=== 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_PTKM-R-A-features Instances: 2103 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 0.8856767936242713 Node 1 0.44517822760674686 Node 2 -1.563784259043567 Node 3 -0.6769986297468377 Sigmoid Node 1 Inputs Weights Threshold -7.589819022630928 Attrib rsi 5.013387930332224 Attrib mfi -2.5770706095717184 Attrib ema 5.8465141717054365 Attrib so 0.6267320771023513 Attrib macd 4.783464207206961 Attrib sl -4.997035422590642 Sigmoid Node 2 Inputs Weights Threshold 0.45104169779735886 Attrib rsi -0.48900922040613726 Attrib mfi -0.01422634793924614 Attrib ema -2.3251205127769072 Attrib so -0.02054974406609347 Attrib macd -0.11748139890980798 Attrib sl 0.3546934353313237 Sigmoid Node 3 Inputs Weights Threshold -3.6694000326960037 Attrib rsi -0.06927250658208225 Attrib mfi 0.007967795132512303 Attrib ema -4.064008238497912 Attrib so 5.03619008326747E-4 Attrib macd -1.426130897783165 Attrib sl 0.852596710621462 Class Input Node 0 Time taken to build model: 33.59 seconds === Predictions on test split === inst# actual predicted error 1 130 142.597 12.597 2 128.1 134.766 6.666 3 127 135.109 8.109 4 118.26 134.025 15.765 5 115.07 128.549 13.479 6 116.99 125.554 8.564 7 112.9 126.202 13.302 8 112.5 122.878 10.378 9 113.6 120.55 6.95 10 109.02 119.474 10.454 11 110.39 114.43 4.04 12 110.49 113.027 2.537 13 111 110.266 -0.734 14 114 108.29 -5.71 15 104.34 110.555 6.215 16 100 104.111 4.111 17 96.07 99.865 3.795 18 98.55 97.532 -1.018 19 98 99.683 1.683 20 100 98.101 -1.899 21 97.08 99.799 2.719 22 100.89 98.057 -2.833 23 78.3 101.645 23.345 24 72 91.276 19.276 25 75.84 89.697 13.857 26 74 90.895 16.895 27 74.05 88.681 14.631 28 78.77 86.75 7.98 29 79.75 87.558 7.808 30 79.83 86.556 6.726 31 76.22 85.259 9.039 32 79.95 83.506 3.556 33 73.02 84.577 11.557 34 73.6 81.336 7.736 35 68.06 79.709 11.649 36 59.17 77.045 17.875 37 52.31 72.866 20.556 38 53.5 71.22 17.72 39 53.99 72.001 18.011 40 58.04 69.606 11.566 41 60.9 70.779 9.879 42 58.52 72.096 13.576 43 63.02 69.993 6.973 44 64.01 69.193 5.183 45 61.99 69.987 7.997 46 60.01 68.169 8.159 47 61.55 66.144 4.594 48 65.06 65.341 0.281 49 70.93 64.458 -6.472 50 73.1 65.619 -7.481 51 69.88 67.608 -2.272 52 68 67.458 -0.542 53 66.65 68.415 1.765 54 65 68.021 3.021 55 66 66.495 0.495 56 60 66.247 6.247 57 60.01 64.653 4.643 58 60 63.279 3.279 59 59.99 61.214 1.224 60 60 61.557 1.557 61 62.39 61.451 -0.939 62 64 63.762 -0.238 63 66 65.207 -0.793 64 67.8 66.812 -0.988 65 69 68.8 -0.2 66 72.76 67.654 -5.106 67 73.92 71.254 -2.666 68 66.01 72.617 6.607 69 36.01 66.339 30.329 70 39.3 63.169 23.869 71 42.1 61.362 19.262 72 40 63.191 23.191 73 40.5 63.273 22.773 74 41 62.891 21.891 75 45.47 60.905 15.435 76 45.5 60.219 14.719 77 44 57.919 13.919 78 46.99 56.716 9.726 79 49.98 56.293 6.313 80 52.77 55.603 2.833 81 53.5 54.796 1.296 82 50.15 51.78 1.63 83 48.97 49.109 0.139 84 43.79 50.085 6.295 85 42.39 50.923 8.533 86 42 48.673 6.673 87 43.19 48.314 5.124 88 42.98 48.703 5.723 89 42.56 49.815 7.255 90 42 48.421 6.421 91 42.9 49.081 6.181 92 42.5 49.973 7.473 93 42 48.602 6.602 94 41.5 45.854 4.354 95 42.23 43.337 1.107 96 41.9 42.595 0.695 97 40.03 41.629 1.599 98 40.03 40.093 0.063 99 39.6 42.439 2.839 100 41.16 43.895 2.735 101 40.49 42.832 2.342 102 40 41.245 1.245 103 40.25 41.513 1.263 104 39.99 43.795 3.805 105 39 46.065 7.065 106 39.98 43.378 3.398 107 37.3 41.634 4.334 108 38.43 42.519 4.089 109 40 43.9 3.9 110 44 43.412 -0.588 111 45.79 47.655 1.865 112 41.3 51.628 10.328 113 40.96 45.58 4.62 114 40.2 44.409 4.209 115 40.15 43.376 3.226 116 39.94 43.559 3.619 117 39.82 43.363 3.543 118 37.5 42.923 5.423 119 36.2 42.681 6.481 120 36.01 41.927 5.917 121 35.95 42.347 6.397 122 35.92 42.243 6.323 123 35.93 42.363 6.433 124 36.01 42.754 6.744 125 35 41.128 6.128 126 36 34.373 -1.627 127 35.56 36.625 1.065 128 38.05 38.028 -0.022 129 39 41.167 2.167 130 38.1 42.437 4.337 131 37.88 40.607 2.727 132 36 40.045 4.045 133 36.98 38.966 1.986 134 35 40.953 5.953 135 35.5 37.987 2.487 136 34 37.989 3.989 137 32.5 35.965 3.465 138 33.94 33.372 -0.568 139 32 34.69 2.69 140 31.91 32.884 0.974 141 33.15 32.584 -0.566 142 31.7 34.73 3.03 143 31.5 32.588 1.088 144 30.77 31.398 0.628 145 31 30.25 -0.75 146 31.2 30.16 -1.04 147 30.99 30.55 -0.44 148 32.27 30.11 -2.16 149 30.9 32.978 2.078 150 30.5 30.773 0.273 151 30.4 31.238 0.838 152 30.5 31.748 1.248 153 30.25 32.278 2.028 154 29.5 36.285 6.785 155 29.5 35.031 5.531 156 28.57 31.633 3.063 157 29.35 31.156 1.806 158 30.5 32.426 1.926 159 30.14 33.39 3.25 160 30.09 31.269 1.179 161 35 31.197 -3.803 162 35 50.653 15.653 163 35.39 45.943 10.553 164 31.5 46.61 15.11 165 31.05 36.57 5.52 166 29.07 35.093 6.023 167 27.51 34.341 6.831 168 27.54 33.777 6.237 169 27.59 32.758 5.168 170 27.5 33.62 6.12 171 27.87 33.694 5.824 172 29.43 33.57 4.14 173 29.32 34.53 5.21 174 28.7 36.116 7.416 175 28.5 35.942 7.442 176 28.5 35.1 6.6 177 28.7 31.159 2.459 178 28.1 30.592 2.492 179 28.11 29.487 1.377 180 28.5 30.497 1.997 181 27.1 31.274 4.174 182 26.21 32.758 6.548 183 26.5 37.012 10.512 184 27.17 31.475 4.305 185 27.74 32.573 4.833 186 27 30.988 3.988 187 27.2 29.625 2.425 188 30 29.027 -0.973 189 29.39 42.278 12.888 190 29 40.562 11.562 191 29.99 36.818 6.828 192 29.98 40.956 10.976 193 28.54 39.765 11.225 194 29 32.971 3.971 195 29.96 34.635 4.675 196 29.3 38.516 9.216 197 29.85 35.307 5.457 198 29 37.027 8.027 199 29.77 34.383 4.613 200 29.73 36.676 6.946 201 27.7 37.091 9.391 202 29 32.822 3.822 203 27.76 35.112 7.352 204 27.71 41.557 13.847 205 27.72 41.188 13.468 206 27.78 36.147 8.367 207 27.79 34.663 6.873 208 28 34.559 6.559 209 28 34.286 6.286 210 27.78 33.725 5.945 211 27.71 33.466 5.756 212 27.95 33.717 5.767 213 27.71 34.981 7.271 214 27.71 32.745 5.035 215 28 32.533 4.533 216 25.77 32.296 6.526 217 27.5 27.182 -0.318 218 26.3 30.925 4.625 219 26.31 27.924 1.614 220 27.5 28.267 0.767 221 27 32.328 5.328 222 27 30.255 3.255 223 27.3 30.014 2.714 224 26.1 31.084 4.984 225 26 28.953 2.953 226 26.01 27.861 1.851 227 25.57 27.852 2.282 228 26 27.263 1.263 229 25.68 29.2 3.52 230 25.6 29.339 3.739 231 25.21 31.976 6.766 232 26 31.193 5.193 233 27.92 32.088 4.168 234 28.5 36.432 7.932 235 27.25 38.241 10.991 236 27.05 34.743 7.693 237 28.65 33.751 5.101 238 28 37.038 9.038 239 22.2 35.135 12.935 240 19.61 35.876 16.266 241 19.66 46.888 27.228 242 18.39 43.999 25.609 243 17.8 43.829 26.029 244 17.93 43.112 25.182 245 17.27 43.192 25.922 246 17.4 44.039 26.639 247 17.88 43.188 25.308 248 18.7 41.437 22.737 249 18.77 36.788 18.018 250 19 38.561 19.561 251 20.67 39.066 18.396 252 20.89 33.229 12.339 253 19.64 34.417 14.777 254 20.34 35.837 15.497 255 19.99 26.026 6.036 256 19 29.093 10.093 257 19.54 31.282 11.742 258 19.55 32.839 13.289 259 19.55 31.933 12.383 260 20.39 32.869 12.479 261 19.01 32.454 13.444 262 19.5 31.82 12.32 263 19 28.916 9.916 264 18.55 31.23 12.68 265 19 30.664 11.664 266 18.99 29.196 10.206 267 18.93 25.939 7.009 268 18.01 32.803 14.793 269 16.71 30.581 13.871 270 18.83 31.54 12.71 271 16.71 30.647 13.937 272 19.3 30.551 11.251 273 17.9 28.727 10.827 274 17.99 23.767 5.777 275 17.99 22.758 4.768 276 17.6 22.547 4.947 277 17.97 22.106 4.136 278 18.88 22.993 4.113 279 18.7 25.748 7.048 280 18.48 24.978 6.498 281 18 24.294 6.294 282 18.39 22.837 4.447 283 18.39 24.203 5.813 284 18.01 24.197 6.187 285 18 23.082 5.082 286 17.98 23.182 5.202 287 18 23.558 5.558 288 18 23.16 5.16 289 17.99 24.679 6.689 290 18 25.945 7.945 291 17.99 25.23 7.24 292 18.3 27.986 9.686 293 17.97 26.284 8.314 294 18.42 27.035 8.615 295 17.6 28.283 10.683 296 18.27 28.311 10.041 297 18.12 31.007 12.887 298 17.88 28.184 10.304 299 17.5 25.951 8.451 300 17.53 26.555 9.025 301 17.52 27.211 9.691 302 17.65 26.022 8.372 303 17.62 26.732 9.112 304 17.55 26.688 9.138 305 17.9 27.124 9.224 306 17.6 26.649 9.049 307 17.65 26.605 8.955 308 17.7 25.845 8.145 309 17.5 25.518 8.018 310 17.5 25.257 7.757 311 17.99 21.585 3.595 312 17.5 25.239 7.739 313 17.35 23.968 6.618 314 18 24.894 6.894 315 18.38 25.985 7.605 316 18 28.642 10.642 317 18 26.009 8.009 318 17.9 26.852 8.952 319 18.2 25.635 7.435 320 17.25 27.808 10.558 321 17.07 25.432 8.362 322 17.09 23.613 6.523 323 16.5 23.131 6.631 324 16.55 24.018 7.468 325 16 23.859 7.859 326 15.95 26.603 10.653 327 15.5 25.372 9.872 328 15.1 25.769 10.669 329 15.88 25.77 9.89 330 15.88 19.402 3.522 331 15.9 20.714 4.814 332 15.3 20.025 4.725 333 15.94 21.229 5.289 334 16 19.038 3.038 335 15.8 19.59 3.79 336 15.36 19.168 3.808 337 16.4 19.068 2.668 338 17.17 22.017 4.847 339 16.05 27.889 11.839 340 15.7 21.23 5.53 341 16.89 21.615 4.725 342 15.01 26.094 11.084 343 16.39 27.745 11.355 344 16.5 27.609 11.109 345 16.5 26.391 9.891 346 16.52 24.279 7.759 347 17.17 24.575 7.405 348 16.4 25.934 9.534 349 16.61 23.345 6.735 350 16.97 24.766 7.796 351 16.01 29.495 13.485 352 16.24 23.453 7.213 353 16.99 24.842 7.852 354 16.49 27.565 11.075 355 16.35 24.769 8.419 356 17.06 24.083 7.023 357 17 28.104 11.104 358 16.35 29.9 13.55 359 16.35 25.618 9.268 360 16.35 25.574 9.224 361 15.64 25.76 10.12 362 15.95 21.106 5.156 363 15.99 22.16 6.17 364 16.24 22.106 5.866 365 15.8 23.198 7.398 366 15.95 23.158 7.208 367 16 23.15 7.15 368 16 21.969 5.969 369 15.95 22.275 6.325 370 15.24 21.903 6.663 371 15.36 20.025 4.665 372 15.35 20.611 5.261 373 15.99 20.944 4.954 374 14.5 22.96 8.46 375 15.08 21.393 6.313 376 16.24 21.451 5.211 377 15.95 25.811 9.861 378 16.1 24.369 8.269 379 16 25.605 9.605 380 16.77 24.691 7.921 381 16 31.037 15.037 382 16 24.371 8.371 383 15.3 24.665 9.365 384 15 20.477 5.477 385 16.5 19.336 2.836 386 15.04 29.053 14.013 387 15 20.916 5.916 388 14.98 20.714 5.734 389 14.73 20.709 5.979 390 14.5 19.805 5.305 391 14.6 19.349 4.749 392 14.37 19.672 5.302 393 15.95 18.64 2.69 394 15.08 27.418 12.338 395 16.2 22.924 6.724 396 15.9 25.98 10.08 397 16.44 25.01 8.57 398 15.7 26.101 10.401 399 15.35 23.816 8.466 400 15.35 22.784 7.434 401 15.31 23.28 7.97 402 15.3 23.069 7.769 403 15.08 24.222 9.142 404 15.6 24.109 8.509 405 15.6 25.156 9.556 406 15.6 24.697 9.097 407 15.6 24.998 9.398 408 15.12 24.573 9.453 409 15.21 25.039 9.829 410 15.1 23.565 8.465 411 14.65 23.559 8.909 412 14.25 19.158 4.908 413 15.6 18.407 2.807 414 14.77 23.583 8.813 415 15.45 20.596 5.146 416 15.1 22.769 7.669 417 14.8 21.654 6.854 418 14.8 20.948 6.148 419 14.26 20.834 6.574 420 12.4 18.858 6.458 421 12.83 16.001 3.171 422 14 15.708 1.708 423 12.47 19.317 6.847 424 13 15.815 2.815 425 14.34 18.59 4.25 426 13.2 22.064 8.864 427 13 20.326 7.326 428 12.01 18.764 6.754 429 12.2 17.542 5.342 430 11.31 17.713 6.403 431 12.49 17.13 4.64 432 12.39 18.633 6.243 433 11.55 18.421 6.871 434 11.5 17.581 6.081 435 11.18 17.884 6.704 436 12 18.088 6.088 437 12.99 18.365 5.375 438 11.84 20.755 8.915 439 13.3 18.073 4.773 440 13.22 22.394 9.174 441 13 20.502 7.502 442 12.31 19.951 7.641 443 12.3 18.989 6.689 444 11.8 18.454 6.654 445 11.37 18.316 6.946 446 10.67 16.188 5.518 447 10.2 14.402 4.202 448 9.4 13.671 4.271 449 9.57 12.931 3.361 450 9.73 12.57 2.84 451 10 15.499 5.499 452 10 14.43 4.43 453 9.57 14.331 4.761 454 10.33 13.511 3.181 455 10 15.737 5.737 456 10 15.081 5.081 457 10.85 15.045 4.195 458 11 17.572 6.572 459 11.72 17.961 6.241 460 12.4 21.217 8.817 461 11.61 24.669 13.059 462 11.99 20.157 8.167 463 11.29 21.676 10.386 464 10.95 21.683 10.733 465 10.35 19.738 9.388 466 11.05 21.02 9.97 467 11.8 22.238 10.438 468 11 25.036 14.036 469 10.75 22.666 11.916 470 10.75 24.61 13.86 471 10.75 24.42 13.67 472 10.75 23.487 12.737 473 11.34 22.527 11.187 474 11.34 22.389 11.049 475 10.5 21.764 11.264 476 10.99 23.432 12.442 477 10.5 22.564 12.064 478 11.01 22.841 11.831 479 11 24.38 13.38 480 11.26 23.857 12.597 481 11 22.779 11.779 482 11.26 21.896 10.636 483 11.25 23.733 12.483 484 10.54 22.505 11.965 485 10.54 22.972 12.432 486 10.49 22.993 12.503 487 10.43 22.683 12.253 488 10.41 18.996 8.586 489 10.2 18.278 8.078 490 10.99 17.256 6.266 491 10.99 20.383 9.393 492 10.5 19.959 9.459 493 11 17.727 6.727 494 10.56 20.323 9.763 495 11.02 18.415 7.395 496 10.9 22.544 11.644 497 11.82 22.239 10.419 498 10.81 29.006 18.196 499 11.82 19.755 7.935 500 13 24.562 11.562 501 12.8 35.124 22.324 502 12.5 37.158 24.658 503 12.21 33.592 21.382 504 12.1 28.995 16.895 505 13.17 28.287 15.117 506 12.55 38.349 25.799 507 11.85 30.159 18.309 508 11.85 23.983 12.133 509 11.85 24.047 12.197 510 12.5 24.665 12.165 511 12 29.868 17.868 512 11.27 26.169 14.899 513 12 20.383 8.383 514 11.56 27.4 15.84 515 11.57 24.038 12.468 516 12.4 21.398 8.998 517 12 24.952 12.952 518 12 23.168 11.168 519 12.4 22.474 10.074 520 12.4 25.622 13.222 521 12.82 25.065 12.245 522 12.21 26.208 13.998 523 12.5 21.4 8.9 524 12.83 22.604 9.774 525 12.89 24.139 11.249 526 13 24.494 11.494 527 13.33 25.656 12.326 528 13.33 27.093 13.763 529 13.33 27.636 14.306 530 13.98 27.75 13.77 531 15.14 30.961 15.821 532 16.21 36.662 20.452 533 17.43 44.547 27.117 534 16.22 48.881 32.661 535 16.41 35.204 18.794 536 17.5 36.665 19.165 537 16.49 41.239 24.749 538 19.07 32.123 13.053 539 17 43.147 26.147 540 17 33.926 16.926 541 17.94 36.707 18.767 542 17.8 41.202 23.402 543 17.73 40.45 22.72 544 17.25 40.194 22.944 545 17.84 35.692 17.852 546 18.12 39.996 21.876 547 17.51 44.577 27.067 548 18.66 45.461 26.801 549 20.18 51.881 31.701 550 19 54.856 35.856 551 19 42.836 23.836 552 20.35 42.566 22.216 553 19.65 50.503 30.853 554 20 37.415 17.415 555 19.01 35.68 16.67 556 19.45 33.11 13.66 557 20 35.509 15.509 558 20.51 37.2 16.69 559 20.76 42.256 21.496 560 22.11 49.316 27.206 561 20.8 55.393 34.593 562 20 42.064 22.064 563 19.04 37.008 17.968 564 18.9 34.348 15.448 565 19.08 33.213 14.133 566 19 34.28 15.28 567 19 33.7 14.7 568 19 33.096 14.096 569 19 32.87 13.87 570 18.97 32.705 13.735 571 19.01 32.459 13.449 572 19.57 33.129 13.559 573 19.57 39.198 19.628 574 19.07 35.519 16.449 575 19.36 31.296 11.936 576 19.15 32.853 13.703 577 18.75 29.976 11.226 578 17.59 26.458 8.868 579 17.99 21.644 3.654 580 17.5 22.365 4.865 581 18.45 20.905 2.455 582 18.35 25.089 6.739 583 18.45 24.728 6.278 584 19.7 25.175 5.475 585 20.2 30.46 10.26 586 20.56 32.933 12.373 587 19.81 34.29 14.48 588 19.72 29.549 9.829 589 20.46 29.118 8.658 590 20.44 32.304 11.864 591 19.75 31.921 12.171 592 21.83 28.221 6.391 593 22 36.861 14.861 594 21.6 36.271 14.671 595 22.05 34.398 12.348 596 18.99 37.016 18.026 597 18.01 27.114 9.104 598 18.2 24.727 6.527 599 18.85 24.998 6.148 600 18.73 25.196 6.466 601 18.49 24.58 6.09 602 17.83 24.104 6.274 603 18.05 23.084 5.034 604 18.19 23.169 4.979 605 18 23.768 5.768 606 18.01 23.855 5.845 607 17.03 22.965 5.935 608 17.1 19.557 2.457 609 16.5 19.429 2.929 610 17.2 18.628 1.428 611 17.5 21.907 4.407 612 16.64 24.027 7.387 613 17.48 23.055 5.575 614 17.33 23.103 5.773 615 17.79 23.299 5.509 616 18 23.957 5.957 617 18.26 24.665 6.405 618 18.23 25.615 7.385 619 17.34 25.091 7.751 620 18.18 22.752 4.572 621 18 25.013 7.013 622 17.5 24.693 7.193 623 17.51 26.904 9.394 624 17.6 28.285 10.685 625 17.37 23.793 6.423 626 16.85 22.597 5.747 627 16.92 22.688 5.768 628 16.93 21.391 4.461 629 17.5 21.663 4.163 630 18.04 23.957 5.917 631 18.18 26.999 8.819 === Evaluation on test split === Time taken to test model on test split: 0.38 seconds === Summary === Correlation coefficient 0.9571 Mean absolute error 8.8161 Root mean squared error 10.6991 Relative absolute error 5.8059 % Root relative squared error 6.9751 % Total Number of Instances 631