=== 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_KOEI-R-A-features Instances: 2035 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 -0.26193599903599585 Node 1 1.1754188821462395 Node 2 0.27210842041537864 Node 3 -0.9670409753339446 Sigmoid Node 1 Inputs Weights Threshold -0.7675199079222434 Attrib rsi 0.1963378111055654 Attrib mfi -0.04635135834050349 Attrib ema 2.989405303435413 Attrib so 0.060848342192586606 Attrib macd 0.5454084873906611 Attrib sl -0.2726484663911635 Sigmoid Node 2 Inputs Weights Threshold -5.548157820792272 Attrib rsi 4.873045009606793 Attrib mfi -0.3733929426865659 Attrib ema 2.9383282966824282 Attrib so 0.4903474652317608 Attrib macd 0.6670420872293569 Attrib sl -7.8010143985977445 Sigmoid Node 3 Inputs Weights Threshold -2.417970440099971 Attrib rsi -0.8107084553326412 Attrib mfi -0.17916353732852924 Attrib ema -3.2392006558695177 Attrib so 0.02830943273305462 Attrib macd -0.08209359169444377 Attrib sl 0.49580969228066063 Class Input Node 0 Time taken to build model: 36.83 seconds === Predictions on test split === inst# actual predicted error 1 671 677.029 6.029 2 671 664.401 -6.599 3 671 663.643 -7.357 4 672 662.223 -9.777 5 674 662.363 -11.637 6 672.55 664.718 -7.832 7 670 660.485 -9.515 8 667 654.864 -12.136 9 665.14 650.414 -14.726 10 665.21 645.556 -19.654 11 670 644.597 -25.403 12 663 659.216 -3.784 13 660 643.078 -16.922 14 659 636.406 -22.594 15 652 639.91 -12.09 16 655 627.358 -27.642 17 651.51 637.395 -14.115 18 650.01 630.62 -19.39 19 650 626.596 -23.404 20 650 624.631 -25.369 21 654 622.989 -31.011 22 650.06 636.851 -13.209 23 650.16 627.407 -22.753 24 650 626.261 -23.739 25 642 625.048 -16.952 26 645 603.334 -41.666 27 647.01 616.482 -30.528 28 655 624.619 -30.381 29 655 650.178 -4.822 30 648.1 651.242 3.142 31 660 634.488 -25.512 32 655 664.792 9.792 33 651.42 653.962 2.542 34 651.6 646.428 -5.172 35 651.26 647.044 -4.216 36 651.56 645.795 -5.765 37 656.01 646.604 -9.406 38 655.01 658.787 3.777 39 660.2 656.713 -3.487 40 668.23 669.938 1.708 41 679.99 686.692 6.702 42 680 705.757 25.757 43 664 706.648 42.648 44 662.04 667.102 5.062 45 648.5 663.895 15.395 46 650 643.174 -6.826 47 659.97 645.307 -14.663 48 650.01 662.14 12.13 49 606 649.072 43.072 50 606 610.755 4.755 51 623.9 608.634 -15.266 52 630 632.868 2.868 53 645 636.871 -8.129 54 670 646.638 -23.362 55 641.01 664.149 23.139 56 640.46 636.497 -3.963 57 660 631.572 -28.428 58 665 647.004 -17.996 59 660 651.183 -8.817 60 650 647.508 -2.492 61 659 639.557 -19.443 62 647 650.849 3.849 63 631.07 643.47 12.4 64 618.13 636.672 18.542 65 651.01 630.258 -20.752 66 660 662.788 2.788 67 660 670.219 10.219 68 643.15 671.648 28.498 69 669 654.835 -14.165 70 665 672.433 7.433 71 642.16 668.314 26.154 72 664 649.301 -14.699 73 674.9 661.366 -13.534 74 665 666.716 1.716 75 675 660.362 -14.638 76 674.94 666.28 -8.66 77 669 668.949 -0.051 78 670 667.201 -2.799 79 656.03 672.267 16.237 80 662.2 660.579 -1.621 81 674 667.642 -6.358 82 690 677.069 -12.931 83 699 690.694 -8.306 84 678 699.812 21.812 85 670 680.842 10.842 86 670 676.357 6.357 87 692.98 676.636 -16.344 88 692.4 695.343 2.943 89 670 694.469 24.469 90 678.99 672.494 -6.496 91 680 677.834 -2.166 92 687 679.783 -7.217 93 675.02 687.818 12.798 94 678.01 679.356 1.346 95 706 682.015 -23.985 96 719.17 705.836 -13.334 97 691.5 713.783 22.283 98 693 688.092 -4.908 99 694 691.381 -2.619 100 687.5 693.33 5.83 101 680.55 688.285 7.735 102 692 682.692 -9.308 103 681 693.773 12.773 104 676.12 685.162 9.042 105 680 680.847 0.847 106 676.1 684.44 8.34 107 672.05 680.137 8.087 108 676 675.783 -0.217 109 675.04 679.373 4.333 110 675.23 675.921 0.691 111 685 672.469 -12.531 112 690 683.279 -6.721 113 710 689.138 -20.862 114 710.87 711.537 0.667 115 718 713.014 -4.986 116 710 721.61 11.61 117 710 713.012 3.012 118 720.97 715.378 -5.592 119 729 730.512 1.512 120 735 741.489 6.489 121 747.63 749.81 2.18 122 740 764.435 24.435 123 740 760.862 20.862 124 733 766.399 33.399 125 722 759.319 37.319 126 741.03 741.951 0.921 127 737.58 764.508 26.928 128 729.54 759.009 29.469 129 737 747.283 10.283 130 738.03 754.454 16.424 131 737.37 753.599 16.229 132 738 753.751 15.751 133 767.22 754.145 -13.075 134 758 779.466 21.466 135 765 765.656 0.656 136 754.01 771.076 17.066 137 753.1 754.683 1.583 138 758 755.604 -2.396 139 755 762.458 7.458 140 759.99 762.268 2.278 141 757 771.734 14.734 142 760 769.658 9.658 143 757 776.502 19.502 144 753.29 773.64 20.35 145 749.58 768.588 19.008 146 739.89 761.996 22.106 147 745.95 744.511 -1.439 148 738.97 753.538 14.568 149 729 740.958 11.958 150 729.99 725.574 -4.416 151 733 727.112 -5.888 152 733 731.435 -1.565 153 726.05 729.877 3.827 154 737.97 716.316 -21.654 155 734.9 739.195 4.295 156 734 731.557 -2.443 157 737.9 728.717 -9.183 158 730 735.885 5.885 159 730 720.542 -9.458 160 729.9 719.882 -10.018 161 727.97 721.102 -6.868 162 723 719.365 -3.635 163 716.01 709.276 -6.734 164 714.98 695.487 -19.493 165 711.5 693.496 -18.004 166 705 688.299 -16.701 167 702.51 674.647 -27.863 168 703 668.233 -34.767 169 699 673.636 -25.364 170 703.99 662.881 -41.109 171 702 680.907 -21.093 172 702.9 673.236 -29.664 173 700 674.951 -25.049 174 694 666.425 -27.575 175 695.99 650.441 -45.549 176 684.98 656.988 -27.992 177 688 638.15 -49.85 178 687.9 649.51 -38.39 179 690 648.485 -41.515 180 695.98 656.594 -39.386 181 696.99 678.107 -18.883 182 696.99 681.812 -15.178 183 697 681.541 -15.459 184 697 681.651 -15.349 185 694.99 681.089 -13.901 186 688.01 675.738 -12.272 187 682.5 657.271 -25.229 188 682.5 641.973 -40.527 189 696 642.564 -53.436 190 690 692.876 2.876 191 696.9 680.695 -16.205 192 680 699.727 19.727 193 686 660.681 -25.319 194 689 678.176 -10.824 195 680 684.179 4.179 196 695 663.406 -31.594 197 695 696.064 1.064 198 700 695.183 -4.817 199 695 703.044 8.044 200 700 694.53 -5.47 201 714.75 704.126 -10.624 202 714.65 726.462 11.812 203 705 728.302 23.302 204 711 709.464 -1.536 205 722.78 719.695 -3.085 206 718 734.985 16.985 207 721.89 728.468 6.578 208 701.01 738.811 37.801 209 715 704.703 -10.297 210 705 727.109 22.109 211 698 712.274 14.274 212 705 701.468 -3.532 213 700 712.281 12.281 214 699.99 702.921 2.931 215 690 701.785 11.785 216 704.99 686.848 -18.142 217 691.11 707.572 16.462 218 699.99 687.499 -12.491 219 705 697.602 -7.398 220 704 701.384 -2.616 221 694.01 700.437 6.427 222 699.99 683.701 -16.289 223 687 693.727 6.727 224 697 675.712 -21.288 225 694 692.017 -1.983 226 690 688.935 -1.065 227 698.94 684.365 -14.575 228 684 700.021 16.021 229 697.99 678.185 -19.805 230 697.98 701.609 3.629 231 690 703.267 13.267 232 694.85 692.572 -2.278 233 689.9 700.105 10.205 234 690 692.407 2.407 235 694.4 690.026 -4.374 236 690 697.48 7.48 237 690 690.678 0.678 238 688 690.515 2.515 239 674.89 686.963 12.073 240 683.9 667.353 -16.547 241 683.99 683.454 -0.536 242 680.57 681.757 1.187 243 682.5 676.665 -5.835 244 683.99 678.652 -5.338 245 680 679.764 -0.236 246 683.99 673.524 -10.466 247 683.99 680.705 -3.285 248 672.13 679.809 7.679 249 674 659.317 -14.683 250 683 661.893 -21.107 251 675.55 679.712 4.162 252 679.99 667.561 -12.429 253 690 675.481 -14.519 254 701.95 692.329 -9.621 255 695 709.842 14.842 256 705 698.382 -6.618 257 692 713.774 21.774 258 683 693.107 10.107 259 695 680.516 -14.484 260 695 698.048 3.048 261 680.17 699.632 19.462 262 690 678.952 -11.048 263 695 694.56 -0.44 264 704.5 703.793 -0.707 265 710 717.467 7.467 266 710 724.309 14.309 267 718.98 724.488 5.508 268 710 734.185 24.185 269 700 718.382 18.382 270 695 702.449 7.449 271 695 694.789 -0.211 272 690 694.027 4.027 273 680.61 687.927 7.317 274 680 676.022 -3.978 275 675.1 675.224 0.124 276 695 669.268 -25.732 277 690 700.696 10.696 278 670 692.163 22.163 279 670 668.788 -1.212 280 669 665.131 -3.869 281 656.5 660.915 4.415 282 655.05 644.144 -10.906 283 678.99 640.016 -38.974 284 678.79 671.655 -7.135 285 675 670.682 -4.318 286 678.45 667.015 -11.435 287 679.99 671.823 -8.167 288 677.88 674.943 -2.937 289 677.79 671.705 -6.085 290 667.01 671.888 4.878 291 665 656.036 -8.964 292 676.97 652.726 -24.244 293 696.99 676.787 -20.203 294 695 706.827 11.827 295 680 708.014 28.014 296 665 687.4 22.4 297 687.74 669.604 -18.136 298 684 698.852 14.852 299 678.97 693.229 14.259 300 679.79 685.169 5.379 301 679 683.659 4.659 302 679.83 680.983 1.153 303 677 682.281 5.281 304 678.98 679.116 0.136 305 678.9 682.636 3.736 306 678.99 682.003 3.013 307 678.98 680.889 1.909 308 677.89 677.896 0.006 309 658.5 674.864 16.364 310 672.83 645.014 -27.816 311 672.82 670.335 -2.485 312 672.8 669.562 -3.238 313 667 669.517 2.517 314 672.86 661.591 -11.269 315 680.01 672.076 -7.934 316 678 684.255 6.255 317 683.98 680.235 -3.745 318 680 689.424 9.424 319 684.88 682.173 -2.707 320 682 690.775 8.775 321 670.05 686.216 16.166 322 670 666.515 -3.485 323 667.8 665.676 -2.124 324 667 663.843 -3.157 325 675.97 664.255 -11.715 326 660 681.855 21.855 327 674.89 657.519 -17.371 328 655.27 680.948 25.678 329 668.96 656.073 -12.887 330 666.8 672.287 5.487 331 665.78 668.766 2.986 332 664.18 665.145 0.965 333 650 661.163 11.163 334 654 641.763 -12.237 335 654 646.473 -7.527 336 646.5 646.044 -0.456 337 640 634.861 -5.139 338 640.1 626.54 -13.56 339 652.9 626.305 -26.595 340 678 646.653 -31.347 341 680 680.474 0.474 342 679.99 681.25 1.26 343 679.96 683.288 3.328 344 679 684.184 5.184 345 679.9 682.509 2.609 346 679 685.484 6.484 347 678 684.866 6.866 348 674.99 685.236 10.246 349 674.94 681.655 6.715 350 678.45 684.443 5.993 351 677.7 694.877 17.177 352 677.98 697.115 19.135 353 677.99 699.363 21.373 354 677.9 700.013 22.113 355 669.99 696.834 26.844 356 677 675.199 -1.801 357 677.88 687.567 9.687 358 665.03 687.468 22.438 359 677.89 661.471 -16.419 360 682 681.761 -0.239 361 682 688.394 6.394 362 690 688.079 -1.921 363 680 700.615 20.615 364 685 680.621 -4.379 365 690 688.134 -1.866 366 690 695.749 5.749 367 697.98 697.704 -0.276 368 698.75 712.21 13.46 369 710 715.709 5.709 370 709 732.314 23.314 371 713.99 734.8 20.81 372 714 742.896 28.896 373 710 747.301 37.301 374 712 739.835 27.835 375 700 743.575 43.575 376 710 714.409 4.409 377 700 731.888 31.888 378 698.99 711.068 12.078 379 698.97 710.451 11.481 380 695 710.52 15.52 381 697.99 703.2 5.21 382 681 706.994 25.994 383 698.95 678.393 -20.557 384 698 703.715 5.715 385 675 700.118 25.118 386 674.5 668.576 -5.924 387 660 664.955 4.955 388 663.2 650.475 -12.725 389 672.75 652.826 -19.924 390 674.5 665.644 -8.856 391 667.12 665.921 -1.199 392 668.11 656.691 -11.419 393 663.1 656.914 -6.186 394 655.2 648.273 -6.927 395 652 637.562 -14.438 396 668.99 630.854 -38.136 397 668.99 662.213 -6.777 398 669.5 660.851 -8.649 399 657.99 660.14 2.15 400 658 645.834 -12.166 401 668.99 648.749 -20.241 402 670 670.258 0.258 403 664 673.058 9.058 404 667.98 662.309 -5.671 405 662 668.872 6.872 406 650.1 658.997 8.897 407 652 639.659 -12.341 408 650.1 644.176 -5.924 409 645 640.494 -4.506 410 637 632.379 -4.621 411 630 621.147 -8.853 412 613.21 611.272 -1.938 413 638 592.416 -45.584 414 635.01 637.977 2.967 415 637 632.49 -4.51 416 637 631.441 -5.559 417 630 627.753 -2.247 418 628 616.281 -11.719 419 629.28 611.521 -17.759 420 635 611.146 -23.854 421 647.99 620.292 -27.698 422 650 639.45 -10.55 423 650 643.376 -6.624 424 640 644.04 4.04 425 648 632.265 -15.735 426 647 646.329 -0.671 427 636.5 648.316 11.816 428 640 632.544 -7.456 429 639.98 639.173 -0.807 430 638.99 639.728 0.738 431 640 638.633 -1.367 432 645 641.703 -3.297 433 640 651.526 11.526 434 640.55 643.396 2.846 435 646.99 643.685 -3.305 436 642 652.55 10.55 437 640 642.252 2.252 438 635.26 636.228 0.968 439 635.26 628.652 -6.608 440 635.05 627.32 -7.73 441 631.51 625.809 -5.701 442 639 619.424 -19.576 443 643.99 635.283 -8.707 444 640 644.562 4.562 445 643.95 637.105 -6.845 446 643.87 644.675 0.805 447 643.94 644.601 0.661 448 635 645.196 10.196 449 635 627.127 -7.873 450 635 626.016 -8.984 451 644.64 626.676 -17.964 452 644.64 649.908 5.268 453 645.13 651.479 6.349 454 648.74 653.943 5.203 455 635.05 662.161 27.111 456 643.99 632.424 -11.566 457 640 649.469 9.469 458 637 641.189 4.189 459 637.01 635.712 -1.298 460 635.15 632.642 -2.508 461 645.89 627.961 -17.929 462 638.75 651.736 12.986 463 634.99 638.27 3.28 464 644 630.978 -13.022 465 631.18 649.243 18.063 466 631 626.472 -4.528 467 621.07 624.321 3.251 468 621.02 610.916 -10.104 469 625 607.13 -17.87 470 645 615.992 -29.008 471 640 648.719 8.719 472 649 641.138 -7.862 473 650 655.035 5.035 474 655 656.544 1.544 475 645 663.76 18.76 476 635.1 645.674 10.574 477 634.02 630.741 -3.279 478 645 629.955 -15.045 479 645 645.966 0.966 480 645 648.506 3.506 481 649.98 651.249 1.269 482 649.98 662.424 12.444 483 655 664.208 9.208 484 655 674.626 19.626 485 652 673.882 21.882 486 669.51 664.88 -4.63 487 658 687.546 29.546 488 665.88 664.654 -1.226 489 670 674.826 4.826 490 666.01 681.336 15.326 491 669 676.592 7.592 492 678 683.156 5.156 493 684 695.684 11.684 494 690 703.379 13.379 495 683.6 710.772 27.172 496 680 701.22 21.22 497 671.07 696.575 25.505 498 695 681.706 -13.294 499 660.01 710.006 49.996 500 670 667.48 -2.52 501 663 677.467 14.467 502 683.99 670.33 -13.66 503 667.07 691.895 24.825 504 663 673.382 10.382 505 650 668.594 18.594 506 640 656.835 16.835 507 636.18 648.795 12.615 508 636.85 642.708 5.858 509 640.08 638.713 -1.367 510 674.99 639.94 -35.05 511 650 666.659 16.659 512 675 647.867 -27.133 513 675 663.131 -11.869 514 652.51 666.352 13.842 515 675 649.081 -25.919 516 675 665.259 -9.741 517 658.11 664.6 6.49 518 665 653.836 -11.164 519 658.2 661.355 3.155 520 658.18 659.829 1.649 521 695 664.551 -30.449 522 678 699.049 21.049 523 675 688.639 13.639 524 677 689.905 12.905 525 680 689.447 9.447 526 675 691.513 16.513 527 663 684.973 21.973 528 663 669.078 6.078 529 662.93 669.088 6.158 530 658.18 667.115 8.935 531 656 660.36 4.36 532 665 658.611 -6.389 533 658.01 670.091 12.081 534 657.9 659.508 1.608 535 659.9 658.381 -1.519 536 665 656.676 -8.324 537 665 662.282 -2.718 538 660.02 659.928 -0.092 539 669.89 651.917 -17.973 540 660.68 666.573 5.893 541 675 652.602 -22.398 542 674.9 674.426 -0.474 543 660 677.112 17.112 544 660.01 656.597 -3.413 545 670 657.608 -12.392 546 665 673.828 8.828 547 673 666.725 -6.275 548 669.99 679.353 9.363 549 669 676.004 7.004 550 662.5 675.4 12.9 551 663 664.41 1.41 552 662.03 665.039 3.009 553 662.5 664.04 1.54 554 668.89 663.472 -5.418 555 680 675.603 -4.397 556 680.46 692.207 11.747 557 689.9 690.441 0.541 558 684 704.017 20.017 559 682 694.308 12.308 560 677 690.591 13.591 561 670.35 681.402 11.052 562 680 669.622 -10.378 563 699.99 686.591 -13.399 564 690 712.214 22.214 565 681.51 698.65 17.14 566 701.99 688.74 -13.25 567 700.99 714.549 13.559 568 685.15 715.469 30.319 569 685.01 694.391 9.381 570 682.5 692.638 10.138 571 690 688.658 -1.342 572 684.02 698.362 14.342 573 683.16 688.831 5.671 574 682.61 688.332 5.722 575 682.71 688.417 5.707 576 680.05 688.658 8.608 577 675 684.291 9.291 578 680 673.201 -6.799 579 675 680.4 5.4 580 670 669.835 -0.165 581 675 660.523 -14.477 582 665 668.438 3.438 583 680 653.827 -26.173 584 684.99 680.265 -4.725 585 677.13 688.164 11.034 586 688 675.463 -12.537 587 678.03 692.322 14.292 588 685 677.57 -7.43 589 689.99 687.118 -2.872 590 689.99 695.169 5.179 591 686 696.347 10.347 592 678.13 690.844 12.714 593 693 680.07 -12.93 594 678.12 703.503 25.383 595 685 683.827 -1.173 596 680.03 693.843 13.813 597 679 688.108 9.108 598 681.5 687.043 5.543 599 691.5 687.672 -3.828 600 681.65 704.078 22.428 601 682 686.18 4.18 602 680 685.633 5.633 603 677.77 681.062 3.292 604 680 673.97 -6.03 605 680 680.386 0.386 606 671 678.438 7.438 607 690 662.565 -27.435 608 691.5 694.361 2.861 609 691.99 697.451 5.461 610 690 699.568 9.568 === Evaluation on test split === Time taken to test model on test split: 0.37 seconds === Summary === Correlation coefficient 0.8845 Mean absolute error 11.8761 Root mean squared error 15.359 Relative absolute error 8.8536 % Root relative squared error 11.2139 % Total Number of Instances 610