=== 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_DLKV-R-A-features Instances: 2184 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 1.2315884172084264 Node 1 -0.9480667494177012 Node 2 -0.9920847549898968 Node 3 -1.325750310392697 Sigmoid Node 1 Inputs Weights Threshold -2.0150793465537244 Attrib rsi -0.4296667772923784 Attrib mfi 0.18300143957858733 Attrib ema -1.9142798541644541 Attrib so -0.29592445081542523 Attrib macd -0.9514415051498246 Attrib sl 0.48051769158689034 Sigmoid Node 2 Inputs Weights Threshold -2.136789844399708 Attrib rsi 0.5064508421248699 Attrib mfi -0.16915247376059148 Attrib ema -1.9886232605957619 Attrib so 0.2830795188838298 Attrib macd 0.21148761899984156 Attrib sl 0.2895087276894488 Sigmoid Node 3 Inputs Weights Threshold 1.1998607895411124 Attrib rsi -1.0267281991253172 Attrib mfi 0.006006106218935439 Attrib ema -2.630190520639218 Attrib so -0.04347663563105893 Attrib macd -0.05984328045227969 Attrib sl 0.38274566012551237 Class Input Node 0 Time taken to build model: 35.3 seconds === Predictions on test split === inst# actual predicted error 1 26 28.776 2.776 2 25 27.501 2.501 3 26.13 24.478 -1.652 4 23.23 28.15 4.92 5 25.47 21.825 -3.645 6 24.7 27.766 3.066 7 23.7 26.332 2.632 8 24.45 23.516 -0.934 9 24.4 26.168 1.768 10 24.33 26.39 2.06 11 23.7 26.133 2.433 12 24 24.225 0.225 13 29.38 25.379 -4.001 14 26.32 29.251 2.931 15 25.41 28.146 2.736 16 26 27.861 1.861 17 25.06 28.84 3.78 18 26 27.743 1.743 19 25.22 28.874 3.654 20 26.19 28.157 1.967 21 21.22 29.166 7.946 22 20 24.588 4.588 23 18.95 22.987 4.037 24 20.43 23.459 3.029 25 21.4 25.047 3.647 26 19.39 25.523 6.133 27 19 22.973 3.973 28 18 21.506 3.506 29 17.81 19.773 1.963 30 20.78 18.627 -2.153 31 20 22.201 2.201 32 19.5 20.465 0.965 33 18.56 19.059 0.499 34 19.64 17.656 -1.984 35 18 19.206 1.206 36 19.21 16.938 -2.272 37 19.51 18.855 -0.655 38 20.4 19.406 -0.994 39 21.3 21.219 -0.081 40 21.71 22.292 0.582 41 21.68 22.837 1.157 42 20 23.517 3.517 43 21.1 21.658 0.558 44 20 23.477 3.477 45 19 22.222 3.222 46 18.56 20.935 2.375 47 18.99 19.989 0.999 48 18 20.997 2.997 49 18 18.756 0.756 50 17.55 18.605 1.055 51 17 16.819 -0.181 52 17 15.802 -1.198 53 18.49 15.995 -2.495 54 18.15 20.595 2.445 55 16.52 19.715 3.195 56 15.25 15.749 0.499 57 15.01 13.112 -1.898 58 15.03 14.673 -0.357 59 16.56 13.489 -3.071 60 16.07 16.851 0.781 61 15.03 16.082 1.052 62 14.79 13.757 -1.033 63 16.6 13.231 -3.369 64 16.71 17.707 0.997 65 17.88 16.766 -1.114 66 17 18.647 1.647 67 17.4 17.085 -0.315 68 16.91 17.993 1.083 69 18.02 17.299 -0.721 70 18.66 19.405 0.745 71 17.75 20.388 2.638 72 17.17 19.069 1.899 73 17.14 18.291 1.151 74 18.08 18.504 0.424 75 17.12 20.386 3.266 76 16.3 18.145 1.845 77 18.55 15.668 -2.882 78 18.8 20.753 1.953 79 18.76 21.205 2.445 80 18.84 21.151 2.311 81 17.71 21.284 3.574 82 18.01 18.973 0.963 83 18.67 19.647 0.977 84 17.65 20.595 2.945 85 18 18.981 0.981 86 18 19.608 1.608 87 17.66 19.004 1.344 88 17.5 17.99 0.49 89 17 17.565 0.565 90 17.48 15.389 -2.091 91 17 17.483 0.483 92 16.05 15.295 -0.755 93 17.72 12.633 -5.087 94 17.28 19.624 2.344 95 17.21 17.653 0.443 96 17.29 18.423 1.133 97 16.8 18.704 1.904 98 17.2 17.004 -0.196 99 16.4 18.427 2.027 100 16.8 15.969 -0.831 101 16.99 17.457 0.467 102 17.39 17.72 0.33 103 17.21 18.435 1.225 104 17.55 18.04 0.49 105 17.71 19.207 1.497 106 17.03 19.677 2.647 107 17.01 17.125 0.115 108 17.1 17.004 -0.096 109 17.22 17.364 0.144 110 17.23 18.028 0.798 111 17.14 18.355 1.215 112 17.09 18.066 0.976 113 17.11 17.849 0.739 114 17.41 18.16 0.75 115 16.53 19.796 3.266 116 16.79 13.043 -3.747 117 17.39 17.113 -0.277 118 16.91 19.844 2.934 119 16.7 18.063 1.363 120 16.55 16.981 0.431 121 16.4 15.846 -0.554 122 16.36 14.232 -2.128 123 16.75 14.101 -2.649 124 16.9 18.611 1.711 125 16.25 18.921 2.671 126 16.61 13.316 -3.294 127 16.51 16.034 -0.476 128 16.5 13.759 -2.741 129 16.25 14.188 -2.062 130 16.75 10.835 -5.915 131 16.7 16.742 0.042 132 16.28 16.66 0.38 133 16.74 11.953 -4.787 134 16.6 17.698 1.098 135 16 16.322 0.322 136 15.98 10 -5.98 137 15.12 11.162 -3.958 138 15.31 8.923 -6.387 139 15.32 10.985 -4.335 140 15.4 10.831 -4.569 141 15.55 13.095 -2.455 142 15.41 14.746 -0.664 143 15.52 13.436 -2.084 144 15.71 14.169 -1.541 145 15.9 15.674 -0.226 146 15.55 17.135 1.585 147 14.93 14.705 -0.225 148 14.92 11.182 -3.738 149 15.95 11.597 -4.353 150 14.97 18.392 3.422 151 15.51 13.113 -2.397 152 15.15 17.249 2.099 153 15.97 16.237 0.267 154 15.2 18.763 3.563 155 15.4 17.182 1.782 156 15.04 18.172 3.132 157 14.95 16.142 1.192 158 15 15.539 0.539 159 14.95 14.947 -0.003 160 14.6 14.469 -0.131 161 14.6 13.381 -1.219 162 14.2 13.07 -1.13 163 14.77 12.802 -1.968 164 13.59 15.737 2.147 165 12.2 9.372 -2.828 166 12.78 8.711 -4.069 167 12.84 7.856 -4.984 168 13.73 7.087 -6.643 169 14.24 11.209 -3.031 170 15.2 13.052 -2.148 171 16.11 15.886 -0.224 172 15.43 17.797 2.367 173 15.4 16.774 1.374 174 15.45 17.058 1.608 175 15.46 17.272 1.812 176 14.5 17.3 2.8 177 14.58 15.1 0.52 178 15.42 15.504 0.084 179 15.11 17.782 2.672 180 16.13 17.527 1.397 181 15.92 19.731 3.811 182 16.29 19.635 3.345 183 15.71 20.291 4.581 184 16 18.944 2.944 185 15.57 19.535 3.965 186 15.92 18.41 2.49 187 15.94 18.522 2.582 188 16.29 17.928 1.638 189 16.69 18.657 1.967 190 16.4 19.854 3.454 191 15.86 18.984 3.124 192 16.43 16.772 0.342 193 15.88 18.821 2.941 194 16 16.042 0.042 195 15.55 17.065 1.515 196 16 14.181 -1.819 197 15.9 17.532 1.632 198 15.53 16.786 1.256 199 15.45 14.288 -1.162 200 15 13.795 -1.205 201 15 12.694 -2.306 202 14.75 15.076 0.326 203 14.72 13.859 -0.861 204 15.1 14.299 -0.801 205 15.09 15.962 0.872 206 15.2 15.5 0.3 207 15.19 16.316 1.126 208 15.02 16.348 1.328 209 15.03 15.289 0.259 210 15.1 14.897 -0.203 211 15.05 15.771 0.721 212 15.06 15.67 0.61 213 15.53 15.503 -0.027 214 15.05 18.078 3.028 215 15.15 15.942 0.792 216 15.01 16.998 1.988 217 14.9 15.433 0.533 218 14.9 14.586 -0.314 219 14.03 16.154 2.124 220 14.5 10.555 -3.945 221 15.3 14.508 -0.792 222 17.1 18.149 1.049 223 18.3 22.196 3.896 224 17.44 25.611 8.171 225 17.52 21.874 4.354 226 17.92 22.091 4.171 227 18 22.782 4.782 228 18 23.014 5.014 229 18.54 23.261 4.721 230 18.02 24.216 6.196 231 18.03 22.615 4.585 232 18.2 23.064 4.864 233 17.98 23.699 5.719 234 17.89 23.453 5.563 235 18.01 23.384 5.374 236 18.09 23.62 5.53 237 17.71 23.93 6.22 238 17.57 22.829 5.259 239 17.77 21.297 3.527 240 18.17 21.919 3.749 241 17.5 23.138 5.638 242 17.85 19.527 1.677 243 17.99 21.414 3.424 244 17.66 21.943 4.283 245 17.3 19.748 2.448 246 17.42 18.194 0.774 247 17.95 18.573 0.623 248 17.34 21.06 3.72 249 17.55 17.623 0.073 250 17.11 19.339 2.229 251 16.99 16.078 -0.912 252 17.2 17.016 -0.184 253 16.91 17.909 0.999 254 17.01 16.356 -0.654 255 17 17.24 0.24 256 16.95 16.246 -0.704 257 16.81 16.857 0.047 258 17 14.89 -2.11 259 16.71 16.434 -0.276 260 16.6 13.617 -2.983 261 16.8 14.069 -2.731 262 16.6 16.151 -0.449 263 17.14 14.156 -2.984 264 17.2 19.577 2.377 265 17.34 19.26 1.92 266 18.2 19.716 1.516 267 17.7 23.093 5.393 268 17.7 21.324 3.624 269 17.79 21.437 3.647 270 17.13 21.847 4.717 271 17.8 18.871 1.071 272 17.3 21.558 4.258 273 17.23 19.91 2.68 274 17.16 19.308 2.148 275 17.2 19.017 1.817 276 17.25 19.492 2.242 277 17.15 19.879 2.729 278 17.78 19.407 1.627 279 18.14 22.024 3.884 280 17.73 22.755 5.025 281 17.1 21.467 4.367 282 17.49 17.618 0.128 283 17.5 19.558 2.058 284 17.41 19.17 1.76 285 17.41 18.454 1.044 286 17.49 18.524 1.034 287 17.21 18.966 1.756 288 17.11 17.036 -0.074 289 17 16.034 -0.966 290 17.1 14.76 -2.34 291 16.86 16.753 -0.107 292 17.18 14.344 -2.836 293 17.4 17.648 0.248 294 17.33 19.572 2.242 295 16.98 18.88 1.9 296 17.01 15.782 -1.228 297 17.2 17.264 0.064 298 17.29 19.137 1.847 299 17.4 19.912 2.512 300 17.41 20.386 2.976 301 17.4 20.401 3.001 302 17.49 20.055 2.565 303 17.36 20.283 2.923 304 17.29 19.494 2.204 305 17 18.718 1.718 306 17.18 14.383 -2.797 307 17.17 17.272 0.102 308 17.1 17.143 0.043 309 17.03 16.036 -0.994 310 17.3 14.346 -2.954 311 17.29 18.353 1.063 312 17.01 18.48 1.47 313 17.02 14.354 -2.666 314 17.11 14.581 -2.529 315 17 16.274 -0.726 316 16.99 15.504 -1.486 317 17.13 16.784 -0.346 318 17.1 18.421 1.321 319 15.66 18.494 2.834 320 16.4 8.658 -7.742 321 16.02 18.621 2.601 322 16.46 16.442 -0.018 323 16.2 18.582 2.382 324 16.38 17.815 1.435 325 16 18.645 2.645 326 15.54 17.018 1.478 327 15.5 14.274 -1.226 328 15.16 14.119 -1.041 329 15.05 12.467 -2.583 330 15.49 12.385 -3.105 331 15.42 15.092 -0.328 332 15.3 14.617 -0.683 333 15.4 13.723 -1.677 334 15.57 14.672 -0.898 335 15.41 15.346 -0.064 336 15.2 15.011 -0.189 337 15.15 13.779 -1.371 338 15.01 13.321 -1.689 339 14.89 11.99 -2.9 340 15 10.657 -4.343 341 15.3 12.125 -3.175 342 15.29 15.533 0.243 343 15.29 15.02 -0.27 344 15.17 15.215 0.045 345 15.4 15.603 0.203 346 15.55 17.564 2.014 347 15.14 17.437 2.297 348 15 14.503 -0.497 349 14.85 13.353 -1.497 350 14.49 13.823 -0.667 351 14.59 10.558 -4.032 352 14.8 10.652 -4.148 353 14.59 12.945 -1.645 354 15.1 10.751 -4.349 355 14.89 15.656 0.766 356 15.06 13.488 -1.572 357 14.86 15.078 0.218 358 15.08 13.362 -1.718 359 15.35 15.182 -0.168 360 15.25 16.896 1.646 361 15.4 16.849 1.449 362 15.19 17.497 2.307 363 15 16.657 1.657 364 15.12 15.52 0.4 365 15.1 16.253 1.153 366 15.42 16.432 1.012 367 15.18 18.187 3.007 368 14.97 17.253 2.283 369 15.1 16.022 0.922 370 15.1 17.021 1.921 371 15 16.92 1.92 372 14.95 15.757 0.807 373 15.03 15.371 0.341 374 15.2 16.75 1.55 375 14.99 17.26 2.27 376 14.8 14.7 -0.1 377 15.03 11.895 -3.135 378 15.03 15.077 0.047 379 15.05 15.372 0.322 380 14.9 15.547 0.647 381 14.63 13.682 -0.948 382 14.57 7.988 -6.582 383 14.5 8.942 -5.558 384 14.65 11.086 -3.564 385 14.93 13.301 -1.629 386 14.96 16.704 1.744 387 14.9 17.059 2.159 388 14.82 16.952 2.132 389 14.63 16.861 2.231 390 14.64 15.413 0.773 391 14.57 15.647 1.077 392 14.69 15.389 0.699 393 14.58 16.636 2.056 394 14.27 16.424 2.154 395 13.9 12.701 -1.199 396 13.75 10.424 -3.326 397 13.5 12.594 -0.906 398 13.41 10.624 -2.786 399 13.29 10.262 -3.028 400 12.95 12.015 -0.935 401 12.99 9.604 -3.386 402 12.78 11.113 -1.667 403 13 10.565 -2.435 404 13.3 11.403 -1.897 405 13.52 13.346 -0.174 406 13.56 14.003 0.443 407 13.35 13.728 0.378 408 13.44 12.865 -0.575 409 13.69 13.57 -0.12 410 13.5 15.008 1.508 411 12.93 13.858 0.928 412 13.1 10.83 -2.27 413 13.07 12.205 -0.865 414 12.23 11.954 -0.276 415 12.39 3.595 -8.795 416 12.48 6.669 -5.811 417 12.58 7.921 -4.659 418 11.99 9.541 -2.449 419 12.27 5.109 -7.161 420 12.68 10.627 -2.053 421 12.69 14.005 1.315 422 12.4 13.806 1.406 423 12.61 12.84 0.23 424 12.38 13.917 1.537 425 12.69 12.943 0.253 426 12 14.525 2.525 427 12.1 10.901 -1.199 428 12.09 12.052 -0.038 429 11.75 11.969 0.219 430 11.72 8.905 -2.815 431 11.72 8.234 -3.486 432 11.7 8.488 -3.212 433 11.9 9.948 -1.952 434 11.42 11.663 0.243 435 11.3 8.569 -2.731 436 11.7 8.685 -3.015 437 11.89 11.31 -0.58 438 11.66 12.893 1.233 439 11 11.563 0.563 440 10.97 11.037 0.067 441 11.16 10.968 -0.192 442 10.22 11.92 1.7 443 10.57 6.779 -3.791 444 11.39 10.152 -1.238 445 11.32 13.863 2.543 446 11.9 13.559 1.659 447 11.91 13.973 2.063 448 12 13.985 1.985 449 11.34 14.252 2.912 450 11.3 12.732 1.432 451 12.12 12.619 0.499 452 11.4 14.311 2.911 453 11.73 13.096 1.366 454 11.85 13.517 1.667 455 11.74 13.723 1.983 456 11.01 13.561 2.551 457 11.01 10.199 -0.811 458 10.51 8.691 -1.819 459 10.61 4.485 -6.125 460 10.65 5.239 -5.411 461 10.69 6.804 -3.886 462 10.5 7.451 -3.049 463 10.86 7.189 -3.671 464 10.9 9.334 -1.566 465 10.73 9.109 -1.621 466 10.8 8.563 -2.237 467 10.7 9.273 -1.427 468 10.6 8.912 -1.688 469 10.45 8.03 -2.42 470 10 9.385 -0.615 471 9.8 7.28 -2.52 472 10.15 7.37 -2.78 473 10.1 9.903 -0.197 474 10.26 9.53 -0.73 475 10 9.801 -0.199 476 10.25 8.366 -1.884 477 10.44 10.065 -0.375 478 10.73 10.951 0.221 479 10.38 12.484 2.104 480 10.3 11.376 1.076 481 10.55 11.222 0.672 482 10.63 12.18 1.55 483 10.61 12.474 1.864 484 11.33 12.277 0.947 485 11.35 14.558 3.208 486 11.31 14.817 3.507 487 11.63 14.639 3.009 488 11.96 16.001 4.041 489 12.79 17.559 4.769 490 12.53 21.953 9.423 491 12.42 19.198 6.778 492 12.29 18.6 6.31 493 12.5 17.888 5.388 494 12.47 18.731 6.261 495 12 18.694 6.694 496 11.5 15.729 4.229 497 11.5 12.619 1.119 498 11.88 12.845 0.965 499 11.78 15.026 3.246 500 12.17 14.087 1.917 501 11.9 16.257 4.357 502 12.2 14.467 2.267 503 12.42 15.897 3.477 504 12.2 16.664 4.464 505 12.58 14.875 2.295 506 12.49 16.102 3.612 507 12.51 15.424 2.914 508 12.5 15.762 3.262 509 12.45 15.652 3.202 510 12.88 15.448 2.568 511 12.88 17.439 4.559 512 12.23 17.548 5.318 513 12.19 14.344 2.154 514 12.2 14.267 2.067 515 12.45 14.074 1.624 516 12.72 15.861 3.141 517 12.5 17.107 4.607 518 12.77 16.011 3.241 519 12.51 16.98 4.47 520 12.44 16.272 3.832 521 12.54 15.932 3.392 522 12.4 16.397 3.997 523 12.71 15.747 3.037 524 12.76 16.541 3.781 525 12.37 16.546 4.176 526 12.68 14.885 2.205 527 12.65 15.679 3.029 528 12.55 15.629 3.079 529 12.99 15.25 2.26 530 13.39 16.193 2.803 531 13.67 17.533 3.863 532 13.17 18.88 5.71 533 13.28 16.803 3.523 534 13.17 17.169 3.999 535 13.02 16.858 3.838 536 13 16.107 3.107 537 13.49 16.023 2.533 538 13.44 17.698 4.258 539 13.17 17.559 4.389 540 13.48 16.524 3.044 541 13.57 17.563 3.993 542 13.5 17.717 4.217 543 13.52 17.565 4.045 544 13.25 17.689 4.439 545 13.06 16.601 3.541 546 13.5 16.151 2.651 547 13.86 16.993 3.133 548 13.4 18.006 4.606 549 13.89 16.499 2.609 550 13.47 17.494 4.024 551 13.1 16.429 3.329 552 13.46 15.158 1.698 553 13.5 16.353 2.853 554 13.51 16.443 2.933 555 13.26 16.489 3.229 556 13.3 15.509 2.209 557 13.5 15.688 2.188 558 13.49 16.575 3.085 559 13.5 16.471 2.971 560 13.2 16.486 3.286 561 13.15 13.966 0.816 562 13.29 13.662 0.372 563 13.02 14.472 1.452 564 13.02 12.019 -1.001 565 13.2 12.186 -1.014 566 13.18 14.241 1.061 567 13.2 15.193 1.993 568 13 15.383 2.383 569 13.17 13.141 -0.029 570 13 14.789 1.789 571 13.2 12.422 -0.778 572 13.08 15.021 1.941 573 13.08 13.018 -0.062 574 13 12.43 -0.57 575 12.8 10.927 -1.873 576 13.11 8.467 -4.643 577 12.87 14.247 1.377 578 12.88 10.552 -2.328 579 13 10.08 -2.92 580 13.13 13.261 0.131 581 13.19 14.442 1.252 582 13.18 14.992 1.812 583 13.18 14.644 1.464 584 13.18 15.087 1.907 585 13.08 14.889 1.809 586 13.08 13.933 0.853 587 13.1 13.866 0.766 588 13.21 14.716 1.506 589 13.45 15.859 2.409 590 13.3 17.68 4.38 591 13.2 16.137 2.937 592 13.55 15.149 1.599 593 13.57 17.85 4.28 594 14.32 17.955 3.635 595 14.09 22.246 8.156 596 13.86 19.945 6.085 597 13.99 18.521 4.531 598 14.36 18.996 4.636 599 14.35 19.46 5.11 600 14.54 19.948 5.408 601 14.4 20.42 6.02 602 14.2 19.924 5.724 603 14.6 18.89 4.29 604 14.7 19.327 4.627 605 15.1 20.028 4.928 606 15.16 22.316 7.156 607 15.24 23.052 7.812 608 15.1 23.841 8.741 609 14.92 22.205 7.285 610 14.71 20.744 6.034 611 14.32 18.878 4.558 612 15.05 15.104 0.054 613 15 19.758 4.758 614 14.8 19.546 4.746 615 14.8 18.493 3.693 616 14.83 18.413 3.583 617 14.76 18.416 3.656 618 14.72 17.675 2.955 619 14.25 17.126 2.876 620 14 11.643 -2.357 621 14.17 13.124 -1.046 622 14.32 14.99 0.67 623 14 15.452 1.452 624 14.46 12.838 -1.622 625 13.92 15.962 2.042 626 14 11.849 -2.151 627 14.38 12.461 -1.919 628 14 15.469 1.469 629 13.95 11.776 -2.174 630 13.99 11.377 -2.613 631 14.45 11.743 -2.707 632 14.1 16.041 1.941 633 14.46 14.264 -0.196 634 13.71 16.494 2.784 635 13.99 10.998 -2.992 636 14.04 14.117 0.077 637 14.05 14.736 0.686 638 13.94 14.725 0.785 639 14 13.443 -0.557 640 14.15 13.485 -0.665 641 14.16 15.377 1.217 642 13.86 15.411 1.551 643 13.67 11.515 -2.155 644 13.72 9.198 -4.522 645 13.88 11.18 -2.7 646 13.52 13.2 -0.32 647 13.5 7.6 -5.9 648 13.51 7.499 -6.011 649 13.93 7.114 -6.816 650 13.54 14.48 0.94 651 13.35 9.47 -3.88 652 13.7 7.622 -6.078 653 13.4 12.784 -0.616 654 13.7 10.216 -3.484 655 13.39 14.121 0.731 === Evaluation on test split === Time taken to test model on test split: 0.36 seconds === Summary === Correlation coefficient 0.7582 Mean absolute error 2.3296 Root mean squared error 2.9021 Relative absolute error 0.8706 % Root relative squared error 1.0844 % Total Number of Instances 655