=== 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_THNK-R-A-features
Instances: 1880
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 1.4000962805231691
Node 1 -0.8656339560282535
Node 2 -1.252827249095588
Node 3 -1.3336844388795115
Sigmoid Node 1
Inputs Weights
Threshold -2.106617422065453
Attrib rsi 0.9106273117904174
Attrib mfi 0.12089177070009201
Attrib ema -1.3633336340629416
Attrib so 0.18630938378101608
Attrib macd -0.7105809938944255
Attrib sl 1.4952957424028295
Sigmoid Node 2
Inputs Weights
Threshold 1.0925984860256313
Attrib rsi -1.5398132185368412
Attrib mfi -0.005785463550225331
Attrib ema -1.8216233580701187
Attrib so 0.1402525118617496
Attrib macd -0.07883773500672625
Attrib sl 0.5684166925523128
Sigmoid Node 3
Inputs Weights
Threshold -1.0074809114765113
Attrib rsi -0.29582048143114675
Attrib mfi -0.06533125682152342
Attrib ema -1.7411711784839152
Attrib so -0.14677220515580966
Attrib macd 0.198102171973233
Attrib sl -0.5257903459906496
Class
Input
Node 0
Time taken to build model: 31.93 seconds
=== Predictions on test split ===
inst# actual predicted error
1 546.12 568.352 22.232
2 547.5 554.477 6.977
3 580 553.752 -26.248
4 553 569.279 16.279
5 571 552.998 -18.002
6 551 557.228 6.228
7 551 548.177 -2.823
8 555 548.503 -6.497
9 545.06 547.007 1.947
10 535.01 542.917 7.907
11 554.96 544.911 -10.049
12 528 547.59 19.59
13 528 535.642 7.642
14 530 538.247 8.247
15 549.11 530.565 -18.545
16 548.98 536.653 -12.327
17 549.19 533.371 -15.819
18 571 528.125 -42.875
19 582.99 540.207 -42.783
20 550 551.448 1.448
21 535 516.558 -18.442
22 549.98 512.452 -37.528
23 550 522.592 -27.408
24 549.99 522.949 -27.041
25 550 523.771 -26.229
26 550 526.015 -23.985
27 537 528.989 -8.011
28 547.99 520.561 -27.429
29 547 532.337 -14.663
30 528.02 533.739 5.719
31 529.99 521.262 -8.728
32 525 521.342 -3.658
33 525 527.653 2.653
34 521 530.442 9.442
35 534 529.451 -4.549
36 546 528.896 -17.104
37 549.99 540.398 -9.592
38 569 542.901 -26.099
39 555 578.822 23.822
40 555 552.465 -2.535
41 540 551.246 11.246
42 530 529.917 -0.083
43 540 527.38 -12.62
44 530 533.04 3.04
45 530 524.119 -5.881
46 525 529.587 4.587
47 525 517.263 -7.737
48 518 520.867 2.867
49 519.99 518.043 -1.947
50 519.99 531.232 11.242
51 519.99 544.345 24.355
52 501.15 538.548 37.398
53 518.9 550.464 31.564
54 500.05 528.841 28.791
55 509.99 526.403 16.413
56 509.99 519.837 9.847
57 509.89 516.555 6.665
58 500 519.261 19.261
59 500 519.646 19.646
60 490.2 513.667 23.467
61 490 513.125 23.125
62 485 514.671 29.671
63 498 517.002 19.002
64 497.97 498.823 0.853
65 490 486.784 -3.216
66 490 494.084 4.084
67 478 482.59 4.59
68 496.97 498.918 1.948
69 498 480.726 -17.274
70 490 479.961 -10.039
71 495 492.614 -2.386
72 498 489.574 -8.426
73 498 493.26 -4.74
74 497.94 498.662 0.722
75 482.11 493.608 11.498
76 466 483.514 17.514
77 487.97 489.365 1.395
78 460.1 480.128 20.028
79 450.02 472.994 22.974
80 450 505.255 55.255
81 444.9 501.215 56.315
82 430 510.951 80.951
83 430 529.548 99.548
84 412 525.523 113.523
85 381.95 536.891 154.941
86 380 572.423 192.423
87 350.16 587.955 237.795
88 345 600.01 255.01
89 330 601.716 271.716
90 335 610.141 275.141
91 331.67 574.553 242.883
92 365 571.963 206.963
93 385.5 447.306 61.806
94 385.6 391.541 5.941
95 385.1 379.6 -5.5
96 391.99 376.23 -15.76
97 377.12 365.498 -11.622
98 400 369.319 -30.681
99 385 365.606 -19.394
100 381.5 375.145 -6.355
101 399.94 378.584 -21.356
102 383.09 382.348 -0.742
103 395 384.05 -10.95
104 382.77 392.042 9.272
105 400 400.389 0.389
106 400 406.865 6.865
107 380 402.578 22.578
108 376.51 400.593 24.083
109 375 400.83 25.83
110 370.11 396.592 26.482
111 392.68 396.812 4.132
112 375 401.487 26.487
113 375 391.964 16.964
114 375 380.189 5.189
115 375 373.5 -1.5
116 368.03 369.893 1.863
117 374.9 364.778 -10.122
118 371 368.182 -2.818
119 368 345.716 -22.284
120 369.95 346.457 -23.493
121 374.9 354.654 -20.246
122 400 354.182 -45.818
123 419.99 402.241 -17.749
124 422 446.012 24.012
125 436.98 450.117 13.137
126 435 511.841 76.841
127 439 508.615 69.615
128 469 534.451 65.451
129 467 636.784 169.784
130 467 623.59 156.59
131 445 628.119 183.119
132 458 473.177 15.177
133 450 520.354 70.354
134 426 483.324 57.324
135 423 417.138 -5.862
136 434 415.968 -18.032
137 440 433.006 -6.994
138 420 452.787 32.787
139 420.11 416.529 -3.581
140 440 414.697 -25.303
141 440 430.117 -9.883
142 440 434.779 -5.221
143 433 437.651 4.651
144 426.11 431.178 5.068
145 450.19 417.181 -33.009
146 445 453.342 8.342
147 435.01 423.646 -11.364
148 435 405.767 -29.233
149 455 408.66 -46.34
150 450 449.779 -0.221
151 450 439.306 -10.694
152 459.4 449.55 -9.85
153 459.88 471.085 11.205
154 459 475.847 16.847
155 458 473.58 15.58
156 450 473.837 23.837
157 449.98 443.441 -6.539
158 449.99 443.98 -6.01
159 449.89 444.194 -5.696
160 445 444.786 -0.214
161 445 434.994 -10.006
162 444.95 426.241 -18.709
163 459 424.602 -34.398
164 465 474.699 9.699
165 465 503.633 38.633
166 470 506.703 36.703
167 479 536.81 57.81
168 478 594.248 116.248
169 469 583.467 114.467
170 468 496.346 28.346
171 468.49 497.942 29.452
172 442.99 493.061 50.071
173 439 426.589 -12.411
174 438 448.474 10.474
175 412 437.848 25.848
176 445 478.452 33.452
177 445 432.124 -12.876
178 447.99 428.796 -19.194
179 447.99 432.15 -15.84
180 447.99 427.758 -20.232
181 444 425.762 -18.238
182 447.99 419.373 -28.617
183 448 420.958 -27.042
184 445.99 414.929 -31.061
185 443.35 410.369 -32.981
186 439.99 419.042 -20.948
187 433.88 422.45 -11.43
188 423.93 417.445 -6.485
189 412 444.001 32.001
190 425 467.128 42.128
191 425 443.025 18.025
192 424.99 450.438 25.448
193 400 451.421 51.421
194 411 478.086 67.086
195 411 438.164 27.164
196 410.5 439.21 28.71
197 410.5 441.495 30.995
198 401.16 436.323 35.163
199 410.5 442.389 31.889
200 410.5 416.969 6.469
201 410.5 416.108 5.608
202 410.5 412.028 1.528
203 402 413.164 11.164
204 407 416.073 9.073
205 404.99 408.086 3.096
206 400 412.358 12.358
207 399.99 423.671 23.681
208 400 422.096 22.096
209 390.03 434.279 44.249
210 390.01 458.655 68.645
211 395 458.225 63.225
212 390.01 434.991 44.981
213 390 437.328 47.328
214 415 437.981 22.981
215 424.99 436.431 11.441
216 430 467.077 37.077
217 432 485.43 53.43
218 434.1 492.698 58.598
219 430 505.576 75.576
220 432.99 471.877 38.887
221 435.99 479.48 43.49
222 440 501.704 61.704
223 439.69 526.371 86.681
224 438.98 524.802 85.822
225 442 512.268 70.268
226 446 536.914 90.914
227 439.5 571.542 132.042
228 444 481.446 37.446
229 442.99 510.426 67.436
230 442.95 497.958 55.008
231 433.99 499.026 65.036
232 428.88 433.369 4.489
233 428.99 421.909 -7.081
234 443.95 417.542 -26.408
235 442.88 475.518 32.638
236 440 462.33 22.33
237 438 444.167 6.167
238 439.92 432.19 -7.73
239 435.95 454.329 18.379
240 420 444.595 24.595
241 420 441.109 21.109
242 426.98 447.632 20.652
243 424.99 436.157 11.167
244 424.88 433.014 8.134
245 420 432.188 12.188
246 415 431.978 16.978
247 410 438.593 28.593
248 424.74 449.452 24.712
249 415 434.693 19.693
250 415 434.299 19.299
251 410 436.026 26.026
252 415 438.798 23.798
253 415 430.015 15.015
254 414.99 426.056 11.066
255 412 424.953 12.953
256 392.22 418.42 26.2
257 390 461.215 71.215
258 388.99 474.51 85.52
259 380 494.809 114.809
260 394.91 509.025 114.115
261 384.99 439.47 54.48
262 380 457.771 77.771
263 375 458.83 83.83
264 374 476.602 102.602
265 376.98 471.422 94.442
266 379.89 449.99 70.1
267 379.88 436.071 56.191
268 380 425.279 45.279
269 389.99 422.209 32.219
270 394.75 392.779 -1.971
271 394.75 391.226 -3.524
272 394.9 387.074 -7.826
273 384.9 383.53 -1.37
274 369.99 377.498 7.508
275 376 406.522 30.522
276 376 375.522 -0.478
277 366 377.934 11.934
278 376 386.366 10.366
279 376 358.768 -17.232
280 375 358.449 -16.551
281 376 352.673 -23.327
282 385 348.757 -36.243
283 385 353.013 -31.987
284 372 349.659 -22.341
285 380 343.213 -36.787
286 380 342.301 -37.699
287 376 340.407 -35.593
288 376 340.812 -35.188
289 375 337.066 -37.934
290 374.99 337.465 -37.525
291 370 350.007 -19.993
292 370 361.234 -8.766
293 376 360.881 -15.119
294 380 358.329 -21.671
295 394 363.252 -30.748
296 399.98 423.128 23.148
297 399.99 461.758 61.768
298 380 469.313 89.313
299 372.51 360.41 -12.1
300 377 363.793 -13.207
301 370 365.168 -4.832
302 368.02 366.777 -1.243
303 368.01 371.287 3.277
304 369 376.336 7.336
305 365 372.359 7.359
306 378 372.487 -5.513
307 365 382.233 17.233
308 365 370.234 5.234
309 375 371.313 -3.687
310 367.13 384.181 17.051
311 368.9 382.466 13.566
312 368.9 386.927 18.027
313 373.9 385.623 11.723
314 375 383.68 8.68
315 368 385.836 17.836
316 365.9 373.476 7.576
317 355 366.951 11.951
318 375 383.309 8.309
319 377.77 369.997 -7.773
320 383.94 371.44 -12.5
321 362.33 388.981 26.651
322 382.6 355.528 -27.072
323 381.49 376.134 -5.356
324 380.98 375.697 -5.283
325 396 368.402 -27.598
326 397.98 412.183 14.203
327 409.98 414.525 4.545
328 425 468.452 43.452
329 424.96 538.123 113.163
330 410 538.941 128.941
331 418.99 427.212 8.222
332 419 455.662 36.662
333 418.91 460.471 41.561
334 417.8 466.126 48.326
335 400.07 455.708 55.638
336 400.07 373.52 -26.55
337 392 379.726 -12.274
338 413.89 364.707 -49.183
339 391.01 416.526 25.516
340 391 370.096 -20.904
341 409.95 380.732 -29.218
342 400 410.202 10.202
343 408.98 390.019 -18.961
344 400 403.537 3.537
345 408.99 384.666 -24.324
346 387.55 394.913 7.363
347 398.94 372.697 -26.243
348 398.78 370.618 -28.162
349 390 385.269 -4.731
350 395 382.314 -12.686
351 409.99 380.326 -29.664
352 381.03 389.483 8.453
353 409.99 365.793 -44.197
354 404.9 380.601 -24.299
355 389.94 374.503 -15.437
356 389 364.668 -24.332
357 383 360.255 -22.745
358 389 359.193 -29.807
359 399.7 361.022 -38.678
360 389.88 368.191 -21.689
361 399.49 360.686 -38.804
362 393.39 368.603 -24.787
363 389.54 361.414 -28.126
364 389.98 356.773 -33.207
365 390 355.985 -34.015
366 400 361.106 -38.894
367 403.99 371.591 -32.399
368 405 380.361 -24.639
369 400 376.947 -23.053
370 398.99 367.781 -31.209
371 409.85 371.557 -38.293
372 405 393.323 -11.677
373 405 380.152 -24.848
374 400 382.896 -17.104
375 407.99 372.131 -35.859
376 400 393.053 -6.947
377 400 374.937 -25.063
378 398 374.781 -23.219
379 390.01 381.691 -8.319
380 398.79 364.423 -34.367
381 387.49 370.161 -17.329
382 380.1 369.05 -11.05
383 380.05 372.113 -7.937
384 378 376.582 -1.418
385 379.88 379.964 0.084
386 380 383.695 3.695
387 380 383.101 3.101
388 380 377.196 -2.804
389 370 370.352 0.352
390 370 389.13 19.13
391 367.14 384.684 17.544
392 360.1 392.24 32.14
393 355 415.273 60.273
394 333.2 439.295 106.095
395 333.35 511.84 178.49
396 333.35 506.239 172.889
397 330.01 500.837 170.827
398 330 502.991 172.991
399 334 499.027 165.027
400 332 454.528 122.528
401 348 459.939 111.939
402 332 365.754 33.754
403 330 399.125 69.125
404 342 399.902 57.902
405 340 365.886 25.886
406 340 364.433 24.433
407 340 357.28 17.28
408 333.35 352.22 18.87
409 339.88 357.291 17.411
410 345 343.666 -1.334
411 340 344.102 4.102
412 330.04 325.43 -4.61
413 344.69 326.575 -18.115
414 330 322.36 -7.64
415 311 330.69 19.69
416 297 346.309 49.309
417 290 380.434 90.434
418 285 397.486 112.486
419 270 411.068 141.068
420 275 449.723 174.723
421 270 416.462 146.462
422 280 423.063 143.063
423 299.99 361.669 61.679
424 270.1 303.07 32.97
425 270.1 330.052 59.952
426 267.05 340.686 73.636
427 267.07 339.725 72.655
428 275 339.996 64.996
429 285.01 309.32 24.31
430 298 290.576 -7.424
431 300 280.288 -19.712
432 302.98 271.716 -31.264
433 285 279.976 -5.024
434 270 286.235 16.235
435 280 306.979 26.979
436 280 295.424 15.424
437 269.97 295.63 25.66
438 269.96 310.221 40.261
439 260.66 304.027 43.367
440 270 313.615 43.615
441 270 298.96 28.96
442 261 296.52 35.52
443 260.17 303.167 42.997
444 275 301.434 26.434
445 255 281.841 26.841
446 250 291.827 41.827
447 250 296.949 46.949
448 249 289.812 40.812
449 230.13 286.919 56.789
450 230 332.882 102.882
451 219.1 333.576 114.476
452 201.01 353.746 152.736
453 201.25 400.139 198.889
454 245 399.378 154.378
455 240 266.356 26.356
456 231.01 271.56 40.55
457 220 275.978 55.978
458 215 287.61 72.61
459 220 294.222 74.222
460 207.27 281.428 74.158
461 210.1 290.23 80.13
462 227.77 280.552 52.782
463 225 255.617 30.617
464 228 242.054 14.054
465 215.01 237.682 22.672
466 250 245.043 -4.957
467 250 253.293 3.293
468 250 245.565 -4.435
469 250 245.601 -4.399
470 241 224.715 -16.285
471 267 211.16 -55.84
472 260.5 267.397 6.897
473 279 243.099 -35.901
474 250 300.269 50.269
475 255 223.094 -31.906
476 250 232.296 -17.704
477 259.8 226.463 -33.337
478 269.95 245.337 -24.613
479 270 256.608 -13.392
480 280 254.459 -25.541
481 250 276.257 26.257
482 250 230.654 -19.346
483 295.5 231.292 -64.208
484 270 297.021 27.021
485 270 252.607 -17.393
486 262.01 252.269 -9.741
487 295 254.699 -40.301
488 299.96 282.966 -16.994
489 300 289.328 -10.672
490 290 291.776 1.776
491 265.03 273.118 8.088
492 295 249.412 -45.588
493 318.99 283.358 -35.632
494 290 326.608 36.608
495 295.06 289.701 -5.359
496 309 291.83 -17.17
497 320.01 308.075 -11.935
498 316 339.921 23.921
499 375 342.883 -32.117
500 407 447.925 40.925
501 355 513.884 158.884
502 397.79 359.424 -38.366
503 405.18 409.958 4.778
504 380 424.04 44.04
505 392 381.469 -10.531
506 380 401.653 21.653
507 385 390.814 5.814
508 360.01 401.158 41.148
509 360.05 372.565 12.515
510 355 383.184 28.184
511 365 384.4 19.4
512 340.04 393.281 53.241
513 330.4 369.802 39.402
514 343 366.291 23.291
515 379.97 370.847 -9.123
516 379.97 394.615 14.645
517 355.01 394.741 39.731
518 355 368.08 13.08
519 365.01 364.21 -0.8
520 390 371.767 -18.233
521 430 385.861 -44.139
522 391.01 446.67 55.66
523 489.99 384.673 -105.317
524 509.9 501.661 -8.239
525 499.99 535.108 35.118
526 500 523.49 23.49
527 454.07 537.401 83.331
528 431 439.472 8.472
529 431 422.112 -8.888
530 450 438.187 -11.813
531 470 460.881 -9.119
532 475 489.193 14.193
533 489 499.772 10.772
534 460 521.268 61.268
535 460 477.354 17.354
536 440 474.127 34.127
537 420 446.936 26.936
538 420 426.847 6.847
539 415 428.731 13.731
540 405.06 411.21 6.15
541 410.5 409.233 -1.267
542 406 405.685 -0.315
543 414.98 404.502 -10.478
544 477.9 398.528 -79.372
545 444 466.699 22.699
546 450 426.514 -23.486
547 450 428.375 -21.625
548 450 424.607 -25.393
549 470 429.122 -40.878
550 489.98 454.964 -35.016
551 471.01 488.229 17.219
552 470 463.378 -6.622
553 470 471.13 1.13
554 475 484.68 9.68
555 474 497.987 23.987
556 462.65 501.419 38.769
557 464.01 478.435 14.425
558 483.76 482.105 -1.655
559 464 512.706 48.706
560 460.35 477.424 17.074
561 464 477.575 13.575
562 450.05 481.851 31.801
563 450 463.208 13.208
564 456 463.075 7.075
=== Evaluation on test split ===
Time taken to test model on test split: 0.39 seconds
=== Summary ===
Correlation coefficient 0.807
Mean absolute error 34.0853
Root mean squared error 53.4827
Relative absolute error 2.6442 %
Root relative squared error 4.1413 %
Total Number of Instances 564