=== 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_HT-R-A-features Instances: 2155 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 0.4384345217058713 Node 1 -0.7176958827197284 Node 2 -1.605269797662037 Node 3 1.1024007026135842 Sigmoid Node 1 Inputs Weights Threshold -0.9485292360175605 Attrib rsi 1.2613472083176782 Attrib mfi 0.1600403846980614 Attrib ema -0.7090870261098924 Attrib so 0.1732774432272203 Attrib macd 0.05895040357747816 Attrib sl 0.6901332344990215 Sigmoid Node 2 Inputs Weights Threshold -1.254375583257152 Attrib rsi -0.725955138438702 Attrib mfi -0.029749395760772113 Attrib ema -1.9823403228164564 Attrib so -0.10274174710864893 Attrib macd -0.1688767634623024 Attrib sl 0.015800635059596328 Sigmoid Node 3 Inputs Weights Threshold -2.0667353316230552 Attrib rsi 1.3037072169084751 Attrib mfi 0.13805129988232553 Attrib ema 2.5127723090597804 Attrib so 0.04193321093119189 Attrib macd 0.0735099176699125 Attrib sl -0.2969567615483375 Class Input Node 0 Time taken to build model: 34.63 seconds === Predictions on test split === inst# actual predicted error 1 165.45 168.472 3.022 2 164.85 168.057 3.207 3 163.87 167.159 3.289 4 164.45 165.837 1.387 5 165.3 166.442 1.142 6 165 167.641 2.641 7 164.98 167.043 2.063 8 166.25 167.111 0.861 9 165.5 169.926 4.426 10 165.04 168.765 3.725 11 167 168.182 1.182 12 165.5 171.892 6.392 13 164.1 169.288 5.188 14 164.8 166.918 2.118 15 163.25 168.261 5.011 16 163.49 165.845 2.355 17 164 166.617 2.617 18 163.8 167.378 3.578 19 163.35 167.173 3.823 20 161.2 166.527 5.327 21 162.25 163.984 1.734 22 153.9 165.818 11.918 23 153.65 160.6 6.95 24 152.21 159.812 7.602 25 144.1 158.784 14.684 26 142.48 156.405 13.925 27 142.33 155.463 13.133 28 145 154.83 9.83 29 146.03 156.298 10.268 30 144.6 156.37 11.77 31 146.13 155.245 9.115 32 149.66 155.726 6.066 33 146.2 157.497 11.297 34 146 155.309 9.309 35 149 154.708 5.708 36 150.7 155.906 5.206 37 153 157.034 4.034 38 154.6 158.555 3.955 39 154.63 159.532 4.902 40 154.1 160.03 5.93 41 155 160.205 5.205 42 155 161.428 6.428 43 154.2 161.959 7.759 44 154.5 161.742 7.242 45 154.7 162.191 7.491 46 154.01 162.67 8.66 47 153.6 162.13 8.53 48 153.5 161.916 8.416 49 153 162.016 9.016 50 156 161.351 5.351 51 153.16 164.522 11.362 52 153.97 161.102 7.132 53 151.1 161.433 10.333 54 151.84 158.518 6.678 55 152.12 159.026 6.906 56 152 159.11 7.11 57 147.4 158.913 11.513 58 147.1 155.889 8.789 59 147.5 156.219 8.719 60 146.6 156.36 9.76 61 147 155.671 8.671 62 146.92 155.965 9.045 63 147 155.612 8.612 64 146.67 155.602 8.932 65 148.39 155.156 6.766 66 150.01 156.926 6.916 67 152.99 158.365 5.375 68 154.96 161.145 6.185 69 155.14 162.52 7.38 70 154 162.653 8.653 71 152 161.437 9.437 72 154 159.72 5.72 73 152.41 161.603 9.193 74 150.49 160.357 9.867 75 152 158.962 6.962 76 148.75 160.424 11.674 77 149.7 158.195 8.495 78 148.33 159.243 10.913 79 148.9 158.322 9.422 80 147.01 158.821 11.811 81 149.03 157.429 8.399 82 150.06 158.939 8.879 83 150.01 159.394 9.384 84 148.26 159.077 10.817 85 149.49 157.239 7.749 86 148.66 158.101 9.441 87 151.01 157.281 6.271 88 153.01 159.196 6.186 89 152.05 160.869 8.819 90 152.01 160.091 8.081 91 152.2 160.28 8.08 92 152.01 160.609 8.599 93 151.41 160.606 9.196 94 151.3 160.153 8.853 95 151.85 160.359 8.509 96 152.2 161.105 8.905 97 152 161.687 9.687 98 151.35 161.349 9.999 99 151.41 160.655 9.245 100 151.52 160.939 9.419 101 154 160.971 6.971 102 155.69 164.433 8.743 103 157.06 165.658 8.598 104 159.35 166.482 7.132 105 158.92 168.041 9.121 106 156.41 167.179 10.769 107 157 163.567 6.567 108 157.01 164.42 7.41 109 158 164.642 6.642 110 160.12 165.945 5.825 111 163 168.199 5.199 112 163.1 170.524 7.424 113 166.29 170.756 4.466 114 162.55 173.352 10.802 115 162.87 168.734 5.864 116 162.83 169.525 6.695 117 164.01 169.71 5.7 118 165.52 170.809 5.289 119 165.55 172.205 6.655 120 164.2 172.493 8.293 121 163.77 170.751 6.981 122 163 170.544 7.544 123 162.13 169.909 7.779 124 161.14 169.01 7.87 125 161 167.707 6.707 126 159.3 167.121 7.821 127 157.8 165.018 7.218 128 157.02 163.552 6.532 129 157.06 162.647 5.587 130 157.3 162.575 5.275 131 158.5 162.81 4.31 132 157.33 164.349 7.019 133 157.66 162.784 5.124 134 156.9 162.98 6.08 135 157 161.786 4.786 136 155.49 161.872 6.382 137 156.74 160.186 3.446 138 158.5 161.857 3.357 139 158 164.175 6.175 140 158.36 163.705 5.345 141 158.2 164.273 6.073 142 157.88 164.383 6.503 143 157.5 164.037 6.537 144 156.61 163.532 6.922 145 157.04 162.425 5.385 146 157.91 163.179 5.269 147 158.12 164.616 6.496 148 157.2 164.928 7.728 149 157 163.384 6.384 150 157 163.01 6.01 151 157.01 162.874 5.864 152 156.7 163.019 6.319 153 156 161.8 5.8 154 156 160.623 4.623 155 155.07 160.374 5.304 156 154.5 158.821 4.321 157 154.4 158.197 3.797 158 154 158.067 4.067 159 154.51 157.46 2.95 160 155.12 158.644 3.524 161 156.58 160.025 3.445 162 154.58 163.224 8.644 163 155.05 159.74 4.69 164 154.16 160.609 6.449 165 154.44 159.261 4.821 166 154.09 159.739 5.649 167 154.3 159.011 4.711 168 154 159.453 5.453 169 153 159.061 6.061 170 153.01 157.862 4.852 171 153.35 157.903 4.553 172 153.08 158.576 5.496 173 153.08 158.133 5.053 174 152.53 158.031 5.501 175 151.25 157.18 5.93 176 150.5 156.229 5.729 177 150 155.378 5.378 178 149.19 154.796 5.606 179 154.51 153.977 -0.533 180 155.51 162.828 7.318 181 154 163.864 9.864 182 153.01 161.704 8.694 183 154 160.409 6.409 184 153.51 161.52 8.01 185 154 160.742 6.742 186 156.22 161.377 5.157 187 159 163.838 4.838 188 161.5 166.271 4.771 189 159.2 168.105 8.905 190 159.04 165.557 6.517 191 161 165.871 4.871 192 158.41 167.955 9.545 193 157.01 165.397 8.387 194 160 164.132 4.132 195 159.6 166.678 7.078 196 159.2 166.416 7.216 197 158.81 166.144 7.334 198 161 166.033 5.033 199 160 168.431 8.431 200 161 167.41 6.41 201 161.92 168.613 6.693 202 162 169.495 7.495 203 163 169.402 6.402 204 162.81 169.617 6.807 205 163.07 168.771 5.701 206 163.37 169.062 5.692 207 160.05 169.721 9.671 208 160.01 165.217 5.207 209 159.42 165.185 5.765 210 159.35 164.553 5.203 211 159.16 164.685 5.525 212 157.51 164.498 6.988 213 160.5 162.624 2.124 214 160 166.607 6.607 215 160.06 165.852 5.792 216 163 165.83 2.83 217 163.1 169.265 6.165 218 163 169.26 6.26 219 164 169.177 5.177 220 167.94 170.615 2.675 221 166.3 173.8 7.5 222 165 171.478 6.478 223 164 169.921 5.921 224 164 168.915 4.915 225 164 169.237 5.237 226 163.5 169.614 6.114 227 162.8 169.402 6.602 228 160.8 168.726 7.926 229 161.03 166.267 5.237 230 161.51 166.847 5.337 231 161.56 167.235 5.675 232 161.85 167.441 5.591 233 162.01 167.549 5.539 234 162.05 167.53 5.48 235 162 167.213 5.213 236 162.01 166.616 4.606 237 163.55 166.265 2.715 238 163.21 169.377 6.167 239 165 168.386 3.386 240 166.49 171.269 4.779 241 165.9 173.151 7.251 242 165.9 172.043 6.143 243 167 172.33 5.33 244 168.99 174.025 5.035 245 168.5 176.356 7.856 246 165.42 175.668 10.248 247 165.5 170.064 4.564 248 166 170.507 4.507 249 164.82 171.385 6.565 250 165.24 169.612 4.372 251 165.62 170.533 4.913 252 165.52 171.373 5.853 253 168.09 171.264 3.174 254 165.63 175.2 9.57 255 165.01 170.709 5.699 256 164.3 169.54 5.24 257 165.89 168.208 2.318 258 165.01 170.432 5.422 259 161.01 168.988 7.978 260 157.25 164.596 7.346 261 157 162.647 5.647 262 154.84 162.154 7.314 263 156 160.765 4.765 264 154.86 161.781 6.921 265 160 160.912 0.912 266 158.43 165.642 7.212 267 159.78 164.345 4.565 268 158.5 165.074 6.574 269 158.01 163.712 5.702 270 155.22 163.01 7.79 271 157.5 160.793 3.293 272 155.84 162.423 6.583 273 155.37 161.045 5.675 274 154 160.636 6.636 275 154.49 159.896 5.406 276 155.5 160.346 4.846 277 156.03 161.527 5.497 278 156.2 162.123 5.923 279 155.5 162.324 6.824 280 155 161.458 6.458 281 155 160.773 5.773 282 154.61 160.538 5.928 283 155.2 160.022 4.822 284 155 160.557 5.557 285 154.38 160.264 5.884 286 160 159.542 -0.458 287 156.94 166.226 9.286 288 156 162.81 6.81 289 157.5 161.941 4.441 290 157 163.602 6.602 291 156.02 163.063 7.043 292 155 162.139 7.139 293 154.32 161.173 6.853 294 154.33 160.546 6.216 295 154.23 160.59 6.36 296 153.07 160.514 7.444 297 155.5 159.529 4.029 298 152.53 162.613 10.083 299 152.5 159.773 7.273 300 155.28 159.779 4.499 301 154.48 162.544 8.064 302 154.12 161.395 7.275 303 154.89 161.03 6.14 304 153.41 161.668 8.258 305 153 160.159 7.159 306 152.5 159.679 7.179 307 152.07 159.319 7.249 308 152.08 158.845 6.765 309 151.5 158.725 7.225 310 151 158.022 7.022 311 152.55 157.549 4.999 312 153.05 159.698 6.648 313 153.11 160.311 7.201 314 153.75 160.334 6.584 315 155.55 161.134 5.584 316 156.5 163.365 6.865 317 156.26 164.727 8.467 318 156.77 164.329 7.559 319 157 164.806 7.806 320 157 165.067 8.067 321 156.5 165.06 8.56 322 156.5 164.285 7.785 323 156.5 164.631 8.131 324 156.5 164.932 8.432 325 154.01 165.177 11.167 326 153.5 160.727 7.227 327 152.55 160.132 7.582 328 152.6 159.506 6.906 329 151.1 159.448 8.348 330 148.99 157.753 8.763 331 148.7 155.703 7.003 332 149 155.35 6.35 333 149 155.678 6.678 334 149.03 155.281 6.251 335 148.56 154.958 6.398 336 149 154.296 5.296 337 148.67 154.741 6.071 338 147.53 154.086 6.556 339 147.52 152.887 5.367 340 147.15 152.775 5.625 341 146.92 152.399 5.479 342 147.12 152.148 5.028 343 146.9 152.716 5.816 344 145.09 152.425 7.335 345 143.37 151.34 7.97 346 141.11 150.665 9.555 347 142.1 149.89 7.79 348 144.5 151.248 6.748 349 143.2 154.42 11.22 350 143.02 153.311 10.291 351 142.89 153.062 10.172 352 142.32 152.82 10.5 353 141.5 152.266 10.766 354 140.8 151.503 10.703 355 141.21 150.938 9.728 356 141.62 151.185 9.565 357 145.71 151.388 5.678 358 146 156.166 10.166 359 143.61 156.542 12.932 360 143.16 154.153 10.993 361 141.9 153.821 11.921 362 143.37 153.151 9.781 363 142 154.577 12.577 364 142.75 153.429 10.679 365 142.01 154.101 12.091 366 142.51 153.45 10.94 367 142.08 153.908 11.828 368 142.3 153.617 11.317 369 141.35 153.878 12.528 370 143.5 153.099 9.599 371 142.7 155.475 12.775 372 146.1 154.447 8.347 373 147.2 157.489 10.289 374 142.8 158.112 15.312 375 148.5 154.213 5.713 376 146.14 157.889 11.749 377 146.14 156.171 10.031 378 144.8 156.389 11.589 379 145.25 155.51 10.26 380 144.99 155.966 10.976 381 145 155.954 10.954 382 145.53 156.087 10.557 383 143.7 156.63 12.93 384 143.5 155.332 11.832 385 144.5 155.272 10.772 386 144 156.138 12.138 387 145.53 155.684 10.154 388 144.15 156.914 12.764 389 143.97 155.647 11.677 390 143.2 155.356 12.156 391 143.05 154.821 11.771 392 142.27 154.593 12.323 393 142.3 153.822 11.522 394 143.07 153.79 10.72 395 142.9 154.575 11.675 396 142.21 154.251 12.041 397 142.15 153.529 11.379 398 142.99 153.468 10.478 399 143 154.652 11.652 400 145.56 154.578 9.018 401 144.99 157.708 12.718 402 144.57 156.987 12.417 403 142.44 156.397 13.957 404 141.6 153.812 12.212 405 141.5 153.091 11.591 406 140.2 153.1 12.9 407 139.84 152.203 12.363 408 141.5 151.958 10.458 409 140.16 153.888 13.728 410 140.4 152.725 12.325 411 143.9 152.881 8.981 412 145 156.48 11.48 413 144.4 157.386 12.986 414 141.74 156.821 15.081 415 141.02 154.094 13.074 416 141.01 153.342 12.332 417 140.6 153.18 12.58 418 142.3 152.785 10.485 419 140.95 154.514 13.564 420 141 153.303 12.303 421 139.5 153.427 13.927 422 139.3 152.306 13.006 423 139.02 152.601 13.581 424 138.99 152.244 13.254 425 139 152.261 13.261 426 139.9 152.134 12.234 427 139.8 153.068 13.268 428 141.45 152.834 11.384 429 140.9 154.821 13.921 430 141.01 154.092 13.082 431 141.1 154.199 13.099 432 140.98 154.26 13.28 433 141.25 153.978 12.728 434 140.18 154.355 14.175 435 140.5 152.999 12.499 436 140.22 153.453 13.233 437 141.16 153.134 11.974 438 142.2 154.7 12.5 439 144.02 156.033 12.013 440 144.7 157.921 13.221 441 146.5 158.677 12.177 442 146.98 160.188 13.208 443 146.38 160.625 14.245 444 142.16 159.794 17.634 445 141.03 154.211 13.181 446 141 153.415 12.415 447 140.5 153.484 12.984 448 141.11 153.064 11.954 449 140.93 153.729 12.799 450 140.65 153.665 13.015 451 141.98 153.433 11.453 452 142.1 155.006 12.906 453 144 155.11 11.11 454 142.6 157.113 14.513 455 141.54 155.31 13.77 456 144 153.98 9.98 457 142.5 156.185 13.685 458 143 154.467 11.467 459 143.1 154.987 11.887 460 142.01 155.349 13.339 461 143.21 154.201 10.991 462 144.4 155.595 11.195 463 142.51 157.088 14.578 464 145 154.94 9.94 465 145 157.376 12.376 466 146 157.197 11.197 467 146 158.289 12.289 468 146 158.286 12.286 469 146 158.276 12.276 470 146.32 158.508 12.188 471 146.5 158.65 12.15 472 146 158.978 12.978 473 145.4 158.319 12.919 474 146.06 157.481 11.421 475 147.3 158.361 11.061 476 146 159.988 13.988 477 146.7 157.88 11.18 478 147.01 158.856 11.846 479 147.3 159.228 11.928 480 147.56 159.665 12.105 481 146.21 159.811 13.601 482 145.87 157.454 11.584 483 144.91 157.021 12.111 484 143.85 155.532 11.682 485 144.4 154.328 9.928 486 143 155.278 12.278 487 138.11 153.851 15.741 488 139.02 151.176 12.156 489 140.55 151.922 11.372 490 138.77 153.24 14.47 491 138.5 152.047 13.547 492 140.15 151.727 11.577 493 139.56 153.056 13.496 494 139.5 152.477 12.977 495 139.52 152.242 12.722 496 140.48 151.993 11.513 497 140.99 152.743 11.753 498 140 153.027 13.027 499 140.02 152.136 12.116 500 140.01 152.04 12.03 501 140.01 151.963 11.953 502 141 152.39 11.39 503 140.5 153.94 13.44 504 140.8 153.377 12.577 505 139.75 153.822 14.072 506 140.16 152.559 12.399 507 140 153.152 13.152 508 142.21 152.933 10.723 509 140.31 155.932 15.622 510 140.2 153.453 13.253 511 140.11 153.324 13.214 512 141.2 153.14 11.94 513 140.45 154.562 14.112 514 140.49 153.576 13.086 515 141.24 153.464 12.224 516 140.51 154.526 14.016 517 140.8 153.384 12.584 518 141.32 153.773 12.453 519 140.62 154.489 13.869 520 140.65 153.435 12.785 521 140.4 153.469 13.069 522 138.86 153.088 14.228 523 139.4 151.575 12.175 524 140.1 152.262 12.162 525 141.52 153.234 11.714 526 141.11 155.229 14.119 527 141.21 154.578 13.368 528 142.15 154.715 12.565 529 142 155.962 13.962 530 142.21 155.685 13.475 531 143.45 156.141 12.691 532 142.51 157.564 15.054 533 142.86 156.01 13.15 534 143.01 156.407 13.397 535 143.01 156.749 13.739 536 142.9 156.889 13.989 537 144 156.839 12.839 538 142.81 158.59 15.78 539 143.08 156.367 13.287 540 143 156.817 13.817 541 142.54 156.858 14.318 542 143 155.967 12.967 543 142.9 156.785 13.885 544 143.01 156.505 13.495 545 143.99 156.641 12.651 546 142.26 158.538 16.278 547 142 154.36 12.36 548 142.71 154.003 11.293 549 142.53 155.524 12.994 550 142.66 154.954 12.294 551 143.7 155.079 11.379 552 142.59 157.075 14.485 553 142.55 154.735 12.185 554 142.71 154.751 12.041 555 143.3 154.975 11.675 556 143.03 156.107 13.077 557 143.95 155.524 11.574 558 143.01 157.399 14.389 559 144.68 155.429 10.749 560 144.89 158.018 13.128 561 146.85 158.244 11.394 562 146.1 160.274 14.174 563 145.95 159.086 13.136 564 145.5 158.993 13.493 565 153.75 158.366 4.616 566 154.75 164.276 9.526 567 153.21 164.961 11.751 568 154.85 163.141 8.291 569 154.06 164.583 10.523 570 154 163.849 9.849 571 156.2 164.32 8.12 572 156.31 166.052 9.742 573 157 166.656 9.656 574 157.65 167.622 9.972 575 160.42 168.58 8.16 576 162.5 170.392 7.892 577 160.9 172.002 11.102 578 160.61 170.055 9.445 579 162.8 170.239 7.439 580 164.71 171.745 7.035 581 167.3 172.721 5.421 582 164.31 174.16 9.85 583 161.5 170.291 8.791 584 162.16 167.49 5.33 585 163.98 168.495 4.515 586 165 170.237 5.237 587 166.5 171.463 4.963 588 166.21 173.004 6.794 589 165.2 172.922 7.722 590 165.3 171.88 6.58 591 163.56 172.075 8.515 592 163.86 169.853 5.993 593 162.97 170.413 7.443 594 162 169.262 7.262 595 161 167.954 6.954 596 161 166.696 5.696 597 164 166.779 2.779 598 161.01 170.367 9.357 599 160.5 166.776 6.276 600 160 166.219 6.219 601 160.5 165.816 5.316 602 160.55 166.179 5.629 603 162 166.031 4.031 604 164.11 167.599 3.489 605 164.16 169.77 5.61 606 163 169.773 6.773 607 163.01 168.365 5.355 608 164.51 168.628 4.118 609 163.25 170.656 7.406 610 162.78 168.389 5.609 611 162.29 167.904 5.614 612 163 167.314 4.314 613 162.75 168.288 5.538 614 162.92 168.014 5.094 615 162.12 168.543 6.423 616 162 167.475 5.475 617 162.74 167.512 4.772 618 162.5 168.728 6.228 619 163 168.302 5.302 620 163.26 169.092 5.832 621 164 169.255 5.255 622 163.51 170.334 6.824 623 163.5 169.17 5.67 624 163.5 169.243 5.743 625 165.3 169.748 4.448 626 165.02 172.749 7.729 627 168.01 171.954 3.944 628 168.01 175.693 7.683 629 170 175.747 5.747 630 170.9 177.978 7.078 631 172 178.94 6.94 632 171.04 180.375 9.335 633 171 178.316 7.316 634 171.33 178.911 7.581 635 172 179.819 7.819 636 171.74 181.07 9.33 637 172 180.556 8.556 638 172.11 181.596 9.486 639 173.11 182.337 9.227 640 178.01 183.973 5.963 641 176.65 187.752 11.102 642 174.05 184.503 10.453 643 175 179.334 4.334 644 173.6 180.584 6.984 645 169.99 178.07 8.08 646 169 173.191 4.191 === Evaluation on test split === Time taken to test model on test split: 0.67 seconds === Summary === Correlation coefficient 0.9483 Mean absolute error 8.5365 Root mean squared error 9.1663 Relative absolute error 9.9639 % Root relative squared error 10.6403 % Total Number of Instances 646