=== 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_ADPL-R-A-features Instances: 2130 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 0.2584276303633591 Node 1 1.1557077892048948 Node 2 -0.5234150993893631 Node 3 -0.9049250613407754 Sigmoid Node 1 Inputs Weights Threshold -2.4736708720359837 Attrib rsi 1.585796375383411 Attrib mfi 0.05761392160902651 Attrib ema 2.7389892322039153 Attrib so 0.06846966520731097 Attrib macd 0.11055105291524712 Attrib sl -0.3751675459140009 Sigmoid Node 2 Inputs Weights Threshold 0.021565345969405722 Attrib rsi 1.7678258949089143 Attrib mfi -0.037853832884167826 Attrib ema -2.7827421733951367 Attrib so -0.18621323899175687 Attrib macd -0.22972073855888153 Attrib sl -0.1220328776715598 Sigmoid Node 3 Inputs Weights Threshold -1.9619424405849208 Attrib rsi -1.7746188640072178 Attrib mfi 0.11575204597588563 Attrib ema -3.2240679519573967 Attrib so 0.11087279926487044 Attrib macd -0.17877671440095078 Attrib sl 0.4904143975039058 Class Input Node 0 Time taken to build model: 37.09 seconds === Predictions on test split === inst# actual predicted error 1 109.48 108.353 -1.127 2 108 107.409 -0.591 3 105.76 105.663 -0.097 4 103.8 103.109 -0.691 5 102.85 100.855 -1.995 6 103 99.364 -3.636 7 103 99.063 -3.937 8 103.5 98.327 -5.173 9 106.5 99.45 -7.05 10 106 105.212 -0.788 11 105.3 104.24 -1.06 12 107 102.979 -4.021 13 106.1 104.469 -1.631 14 106.6 103.088 -3.512 15 107.06 103.242 -3.818 16 108.05 103.492 -4.558 17 108.75 105.082 -3.668 18 108.8 106.488 -2.312 19 108.52 107.21 -1.31 20 107 107.551 0.551 21 108.3 105.851 -2.449 22 111 108.265 -2.735 23 112 111.803 -0.197 24 110.9 112.784 1.884 25 111.5 110.646 -0.854 26 114 111.84 -2.16 27 114.88 114.378 -0.502 28 114.26 115.863 1.603 29 115.29 114.508 -0.782 30 115 116.194 1.194 31 115.8 116.008 0.208 32 117.98 116.656 -1.324 33 118.5 119.31 0.81 34 117.25 120.035 2.785 35 116.5 118.434 1.934 36 117.1 117.983 0.883 37 117.98 118.947 0.967 38 116.5 120.247 3.747 39 117 118.081 1.081 40 118 119.274 1.274 41 118 120.563 2.563 42 119 120.218 1.218 43 117.8 122.802 5.002 44 119 119.422 0.422 45 118.16 122.41 4.25 46 118.12 119.843 1.723 47 120.8 118.663 -2.137 48 122.5 122.235 -0.265 49 122.64 124.648 2.008 50 125.75 125.284 -0.466 51 128 127.649 -0.351 52 126.05 127.868 1.818 53 129.86 124.019 -5.841 54 132.45 129.698 -2.752 55 130 131.12 1.12 56 130 127.349 -2.651 57 132.4 128.141 -4.259 58 132 132.28 0.28 59 130.51 132.92 2.41 60 130.03 131.287 1.257 61 130.01 131.697 1.687 62 128.13 132.426 4.296 63 125.08 129.564 4.484 64 123 126.843 3.843 65 124 125.086 1.086 66 122.85 125.424 2.574 67 123.37 124.6 1.23 68 124.7 124.478 -0.222 69 126.7 124.554 -2.146 70 127.5 125.846 -1.654 71 130 126.191 -3.809 72 132 128.252 -3.748 73 132.25 130.328 -1.922 74 131.99 132.259 0.269 75 133.59 131.874 -1.716 76 133 132.98 -0.02 77 132.8 131.64 -1.16 78 131 132.251 1.251 79 130.8 130.241 -0.559 80 130.51 130.715 0.205 81 131 131.383 0.383 82 129 132.991 3.991 83 125.3 129.939 4.639 84 126 126.041 0.041 85 126.63 126.634 0.004 86 128 126.945 -1.055 87 127.51 127.785 0.275 88 127.52 126.597 -0.923 89 129.5 126.004 -3.496 90 132 127.451 -4.549 91 132 130.678 -1.322 92 131 132.11 1.11 93 130 130.544 0.544 94 129.51 128.354 -1.156 95 130.01 127.413 -2.597 96 131.25 128.242 -3.008 97 132.21 130.959 -1.251 98 133 133.044 0.044 99 132.01 136.099 4.089 100 131.75 133.723 1.973 101 132 133.291 1.291 102 132.5 134.37 1.87 103 130.05 135.144 5.094 104 129 128.967 -0.033 105 128.12 126.967 -1.153 106 128.9 125.544 -3.356 107 128.2 126.496 -1.704 108 128.15 125.774 -2.376 109 127.5 125.696 -1.804 110 125 125.35 0.35 111 125.89 123.643 -2.247 112 122.15 124.209 2.059 113 120.72 121.72 1 114 120.75 120.489 -0.261 115 120.65 119.897 -0.753 116 121 119.223 -1.777 117 121.49 119.024 -2.466 118 119.5 119.178 -0.322 119 120.35 117.694 -2.656 120 119.75 118.251 -1.499 121 121.4 117.263 -4.137 122 119.52 117.903 -1.617 123 119.01 116.46 -2.55 124 121.02 115.688 -5.332 125 120.5 117.046 -3.454 126 118.45 116.51 -1.94 127 118.41 115.277 -3.133 128 118.55 115.331 -3.219 129 120 115.519 -4.481 130 121.85 116.851 -4.999 131 121.49 120.039 -1.451 132 120.25 119.257 -0.993 133 121 117.605 -3.395 134 119.7 118.728 -0.972 135 118.01 117.146 -0.864 136 117.02 115.712 -1.308 137 116.85 115.348 -1.502 138 116.3 115.245 -1.055 139 116 114.751 -1.249 140 117.5 114.323 -3.177 141 118.44 115.867 -2.573 142 118.4 116.978 -1.422 143 118.4 116.881 -1.519 144 113.99 116.594 2.604 145 110 113.273 3.273 146 107 110.358 3.358 147 109 108.096 -0.904 148 108.78 110.089 1.309 149 108 109.169 1.169 150 105.7 108.167 2.467 151 106.54 106.388 -0.152 152 107 107.097 0.097 153 103.98 107.075 3.095 154 100 104.684 4.684 155 98 101.349 3.349 156 92.75 98.914 6.164 157 94.03 95.04 1.01 158 95.49 94.932 -0.558 159 93.96 95.812 1.852 160 94.5 94.065 -0.435 161 90.2 93.865 3.665 162 93 91.081 -1.919 163 92 93.349 1.349 164 94.99 91.553 -3.437 165 94.2 93.388 -0.812 166 94 91.754 -2.246 167 94.98 90.344 -4.636 168 91.99 90.445 -1.545 169 91.98 88.325 -3.655 170 92.01 87.821 -4.189 171 88 87.918 -0.082 172 86.3 85.615 -0.685 173 87.35 83.571 -3.779 174 86.03 84.29 -1.74 175 88.59 83.098 -5.492 176 87.1 86.339 -0.761 177 87.14 84.964 -2.176 178 87.86 84.471 -3.389 179 87.49 84.617 -2.873 180 85.52 83.448 -2.072 181 84.1 81.2 -2.9 182 82.3 78.86 -3.44 183 83.5 76.49 -7.01 184 84.46 77.445 -7.015 185 82.5 78.184 -4.316 186 80 76.515 -3.485 187 78.5 74.338 -4.162 188 82 72.944 -9.056 189 78.75 77.82 -0.93 190 80 75.45 -4.55 191 82.1 76.549 -5.551 192 82 78.573 -3.427 193 82.3 77.771 -4.529 194 81.99 77.477 -4.513 195 82.45 76.69 -5.76 196 82.49 77 -5.49 197 80.77 76.67 -4.1 198 80.49 74.657 -5.833 199 80 73.99 -6.01 200 80.19 73.154 -7.036 201 79.98 73.49 -6.49 202 80.48 73.393 -7.087 203 79.5 74.458 -5.042 204 79.53 73.171 -6.359 205 80.01 73.056 -6.954 206 81.5 74.246 -7.254 207 82.69 77.447 -5.243 208 82 79.73 -2.27 209 82 78.266 -3.734 210 81.03 78.096 -2.934 211 80.3 76.189 -4.111 212 79.26 74.661 -4.599 213 79.5 73.169 -6.331 214 79.55 73.698 -5.852 215 80 73.723 -6.277 216 81 74.829 -6.171 217 80.99 77.807 -3.183 218 79.66 77.725 -1.935 219 80.67 75.077 -5.593 220 81.89 77.798 -4.092 221 81 80.639 -0.361 222 80.17 78.682 -1.488 223 80.5 77.02 -3.48 224 82 77.491 -4.509 225 82.19 80.464 -1.726 226 89.6 80.677 -8.923 227 92.94 90.399 -2.541 228 93.29 92.641 -0.649 229 94.11 93.367 -0.743 230 98.5 93.864 -4.636 231 104.99 96.282 -8.708 232 107 99.335 -7.665 233 103 100.771 -2.229 234 101.3 96.91 -4.39 235 101.4 96.569 -4.831 236 102.3 98.083 -4.217 237 102 100.174 -1.826 238 103 101.756 -1.244 239 99.5 103.835 4.335 240 100.99 102.551 1.561 241 100.03 104.165 4.135 242 106.02 103.742 -2.278 243 105.89 106.779 0.889 244 105 106.885 1.885 245 104.99 105.977 0.987 246 105 104.924 -0.076 247 104 104.172 0.172 248 102.76 103.449 0.689 249 103 102.692 -0.308 250 102.7 102.616 -0.084 251 100.09 102.308 2.218 252 100.2 100.97 0.77 253 102.9 101.015 -1.885 254 103 102.725 -0.275 255 101.47 102.831 1.361 256 104.49 102.233 -2.257 257 105 103.444 -1.556 258 103.01 105.488 2.478 259 104.97 103.331 -1.639 260 102.5 105.101 2.601 261 104.16 102.475 -1.685 262 104.81 103.904 -0.906 263 104 104.846 0.846 264 104.4 104.092 -0.308 265 103.58 104.702 1.122 266 104 104.145 0.145 267 103.56 104.872 1.312 268 106.3 104.169 -2.131 269 106.68 107.366 0.686 270 105.69 108.129 2.439 271 105.5 106.523 1.023 272 103.02 106.066 3.046 273 104.8 103.557 -1.243 274 102.01 105.23 3.22 275 102 102.842 0.842 276 104 102.668 -1.332 277 104.5 104.222 -0.278 278 104.41 104.764 0.354 279 103.9 104.653 0.753 280 102 104.239 2.239 281 102.8 102.394 -0.406 282 101 103.064 2.064 283 99 101.419 2.419 284 100.02 99.54 -0.48 285 100.01 100.204 0.194 286 103 99.748 -3.252 287 101.6 102.886 1.286 288 100.02 101.318 1.298 289 101.9 100.027 -1.873 290 100.52 101.77 1.25 291 101.87 100.335 -1.535 292 100.83 101.181 0.351 293 101.12 99.975 -1.145 294 102.8 99.895 -2.905 295 105.55 101.757 -3.793 296 110.96 104.153 -6.807 297 110.99 106.499 -4.491 298 107.99 107.699 -0.291 299 108.5 105.352 -3.148 300 109.98 106.037 -3.943 301 110.35 107.419 -2.931 302 110.68 108.275 -2.405 303 107 109.427 2.427 304 106.56 106.714 0.154 305 105.2 107.11 1.91 306 106.5 106.713 0.213 307 105 108.278 3.278 308 104.11 107.786 3.676 309 102 107.272 5.272 310 103 105.67 2.67 311 102 105.664 3.664 312 92.77 104.16 11.39 313 101.45 97.877 -3.573 314 96 103.876 7.876 315 98 100.546 2.546 316 97.5 100.582 3.082 317 96.2 99.272 3.072 318 99.85 98.022 -1.828 319 98 99.282 1.282 320 97 97.948 0.948 321 97.8 96.778 -1.022 322 96.12 96.715 0.595 323 98.39 95.423 -2.967 324 97.51 96.58 -0.93 325 96 95.956 -0.044 326 95.73 94.682 -1.048 327 96.27 95.342 -0.928 328 97 95.385 -1.615 329 96.16 96.111 -0.049 330 97 95.565 -1.435 331 96.02 96.105 0.085 332 98 95.482 -2.518 333 96.5 96.8 0.3 334 95.61 95.521 -0.089 335 97 94.85 -2.15 336 98 95.768 -2.232 337 98.48 96.808 -1.672 338 95.5 97.206 1.706 339 97.95 94.406 -3.544 340 97.98 96.596 -1.384 341 99.9 96.689 -3.211 342 98 98.726 0.726 343 98.48 96.696 -1.784 344 97 97.309 0.309 345 99 95.983 -3.017 346 101 98.075 -2.925 347 100.99 99.946 -1.044 348 98.9 100.087 1.187 349 97.01 98.149 1.139 350 96.5 96.679 0.179 351 97.14 96.333 -0.807 352 97.16 96.746 -0.414 353 100.01 97.003 -3.007 354 99.5 99.119 -0.381 355 99.75 98.783 -0.967 356 100.99 98.791 -2.199 357 103.98 100.003 -3.977 358 101.5 102.727 1.227 359 101.06 100.418 -0.642 360 99 100.058 1.058 361 97.01 98.179 1.169 362 97 96.6 -0.4 363 99.9 96.589 -3.311 364 99 99.047 0.047 365 99.05 98.762 -0.288 366 98.02 99.016 0.996 367 99.95 98.528 -1.422 368 96.01 99.913 3.903 369 97.9 97.215 -0.685 370 96.01 98.245 2.235 371 96 96.731 0.731 372 95.6 95.953 0.353 373 96.5 95.279 -1.221 374 95.06 95.691 0.631 375 94 94.566 0.566 376 95 93.656 -1.344 377 97.53 94.544 -2.986 378 94.26 96.633 2.373 379 94.31 93.834 -0.476 380 94 93.433 -0.567 381 93.5 92.971 -0.529 382 95 92.012 -2.988 383 93.2 93.527 0.327 384 93.09 91.991 -1.099 385 93.2 91.819 -1.381 386 92.02 91.751 -0.269 387 92.1 90.452 -1.648 388 96 90.271 -5.729 389 97 94.753 -2.247 390 94.05 95.902 1.852 391 96.8 92.774 -4.026 392 97.3 95.102 -2.198 393 97.7 95.501 -2.199 394 94.16 96.085 1.925 395 95 92.684 -2.316 396 96.5 93.628 -2.872 397 98.6 95.028 -3.572 398 99.49 97.292 -2.198 399 98.46 98.337 -0.123 400 98.4 97.608 -0.792 401 95.5 98.032 2.532 402 93.61 95.505 1.895 403 95 94.003 -0.997 404 95.03 95.034 0.004 405 96.5 95.135 -1.365 406 97.69 96.334 -1.356 407 94 97.364 3.364 408 96.73 93.936 -2.794 409 96.68 96.426 -0.254 410 94.09 96.499 2.409 411 93.2 94.303 1.103 412 95 93.244 -1.756 413 95.35 94.196 -1.154 414 92.56 94.054 1.494 415 94 91.577 -2.423 416 93.7 92.831 -0.869 417 93.7 92.712 -0.988 418 92.51 92.859 0.349 419 96.69 91.868 -4.822 420 94.01 95.749 1.739 421 95.9 93.036 -2.864 422 94.2 94.655 0.455 423 96.4 93.035 -3.365 424 94.1 94.855 0.755 425 93.01 92.951 -0.059 426 92.16 92.337 0.177 427 92.5 91.82 -0.68 428 94.9 91.867 -3.033 429 95.98 94.015 -1.965 430 97.17 94.955 -2.215 431 97.5 95.753 -1.747 432 97.7 96.082 -1.618 433 96.5 96.597 0.097 434 97.7 95.346 -2.354 435 100.3 96.478 -3.822 436 102 98.487 -3.513 437 100 100.252 0.252 438 101.5 98.173 -3.327 439 100 99.876 -0.124 440 100 98.948 -1.052 441 102.5 99.611 -2.889 442 99.71 102.355 2.645 443 101 100.049 -0.951 444 102.2 101.34 -0.86 445 101.2 102.359 1.159 446 99 101.708 2.708 447 99 99.907 0.907 448 101 100.202 -0.798 449 100.99 102.078 1.088 450 99.99 101.816 1.826 451 99.99 100.47 0.48 452 98 100.496 2.496 453 99 98.505 -0.495 454 100 99.167 -0.833 455 101.98 100.123 -1.857 456 102.39 101.855 -0.535 457 101.2 102.489 1.289 458 103.31 100.907 -2.403 459 102 103.135 1.135 460 103.28 101.475 -1.805 461 102.48 103.286 0.806 462 102 102.587 0.587 463 102.47 102.046 -0.424 464 101.5 102.742 1.242 465 102 101.765 -0.235 466 102 102.625 0.625 467 103 103.115 0.115 468 98 104.838 6.838 469 100 99.303 -0.697 470 100 101.124 1.124 471 99.24 100.889 1.649 472 98.1 100.112 2.012 473 98.03 98.688 0.658 474 97.98 98.321 0.341 475 97.01 97.838 0.828 476 97.9 96.526 -1.374 477 97.98 97.396 -0.584 478 99.98 97.103 -2.877 479 99.98 99.252 -0.728 480 98.51 98.906 0.396 481 99.99 97.062 -2.928 482 97.76 98.322 0.562 483 97.7 96.295 -1.405 484 97.7 96.126 -1.574 485 97.6 96.013 -1.587 486 97 95.862 -1.138 487 95.56 95.286 -0.274 488 97.5 93.788 -3.712 489 96.5 96.608 0.108 490 96 95.633 -0.367 491 94.75 95.004 0.254 492 97.92 93.465 -4.455 493 98 97.373 -0.627 494 96.3 97.142 0.842 495 100.99 95.082 -5.908 496 99.5 99.85 0.35 497 100 98.078 -1.922 498 107 98.667 -8.333 499 105.99 102.96 -3.03 500 106.59 102.056 -4.534 501 108.49 102.827 -5.663 502 110 105.073 -4.927 503 108 106.361 -1.639 504 113 105.043 -7.957 505 114.8 108.438 -6.362 506 112 110.433 -1.567 507 112 108.967 -3.033 508 114.8 110.075 -4.725 509 110 113.33 3.33 510 112 110.57 -1.43 511 108.96 112.647 3.687 512 113 111.554 -1.446 513 112 113.937 1.937 514 113.01 113.09 0.08 515 109 114.288 5.288 516 112.55 111.484 -1.066 517 108.22 113.31 5.09 518 112.24 110.666 -1.574 519 112.19 112.753 0.563 520 112.99 112.186 -0.804 521 113.03 112.662 -0.368 522 114.7 112.403 -2.297 523 117 113.421 -3.579 524 120.5 115.075 -5.425 525 122.99 117.014 -5.976 526 119.3 118.716 -0.584 527 119 115.649 -3.351 528 121.78 116.091 -5.689 529 119 118.484 -0.516 530 120 117.435 -2.565 531 120 118.535 -1.465 532 118.31 119.882 1.572 533 110.87 118.545 7.675 534 114.99 115.49 0.5 535 114.52 117.761 3.241 536 116.99 117.817 0.827 537 116.06 119.137 3.077 538 112.07 118.248 6.178 539 111.25 115.827 4.577 540 111.5 114.434 2.934 541 113.8 114.02 0.22 542 112.52 114.504 1.984 543 112.99 113.032 0.042 544 112 112.583 0.583 545 113.3 111.642 -1.658 546 118.01 111.839 -6.171 547 115.15 114.542 -0.608 548 117.99 113.583 -4.407 549 118 116.074 -1.926 550 116.51 115.862 -0.648 551 118.99 114.191 -4.799 552 119 116.743 -2.257 553 118 117.606 -0.394 554 119 117.259 -1.741 555 119 119.226 0.226 556 119.97 119.66 -0.31 557 121.85 120.986 -0.864 558 123.88 122.586 -1.294 559 124.4 124.406 0.006 560 124.75 125.441 0.691 561 126 125.839 -0.161 562 130 127.439 -2.561 563 129.96 129.264 -0.696 564 129.3 130.001 0.701 565 129.98 129.55 -0.43 566 129 131.064 2.064 567 126.7 129.808 3.108 568 128.6 127.079 -1.521 569 126.25 130.016 3.766 570 125.4 127.619 2.219 571 129.49 126.854 -2.636 572 132.91 131.369 -1.541 573 129.77 134.95 5.18 574 132.25 130.104 -2.146 575 133 133.277 0.277 576 134.99 132.898 -2.092 577 135 135.815 0.815 578 133.5 135.866 2.366 579 136.5 133.294 -3.206 580 143.5 135.404 -8.096 581 143 140.291 -2.709 582 141.52 141.315 -0.205 583 140 139.952 -0.048 584 140 138.975 -1.025 585 142.5 140.706 -1.794 586 142 144.751 2.751 587 142.5 144.174 1.674 588 140 146.474 6.474 589 139.5 142.155 2.655 590 138.85 141.711 2.861 591 139.4 140.388 0.988 592 140 141.221 1.221 593 139.57 142.465 2.895 594 140 141.53 1.53 595 141 139.977 -1.023 596 141.2 141.442 0.242 597 143 141.954 -1.046 598 139.9 148.244 8.344 599 140 139.262 -0.738 600 137.5 139.41 1.91 601 139.46 135.153 -4.307 602 138 137.817 -0.183 603 139.68 135.671 -4.009 604 135.92 138.557 2.637 605 137.5 133.511 -3.989 606 136 135.36 -0.64 607 137.8 133.532 -4.268 608 138 135.819 -2.181 609 137.11 136.046 -1.064 610 137.32 134.432 -2.888 611 137.46 134.427 -3.033 612 137.64 134.001 -3.639 613 138.95 134.291 -4.659 614 139 138.451 -0.549 615 139 138.833 -0.167 616 139 138.854 -0.146 617 139.84 139.074 -0.766 618 138.17 141.967 3.797 619 138.69 136.39 -2.3 620 138.15 138.276 0.126 621 138.2 136.463 -1.737 622 138.4 136.567 -1.833 623 136.91 136.102 -0.808 624 136.5 131.771 -4.729 625 136.99 131.533 -5.457 626 135.55 133.891 -1.659 627 136 130.832 -5.168 628 135.68 131.576 -4.104 629 136.01 130.797 -5.213 630 135 131.128 -3.872 631 134 130.65 -3.35 632 136 128.926 -7.074 633 137.96 132.167 -5.793 634 137.06 136.362 -0.698 635 137.99 134.107 -3.883 636 137.99 137.256 -0.734 637 138 137.316 -0.684 638 138 137.412 -0.588 639 138 139.512 1.512 === Evaluation on test split === Time taken to test model on test split: 0.47 seconds === Summary === Correlation coefficient 0.9867 Mean absolute error 2.2565 Root mean squared error 2.9307 Relative absolute error 16.7927 % Root relative squared error 16.885 % Total Number of Instances 639