.494 
357
      297   8099.99    7862.703   -237.287 
358
      298   8100       7804.796   -295.204 
359
      299   8100       7820.591   -279.409 
360
      300   8100       7813.622   -286.378 
361
      301   8050       7820.765   -229.235 
362
      302   8060       7693.569   -366.431 
363
      303   8150       7728.2     -421.8   
364
      304   8300       7976.402   -323.598 
365
      305   8647       8264.916   -382.084 
366
      306   8650       8566.208    -83.792 
367
      307   8601       8618.816     17.816 
368
      308   8475       8514.273     39.273 
369
      309   8476       8276.96    -199.04  
370
      310   8516       8305.004   -210.996 
371
      311   8538       8409.754   -128.246 
372
      312   8550       8511.581    -38.419 
373
      313   8450       8568.758    118.758 
374
      314   8750       8429.221   -320.779 
375
      315   8998.95    8826.017   -172.933 
376
      316   8800       9030.239    230.239 
377
      317   8820       8751.433    -68.567 
378
      318   8950       8772.534   -177.466 
379
      319   8700       8919.459    219.459 
380
      320   8770.1     8543.691   -226.409 
381
      321   8900       8565.457   -334.543 
382
      322   8770       8728.651    -41.349 
383
      323   8840.91    8561.902   -279.008 
384
      324   8838.99    8679.707   -159.283 
385
      325   8520       8707.283    187.283 
386
      326   8400       8353.322    -46.678 
387
      327   8650       8223.706   -426.294 
388
      328   8601.01    8497.188   -103.822 
389
      329   8605.01    8418.071   -186.939 
390
      330   8600.01    8367.444   -232.566 
391
      331   8400       8357.961    -42.039 
392
      332   8405       8140.646   -264.354 
393
      333   8451       8103.122   -347.878 
394
      334   8500       8150.481   -349.519 
395
      335   8550       8174.672   -375.328 
396
      336   8550       8198.388   -351.612 
397
      337   8450       8204.654   -245.346 
398
      338   8351.05    8060.998   -290.052 
399
      339   8350       7936.655   -413.345 
400
      340   8350.01    7901.71    -448.3   
401
      341   8350       7944.166   -405.834 
402
      342   8435       7914.695   -520.305 
403
      343   8400       8119.756   -280.244 
404
      344   8500       8019.097   -480.903 
405
      345   8500       8278.537   -221.463 
406
      346   8481       8373.336   -107.664 
407
      347   8472       8309.385   -162.615 
408
      348   8500       8277.094   -222.906 
409
      349   8460       8354.657   -105.343 
410
      350   8500       8217.287   -282.713 
411
      351   8494       8325.965   -168.035 
412
      352   8573.99    8325.145   -248.845 
413
      353   8530.05    8532.459      2.409 
414
      354   8600       8401.866   -198.134 
415
      355   8634       8602.241    -31.759 
416
      356   8675       8686.849     11.849 
417
      357   9250       8698.807   -551.193 
418
      358   9300       9100.118   -199.882 
419
      359   9399.99    9211.248   -188.742 
420
      360   9460       9272.373   -187.627 
421
      361   9416       9367.443    -48.557 
422
      362   9400       9365.403    -34.597 
423
      363   9380       9402.346     22.346 
424
      364   9480       9454.252    -25.748 
425
      365   9293.01    9576.6      283.59  
426
      366   9400       9370.508    -29.492 
427
      367   9300       9520.531    220.531 
428
      368   9241       9467.352    226.352 
429
      369   9300       9455.624    155.624 
430
      370   9330       9537.801    207.801 
431
      371   9400       9603.499    203.499 
432
      372   9360       9627.01     267.01  
433
      373   9300       9374.037     74.037 
434
      374   9250       9155.539    -94.461 
435
      375   9315       8987.577   -327.423 
436
      376   9420       9088.579   -331.421 
437
      377   9360.01    9262.62     -97.39  
438
      378   9360       9121.228   -238.772 
439
      379   9400       9096.842   -303.158 
440
      380   9360       9410.617     50.617 
441
      381   9350.01    9223.813   -126.197 
442
      382   9262.01    9214.371    -47.639 
443
      383   9221.01    8956.559   -264.451 
444
      384   9222.02    8848.884   -373.136 
445
      385   9120.01    8864.129   -255.881 
446
      386   9150       8726.685   -423.315 
447
      387   9020       8814.284   -205.716 
448
      388   9000       8579.239   -420.761 
449
      389   9000       8539.772   -460.228 
450
      390   8950       8507.85    -442.15  
451
      391   8910       8375.764   -534.236 
452
      392   8900       8273.279   -626.721 
453
      393   8900       8229.977   -670.023 
454
      394   8920       8243.026   -676.974 
455
      395   9034       8379.988   -654.012 
456
      396   9000       8724.475   -275.525 
457
      397   8951.01    8641.301   -309.709 
458
      398   9000       8549.13    -450.87  
459
      399   9000       8679.941   -320.059 
460
      400   9000.06    8740.026   -260.034 
461
      401   9060       8724.6     -335.4   
462
      402   8970       8996.645     26.645 
463
      403   8930       8758.229   -171.771 
464
      404   8900       8598.79    -301.21  
465
      405   8969       8481.232   -487.768 
466
      406   8940       8831.704   -108.296 
467
      407   8969       8724.617   -244.383 
468
      408   8959.99    8865.333    -94.657 
469
      409   8900       8775.807   -124.193 
470
      410   8829       8383.057   -445.943 
471
      411   8810.01    8336.066   -473.944 
472
      412   8810.01    8274.683   -535.327 
473
      413   8835       8255.434   -579.566 
474
      414   8850       8367.98    -482.02  
475
      415   8700       8426.484   -273.516 
476
      416   8765       7871.089   -893.911 
477
      417   8770.1     8253.098   -517.002 
478
      418   8790.03    8304.405   -485.625 
479
      419   8850       8398.133   -451.867 
480
      420   8860       8594.461   -265.539 
481
      421   8900       8618.277   -281.723 
482
      422   8850       8733.718   -116.282 
483
      423   8928       8588.6     -339.4   
484
      424   9000       8689.794   -310.206 
485
      425   9030       8904.753   -125.247 
486
      426   9030       8982.321    -47.679 
487
      427   9000       9041.246     41.246 
488
      428   9000       8985.885    -14.115 
489
      429   9059       9004.935    -54.065 
490
      430   9041       9174.495    133.495 
491
      431   9050.01    9118.867     68.857 
492
      432   9050.01    9163.234    113.224 
493
      433   9200       9177.169    -22.831 
494
      434   9280       9511.213    231.213 
495
      435   9474       9603.911    129.911 
496
      436   9475       9718.171    243.171 
497
      437   9512       9759.722    247.722 
498
      438   9690       9751.625     61.625 
499
      439   9651       9867.28     216.28  
500
      440   9500       9807.135    307.135 
501
      441   9421       9571.723    150.723 
502
      442   9325.03    9452.096    127.066 
503
      443   9290       9302.264     12.264 
504
      444   9313.01    9247.378    -65.632 
505
      445   9330       9327.671     -2.329 
506
      446   9350       9382.974     32.974 
507
      447   9450       9463.157     13.157 
508
      448   9537       9620.049     83.049 
509
      449   9799       9712.999    -86.001 
510
      450   9794       9948.164    154.164 
511
      451   9720.01    9905.322    185.312 
512
      452   9730       9751.767     21.767 
513
      453   9900       9736.609   -163.391 
514
      454   9984.99    9881.483   -103.507 
515
      455   9905.02    9961.034     56.014 
516
      456  10000       9910.265    -89.735 
517
      457   9950      10086.123    136.123 
518
      458   9850      10105.698    255.698 
519
      459   9600      10022.18     422.18  
520
      460   9730       9649.04     -80.96  
521
      461   9760       9875.619    115.619 
522
      462   9760       9935.241    175.241 
523
      463   9800       9912.958    112.958 
524
      464   9850       9941.57      91.57  
525
      465   9850      10056.768    206.768 
526
      466   9900      10080.41     180.41  
527
      467   9875      10165.447    290.447 
528
      468   9900      10085.293    185.293 
529
      469   9856.02   10083.457    227.437 
530
      470  10000       9972.193    -27.807 
531
      471   9975.05   10179.739    204.689 
532
      472  10000      10111.539    111.539 
533
      473   9950      10176.635    226.635 
534
      474   9900      10118.043    218.043 
535
      475   9899.99    9936.46      36.47  
536
      476   9900       9941.67      41.67  
537
      477   9900       9976.138     76.138 
538
      478   9870       9936.046     66.046 
539
      479   9820.01    9712.594   -107.416 
540
      480   9730       9546.39    -183.61  
541
      481   9400       9338.964    -61.036 
542
      482   9540       8647.559   -892.441 
543
      483   9580       9271.343   -308.657 
544
      484   9799.99    9386.693   -413.297 
545
      485   9600       9844.117    244.117 
546
      486   9540       9458.637    -81.363 
547
      487   9530.08    9300.76    -229.32  
548
      488   9800       9256.824   -543.176 
549
      489   9799.99    9837.628     37.638 
550
      490   9860       9815.415    -44.585 
551
      491   9940       9902.62     -37.38  
552
      492   9949       9975.225     26.225 
553
      493  10000      10001.281      1.281 
554
      494  10050      10091.608     41.608 
555
      495  10100      10182.308     82.308 
556
      496  10070      10307.481    237.481 
557
      497  10101.01   10277.47     176.46  
558
      498  10101.01   10385.66     284.65  
559
      499  10150      10428.32     278.32  
560
      500  10150      10540.339    390.339 
561
      501  10150      10602.567    452.567 
562
      502  10300      10596.268    296.268 
563
      503  10600      10769.383    169.383 
564
      504  10450      10880.678    430.678 
565
      505  10700      10747.767     47.767 
566
      506  10750      10907.645    157.645 
567
      507  10630      10944.392    314.392 
568
      508  10700      10792.088     92.088 
569
      509  10600.01   10875.55     275.54  
570
      510  10550      10746.432    196.432 
571
      511  10575      10703.395    128.395 
572
      512  10050.11   10770.951    720.841 
573
      513  10650       9850.335   -799.665 
574
      514  10650      10777.285    127.285 
575
      515  10650      10824.345    174.345 
576
      516  10698      10871.645    173.645 
577
      517  10699.77   10955.857    256.087 
578
      518  10698      10937.382    239.382 
579
      519  10698      10929.866    231.866 
580
      520  10650      10914.563    264.563 
581
      521  10650      10811.997    161.997 
582
      522  10650      10833.405    183.405 
583
      523  10680      10821.363    141.363 
584
      524  10765      10937.277    172.277 
585
      525  10750      11093.564    343.564 
586
      526  10750      11095.51     345.51  
587
      527  10750      11213.163    463.163 
588
      528  10650      11157.952    507.952 
589
      529  10600      10916.627    316.627 
590
      530  10750      10777.894     27.894 
591
      531  10645      11094.182    449.182 
592
      532  10400      10825.562    425.562 
593
      533  10500.01   10214.995   -285.015 
594
      534  10500      10502.405      2.405 
595
      535  10750      10503.371   -246.629 
596
      536  10750      11049.575    299.575 
597
      537  10787.5    11063.864    276.364 
598
      538  10800      11123.369    323.369 
599
      539  10750      11112.642    362.642 
600
      540  10780      10994.426    214.426 
601
      541  10879      11020.058    141.058 
602
      542  11000      11162.186    162.186 
603
      543  11250      11252.875      2.875 
604
      544  11276      11347.721     71.721 
605
      545  11231      11419.949    188.949 
606
      546  11200      11475.641    275.641 
607
      547  11100      11544.063    444.063 
608
      548  11000.01   11399.227    399.217 
609
      549  11100      11234.192    134.192 
610
      550  11062.6    11358.326    295.726 
611
      551  11000      11287.704    287.704 
612
      552  11150      11117.183    -32.817 
613
      553  11250      11459.094    209.094 
614
      554  11369      11658.329    289.329 
615
      555  11210      11816.412    606.412 
616
      556  11487      11497.3       10.3   
617
      557  11350      11806.445    456.445 
618
      558  11200.01   11536.801    336.791 
619
      559  11130      11171.771     41.771 
620
      560  11067      11004.964    -62.036 
621
      561  11190      10843.382   -346.618 
622
      562  11210      11143.853    -66.147 
623
      563  11205      11247.337     42.337 
624
      564  11200      11253.888     53.888 
625
      565  11100      11248.014    148.014 
626
      566  11100      11015.081    -84.919 
627
      567  11001      10897.66    -103.34  
628
      568  11001      10651.891   -349.109 
629
      569  11000      10626.551   -373.449 
630
      570  10999      10641.314   -357.686 
631
      571  10950.02   10582.992   -367.028 
632
      572  11000      10442.907   -557.093 
633
      573  10950.02   10732.814   -217.206 
634
      574  10950.01   10518.585   -431.425 
635
      575  10950      10519.507   -430.493 
636
      576  10950      10523.225   -426.775 
637
      577  10950      10487.443   -462.557 
638
      578  10900.01   10485.716   -414.294 
639
      579  10950      10265.999   -684.001 
640
      580  10900      10607.607   -292.393 
641
      581  10900      10323.248   -576.752 
642
      582  10900      10319.525   -580.475 
643
      583  10881      10314.01    -566.99  
644
      584  10880      10218.887   -661.113 
645
      585  10880.12   10205.786   -674.334 
646
      586  11005      10250.819   -754.181 
647
      587  11005      11368.306    363.306 
648
      588  10665      11380.122    715.122 
649
      589  10665       9735.158   -929.842 
650

651
=== Evaluation on test split ===
652

653
Time taken to test model on test split: 0.35 seconds
654

655
=== Summary ===
656

657
Correlation coefficient                  0.9681
658
Mean absolute error                    269.2985
659
Root mean squared error                337.3424
660
Relative absolute error                 11.0613 %
661
Root relative squared error             12.9557 %
662
Total Number of Instances              589     
663

664

665