=== Run information ===
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
Relation: zse_export_ATGR-R-A-features
Instances: 2160
Attributes: 7
rsi
mfi
ema
so
macd
sl
cl_p
Test mode: split 70.0% train, remainder test
=== Classifier model (full training set) ===
Linear Node 0
Inputs Weights
Threshold 0.03491694689473347
Node 1 -1.4921562399176915
Node 2 1.2481507916624475
Node 3 -0.8178754636305544
Sigmoid Node 1
Inputs Weights
Threshold -4.174664703450619
Attrib rsi -1.621130883428884
Attrib mfi 0.2857782101962333
Attrib ema -2.3551333661781855
Attrib so 0.24877015973462677
Attrib macd -0.1938384576389937
Attrib sl 0.7154459789599928
Sigmoid Node 2
Inputs Weights
Threshold -1.8809531260916679
Attrib rsi 0.47020331115043046
Attrib mfi -0.019576377981085552
Attrib ema 2.782570923359218
Attrib so 0.005428688461976127
Attrib macd 0.025528554103184796
Attrib sl -0.3362842542032749
Sigmoid Node 3
Inputs Weights
Threshold -1.3276214401906774
Attrib rsi -0.6074522228005231
Attrib mfi 0.015324129476103641
Attrib ema -3.2315643275533255
Attrib so 0.0298629971393821
Attrib macd -0.6492660784630185
Attrib sl 0.5213426429001132
Class
Input
Node 0
Time taken to build model: 36.05 seconds
=== Predictions on test split ===
inst# actual predicted error
1 770 756.712 -13.288
2 767.01 771.41 4.4
3 780 766.278 -13.722
4 780 786.114 6.114
5 788 786.423 -1.577
6 798 793.639 -4.361
7 803 799.991 -3.009
8 809.01 803.116 -5.894
9 793 805.688 12.688
10 787 788.445 1.445
11 808.44 784.198 -24.242
12 793 799.708 6.708
13 790 790.151 0.151
14 784 790.203 6.203
15 780.01 788.187 8.177
16 775.03 786.299 11.269
17 789 783.326 -5.674
18 788 793.349 5.349
19 782 792.757 10.757
20 782.01 786.774 4.764
21 796 784.648 -11.352
22 802 793.907 -8.093
23 791 796.234 5.234
24 790 786.747 -3.253
25 805 786.509 -18.491
26 814 795.458 -18.542
27 816.85 801.064 -15.786
28 825.01 803.241 -21.769
29 835 807.806 -27.194
30 843.5 813.69 -29.81
31 835.33 819.003 -16.327
32 834.5 817.427 -17.073
33 830.55 819.842 -10.708
34 854 820.601 -33.399
35 868.5 829.09 -39.41
36 867 832.969 -34.031
37 879 833.887 -45.113
38 903 837.591 -65.409
39 936 841.279 -94.721
40 918.01 844.216 -73.794
41 925 843.182 -81.818
42 925 845.09 -79.91
43 921 846.209 -74.791
44 925 846.669 -78.331
45 925 847.655 -77.345
46 916 848.515 -67.485
47 905 848.545 -56.455
48 901 848.448 -52.552
49 896 848.737 -47.263
50 881 848.672 -32.328
51 885.01 847.654 -37.356
52 885.02 847.712 -37.308
53 904 847.386 -56.614
54 899.09 848.256 -50.834
55 900 847.374 -52.626
56 901 847.104 -53.896
57 900 846.805 -53.195
58 892 846.528 -45.472
59 897.5 845.114 -52.386
60 900 845.9 -54.1
61 900 846.159 -53.841
62 910.62 846.399 -64.221
63 910 847.988 -62.012
64 906.51 848.39 -58.12
65 906.56 848.533 -58.027
66 917 849.184 -67.816
67 907 850.416 -56.584
68 908.01 849.563 -58.447
69 912 849.736 -62.264
70 921 850.117 -70.883
71 939 850.814 -88.186
72 928.19 851.521 -76.669
73 932.21 851.031 -81.179
74 946 851.29 -94.71
75 960 851.837 -108.163
76 962.01 852.235 -109.775
77 960.05 852.311 -107.739
78 960.02 852.326 -107.694
79 963.57 852.435 -111.135
80 963.7 852.658 -111.042
81 970 852.795 -117.205
82 975.1 853.044 -122.056
83 974.1 853.243 -120.857
84 988.02 853.314 -134.706
85 1010.99 853.525 -157.465
86 1020 853.702 -166.298
87 1062.55 853.785 -208.765
88 1025 853.939 -171.061
89 1015 853.652 -161.348
90 981.01 853.615 -127.395
91 973 853.316 -119.684
92 991 853.286 -137.714
93 980 853.499 -126.501
94 972.05 853.449 -118.601
95 969 853.417 -115.583
96 975 853.432 -121.568
97 990 853.505 -136.495
98 987.11 853.651 -133.459
99 983 853.615 -129.385
100 980.37 853.487 -126.883
101 976 853.388 -122.612
102 979 853.124 -125.876
103 979 853.076 -125.924
104 975 853.038 -121.962
105 989 853.02 -135.98
106 985 853.339 -131.661
107 988.9 853.34 -135.56
108 987 853.456 -133.544
109 1001.11 853.481 -147.629
110 1019.99 853.667 -166.323
111 1030.79 853.84 -176.95
112 1030 853.916 -176.084
113 1036.99 853.944 -183.046
114 1029.2 854.013 -175.187
115 1026.7 853.985 -172.715
116 1026.75 854.005 -172.745
117 1024 854.04 -169.96
118 1024.11 854.037 -170.073
119 1025.01 854.057 -170.953
120 1025.25 854.077 -171.173
121 1021.9 854.092 -167.808
122 982.1 854.074 -128.026
123 990 853.73 -136.27
124 995 853.813 -141.187
125 990 853.828 -136.172
126 983.1 853.739 -129.361
127 991 853.613 -137.387
128 988.05 853.66 -134.39
129 996 853.558 -142.442
130 987 853.617 -133.383
131 995 853.442 -141.558
132 996 853.525 -142.475
133 996.99 853.51 -143.48
134 993.25 853.471 -139.779
135 1000 853.397 -146.603
136 1004.8 853.5 -151.3
137 1010 853.624 -156.376
138 1010 853.717 -156.283
139 1014.99 853.767 -161.223
140 1007 853.858 -153.142
141 1013.99 853.8 -160.19
142 1014 853.893 -160.107
143 1007 853.931 -153.069
144 1010 853.857 -156.143
145 1005.7 853.907 -151.793
146 1011.98 853.862 -158.118
147 1010 853.934 -156.066
148 1001 853.921 -147.079
149 1000 853.809 -146.191
150 992 853.787 -138.213
151 985.5 853.659 -131.841
152 980 853.528 -126.472
153 943 853.406 -89.594
154 943 852.754 -90.246
155 933 852.587 -80.413
156 935 852.292 -82.708
157 935.21 852.173 -83.037
158 940 851.963 -88.037
159 937 852.028 -84.972
160 940 851.712 -88.288
161 939.99 851.678 -88.312
162 925 851.365 -73.635
163 930 850.462 -79.538
164 921.01 850.632 -70.378
165 925 849.865 -75.135
166 934 850.04 -83.96
167 938 850.702 -87.298
168 935.99 851.186 -84.804
169 941.99 851.197 -90.793
170 938 851.744 -86.256
171 940 851.631 -88.369
172 934 851.807 -82.193
173 940 851.493 -88.507
174 941 851.805 -89.195
175 942.01 851.856 -90.154
176 948 851.828 -96.172
177 950 852.208 -97.792
178 951.25 852.285 -98.965
179 952 852.374 -99.626
180 950 852.425 -97.575
181 950 852.297 -97.703
182 948 852.284 -95.716
183 948 852.105 -95.895
184 945.55 852.034 -93.516
185 953 851.809 -101.191
186 943 852.363 -90.637
187 943 851.688 -91.312
188 941 851.718 -89.282
189 936 851.524 -84.476
190 927 851.159 -75.841
191 926 850.409 -75.591
192 926 850.213 -75.787
193 921 850.098 -70.902
194 920.05 849.509 -70.541
195 920.01 849.226 -70.784
196 918 849.01 -68.99
197 915.5 848.608 -66.892
198 915 848.075 -66.925
199 922 847.787 -74.213
200 910 849.495 -60.505
201 913.5 847.843 -65.657
202 913.5 848.36 -65.14
203 910 848.166 -61.834
204 909 847.511 -61.489
205 919.94 847.295 -72.645
206 910 849.687 -60.313
207 930 848.454 -81.546
208 929.99 850.917 -79.073
209 915 850.862 -64.138
210 901 849.523 -51.477
211 907 848.267 -58.733
212 916.06 848.966 -67.094
213 927 849.85 -77.15
214 920 850.626 -69.374
215 918 850.129 -67.871
216 928.8 850.054 -78.746
217 905 850.848 -54.152
218 929 849.171 -79.829
219 919 850.838 -68.162
220 900 850.236 -49.764
221 900 848.996 -51.004
222 892 848.719 -43.281
223 876 847.992 -28.008
224 875.05 846.722 -28.328
225 878 846.51 -31.49
226 880 846.762 -33.238
227 878 846.611 -31.389
228 865 845.923 -19.077
229 866.69 844.023 -22.667
230 879.99 843.511 -36.479
231 890 844.461 -45.539
232 900 845.556 -54.444
233 905 846.079 -58.921
234 910 846.229 -63.771
235 902 846.966 -55.034
236 901 846.217 -54.783
237 912 846.33 -65.67
238 900.01 847.952 -52.058
239 902 847.087 -54.913
240 885 847.593 -37.407
241 882.01 846.149 -35.861
242 895 846.096 -48.904
243 891.01 847.93 -43.08
244 892.01 847.839 -44.171
245 900 848.091 -51.909
246 910 848.813 -61.187
247 903.01 849.446 -53.564
248 905.05 848.631 -56.419
249 920 848.37 -71.63
250 906 849.22 -56.78
251 904.01 847.772 -56.238
252 905 847.293 -57.707
253 903.03 847.434 -55.596
254 898 847.3 -50.7
255 892 846.941 -45.059
256 890 846.559 -43.441
257 895 846.469 -48.531
258 906.99 847.257 -59.733
259 910 848.811 -61.189
260 901 849.198 -51.802
261 909.99 848.161 -61.829
262 904 849.005 -54.995
263 900.01 848.415 -51.595
264 900.02 847.781 -52.239
265 903.03 847.68 -55.35
266 902.1 848.032 -54.068
267 903 847.893 -55.107
268 902 847.98 -54.02
269 897.02 847.966 -49.054
270 905 847.332 -57.668
271 897.02 848.573 -48.447
272 897.01 847.53 -49.48
273 897.1 847.418 -49.682
274 900 847.237 -52.763
275 904.99 847.723 -57.267
276 900.01 848.521 -51.489
277 901.15 847.576 -53.574
278 901 847.795 -53.205
279 900.21 847.723 -52.487
280 900.1 847.56 -52.54
281 898.05 847.576 -50.474
282 898.01 847.002 -51.008
283 900 846.769 -53.231
284 885 847.787 -37.213
285 862.1 844.304 -17.796
286 889.98 840.428 -49.552
287 880.25 846.951 -33.299
288 881.03 845.511 -35.519
289 885 845.506 -39.494
290 880 845.888 -34.112
291 870 844.896 -25.104
292 875 842.904 -32.096
293 876.5 843.539 -32.961
294 872 843.319 -28.681
295 873 841.946 -31.054
296 884 841.635 -42.365
297 884 844.006 -39.994
298 880 843.609 -36.391
299 873 842.812 -30.188
300 881 841.755 -39.245
301 876 843.726 -32.274
302 869.06 842.641 -26.419
303 882 840.799 -41.201
304 872 844.178 -27.822
305 871 841.832 -29.168
306 868.04 842.039 -26.001
307 875 841.402 -33.598
308 887 843.196 -43.804
309 893 845.461 -47.539
310 890 846.223 -43.777
311 904.96 845.586 -59.374
312 904.92 847.16 -57.76
313 904.84 847.114 -57.726
314 899.62 847.295 -52.325
315 900 846.589 -53.411
316 898 846.843 -51.157
317 888.5 846.953 -41.547
318 888 845.392 -42.608
319 876.05 845.698 -30.352
320 876 843.794 -32.206
321 865 844.088 -20.912
322 865 842.284 -22.716
323 867 842.003 -24.997
324 859 842.131 -16.869
325 859.5 839.877 -19.623
326 855 839.158 -15.842
327 859.5 836.891 -22.609
328 851.4 837.822 -13.578
329 850 834.168 -15.832
330 842.1 832.321 -9.779
331 845 828.274 -16.726
332 848 829.145 -18.855
333 848 829.679 -18.321
334 845 828.978 -16.022
335 845.39 827.158 -18.232
336 850 827.447 -22.553
337 846.12 831.276 -14.844
338 855.99 829.243 -26.747
339 856.62 835.581 -21.039
340 860 835.879 -24.121
341 858 837.673 -20.327
342 860 836.739 -23.261
343 850.2 837.874 -12.326
344 853 833.033 -19.967
345 851 834.666 -16.334
346 851.72 833.478 -18.242
347 850.3 833.807 -16.493
348 845 833.094 -11.906
349 830 829.714 -0.286
350 840 823.327 -16.673
351 831.8 830.255 -1.545
352 830 826.78 -3.22
353 832.01 824.856 -7.154
354 821.05 824.532 3.482
355 822 817.372 -4.628
356 829.2 815.741 -13.459
357 831.5 819.682 -11.818
358 819.99 820.213 0.223
359 822 812.632 -9.368
360 816.25 813.276 -2.974
361 816.71 808.531 -8.179
362 817.45 807.278 -10.172
363 824.7 806.703 -17.997
364 853 814.562 -38.438
365 856 830.038 -25.962
366 848 830.771 -17.229
367 851.05 828.172 -22.878
368 853 830.096 -22.904
369 864 832.221 -31.779
370 855.8 836.039 -19.761
371 863 833.347 -29.653
372 855 836.157 -18.843
373 850 834.564 -15.436
374 846.55 833.779 -12.771
375 845.01 834.074 -10.936
376 845 834.604 -10.396
377 838.29 835.365 -2.925
378 833.01 833.429 0.419
379 837 830.296 -6.704
380 835.02 830.504 -4.516
381 831.51 828.402 -3.108
382 831.57 825.448 -6.122
383 831.71 824.187 -7.523
384 833 822.639 -10.361
385 834.26 823.248 -11.012
386 828 822.324 -5.676
387 828.06 816.818 -11.242
388 830.01 816.064 -13.946
389 840 817.284 -22.716
390 837.62 825.87 -11.75
391 837.66 824.714 -12.946
392 838.01 825.202 -12.808
393 840 826.148 -13.852
394 832 827.81 -4.19
395 830.11 822.115 -7.995
396 830.12 821.428 -8.692
397 825 821.681 -3.319
398 824 817.604 -6.396
399 820 816.621 -3.379
400 805 813.707 8.707
401 809.9 804.249 -5.651
402 807.02 810.349 3.329
403 808.01 807.38 -0.63
404 813.9 806.181 -7.719
405 812 811.274 -0.726
406 819.01 807.57 -11.44
407 812 813.351 1.351
408 815.5 806.313 -9.187
409 828.2 808.382 -19.818
410 838 818.162 -19.838
411 832.9 823.392 -9.508
412 818 820.292 2.292
413 822.12 810.509 -11.611
414 822.21 813.73 -8.48
415 821.01 815.485 -5.525
416 819.08 815.345 -3.735
417 820.05 814.945 -5.105
418 813.1 816.941 3.841
419 806 811.956 5.956
420 805.09 808.119 3.029
421 807 807.127 0.127
422 806.51 808.31 1.8
423 808 807.335 -0.665
424 810 807.147 -2.853
425 810.01 807.288 -2.722
426 810 804.526 -5.474
427 810.03 803.426 -6.604
428 813.01 802.364 -10.646
429 814.01 805.872 -8.138
430 814.01 806.607 -7.403
431 813.02 806.4 -6.62
432 813.02 804.778 -8.242
433 813 805.359 -7.641
434 810.11 806.1 -4.01
435 815 802.031 -12.969
436 810.11 812.469 2.359
437 811 805.168 -5.832
438 811 807.535 -3.465
439 805.2 808.58 3.38
440 807.57 800.129 -7.441
441 812.9 804.076 -8.824
442 812.97 812.775 -0.195
443 808.19 812.36 4.17
444 809 804.748 -4.252
445 813 805.109 -7.891
446 812.21 809.807 -2.403
447 812.25 809.22 -3.03
448 810.01 808.919 -1.091
449 810 805.16 -4.84
450 809 804.784 -4.216
451 808 803.124 -4.876
452 802 801.659 -0.341
453 805 791.957 -13.043
454 810 798.444 -11.556
455 810 807.842 -2.158
456 810 807.83 -2.17
457 815 807.772 -7.228
458 810.03 815.237 5.207
459 805.5 808.175 2.675
460 805 801.238 -3.762
461 805 799.672 -5.328
462 807.9 799.247 -8.653
463 800.16 804.62 4.46
464 800.01 791.839 -8.171
465 802.01 791.286 -10.724
466 803.05 794.952 -8.098
467 805 797.513 -7.487
468 808.51 802.529 -5.981
469 814.88 808.361 -6.519
470 815 816.158 1.158
471 823 814.967 -8.033
472 828.98 820.629 -8.351
473 825 824.117 -0.883
474 823.5 820.534 -2.966
475 823 819.629 -3.371
476 815.3 819.713 4.413
477 819.91 811.305 -8.605
478 814.11 816.962 2.852
479 814.56 811.811 -2.749
480 816 813.107 -2.893
481 815.01 815.19 0.18
482 815 814.574 -0.426
483 814.11 814.775 0.665
484 815 812.985 -2.015
485 814.3 813.455 -0.845
486 815 811.72 -3.28
487 812.61 811.497 -1.113
488 812.61 806.503 -6.107
489 812.5 805.828 -6.672
490 812.51 805.104 -7.406
491 815 804.637 -10.363
492 810.01 810.702 0.692
493 808.51 801.016 -7.494
494 818.99 799.41 -19.58
495 820 819.037 -0.963
496 815.01 820.369 5.359
497 819.89 812.996 -6.894
498 819.98 819.989 0.009
499 825 820.128 -4.872
500 830 824.216 -5.784
501 820 826.702 6.702
502 820.01 816.531 -3.479
503 820 817.22 -2.78
504 815 817.656 2.656
505 815.01 812.534 -2.476
506 815.15 812.24 -2.91
507 815.01 812.883 -2.127
508 815.02 812.766 -2.254
509 815.01 812.487 -2.523
510 815 811.521 -3.479
511 815.98 810.923 -5.057
512 813.01 813.367 0.357
513 820 807.392 -12.608
514 815.25 817.717 2.467
515 820 810.401 -9.599
516 816.71 816.506 -0.204
517 821.01 812.652 -8.358
518 818.05 818.118 0.068
519 815 814.35 -0.65
520 815.1 811.079 -4.021
521 815.41 811.64 -3.77
522 820 812.852 -7.148
523 814.5 819.619 5.119
524 814 812.175 -1.825
525 800 811.836 11.836
526 792.1 798.537 6.437
527 792.17 792.566 0.396
528 793 791.09 -1.91
529 811.6 790.973 -20.627
530 815 813.389 -1.611
531 813.28 814.869 1.589
532 812.5 812.677 0.177
533 815 811.307 -3.693
534 815.01 813.033 -1.977
535 815 812.535 -2.465
536 816 812.301 -3.699
537 820 812.549 -7.451
538 818.02 816.298 -1.722
539 817.36 813.741 -3.619
540 824.99 814.549 -10.441
541 820.05 821.888 1.838
542 823 818.614 -4.386
543 833 822.614 -10.386
544 822.02 828.175 6.155
545 818 819.343 1.343
546 818 815.692 -2.308
547 820 815.68 -4.32
548 825.5 817.152 -8.348
549 820 821.872 1.872
550 814 816.946 2.946
551 816.06 811.508 -4.552
552 816 812.915 -3.085
553 814.2 812.87 -1.33
554 814.2 810.759 -3.441
555 814.03 809.765 -4.265
556 815 808.765 -6.235
557 814.05 809.608 -4.442
558 814.1 807.312 -6.788
559 815.01 806.891 -8.119
560 815.01 808.342 -6.668
561 816 808.275 -7.725
562 816.6 810.358 -6.242
563 816.01 811.447 -4.563
564 817.11 811.029 -6.081
565 824 813.568 -10.432
566 820 823.771 3.771
567 816.1 817.249 1.149
568 820.01 810.825 -9.185
569 815.55 817.248 1.698
570 822 811.008 -10.992
571 822 820.512 -1.488
572 823 820.497 -2.503
573 836.5 822.306 -14.194
574 835.01 830.239 -4.771
575 840 829.123 -10.877
576 848 831.766 -16.234
577 865.9 834.28 -31.62
578 862 837.768 -24.232
579 854 836.422 -17.578
580 847 832.982 -14.018
581 857 830.168 -26.832
582 860 834.543 -25.457
583 863.97 836.358 -27.612
584 871.5 838.41 -33.09
585 871.99 840.837 -31.153
586 877.2 841.85 -35.35
587 865.01 843.203 -21.807
588 865.01 840.066 -24.944
589 866.05 840.761 -25.289
590 869.5 841.272 -28.228
591 878.05 842.16 -35.89
592 877.85 843.538 -34.312
593 880.21 843.687 -36.523
594 877.01 844.383 -32.627
595 879.01 843.911 -35.099
596 879.99 844.637 -35.353
597 881 845.134 -35.866
598 875 845.636 -29.364
599 871 843.575 -27.425
600 867.5 842.3 -25.2
601 865.5 840.898 -24.602
602 867 840.369 -26.631
603 875.9 841.047 -34.853
604 866.05 844.303 -21.747
605 866.15 840.988 -25.162
606 869 840.967 -28.033
607 866.13 842.011 -24.119
608 867.03 840.745 -26.285
609 860.02 840.932 -19.088
610 868 838.116 -29.884
611 866 840.842 -25.158
612 865 839.767 -25.233
613 879.1 839.406 -39.694
614 877.55 843.734 -33.816
615 877 843.316 -33.684
616 857.11 843.342 -13.768
617 873 837.059 -35.941
618 875.3 841.762 -33.538
619 877.26 842.43 -34.83
620 877.51 843.239 -34.271
621 872.05 843.39 -28.66
622 880 842.093 -37.907
623 883.77 844.077 -39.693
624 875 845.164 -29.836
625 885.99 843.349 -42.641
626 884 845.462 -38.538
627 890 844.981 -45.019
628 890.01 845.791 -44.219
629 885 845.819 -39.181
630 885.2 844.693 -40.507
631 872.2 845.188 -27.012
632 873.01 842.079 -30.931
633 873 842.04 -30.96
634 870 842.061 -27.939
635 869.05 841.294 -27.756
636 869.05 841.147 -27.903
637 869.1 840.895 -28.205
638 873 840.574 -32.426
639 867.76 842.064 -25.696
640 867.05 839.8 -27.25
641 865 839.502 -25.498
642 865.02 838.136 -26.884
643 870 837.514 -32.486
644 870 839.93 -30.07
645 880 839.627 -40.373
646 885 844.031 -40.969
647 873.65 845.037 -28.613
648 882 841.303 -40.697
=== Evaluation on test split ===
Time taken to test model on test split: 0.4 seconds
=== Summary ===
Correlation coefficient 0.8632
Mean absolute error 43.4699
Root mean squared error 62.7853
Relative absolute error 17.7866 %
Root relative squared error 24.9089 %
Total Number of Instances 648
