=== 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_INGR-R-A-features Instances: 2149 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 0.8280154520488167 Node 1 1.1635016962644669 Node 2 -1.198325646302129 Node 3 -1.7936128107904241 Sigmoid Node 1 Inputs Weights Threshold -3.75565934191081 Attrib rsi 0.1092089200702118 Attrib mfi -1.6673445421699744 Attrib ema -3.0154531461150595 Attrib so -1.7836351833804784 Attrib macd 3.1610905047243643 Attrib sl -2.1942495671060187 Sigmoid Node 2 Inputs Weights Threshold -2.241849032436141 Attrib rsi 0.12655846638533153 Attrib mfi -1.608969615293664 Attrib ema -1.5097824535438875 Attrib so -1.732854642515226 Attrib macd 3.449343081763079 Attrib sl -2.4628264094184775 Sigmoid Node 3 Inputs Weights Threshold -1.573321046950712 Attrib rsi -7.500500468097152 Attrib mfi -1.477737786517593 Attrib ema -13.097015938255801 Attrib so 4.422796671418779 Attrib macd -2.0052034235359297 Attrib sl 13.568437010551667 Class Input Node 0 Time taken to build model: 35.58 seconds === Predictions on test split === inst# actual predicted error 1 2.96 375.799 372.839 2 2.98 374.461 371.481 3 2.88 378.849 375.969 4 2.97 367.399 364.429 5 3 381.839 378.839 6 3.07 382.745 379.675 7 3.07 401.047 397.977 8 3.05 410.788 407.738 9 3.12 404.851 401.731 10 3.21 424.38 421.17 11 3.27 452.66 449.39 12 3.16 463.675 460.515 13 3.12 379.871 376.751 14 3.02 358.03 355.01 15 2.95 342.883 339.933 16 2.96 343.325 340.365 17 2.96 329.665 326.705 18 2.98 343.569 340.589 19 2.85 334.604 331.754 20 2.88 327.459 324.579 21 2.95 336.911 333.961 22 2.92 323.222 320.302 23 2.85 320.867 318.017 24 2.72 306.932 304.212 25 2.65 341.96 339.31 26 2.81 348.533 345.723 27 2.8 377.85 375.05 28 2.75 381.404 378.654 29 2.71 377.896 375.186 30 2.68 375.672 372.992 31 2.58 373.966 371.386 32 2.65 364.265 361.615 33 2.58 376.419 373.839 34 2.58 372.135 369.555 35 2.48 371.194 368.714 36 2.65 366.146 363.496 37 2.63 384.427 381.797 38 2.5 382.623 380.123 39 2.42 373.919 371.499 40 2.39 369.212 366.822 41 2.4 364.69 362.29 42 2.37 365.703 363.333 43 2.37 362.61 360.24 44 2.48 362.516 360.036 45 2.48 379.466 376.986 46 2.48 379.463 376.983 47 2.4 378.803 376.403 48 2.34 372.185 369.845 49 2.31 368.002 365.692 50 2.43 369.738 367.308 51 2.32 382.476 380.156 52 2.26 374.486 372.226 53 2.3 369.294 366.994 54 2.43 376.226 373.796 55 2.5 391.615 389.115 56 2.54 398.713 396.173 57 2.65 400.608 397.958 58 2.78 415.822 413.042 59 2.8 436.903 434.103 60 2.61 439.111 436.501 61 2.67 403.107 400.437 62 2.62 413.287 410.667 63 2.7 404.959 402.259 64 2.73 416.253 413.523 65 2.79 419.186 416.396 66 2.66 427.167 424.507 67 2.58 403.65 401.07 68 2.65 393.896 391.246 69 2.71 402.062 399.352 70 2.71 410.496 407.786 71 2.71 411.514 408.804 72 2.56 411.426 408.866 73 2.64 385.049 382.409 74 2.68 399.465 396.785 75 2.7 405.093 402.393 76 2.62 404.848 402.228 77 2.49 393.85 391.36 78 2.45 379.438 376.988 79 2.43 370.625 368.195 80 2.57 364.968 362.398 81 2.44 392.451 390.011 82 2.44 377.277 374.837 83 2.5 375.206 372.706 84 2.39 385.528 383.138 85 2.36 375.135 372.775 86 2.46 359.655 357.195 87 2.39 386.725 384.335 88 2.34 369.634 367.294 89 2.35 331.427 329.077 90 2.51 344.549 342.039 91 2.45 398.812 396.362 92 2.5 390.791 388.291 93 2.52 394.13 391.61 94 2.56 396.146 393.586 95 2.33 401.866 399.536 96 2.39 380.811 378.421 97 2.39 384.349 381.959 98 2.46 385.224 382.764 99 2.29 391.761 389.471 100 2.23 378.632 376.402 101 2.3 374.936 372.636 102 2.26 381.42 379.16 103 2.2 378.49 376.29 104 2.18 376.112 373.932 105 2.08 375.39 373.31 106 2.14 371.152 369.012 107 2.23 375.809 373.579 108 2.19 383.884 381.694 109 2.2 381.172 378.972 110 2.16 381.858 379.698 111 2.16 380.097 377.937 112 2.14 380.284 378.144 113 2.17 377.808 375.638 114 2.18 383.119 380.939 115 2.17 385.574 383.404 116 2.12 384.48 382.36 117 2.14 378.578 376.438 118 2.11 381.552 379.442 119 2.1 378.163 376.063 120 2.08 377.105 375.025 121 2.21 373.292 371.082 122 2.2 399.296 397.096 123 2.17 397.109 394.939 124 2.16 389.573 387.413 125 2.06 387.275 385.215 126 2.14 361.289 359.149 127 2.1 388.117 386.017 128 2.17 378.564 376.394 129 2.13 393.78 391.65 130 2.11 387.24 385.13 131 2 381.938 379.938 132 2.13 339.584 337.454 133 2.24 393.146 390.906 134 2.46 409.393 406.933 135 2.3 447.004 444.704 136 2.28 390.957 388.677 137 2.21 376.672 374.462 138 2.41 353.53 351.12 139 2.4 416.698 414.298 140 2.52 422.748 420.228 141 2.67 444.802 442.132 142 2.64 469.676 467.036 143 2.52 456.857 454.337 144 2.52 425.701 423.181 145 2.58 425.889 423.309 146 2.43 435.915 433.485 147 2.54 406.047 403.507 148 2.5 421.195 418.695 149 2.44 408.638 406.198 150 2.45 401.066 398.616 151 2.46 402.404 399.944 152 2.49 403.517 401.027 153 2.38 407.501 405.121 154 2.45 375.985 373.535 155 2.75 379.477 376.727 156 2.72 453.254 450.534 157 2.64 441.266 438.626 158 2.7 421.065 418.365 159 2.62 428.106 425.486 160 2.59 413.177 410.587 161 2.71 407.133 404.423 162 2.61 428.005 425.395 163 2.68 407.556 404.876 164 2.64 419.119 416.479 165 2.56 411.002 408.442 166 2.52 397.015 394.495 167 2.57 388.642 386.072 168 2.58 398.699 396.119 169 2.56 399.238 396.678 170 2.41 383.122 380.712 171 2.46 251.666 249.206 172 2.51 362.018 359.508 173 2.5 366.87 364.37 174 2.52 371.412 368.892 175 2.7 394.565 391.865 176 2.67 427.423 424.753 177 2.6 413.577 410.977 178 2.57 403.229 400.659 179 2.66 397.447 394.787 180 2.52 413.233 410.713 181 2.52 389.691 387.171 182 2.51 389.597 387.087 183 2.51 387.938 385.428 184 2.61 387.82 385.21 185 2.5 405.126 402.626 186 2.58 377.921 375.341 187 2.62 392.099 389.479 188 2.62 403.366 400.746 189 2.6 403.557 400.957 190 2.59 394.191 391.601 191 2.53 309.887 307.357 192 2.55 345.562 343.012 193 2.52 386.355 383.835 194 2.5 345.089 342.589 195 2.5 318.855 316.355 196 2.48 345.546 343.066 197 2.6 349.632 347.032 198 2.58 407.594 405.014 199 2.52 402.583 400.063 200 2.58 380.191 377.611 201 2.58 402.313 399.733 202 2.49 402.233 399.743 203 2.42 351.467 349.047 204 2.44 341.255 338.815 205 2.6 371.668 369.068 206 2.72 410.059 407.339 207 2.6 433.938 431.338 208 2.61 400.729 398.119 209 2.64 405.41 402.77 210 2.56 413.321 410.761 211 2.57 390.352 387.782 212 2.79 389.979 387.189 213 2.7 446.741 444.041 214 3.2 421.234 418.034 215 3.26 509.097 505.837 216 3.12 499.921 496.801 217 3.14 458.039 454.899 218 3.05 458.887 455.837 219 3.2 436.213 433.013 220 3.23 457.683 454.453 221 3.49 461.961 458.471 222 3.83 495.673 491.843 223 3.79 542.927 539.137 224 3.57 522.671 519.101 225 3.66 459.179 455.519 226 3.79 471.724 467.934 227 3.8 489.327 485.527 228 3.55 487.505 483.955 229 3.48 429.802 426.322 230 3.27 397.55 394.28 231 3.38 374.763 371.383 232 3.43 386.831 383.401 233 3.43 398.314 394.884 234 3.6 397.617 394.017 235 3.62 408.508 404.888 236 3.68 397.92 394.24 237 3.52 406.283 402.763 238 3.53 340.635 337.105 239 3.51 381.802 378.292 240 3.54 385.125 381.585 241 3.54 383.58 380.04 242 3.61 350.147 346.537 243 3.58 427.391 423.811 244 3.5 420.023 416.523 245 3.49 405.108 401.618 246 3.5 400.49 396.99 247 3.54 380.805 377.265 248 3.46 397.579 394.119 249 3.45 189.882 186.432 250 3.42 366.344 362.924 251 3.53 256.395 252.865 252 3.43 412.858 409.428 253 3.34 364.057 360.717 254 3.3 360.735 357.435 255 3.31 343.269 339.959 256 3.42 360.078 356.658 257 3.53 391.335 387.805 258 3.5 418.33 414.83 259 3.46 410.335 406.875 260 3.3 403.661 400.361 261 3.33 340.952 337.622 262 3.39 370.622 367.232 263 3.52 391.987 388.467 264 3.37 413.554 410.184 265 3.46 389.931 386.471 266 3.5 403.494 399.994 267 3.49 408.188 404.698 268 3.48 405.637 402.157 269 3.4 403.058 399.658 270 3.37 392.428 389.058 271 3.36 387.018 383.658 272 3.38 382.463 379.083 273 3.35 387.564 384.214 274 3.59 377.387 373.797 275 3.55 424.097 420.547 276 3.47 419.806 416.336 277 3.41 397.594 394.184 278 3.5 270.59 267.09 279 3.39 386.854 383.464 280 3.5 106.379 102.879 281 3.38 384.533 381.153 282 3.4 -4.694 -8.094 283 3.32 97.45 94.13 284 3.32 -229.78 -233.1 285 3.44 -10.574 -14.014 286 3.3 353.277 349.977 287 3.4 -171.958 -175.358 288 3.3 295.252 291.952 289 3.4 -286.135 -289.535 290 3.4 346.644 343.244 291 3.3 374.228 370.928 292 3.3 272.897 269.597 293 3.25 345.532 342.282 294 3.25 309.22 305.97 295 3.25 381.915 378.665 296 3.21 381.621 378.411 297 3.16 379.25 376.09 298 3.23 369.739 366.509 299 3.25 384.375 381.125 300 3.2 387.591 384.391 301 3.27 381.243 377.973 302 3.35 393.002 389.652 303 3.19 405.16 401.97 304 3.35 380.655 377.305 305 3.24 408.932 405.692 306 3.31 392.523 389.213 307 3.29 404.935 401.645 308 3.17 401.968 398.798 309 3.25 349.792 346.542 310 3.24 395.648 392.408 311 3.1 394.217 391.117 312 3.19 265.222 262.032 313 3.15 390.204 387.054 314 3.1 379.186 376.086 315 3.09 373.5 370.41 316 2.98 356.558 353.578 317 3.04 345.072 342.032 318 3 375.504 372.504 319 2.97 371.02 368.05 320 2.8 367.475 364.675 321 3 367.734 364.734 322 3.07 384.948 381.878 323 2.99 388.974 385.984 324 3 384.474 381.474 325 3 384.698 381.698 326 3.05 384.209 381.159 327 3.05 389.124 386.074 328 3.04 388.607 385.567 329 2.99 387.855 384.865 330 2.97 384.197 381.227 331 2.95 382.509 379.559 332 2.9 381.058 378.158 333 3.3 377.448 374.148 334 3.35 432.46 429.11 335 3.35 436.673 433.323 336 3.27 443.504 440.234 337 3.3 417.976 414.676 338 3.1 425.793 422.693 339 3.12 387.156 384.036 340 3.16 388.15 384.99 341 3.16 394.158 390.998 342 3.25 393.001 389.751 343 3.23 411.857 408.627 344 3.14 409.127 405.987 345 3.14 393.453 390.313 346 3.02 390.584 387.564 347 3.3 374.292 370.992 348 3.01 415.082 412.072 349 3 162.61 159.61 350 3.05 299.127 296.077 351 3.03 372.126 369.096 352 3.1 350.948 347.848 353 3.05 389.094 386.044 354 3.15 376.365 373.215 355 3.05 400.812 397.762 356 3.01 371.268 368.258 357 3.1 334.354 331.254 358 2.98 384.252 381.272 359 2.94 288.168 285.228 360 2.98 293.716 290.736 361 3.02 345.257 342.237 362 3 354.304 351.304 363 2.95 374.153 371.203 364 2.98 374.406 371.426 365 2.89 388.118 385.228 366 2.85 380.539 377.689 367 2.91 368.663 365.753 368 2.91 384.648 381.738 369 2.82 383.739 380.919 370 3 372.869 369.869 371 2.98 400.722 397.742 372 2.98 396.668 393.688 373 3.04 396.189 393.149 374 2.85 401.702 398.852 375 2.98 382.574 379.594 376 3 396.547 393.547 377 2.98 398.848 395.868 378 3 396.842 393.842 379 3 399.009 396.009 380 2.99 397.769 394.779 381 2.98 395.497 392.517 382 2.91 395.478 392.568 383 2.99 386.07 383.08 384 3.07 396.416 393.346 385 3.07 408.675 405.605 386 3.03 408.337 405.307 387 3.12 401.064 397.944 388 3.14 417.706 414.566 389 3.05 417.941 414.891 390 3.15 400.451 397.301 391 3.13 415.109 411.979 392 3.14 408.955 405.815 393 3.12 411.899 408.779 394 3.03 412.621 409.591 395 3 392.757 389.757 396 2.97 386.935 383.965 397 2.95 379.439 376.489 398 3.04 360.663 357.623 399 2.89 389.816 386.926 400 2.92 332.922 330.002 401 2.99 358.563 355.573 402 2.99 383.616 380.626 403 2.93 378.937 376.007 404 2.94 380.48 377.54 405 2.84 383.184 380.344 406 2.9 358.747 355.847 407 2.93 370.995 368.065 408 2.89 388.61 385.72 409 2.87 383.79 380.92 410 2.86 382.917 380.057 411 2.85 380.965 378.115 412 2.84 380.306 377.466 413 2.73 379.615 376.885 414 2.83 370.354 367.524 415 2.83 383.687 380.857 416 2.8 384.086 381.286 417 2.8 380.349 377.549 418 2.78 380.261 377.481 419 2.72 378.629 375.909 420 2.74 366.284 363.544 421 2.77 370.476 367.706 422 2.93 380.034 377.104 423 3 413.134 410.134 424 2.99 424.242 421.252 425 2.83 426.611 423.781 426 2.7 389.143 386.443 427 2.8 361.995 359.195 428 2.8 386.839 384.039 429 2.9 385.984 383.084 430 2.9 404.512 401.612 431 2.79 404.458 401.668 432 2.79 384.746 381.956 433 2.89 385.001 382.111 434 2.76 403.039 400.279 435 2.92 380.078 377.158 436 2.97 409.334 406.364 437 2.88 417.573 414.693 438 3.07 397.714 394.644 439 2.96 429.626 426.666 440 3.04 409.393 406.353 441 2.87 418.598 415.728 442 2.82 394.408 391.588 443 2.78 382.31 379.53 444 2.81 371.023 368.213 445 2.53 374.341 371.811 446 2.6 347.612 345.012 447 2.58 353.072 350.492 448 2.72 350.056 347.336 449 2.8 384.14 381.34 450 2.79 397.088 394.298 451 2.52 391.629 389.109 452 2.68 276.798 274.118 453 2.71 369.305 366.595 454 2.7 386.391 383.691 455 2.87 387.916 385.046 456 2.88 410.175 407.295 457 2.71 409.503 406.793 458 2.76 391.655 388.895 459 2.79 396.694 393.904 460 2.78 400.54 397.76 461 2.68 395.2 392.52 462 2.77 387.283 384.513 463 2.82 395.605 392.785 464 2.72 400.149 397.429 465 2.71 390.877 388.167 466 2.7 389.486 386.786 467 2.72 386.8 384.08 468 2.68 389.961 387.281 469 2.66 376.942 374.282 470 2.68 366.169 363.489 471 2.64 372.22 369.58 472 2.76 357.133 354.373 473 2.62 400.712 398.092 474 2.62 366.379 363.759 475 2.51 352.116 349.606 476 2.7 364.448 361.748 477 2.7 396.967 394.267 478 2.71 397.219 394.509 479 2.51 398.358 395.848 480 2.52 362.598 360.078 481 2.52 318.174 315.654 482 2.64 347.288 344.648 483 2.51 395.705 393.195 484 2.51 320.846 318.336 485 2.5 318.375 315.875 486 2.45 329.09 326.64 487 2.58 322.007 319.427 488 2.5 393.857 391.357 489 2.56 370.001 367.441 490 2.56 383.566 381.006 491 2.58 314.105 311.525 492 2.53 300.224 297.694 493 2.52 221.679 219.159 494 2.53 339.035 336.505 495 2.57 386.562 383.992 496 2.5 394.746 392.246 497 2.53 382.65 380.12 498 2.53 387.986 385.456 499 2.45 388.638 386.188 500 2.39 376.415 374.025 501 2.41 367.981 365.571 502 2.62 370.738 368.118 503 2.45 410.715 408.265 504 2.43 373.48 371.05 505 2.44 381.883 379.443 506 2.58 385.049 382.469 507 2.44 402.586 400.146 508 2.41 386.211 383.801 509 2.41 360.284 357.874 510 2.56 308.2 305.64 511 2.4 409.503 407.103 512 2.35 320.742 318.392 513 2.4 198.449 196.049 514 2.5 360.924 358.424 515 2.4 400.853 398.453 516 2.49 365.958 363.468 517 2.5 399.709 397.209 518 2.45 400.841 398.391 519 2.41 393.64 391.23 520 2.53 382.1 379.57 521 2.47 406.7 404.23 522 2.47 398.564 396.094 523 2.34 399.276 396.936 524 2.44 276.616 274.176 525 2.45 391.558 389.108 526 2.3 398.702 396.402 527 2.31 274.255 271.945 528 2.4 337.538 335.138 529 2.45 391.825 389.375 530 2.4 401.13 398.73 531 2.47 389.502 387.032 532 2.4 405.926 403.526 533 2.4 391.81 389.41 534 2.48 392.29 389.81 535 2.31 407.073 404.763 536 2.4 337.919 335.519 537 2.39 395.301 392.911 538 2.37 393.332 390.962 539 2.46 388.318 385.858 540 2.57 399.561 396.991 541 2.57 414.137 411.567 542 2.5 416.095 413.595 543 2.58 402.451 399.871 544 2.45 413.89 411.44 545 2.49 392.936 390.446 546 2.49 399 396.51 547 2.4 398.876 396.476 548 2.38 386.923 384.543 549 2.47 384.475 382.005 550 2.54 396.61 394.07 551 2.51 406.622 404.112 552 2.53 400.951 398.421 553 2.52 403.553 401.033 554 2.4 402.399 399.999 555 2.4 356.438 354.038 556 2.42 360.494 358.074 557 2.49 368.793 366.303 558 2.51 402.624 400.114 559 2.39 410.03 407.64 560 2.4 365.269 362.869 561 2.52 378.406 375.886 562 2.44 409.34 406.9 563 2.43 389.398 386.968 564 2.49 380.182 377.692 565 2.5 405.365 402.865 566 2.46 408.177 405.717 567 2.45 398.139 395.689 568 2.43 396.596 394.166 569 2.45 390.589 388.139 570 2.63 396.823 394.193 571 2.63 434.896 432.266 572 2.69 430.921 428.231 573 2.69 448.096 445.406 574 2.67 446.544 443.874 575 2.78 436.406 433.626 576 2.73 467.114 464.384 577 2.78 439.716 436.936 578 2.84 451.472 448.632 579 2.75 467.775 465.025 580 2.79 431.353 428.563 581 2.78 442.657 439.877 582 3.08 437.833 434.753 583 2.96 513.495 510.535 584 2.94 448.081 445.141 585 2.83 444.569 441.739 586 2.99 409.302 406.312 587 2.92 442.415 439.495 588 3 422.225 419.225 589 2.97 437.416 434.446 590 2.99 429.634 426.644 591 2.97 433.839 430.869 592 3.04 427.513 424.473 593 3.05 444.046 440.996 594 3.14 443.751 440.611 595 3.11 462.689 459.579 596 3.04 450.96 447.92 597 2.99 427.084 424.094 598 2.85 401.501 398.651 599 2.85 362.1 359.25 600 2.89 351.486 348.596 601 2.89 219.077 216.187 602 2.99 191.115 188.125 603 2.72 384.632 381.912 604 2.63 252.535 249.905 605 2.61 282.093 279.483 606 2.61 295.782 293.172 607 2.75 300.105 297.355 608 2.62 345.381 342.761 609 2.65 193.262 190.612 610 2.65 293.501 290.851 611 2.62 333.33 330.71 612 2.62 338.609 335.989 613 2.61 337.34 334.73 614 2.63 346.196 343.566 615 2.7 349.93 347.23 616 2.64 371.264 368.624 617 2.7 332.339 329.639 618 2.63 368.286 365.656 619 2.72 370.418 367.698 620 2.91 397.032 394.122 621 2.9 427.446 424.546 622 2.79 422.374 419.584 623 2.95 401.855 398.905 624 2.81 424.371 421.561 625 3.26 403.362 400.102 626 3 461.899 458.899 627 3.03 408.151 405.121 628 3.14 397.54 394.4 629 3.11 428.133 425.023 630 3.08 415.391 412.311 631 3.09 406.884 403.794 632 2.92 406.56 403.64 633 3.06 353.698 350.638 634 3 387.519 384.519 635 2.95 346.955 344.005 636 3.03 130.404 127.374 637 3.05 292.955 289.905 638 3.06 295.31 292.25 639 3.02 304.469 301.449 640 3 54.44 51.44 641 3.09 -83.878 -86.968 642 2.98 412.265 409.285 643 2.98 219.203 216.223 644 3.04 282.484 279.444 645 3.08 402.938 399.858 === Evaluation on test split === Time taken to test model on test split: 0.39 seconds === Summary === Correlation coefficient -0.0497 Mean absolute error 378.2635 Root mean squared error 382.1069 Relative absolute error 14.3988 % Root relative squared error 14.5451 % Total Number of Instances 645