=== 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_ATPL-R-A-features Instances: 2179 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 1.1193639177401384 Node 1 -1.33336851534143 Node 2 -0.9338616956509257 Node 3 -0.3703436233868394 Sigmoid Node 1 Inputs Weights Threshold 1.3144624270687009 Attrib rsi -1.2489506640944608 Attrib mfi -0.08254295861480433 Attrib ema -2.9994472812387256 Attrib so -0.0418160342838295 Attrib macd -0.20680746579171247 Attrib sl 0.5412752202808464 Sigmoid Node 2 Inputs Weights Threshold -2.837552124560123 Attrib rsi -0.2665751867706874 Attrib mfi -0.06613220926083078 Attrib ema -2.61607138765958 Attrib so 0.17240760234415692 Attrib macd -0.15862723812219195 Attrib sl 2.3794165732964125 Sigmoid Node 3 Inputs Weights Threshold -1.207017897620879 Attrib rsi 0.6641355662708696 Attrib mfi 0.2977674430735992 Attrib ema -3.4769411841358218 Attrib so -0.5083549783179645 Attrib macd -0.556734983409516 Attrib sl -4.651955913700852 Class Input Node 0 Time taken to build model: 36.23 seconds === Predictions on test split === inst# actual predicted error 1 362.02 356.979 -5.041 2 364 350.721 -13.279 3 366 358.373 -7.627 4 360 356.684 -3.316 5 355 349.696 -5.304 6 360.99 346.071 -14.919 7 359.98 350.142 -9.838 8 354 347.511 -6.489 9 346 341.827 -4.173 10 333.01 338.047 5.037 11 330 334.843 4.843 12 327.15 332.499 5.349 13 334.99 330.265 -4.725 14 336.75 330.988 -5.762 15 332 330.703 -1.297 16 337.38 326.097 -11.283 17 338 327.208 -10.792 18 341.27 325.264 -16.006 19 346 326.814 -19.186 20 339 330.579 -8.421 21 329.12 321.897 -7.223 22 337.37 315.668 -21.702 23 334 318.716 -15.284 24 336.5 316.595 -19.905 25 345.77 319.601 -26.169 26 332.3 340.485 8.185 27 339.5 323.031 -16.469 28 332.3 328.802 -3.498 29 330.15 324.225 -5.925 30 330.16 330.567 0.407 31 330 333.351 3.351 32 329.19 334.031 4.841 33 329.02 334.905 5.885 34 330 328.957 -1.043 35 335 326.876 -8.124 36 340 322.4 -17.6 37 342 329.465 -12.535 38 340 328.971 -11.029 39 345.99 328.284 -17.706 40 343 331.861 -11.139 41 328.82 328.303 -0.517 42 323.23 335.81 12.58 43 333.96 321.316 -12.644 44 336.83 322.223 -14.607 45 326.01 324.704 -1.306 46 321.21 330.389 9.179 47 321.83 327.35 5.52 48 327 330.583 3.583 49 332.87 328.081 -4.789 50 331 326.746 -4.254 51 332 324.085 -7.915 52 326 323.393 -2.607 53 337.3 322.185 -15.115 54 324.14 323.676 -0.464 55 330.5 317.802 -12.698 56 327 316.406 -10.594 57 325 317.019 -7.981 58 321 316.796 -4.204 59 323.98 328.022 4.042 60 318 313.982 -4.018 61 320.02 329.511 9.491 62 326 321.33 -4.67 63 322.03 316.344 -5.686 64 320 317.391 -2.609 65 320.03 323.076 3.046 66 318 316.258 -1.742 67 326.5 316.377 -10.123 68 327.25 315.251 -11.999 69 329.69 315.422 -14.268 70 329 333.862 4.862 71 333 332.9 -0.1 72 334 321.82 -12.18 73 335 324.834 -10.166 74 343.88 325.991 -17.889 75 337.95 343.046 5.096 76 328 329.946 1.946 77 337.4 317.982 -19.418 78 333 329.405 -3.595 79 333.12 323.462 -9.658 80 345 324.648 -20.352 81 353.99 348.198 -5.792 82 362.9 354.718 -8.182 83 353.33 364.428 11.098 84 348.1 346.454 -1.646 85 357 340.14 -16.86 86 359.99 352.699 -7.291 87 351.01 359.745 8.735 88 352 343.739 -8.261 89 358 346.725 -11.275 90 360 357.622 -2.378 91 367.29 363.691 -3.599 92 366.9 372.824 5.924 93 366.04 369.959 3.919 94 370 371.844 1.844 95 369.9 379.946 10.046 96 365.57 380.217 14.647 97 364 368.44 4.44 98 364 363.984 -0.016 99 369 365.11 -3.89 100 366 378.562 12.562 101 379.99 368.64 -11.35 102 401.99 389.655 -12.335 103 385.09 416.158 31.068 104 390.01 379.207 -10.803 105 380 385.704 5.704 106 380 372.748 -7.252 107 378 373.771 -4.229 108 380 373.377 -6.623 109 380 375.69 -4.31 110 376.06 377.97 1.91 111 379.79 375.68 -4.11 112 383 378.979 -4.021 113 385.2 384.338 -0.862 114 382 387.994 5.994 115 378.56 383.701 5.141 116 383 378.364 -4.636 117 374.02 382.09 8.07 118 365 376.432 11.432 119 354.14 365.812 11.672 120 346 352.364 6.364 121 331.9 347.595 15.695 122 334.96 348.647 13.687 123 319.99 351.353 31.363 124 322.49 341.826 19.336 125 338.08 342.824 4.744 126 343.68 344.363 0.683 127 351 343.399 -7.601 128 362.98 346.01 -16.97 129 354 352.097 -1.903 130 357 341.891 -15.109 131 341.04 341.007 -0.033 132 345.01 327.549 -17.461 133 357.87 329.687 -28.183 134 366 342.941 -23.059 135 365.1 352.476 -12.624 136 365 352.347 -12.653 137 357 349.867 -7.133 138 356 346.384 -9.616 139 356.01 348.764 -7.246 140 353.23 349.895 -3.335 141 353.21 349.576 -3.634 142 362.48 349.664 -12.816 143 356 356.139 0.139 144 357 348.511 -8.489 145 350.01 348.631 -1.379 146 358 346.448 -11.552 147 345 350.692 5.692 148 344.2 352.142 7.942 149 343.12 346.895 3.775 150 343.11 343.802 0.692 151 347.1 338.48 -8.62 152 350.01 337.499 -12.511 153 349.1 336.75 -12.35 154 343.01 336.2 -6.81 155 341 346.754 5.754 156 340 331.003 -8.997 157 339.95 330.507 -9.443 158 331 326.393 -4.607 159 330 323.079 -6.921 160 334.5 319.722 -14.778 161 328.11 321.923 -6.187 162 320 320.051 0.051 163 320.05 314.821 -5.229 164 320.5 314.525 -5.975 165 324.99 313.179 -11.811 166 315.12 315.237 0.117 167 314.01 309.696 -4.314 168 319 306.705 -12.295 169 317.01 307.943 -9.067 170 320 306.285 -13.715 171 311.76 307.246 -4.514 172 310 300.467 -9.533 173 313 299.044 -13.956 174 308.5 299.286 -9.214 175 310.11 298.027 -12.083 176 317 296.84 -20.16 177 317 302.693 -14.307 178 326 301.369 -24.631 179 325.99 321.379 -4.611 180 327.9 323.175 -4.725 181 333.54 327.95 -5.59 182 327 332.345 5.345 183 323 319.995 -3.005 184 326.9 314.713 -12.187 185 323.85 326.18 2.33 186 337.96 321.234 -16.726 187 335 341.017 6.017 188 330.36 339.338 8.978 189 331.51 329.388 -2.122 190 323.23 335.243 12.013 191 321.1 317.28 -3.82 192 319 315.854 -3.146 193 316.7 314.16 -2.54 194 315 313.765 -1.235 195 322 308.695 -13.305 196 320 316.424 -3.576 197 325.11 311.148 -13.962 198 321.08 317.761 -3.319 199 325 311.731 -13.269 200 322.99 315.82 -7.17 201 320 311.773 -8.227 202 321.5 307.041 -14.459 203 322.79 307.789 -15.001 204 295.6 308.899 13.299 205 290 293.725 3.725 206 286 304.39 18.39 207 276.7 297.391 20.691 208 284 290.814 6.814 209 289.51 291.422 1.912 210 286.1 291.96 5.86 211 275.13 288.829 13.699 212 273 280.801 7.801 213 269.15 275.905 6.755 214 260 271.845 11.845 215 252.21 265.886 13.676 216 250.03 260.38 10.35 217 264.58 257.314 -7.266 218 263 256.781 -6.219 219 254.12 254.824 0.704 220 254 252.67 -1.33 221 247.3 249.743 2.443 222 243.5 251.867 8.367 223 241 250.487 9.487 224 239.03 245.117 6.087 225 243 240.754 -2.246 226 248 240.694 -7.306 227 244 240.852 -3.148 228 253.26 239.584 -13.676 229 245.56 240.693 -4.867 230 238.61 242.266 3.656 231 240 264.214 24.214 232 239.21 246.588 7.378 233 240 241.069 1.069 234 240.01 236.433 -3.577 235 243.5 234.193 -9.307 236 239 231.291 -7.709 237 244.47 239.09 -5.38 238 230 232.742 2.742 239 226.02 240.581 14.561 240 237.67 229.225 -8.445 241 238 231.552 -6.448 242 222.1 230.149 8.049 243 225.1 229.29 4.19 244 225.05 222.535 -2.515 245 240 221.906 -18.094 246 232.98 243.307 10.327 247 225.07 229.643 4.573 248 224 222.609 -1.391 249 223 222.03 -0.97 250 220.99 222.401 1.411 251 217.06 225.103 8.043 252 228 220.288 -7.712 253 221.03 222.542 1.512 254 224.19 215.082 -9.108 255 217.05 215.81 -1.24 256 216.12 214.783 -1.337 257 212 212.747 0.747 258 212 213.599 1.599 259 212 212.217 0.217 260 212 209.694 -2.306 261 215.98 209.174 -6.806 262 214.56 209.474 -5.086 263 210.06 209.487 -0.573 264 220.98 212.394 -8.586 265 221.21 212.024 -9.186 266 211.16 212.922 1.762 267 220 220.329 0.329 268 216.22 210.715 -5.505 269 212.58 206.983 -5.597 270 218.86 209.108 -9.752 271 218 208.242 -9.758 272 212.91 209.778 -3.132 273 216.96 222.802 5.842 274 213.16 215.526 2.366 275 209.56 224.348 14.788 276 206.9 236.229 29.329 277 200 211.169 11.169 278 197 209.447 12.447 279 203.5 206.906 3.406 280 204.5 200.867 -3.633 281 195.3 200.833 5.533 282 195.5 200.243 4.743 283 200 198.06 -1.94 284 205 196.922 -8.078 285 209.5 199.391 -10.109 286 208 202.455 -5.545 287 202.99 198.865 -4.125 288 204.5 193.617 -10.883 289 204.48 193.563 -10.917 290 203.46 194.303 -9.157 291 197.1 192.579 -4.521 292 205 198.655 -6.345 293 203 196.205 -6.795 294 199 195.872 -3.128 295 202 205.304 3.304 296 203.45 200.645 -2.805 297 199.99 200.729 0.739 298 200.22 206.591 6.371 299 205 212.869 7.869 300 205 200.454 -4.546 301 201.51 199.461 -2.049 302 205.58 197.334 -8.246 303 203.5 204.418 0.918 304 214.9 196.133 -18.767 305 231 222.91 -8.09 306 234.11 226.875 -7.235 307 249 257.216 8.216 308 262.55 265.872 3.322 309 253.15 277.992 24.842 310 241.55 262.68 21.13 311 237.08 242.053 4.973 312 224.7 234.802 10.102 313 221.63 231.274 9.644 314 223 229.953 6.953 315 224.8 230.807 6.007 316 223 234.373 11.373 317 223 233.408 10.408 318 216 234.876 18.876 319 220 233.772 13.772 320 220.82 241.069 20.249 321 225.45 236.642 11.192 322 226 233.633 7.633 323 225 227.055 2.055 324 216.9 219.351 2.451 325 216.1 212.998 -3.102 326 215 211.27 -3.73 327 221.8 210.213 -11.587 328 221 212.883 -8.117 329 218.9 212.984 -5.916 330 211.57 212.177 0.607 331 211.75 224.985 13.235 332 209.99 221.179 11.189 333 199.09 217.167 18.077 334 200.88 202.237 1.357 335 196.2 205.655 9.455 336 200.11 201.39 1.28 337 208.7 201.824 -6.876 338 202.15 206.55 4.4 339 202.15 201.325 -0.825 340 201.2 199.571 -1.629 341 201 198.124 -2.876 342 200.3 196.071 -4.229 343 206 193.979 -12.021 344 200.01 197.602 -2.408 345 200.63 192.378 -8.252 346 187.17 192.654 5.484 347 195.92 191.5 -4.42 348 193.29 190.434 -2.856 349 192.99 195.727 2.737 350 190.98 193.737 2.757 351 192.35 191.757 -0.593 352 191.13 189.156 -1.974 353 188 188.267 0.267 354 190 189.481 -0.519 355 195.48 188.095 -7.385 356 194.9 188.883 -6.017 357 190.99 188.157 -2.833 358 189.98 188.174 -1.806 359 185.5 184.478 -1.022 360 188 195.692 7.692 361 188 188.966 0.966 362 188 182.385 -5.615 363 184 182.514 -1.486 364 176.18 195.708 19.528 365 180.39 178.24 -2.15 366 170 178.302 8.302 367 168.21 173.025 4.815 368 175 174.964 -0.036 369 175 174.706 -0.294 370 170 172.45 2.45 371 168.6 173.085 4.485 372 177.63 172.16 -5.47 373 177 171.358 -5.642 374 170.05 170.38 0.33 375 172 176.279 4.279 376 168.7 173.523 4.823 377 168.35 178.619 10.269 378 168.37 177.35 8.98 379 168.5 178.766 10.266 380 160.51 161.934 1.424 381 161.01 163.613 2.603 382 168 161.104 -6.896 383 165 169.47 4.47 384 161.32 163.204 1.884 385 161.02 163.43 2.41 386 155 163.559 8.559 387 152 160.022 8.022 388 151 155.859 4.859 389 150 154.634 4.634 390 142.92 152.518 9.598 391 143 149.87 6.87 392 141.06 148.803 7.743 393 142 146.942 4.942 394 141 145.712 4.712 395 139 143.861 4.861 396 140.9 141.81 0.91 397 140 145.641 5.641 398 143 140.547 -2.453 399 140.5 141.855 1.355 400 136.4 137.619 1.219 401 135.75 135.015 -0.735 402 135 134.908 -0.092 403 132 133.848 1.848 404 131.99 131.324 -0.666 405 130 142.159 12.159 406 128 138.584 10.584 407 123.02 145.615 22.595 408 118.21 134.861 16.651 409 118.01 132.866 14.856 410 115 132.098 17.098 411 119 131.998 12.998 412 115 130.1 15.1 413 120.3 125.73 5.43 414 119.85 123.928 4.078 415 116 123.165 7.165 416 115 120.143 5.143 417 119.9 118.007 -1.893 418 130 118.49 -11.51 419 144 135.231 -8.769 420 146 146.277 0.277 421 124.51 142.898 18.388 422 132.95 127.933 -5.017 423 130 127.253 -2.747 424 130 129.131 -0.869 425 127 130.507 3.507 426 124.95 131.87 6.92 427 120 134.308 14.308 428 114.51 137.391 22.881 429 116.01 150.692 34.682 430 116 157.451 41.451 431 120 158.05 38.05 432 115.77 148.422 32.652 433 114.98 154.756 39.776 434 116 125.184 9.184 435 117.79 120.526 2.736 436 116.01 119.62 3.61 437 113.5 117.066 3.566 438 113.3 114.879 1.579 439 115 113.731 -1.269 440 108 114.942 6.942 441 106.45 117.77 11.32 442 105.01 118.881 13.871 443 100 120.092 20.092 444 100 111.481 11.481 445 104 109.951 5.951 446 102.01 109.855 7.845 447 100.02 108.162 8.142 448 107 108.569 1.569 449 101.5 110.659 9.159 450 101.7 109.349 7.649 451 100.03 108.624 8.594 452 99 107.783 8.783 453 99.53 109.6 10.07 454 97.86 107.629 9.769 455 102.99 111.763 8.773 456 105.5 104.391 -1.109 457 114 110.91 -3.09 458 114.99 124.737 9.747 459 115 116.292 1.292 460 124.95 117.974 -6.976 461 117.54 129.902 12.362 462 114 139.658 25.658 463 114.5 125.065 10.565 464 103.66 124.048 20.388 465 101.12 134.437 33.317 466 101.35 135.851 34.501 467 103.45 133.384 29.934 468 106 132.021 26.021 469 106.02 130.393 24.373 470 110 137.88 27.88 471 111 135.5 24.5 472 113.37 135.162 21.792 473 110 130.974 20.974 474 114 127.542 13.542 475 116 124.132 8.132 476 117 120.672 3.672 477 111.83 119.208 7.378 478 113.64 110.535 -3.105 479 108 116.752 8.752 480 110.79 112.228 1.438 481 114.32 113.516 -0.804 482 113.81 117.564 3.754 483 113.78 117.465 3.685 484 115.5 118.093 2.593 485 118.95 125.78 6.83 486 117.77 135.165 17.395 487 119.95 128.796 8.846 488 120.5 132.245 11.745 489 118.01 129.205 11.195 490 120.5 123.607 3.107 491 125 126.607 1.607 492 128.01 138.509 10.499 493 133.9 142.459 8.559 494 126.52 152.234 25.714 495 127.7 135.248 7.548 496 122.44 133.907 11.467 497 125 129.01 4.01 498 120 131.252 11.252 499 120 130.338 10.338 500 120 147.24 27.24 501 123.65 146.261 22.611 502 120.88 139.057 18.177 503 120 143.994 23.994 504 120 151.707 31.707 505 123.65 148.803 25.153 506 128 140.485 12.485 507 133.49 135.849 2.359 508 138.96 142.799 3.839 509 136 147.675 11.675 510 130 141.4 11.4 511 128.01 137.987 9.977 512 127 134.052 7.052 513 132.82 135.308 2.488 514 134.53 136.686 2.156 515 134 139.106 5.106 516 130.06 139.106 9.046 517 135 135.674 0.674 518 129.01 141.185 12.175 519 130 135.536 5.536 520 128.02 136.565 8.545 521 134.92 145.779 10.859 522 130.28 141.037 10.757 523 134.6 141.007 6.407 524 134.92 154.378 19.458 525 134.99 166.284 31.294 526 137 161.266 24.266 527 135 169.698 34.698 528 135 151.035 16.035 529 130.3 151.622 21.322 530 130.02 139.114 9.094 531 130.21 144.256 14.046 532 132.98 141.04 8.06 533 134.71 136.31 1.6 534 139.86 139.718 -0.142 535 137 153.496 16.496 536 135.55 142.96 7.41 537 137 139.282 2.282 538 140 142.276 2.276 539 150 153.638 3.638 540 146.01 159.767 13.757 541 148.24 151.467 3.227 542 153.98 157.786 3.806 543 172 166.051 -5.949 544 175 183.265 8.265 545 174 193.366 19.366 546 212.01 193.724 -18.286 547 212.99 241.213 28.223 548 195.01 280.557 85.547 549 195 205.086 10.086 550 192 202.846 10.846 551 190 199.729 9.729 552 188.05 197.602 9.552 553 185 197.996 12.996 554 182 197.664 15.664 555 175.02 197.263 22.243 556 180 190.55 10.55 557 172 195.627 23.627 558 178.75 193.927 15.177 559 177.04 206.24 29.2 560 185.11 207.942 22.832 561 190.5 215.49 24.99 562 189 198.836 9.836 563 187.5 187.43 -0.07 564 185 185.054 0.054 565 173.09 185.228 12.138 566 182.52 215.146 32.626 567 175.05 179.964 4.914 568 181.7 208.691 26.991 569 177.5 187.168 9.668 570 176 206.61 30.61 571 175 213.736 38.736 572 177.5 218.276 40.776 573 174 204.595 30.595 574 177 210.125 33.125 575 174.2 202.914 28.714 576 187.49 203.255 15.765 577 191 192.394 1.394 578 190 187.949 -2.051 579 181.41 187.902 6.492 580 181.43 194.19 12.76 581 181.58 192.498 10.918 582 171.05 192.806 21.756 583 177.95 216.203 38.253 584 182.99 200.235 17.245 585 185 190.001 5.001 586 189.95 190.111 0.161 587 191 187.373 -3.627 588 190 189.441 -0.559 589 188.01 189.628 1.618 590 188 189.15 1.15 591 184.01 188.201 4.191 592 180.02 186.021 6.001 593 175.06 185.566 10.506 594 188.5 200.137 11.637 595 185 183.876 -1.124 596 192.8 183.615 -9.185 597 199.9 190.372 -9.528 598 223.01 198.938 -24.072 599 231 240.962 9.962 600 239.99 242.604 2.614 601 232 249.863 17.863 602 240 236.067 -3.933 603 254 236.589 -17.411 604 268.1 254.767 -13.333 605 286.77 284.567 -2.203 606 291.98 298.08 6.1 607 285 305.731 20.731 608 310.95 283.735 -27.215 609 317.8 308.575 -9.225 610 319.75 323.402 3.652 611 305 331.104 26.104 612 290.01 301.635 11.625 613 300 284.851 -15.149 614 299.64 294.758 -4.882 615 298.5 298.457 -0.043 616 307.65 302.2 -5.45 617 308.9 313.538 4.638 618 310 318.16 8.16 619 314 320.416 6.416 620 329 324.856 -4.144 621 349.47 344.669 -4.801 622 367.9 353.875 -14.025 623 360.15 362.584 2.434 624 360.01 347.075 -12.935 625 370 348.594 -21.406 626 370.98 360.793 -10.187 627 371.4 369.544 -1.856 628 362.5 377.084 14.584 629 364.99 362.985 -2.005 630 350 372.352 22.352 631 355 352.675 -2.325 632 343.9 362.57 18.67 633 335 353.815 18.815 634 335 348.795 13.795 635 320.01 350.74 30.73 636 323.01 345.583 22.573 637 333 341.983 8.983 638 330 341.889 11.889 639 329.97 337.658 7.688 640 325.97 332.887 6.917 641 322 328.494 6.494 642 320 322.19 2.19 643 309.98 322.645 12.665 644 269.97 308.617 38.647 645 278.33 294.242 15.912 646 260 291.368 31.368 647 270 286.343 16.343 648 268.52 289.156 20.636 649 274 285.412 11.412 650 294.94 287.414 -7.526 651 304.99 291.796 -13.194 652 298.01 293.637 -4.373 653 293.58 288.922 -4.658 654 282.55 285.232 2.682 === Evaluation on test split === Time taken to test model on test split: 0.44 seconds === Summary === Correlation coefficient 0.9911 Mean absolute error 9.5257 Root mean squared error 12.7741 Relative absolute error 1.729 % Root relative squared error 2.2894 % Total Number of Instances 654