=== 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_INA-R-A-features
Instances: 1884
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 0.02227315141550372
Node 1 0.5951348656202557
Node 2 0.8152337309824629
Node 3 -1.2543230040560853
Sigmoid Node 1
Inputs Weights
Threshold -2.4629732192528433
Attrib rsi -0.8342650188643955
Attrib mfi 0.32813197318373233
Attrib ema 4.2755937142424285
Attrib so -0.052237635031398055
Attrib macd -0.147060303201557
Attrib sl -0.5723477801517406
Sigmoid Node 2
Inputs Weights
Threshold -2.0808660264895185
Attrib rsi 1.3769782729750404
Attrib mfi -0.27866666937003604
Attrib ema 1.7665008578798373
Attrib so 0.1708082712775889
Attrib macd 0.19771638382866352
Attrib sl -0.1501515013762692
Sigmoid Node 3
Inputs Weights
Threshold -1.5680967286197487
Attrib rsi -0.9394559781542294
Attrib mfi 0.1426311017750216
Attrib ema -2.9649511941394677
Attrib so 0.16601737201815123
Attrib macd -0.6792198910070653
Attrib sl 0.8529495633639091
Class
Input
Node 0
Time taken to build model: 30.48 seconds
=== Predictions on test split ===
inst# actual predicted error
1 3450 3322.898 -127.102
2 3400 3309.284 -90.716
3 3350.01 3305.31 -44.7
4 3326.2 3300.637 -25.563
5 3499 3300.068 -198.932
6 3350.01 3371.381 21.371
7 3320 3334.177 14.177
8 3325 3300.637 -24.363
9 3400 3304.621 -95.379
10 3305 3318.658 13.658
11 3310 3297.987 -12.013
12 3340.01 3302.928 -37.082
13 3400 3293.411 -106.589
14 3490 3294.496 -195.504
15 3400 3311.617 -88.383
16 3450 3265.186 -184.814
17 3400 3282.267 -117.733
18 3350 3269.997 -80.003
19 3300.01 3265.365 -34.645
20 3350 3235.275 -114.725
21 3370 3259.651 -110.349
22 3380 3276.892 -103.108
23 3350 3292.74 -57.26
24 3450 3276.67 -173.33
25 3300 3329.968 29.968
26 3300 3289.427 -10.573
27 3300 3283.709 -16.291
28 3300 3265.026 -34.974
29 3350 3242.44 -107.56
30 3450 3259.536 -190.464
31 3325 3296.758 -28.242
32 3300 3231.787 -68.213
33 3300 3226.276 -73.724
34 3325 3245.567 -79.433
35 3300 3248.093 -51.907
36 3310 3235.092 -74.908
37 3280 3229.268 -50.732
38 3500 3220.462 -279.538
39 3600 3319.369 -280.631
40 3550 3394.104 -155.896
41 3500 3368.27 -131.73
42 3600 3344.499 -255.501
43 3600 3413.486 -186.514
44 3580 3426.719 -153.281
45 3580 3409.029 -170.971
46 3580 3422.213 -157.787
47 3650 3439.411 -210.589
48 3750 3508.184 -241.816
49 3890 3589.375 -300.625
50 3999.99 3674.906 -325.084
51 4040 3734.562 -305.438
52 4199 3783.578 -415.422
53 4025 3824.148 -200.852
54 3975 3760.544 -214.456
55 3950 3758.886 -191.114
56 3935 3777.935 -157.065
57 3910 3787.663 -122.337
58 3900 3794.28 -105.72
59 4000 3818.341 -181.659
60 4000 3896.001 -103.999
61 3900 3938.367 38.367
62 4025 3902.98 -122.02
63 4050 3981.931 -68.069
64 4030 4006.422 -23.578
65 3964 3994.061 30.061
66 4000 3947.545 -52.455
67 3510 3932.951 422.951
68 4000 3751.217 -248.783
69 4000 3885.205 -114.795
70 3950 3902.216 -47.784
71 3950 3905.995 -44.005
72 4000 3927.4 -72.6
73 4020 3967.978 -52.022
74 3950 3983.623 33.623
75 4000 3958.359 -41.641
76 4020 3997.461 -22.539
77 4000 4008.905 8.905
78 4000 3996.47 -3.53
79 4000 3996.119 -3.881
80 4000 3997.28 -2.72
81 3950 3996.211 46.211
82 3950 4014.31 64.31
83 3950 4018.667 68.667
84 3950 4013.198 63.198
85 4020 4038.741 18.741
86 4020 4059.816 39.816
87 4020 4053.899 33.899
88 4000 4046.704 46.704
89 4035 4040.664 5.664
90 4050 4063.358 13.358
91 4100 4075.71 -24.29
92 4000 4118.073 118.073
93 3950 4032.401 82.401
94 4000 3996.418 -3.582
95 4030 4030.484 0.484
96 3952.02 4056.982 104.962
97 3952 4005.377 53.377
98 3952 4010.028 58.028
99 4000 4015.294 15.294
100 3950 4052.362 102.362
101 4000 4011.216 11.216
102 3950 4048.048 98.048
103 3950 4009.633 59.633
104 3950 4004.533 54.533
105 4000 3996.553 -3.447
106 3950 4021.636 71.636
107 4050 3982.357 -67.643
108 4000 4055.451 55.451
109 3950 4020.305 70.305
110 4000 3984.315 -15.685
111 3950 4021.369 71.369
112 4000 3997.397 -2.603
113 3950 4030.453 80.453
114 4000 3997.937 -2.063
115 4000 4030.773 30.773
116 3950 4028.868 78.868
117 3999.98 3999.535 -0.445
118 3925 4031.595 106.595
119 4000 3982.406 -17.594
120 3925 4027.109 102.109
121 3900 3986.003 86.003
122 3800 3952.54 152.54
123 3825 3879.834 54.834
124 3825.07 3893.384 68.314
125 3825 3883.102 58.102
126 3825 3878.877 53.877
127 3825 3867.923 42.923
128 3850 3865.06 15.06
129 3940 3880.651 -59.349
130 3800.01 3950.903 150.893
131 3800 3852.476 52.476
132 3800 3837.452 37.452
133 3800 3832.552 32.552
134 3800 3816.075 16.075
135 3818.88 3808.327 -10.553
136 3773 3823.739 50.739
137 3561.01 3802.718 241.708
138 3560 3735.645 175.645
139 3430 3726.605 296.605
140 3510.01 3707.398 197.388
141 3350.02 3712.238 362.218
142 3350.1 3683.647 333.547
143 3500 3647.04 147.04
144 3620 3620.604 0.604
145 3500 3648.401 148.401
146 3700 3588.85 -111.15
147 3900 3643.811 -256.189
148 3765 3707.461 -57.539
149 3710.01 3637.588 -72.422
150 3710.01 3596.074 -113.936
151 3710.01 3577.313 -132.697
152 3710.01 3590.015 -119.995
153 3710 3601.407 -108.593
154 3502.02 3629.125 127.105
155 3650 3574.589 -75.411
156 3650 3647.44 -2.56
157 3650 3680.211 30.211
158 3650 3691.571 41.571
159 3650 3688.358 38.358
160 3700 3704.241 4.241
161 3750 3711.173 -38.827
162 3675 3685.238 10.238
163 3650 3638.655 -11.345
164 3650 3612.335 -37.665
165 3650 3607.652 -42.348
166 3650 3587.665 -62.335
167 3650 3581.95 -68.05
168 3650 3574.942 -75.058
169 3850 3602.761 -247.239
170 3711 3721.199 10.199
171 3700 3649.066 -50.934
172 3700 3652.361 -47.639
173 3675 3658.323 -16.677
174 3799 3651.308 -147.692
175 3665 3714.855 49.855
176 3700 3639.244 -60.756
177 3700 3661.318 -38.682
178 3700 3673.032 -26.968
179 3899 3675.707 -223.293
180 3700 3782.317 82.317
181 3700 3690.694 -9.306
182 3700.1 3696.276 -3.824
183 3750 3700.936 -49.064
184 3705 3706.433 1.433
185 3700 3686.729 -13.271
186 3700 3686.672 -13.328
187 3665 3682.596 17.596
188 3665 3671.046 6.046
189 3665 3653.897 -11.103
190 3625 3663.879 38.879
191 3625 3636.988 11.988
192 3625 3626.42 1.42
193 3625 3625.613 0.613
194 3625 3593.868 -31.132
195 3590 3597.401 7.401
196 3590 3576.071 -13.929
197 3585 3566.692 -18.308
198 3585 3556.637 -28.363
199 3550 3548.218 -1.782
200 3551.26 3524.856 -26.404
201 3550 3523.836 -26.164
202 3600 3512.477 -87.523
203 3550 3542.012 -7.988
204 3590 3503.994 -86.006
205 3550 3534.204 -15.796
206 3550.01 3514.288 -35.722
207 3600 3508.496 -91.504
208 3570 3541.215 -28.785
209 3550 3513.973 -36.027
210 3600 3499.477 -100.523
211 3600 3533.268 -66.732
212 3550 3530.745 -19.255
213 3550 3504.291 -45.709
214 3610 3510.605 -99.395
215 3600 3549.221 -50.779
216 3550 3553.612 3.612
217 3630 3517.122 -112.878
218 3550 3576.151 26.151
219 3550 3516.471 -33.529
220 3500 3510.33 10.33
221 3500 3480.898 -19.102
222 3500 3461.298 -38.702
223 3550 3459.575 -90.425
224 3650 3497.008 -152.992
225 3510 3566.673 56.673
226 3506 3461.907 -44.093
227 3500 3457.888 -42.112
228 3455 3455.559 0.559
229 3455 3424.916 -30.084
230 3260.19 3413.981 153.791
231 3440 3410.872 -29.128
232 3350 3393.73 43.73
233 3350 3366.331 16.331
234 3400 3354.131 -45.869
235 3350 3374.85 24.85
236 3455 3359.249 -95.751
237 3400.01 3392.123 -7.887
238 3351 3355.161 4.161
239 3540 3306.849 -233.151
240 3540 3382.814 -157.186
241 3540 3382.15 -157.85
242 3585.99 3380.307 -205.683
243 3590 3414.251 -175.749
244 3411.01 3422.209 11.199
245 3455 3376.224 -78.776
246 3400 3395.846 -4.154
247 3400 3395.727 -4.273
248 3400 3398.314 -1.686
249 3350 3395.984 45.984
250 3350.01 3399.402 49.392
251 3500 3384.5 -115.5
252 3400.24 3431.394 31.154
253 3405 3403.953 -1.047
254 3400 3385.054 -14.946
255 3420 3352.885 -67.115
256 3420 3342.89 -77.11
257 3420 3319.556 -100.444
258 3450 3296.298 -153.702
259 3450 3314.214 -135.786
260 3450 3310.154 -139.846
261 3500 3324.225 -175.775
262 3420 3369.729 -50.271
263 3500 3329.632 -170.368
264 3500 3382.163 -117.837
265 3500.01 3401.634 -98.376
266 3500.01 3404.539 -95.471
267 3500 3416.709 -83.291
268 3500 3420.477 -79.523
269 3550 3428.342 -121.658
270 3550 3475.586 -74.414
271 3500 3483.139 -16.861
272 3445.01 3435.636 -9.374
273 3435 3383.811 -51.189
274 3500.5 3373.6 -126.9
275 3500 3418.149 -81.851
276 3500 3412.05 -87.95
277 3500 3419.335 -80.665
278 3500 3417.685 -82.315
279 3500 3417.933 -82.067
280 3500 3418.373 -81.627
281 3500 3420.092 -79.908
282 3500 3423.886 -76.114
283 3500 3426.825 -73.175
284 3500 3420.941 -79.059
285 3500 3416.265 -83.735
286 3500 3418.115 -81.885
287 3560 3437.922 -122.078
288 3500 3561.953 61.953
289 3500 3438.943 -61.057
290 3500 3441.955 -58.045
291 3500 3447.044 -52.956
292 3500 3447.44 -52.56
293 3500 3442.62 -57.38
294 3500 3442.772 -57.228
295 3500 3442.941 -57.059
296 3500.01 3441.052 -58.958
297 3500.01 3442.865 -57.145
298 3500 3446.365 -53.635
299 3500 3444.945 -55.055
300 3500 3446.402 -53.598
301 3500 3450.725 -49.275
302 3500 3441.795 -58.205
303 3500 3458.166 -41.834
304 3500 3462.629 -37.371
305 3500 3465.07 -34.93
306 3500 3469.534 -30.466
307 3400 3485.373 85.373
308 3500 3520.247 20.247
309 3402 3464.094 62.094
310 3400 3427.582 27.582
311 3400 3423.089 23.089
312 3400.01 3393.769 -6.241
313 3410 3391.576 -18.424
314 3410 3363.661 -46.339
315 3410 3355.472 -54.528
316 3400 3343.812 -56.188
317 3400 3332.068 -67.932
318 3300 3313.736 13.736
319 3300 3335.006 35.006
320 3300 3309.51 9.51
321 3300 3283.229 -16.771
322 3300 3290.532 -9.468
323 3300 3271.303 -28.697
324 3300 3281.19 -18.81
325 3275 3271.249 -3.751
326 3275 3290.546 15.546
327 3275 3272.485 -2.515
328 3275 3284.892 9.892
329 3275 3264.755 -10.245
330 3250 3258.016 8.016
331 3225 3261.889 36.889
332 3225 3275.965 50.965
333 3175 3288.271 113.271
334 3150 3295.853 145.853
335 3150 3293.237 143.237
336 3200 3266.58 66.58
337 3200 3134.05 -65.95
338 3200 3123.908 -76.092
339 3200 3112.439 -87.561
340 3200 3115.692 -84.308
341 3250 3108.748 -141.252
342 3200 3099.468 -100.532
343 3200 3068.05 -131.95
344 3200 3066.06 -133.94
345 3150 3060.397 -89.603
346 3150 3066.165 -83.835
347 3150.01 3066.967 -83.043
348 3150 3082.988 -67.012
349 3150 3101.687 -48.313
350 3150 3096.887 -53.113
351 3150 3082.276 -67.724
352 3150 3065.221 -84.779
353 3150 3057.871 -92.129
354 3200 3045.698 -154.302
355 3200 3078.716 -121.284
356 3200 3069.176 -130.824
357 3200 3046.126 -153.874
358 3200 3043.319 -156.681
359 3250 3042.613 -207.387
360 3250 3217.335 -32.665
361 3250 3218.969 -31.031
362 3250 3227.231 -22.769
363 3250 3234.413 -15.587
364 3250 3243.767 -6.233
365 3250 3256.978 6.978
366 3250 3254.387 4.387
367 3250 3258.998 8.998
368 3250 3272.455 22.455
369 3250 3285.981 35.981
370 3250 3289.209 39.209
371 3165 3289.092 124.092
372 3180 3178.236 -1.764
373 3150 3143.086 -6.914
374 3150 3168.788 18.788
375 3150 3167.854 17.854
376 3150 3154.707 4.707
377 3110 3145.054 35.054
378 3110 3166.616 56.616
379 3110 3159.602 49.602
380 2951.36 3150.726 199.366
381 2999.97 3197.129 197.159
382 2820 3102.07 282.07
383 2750 3103.378 353.378
384 2560.02 3071.781 511.761
385 2505.01 3014.998 509.988
386 2600 2958.09 358.09
387 2513.01 2836.816 323.806
388 2575 2795.682 220.682
389 2575 2715.684 140.684
390 2605 2669.524 64.524
391 2650 2623.064 -26.936
392 2655.01 2592.087 -62.923
393 2750 2554.988 -195.012
394 2650 2579.663 -70.337
395 2650.01 2517.181 -132.829
396 2650 2495.374 -154.626
397 2625 2488.803 -136.197
398 2650 2493.685 -156.315
399 2650 2524.579 -125.421
400 2600 2549.227 -50.773
401 2600 2553.75 -46.25
402 2600 2571.029 -28.971
403 2600 2588.169 -11.831
404 2600 2588.856 -11.144
405 2650 2590.378 -59.622
406 2601 2612.748 11.748
407 2650 2588.709 -61.291
408 2650 2600.777 -49.223
409 2650 2583.953 -66.047
410 2575 2554.739 -20.261
411 2361 2517.356 156.356
412 2400.02 2438.826 38.806
413 2400 2423.358 23.358
414 2400 2399.384 -0.616
415 2400 2381.16 -18.84
416 2400 2367.292 -32.708
417 2360 2351.664 -8.336
418 2361.01 2331.073 -29.937
419 2390 2320.746 -69.254
420 2390 2323.318 -66.682
421 2390 2302.761 -87.239
422 2525 2278.087 -246.913
423 2525 2413.715 -111.285
424 2525 2410.072 -114.928
425 2550 2404.588 -145.412
426 2550 2401.622 -148.378
427 2600 2416.136 -183.864
428 2600 2512.714 -87.286
429 2600 2539.244 -60.756
430 2626 2536.958 -89.042
431 2626 2596.502 -29.498
432 2626 2599.24 -26.76
433 2626 2611.558 -14.442
434 2699.99 2624.686 -75.304
435 2700 2769.795 69.795
436 2700 2783.508 83.508
437 2700 2782.793 82.793
438 2700 2753.192 53.192
439 2700 2752.492 52.492
440 2700 2751.919 51.919
441 2700 2753.117 53.117
442 2700 2749.758 49.758
443 2665 2743.601 78.601
444 2665 2612.422 -52.578
445 2665 2614.011 -50.989
446 2650 2619.447 -30.553
447 2700 2576.079 -123.921
448 2700 2654.523 -45.477
449 2700 2655.44 -44.56
450 2850 2656.901 -193.099
451 2850 3000.116 150.116
452 2752.1 3010.953 258.853
453 2650.03 2678.82 28.79
454 2700 2587.538 -112.462
455 2700 2620.039 -79.961
456 2700 2625.719 -74.281
457 2800 2629.941 -170.059
458 2800 2716.859 -83.141
459 2850 2728.799 -121.201
460 2800 2781.381 -18.619
461 2800 2727.017 -72.983
462 2800 2742.436 -57.564
463 2800 2745.491 -54.509
464 2800 2747.557 -52.443
465 2800 2739.994 -60.006
466 2800 2735.907 -64.093
467 2700 2724.861 24.861
468 2700 2644.038 -55.962
469 2700 2664.036 -35.964
470 2700 2660.404 -39.596
471 2675 2663.497 -11.503
472 2675 2641.061 -33.939
473 2675 2628.968 -46.032
474 2700 2611.315 -88.685
475 2700 2618.689 -81.311
476 2750 2608.719 -141.281
477 2800 2661.168 -138.832
478 2800 2721.19 -78.81
479 2900 2714.996 -185.004
480 2900 2918.521 18.521
481 3000 2918.71 -81.29
482 3000 3085.872 85.872
483 3000 3090.445 90.445
484 3000 3097.629 97.629
485 3000 3115.303 115.303
486 3000 3131.678 131.678
487 3000 3150.38 150.38
488 3000 3167.713 167.713
489 3000 3181.634 181.634
490 3000 3213.208 213.208
491 3000 3253.177 253.177
492 2955 3259.296 304.296
493 2955 2991.49 36.49
494 3000 2986.446 -13.554
495 3000 3109.675 109.675
496 2955 3121.654 166.654
497 2955 2946.077 -8.923
498 2955 2938.026 -16.974
499 2955 2934.869 -20.131
500 2955 2933.315 -21.685
501 2955 2931.714 -23.286
502 2955 2936.161 -18.839
503 3025 2936.958 -88.042
504 3025 3122.084 97.084
505 3025 3058.505 33.505
506 3025 3067.888 42.888
507 3025 3074.216 49.216
508 3050 3098.819 48.819
509 3025 3190.862 165.862
510 3100 3032.73 -67.27
511 3100 3217.817 117.817
512 3100 3250.744 150.744
513 3100 3278.569 178.569
514 3100 3286.137 186.137
515 3150 3296.433 146.433
516 3150 3382.948 232.948
517 3150 3411.043 261.043
518 3150 3433.676 283.676
519 3150 3438.538 288.538
520 3150 3441.097 291.097
521 3200 3442.355 242.355
522 3150 3495.492 345.492
523 3150 3198.475 48.475
524 3150 3202.707 52.707
525 3150 3215.996 65.996
526 3150 3289.503 139.503
527 3200 3287.16 87.16
528 3200 3420.724 220.724
529 3200 3422.024 222.024
530 3200 3430.351 230.351
531 3200 3447.192 247.192
532 3200 3428.093 228.093
533 3200 3429.543 229.543
534 3200 3434.061 234.061
535 3200 3441.861 241.861
536 3200 3443.014 243.014
537 3200 3430.086 230.086
538 3200 3435.233 235.233
539 3159 3425.948 266.948
540 3159 3095.823 -63.177
541 3159.01 3101.429 -57.581
542 3159 3095.209 -63.791
543 3125 3098.044 -26.956
544 3125 3068.027 -56.973
545 3159 3046.451 -112.549
546 3110 3080.401 -29.599
547 3200 3019.88 -180.12
548 3200 3136.35 -63.65
549 3250 3135.454 -114.546
550 3250 3264.15 14.15
551 3250 3256.054 6.054
552 3250 3259.792 9.792
553 3250 3264.642 14.642
554 3250 3260.457 10.457
555 3250 3270.239 20.239
556 3195 3266.736 71.736
557 3050 3095.425 45.425
558 3150 3137.687 -12.313
559 3010.12 3108.556 98.436
560 3010 3124.536 114.536
561 2925 3133.889 208.889
562 3200 3131.141 -68.859
563 3202.07 3091.363 -110.707
564 2925 3099.468 174.468
565 2900 2983.731 83.731
=== Evaluation on test split ===
Time taken to test model on test split: 0.34 seconds
=== Summary ===
Correlation coefficient 0.9607
Mean absolute error 86.8096
Root mean squared error 118.6733
Relative absolute error 14.5458 %
Root relative squared error 17.205 %
Total Number of Instances 565