=== 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_PODR-R-A-features Instances: 2172 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 -0.03845721294841625 Node 1 -1.5774827948010846 Node 2 1.3398167535558139 Node 3 -0.761042093406033 Sigmoid Node 1 Inputs Weights Threshold -3.0732636696007343 Attrib rsi -0.7666615509331743 Attrib mfi -0.11834912233164137 Attrib ema -1.6037937322447098 Attrib so 0.38907068894650987 Attrib macd -1.205947353550287 Attrib sl 0.6623088329105882 Sigmoid Node 2 Inputs Weights Threshold -1.7786213904772599 Attrib rsi 0.8457746883758256 Attrib mfi -0.023904225558927142 Attrib ema 2.488410791800915 Attrib so -0.030235348878769743 Attrib macd 0.2204523997196 Attrib sl -0.5162144732026924 Sigmoid Node 3 Inputs Weights Threshold -1.4135187837902177 Attrib rsi -0.3358444681638261 Attrib mfi 0.06530951537064285 Attrib ema -3.077779098148128 Attrib so -0.3646780476370513 Attrib macd 0.4888825096554783 Attrib sl 0.054186591729352064 Class Input Node 0 Time taken to build model: 37.03 seconds === Predictions on test split === inst# actual predicted error 1 288.2 287.598 -0.602 2 288.53 288.596 0.066 3 287.9 289.556 1.656 4 287.01 287.48 0.47 5 282 284.907 2.907 6 278 276.542 -1.458 7 277 269.582 -7.418 8 273.5 267.216 -6.284 9 271 262.344 -8.656 10 268 258.108 -9.892 11 274.95 254.986 -19.964 12 272 271.905 -0.095 13 269.38 268.154 -1.226 14 279.5 264.535 -14.965 15 284 278.921 -5.079 16 279 283.559 4.559 17 275.06 276.99 1.93 18 280 272.305 -7.695 19 283.82 277.282 -6.538 20 286 281.279 -4.721 21 282 283.933 1.933 22 281.02 279.954 -1.066 23 285 279.85 -5.15 24 285.7 285.262 -0.438 25 292.9 287.056 -5.844 26 285.7 295.063 9.363 27 286.05 286.943 0.893 28 285.7 288.203 2.503 29 289.9 287.749 -2.151 30 292.92 292.341 -0.579 31 297.5 295.779 -1.721 32 306 300.469 -5.531 33 298 307.598 9.598 34 300 297.262 -2.738 35 294.01 299.414 5.404 36 297 292.82 -4.18 37 299 296.422 -2.578 38 299.5 298.798 -0.702 39 300 299.943 -0.057 40 300 300.711 0.711 41 300 301.942 1.942 42 303.11 303.19 0.08 43 309 308.304 -0.696 44 304.54 315.459 10.919 45 306.06 308.209 2.149 46 306.13 310.498 4.368 47 309.24 310.277 1.037 48 314.22 314.085 -0.135 49 316.45 319.314 2.864 50 313.04 322.74 9.7 51 310 317.196 7.196 52 318 313.052 -4.948 53 314 323.007 9.007 54 313.8 317.344 3.544 55 313.16 318.027 4.867 56 314 318.021 4.021 57 309 320.294 11.294 58 315 311.097 -3.903 59 311 320.276 9.276 60 312.9 313.84 0.94 61 306.5 317.024 10.524 62 306.51 306.9 0.39 63 307 306.676 -0.324 64 303.01 306.916 3.906 65 302.04 301.519 -0.521 66 295.01 300.094 5.084 67 301.02 291.321 -9.699 68 305 300.128 -4.872 69 301.8 305.003 3.203 70 301.4 300.847 -0.553 71 303.11 299.694 -3.416 72 298 301.993 3.993 73 296.26 295.003 -1.257 74 297.01 292.667 -4.343 75 296.5 293.013 -3.487 76 296.55 292.131 -4.419 77 297.7 291.86 -5.84 78 303.99 293.431 -10.559 79 307 304.38 -2.62 80 310 309.347 -0.653 81 312 313.836 1.836 82 317.99 316.269 -1.721 83 326 323.162 -2.838 84 322 330.351 8.351 85 317 323.489 6.489 86 317.65 316.324 -1.326 87 321 318.277 -2.723 88 320.55 323.179 2.629 89 321 324.161 3.161 90 322.5 326.374 3.874 91 322.5 329.85 7.35 92 325.1 331.608 6.508 93 323.5 335.945 12.445 94 321 332.813 11.813 95 320.1 327.589 7.489 96 315.02 325.789 10.769 97 326.4 314.023 -12.377 98 327.5 330.809 3.309 99 325.6 332.078 6.478 100 330.04 328.639 -1.401 101 336.1 335.02 -1.08 102 335.15 341.319 6.169 103 341 340.026 -0.974 104 343.55 346.452 2.902 105 342.56 349.891 7.331 106 340.1 349.463 9.363 107 334.51 345.691 11.181 108 336.98 336.754 -0.226 109 336.97 341.406 4.436 110 333.7 343.131 9.431 111 333.4 339.374 5.974 112 326.99 339.492 12.502 113 324 328.708 4.708 114 324.98 324.833 -0.147 115 316.2 326.697 10.497 116 308.99 314.473 5.483 117 309.98 306.636 -3.344 118 313 307.028 -5.972 119 314.5 310.711 -3.789 120 310.01 311.565 1.555 121 314 305.378 -8.622 122 310.5 310.755 0.255 123 308.5 306.058 -2.442 124 305.12 302.836 -2.284 125 300 298.567 -1.433 126 298 293.765 -4.235 127 307 291.291 -15.709 128 307 303.327 -3.673 129 309.48 302.522 -6.958 130 307.99 306.374 -1.616 131 307 305.704 -1.296 132 307.21 304.675 -2.535 133 309 304.911 -4.089 134 301.52 307.245 5.725 135 298 298.069 0.069 136 297 293.392 -3.608 137 296 291.423 -4.577 138 296 290.689 -5.311 139 294.1 290.052 -4.048 140 294.1 287.875 -6.225 141 294.1 287.669 -6.431 142 294.01 286.519 -7.491 143 294.01 285.166 -8.844 144 295.99 283.604 -12.386 145 296.98 287.067 -9.913 146 294.01 288.13 -5.88 147 294.5 282.804 -11.696 148 291.5 282.802 -8.698 149 287 278.406 -8.594 150 285 273.975 -11.025 151 275.5 271.619 -3.881 152 278.05 265.145 -12.905 153 278.01 270.127 -7.883 154 282.95 269.782 -13.168 155 276.11 278.014 1.904 156 276.51 271.485 -5.025 157 283.37 271.153 -12.217 158 283.85 280.339 -3.511 159 279.01 280.011 1.001 160 279.51 274.09 -5.42 161 283.48 273.593 -9.887 162 288.97 277.774 -11.196 163 288 283.805 -4.195 164 292.98 283.51 -9.47 165 291.9 289.201 -2.699 166 293.47 288.925 -4.545 167 291.5 291.845 0.345 168 290 290.215 0.215 169 291.75 288.552 -3.198 170 289.04 291.841 2.801 171 289.5 288.676 -0.824 172 293 289.579 -3.421 173 300 295.065 -4.935 174 295.01 303.883 8.873 175 295 296.896 1.896 176 302.88 297.43 -5.45 177 303.99 306.408 2.418 178 301 307.49 6.49 179 302 302.405 0.405 180 295 303.64 8.64 181 295.5 292.512 -2.988 182 295 293.169 -1.831 183 293.15 292.946 -0.204 184 292.02 290.583 -1.437 185 290 289.523 -0.477 186 292 286.967 -5.033 187 290.05 291.019 0.969 188 290.13 287.446 -2.684 189 292.01 287.558 -4.452 190 291 291.091 0.091 191 281 288.577 7.577 192 285 274.802 -10.198 193 291 281.583 -9.417 194 300 289.306 -10.694 195 288 299.216 11.216 196 290 286.033 -3.967 197 290 287.982 -2.018 198 297 288.042 -8.958 199 292 295.258 3.258 200 289.21 290.601 1.391 201 306.5 287.924 -18.576 202 303.09 303.879 0.789 203 305.85 301.302 -4.548 204 304 304.58 0.58 205 302.1 303.428 1.328 206 302.1 303.095 0.995 207 300.11 304.348 4.238 208 307 302.323 -4.677 209 302.13 309.113 6.983 210 303 303.739 0.739 211 310 305.017 -4.983 212 310.11 312.776 2.666 213 304 313.417 9.417 214 299 305.724 6.724 215 295.01 300.957 5.947 216 299.98 294.882 -5.098 217 298 300.142 2.142 218 297.01 297.11 0.1 219 293.12 295.494 2.374 220 291.55 290.976 -0.574 221 295 289.221 -5.779 222 290 293.766 3.766 223 288 288.113 0.113 224 286.8 286.082 -0.718 225 285.1 285.032 -0.068 226 286 282.19 -3.81 227 285.91 281.931 -3.979 228 300.8 281.077 -19.723 229 305 298.964 -6.036 230 305.5 303.721 -1.779 231 312.93 303.865 -9.065 232 312.4 311.253 -1.147 233 311.85 311.507 -0.343 234 311.8 311.914 0.114 235 314.01 313.294 -0.716 236 312 315.904 3.904 237 315 314.348 -0.652 238 315 319.514 4.514 239 312 322.068 10.068 240 315.49 318.522 3.032 241 321 324.703 3.703 242 320.99 332.998 12.008 243 320 333.401 13.401 244 321 330.761 9.761 245 316.1 332.395 16.295 246 316 320.541 4.541 247 315 319.819 4.819 248 311.32 317.48 6.16 249 310 310.058 0.058 250 309.16 307.178 -1.982 251 309.32 305.71 -3.61 252 310.4 306.119 -4.281 253 307.11 308.418 1.308 254 301.05 302.405 1.355 255 305 294.068 -10.932 256 310 301.29 -8.71 257 305.61 309.547 3.937 258 306.53 302.674 -3.856 259 305 303.56 -1.44 260 309.98 301.12 -8.86 261 307.1 309.425 2.325 262 310 304.868 -5.132 263 311.88 310.218 -1.662 264 312.06 313.197 1.137 265 312.15 313.128 0.978 266 312.16 313.95 1.79 267 314.11 314.251 0.141 268 316.34 318.41 2.07 269 315 322.659 7.659 270 317.24 320.474 3.234 271 314.1 324.807 10.707 272 317.03 317.665 0.635 273 313.41 323.289 9.879 274 314.98 315.894 0.914 275 315.01 318.696 3.686 276 313.41 318.826 5.416 277 315 315.296 0.296 278 313.02 318.265 5.245 279 307.51 313.282 5.772 280 306 302.432 -3.568 281 310 301.368 -8.632 282 307 309.3 2.3 283 305 303.832 -1.168 284 301.5 300.299 -1.201 285 300.06 294.588 -5.472 286 303 292.246 -10.754 287 300 297.808 -2.192 288 305 293.431 -11.569 289 305 302.351 -2.649 290 304 301.656 -2.344 291 307.15 299.491 -7.659 292 308.7 304.746 -3.954 293 305.09 307.035 1.945 294 305 301.226 -3.774 295 305.17 301.255 -3.915 296 307 301.103 -5.897 297 314.82 304.911 -9.909 298 312.09 319.115 7.025 299 323.99 313.443 -10.547 300 322.99 329.064 6.074 301 320.22 327.513 7.293 302 318.93 323.744 4.814 303 317 322.211 5.211 304 319 319.423 0.423 305 318.07 323.008 4.938 306 323.99 321.562 -2.428 307 319.1 330 10.9 308 323 321.628 -1.372 309 326 327.592 1.592 310 329.48 332.224 2.744 311 325.57 337.343 11.773 312 326.01 330.2 4.19 313 326.1 331.444 5.344 314 325.4 330.96 5.56 315 325.01 329.426 4.416 316 325.01 328.533 3.523 317 325.01 329.097 4.087 318 316.99 329.939 12.949 319 318.58 313.125 -5.455 320 319.9 317.442 -2.458 321 321 320.144 -0.856 322 321.11 322.837 1.727 323 322 323.048 1.048 324 322 324.678 2.678 325 322 324.277 2.277 326 326.5 324.074 -2.426 327 327.5 334.296 6.796 328 321.38 336.411 15.031 329 326.15 320.535 -5.615 330 327.05 329.559 2.509 331 326.01 331.263 5.253 332 326.1 328.838 2.738 333 324 330.03 6.03 334 327 324.654 -2.346 335 326.01 331.569 5.559 336 326 329.343 3.343 337 326 329.932 3.932 338 324.11 330.362 6.252 339 326.05 324.85 -1.2 340 326.6 330.212 3.612 341 327.8 331.363 3.563 342 326 334.179 8.179 343 327.85 328.616 0.766 344 324.11 333.442 9.332 345 326 322.058 -3.942 346 326.03 327.356 1.326 347 330.33 327.201 -3.129 348 335 336.204 1.204 349 337.49 344.967 7.477 350 341.55 349.209 7.659 351 350 354.29 4.29 352 352.51 363.657 11.147 353 345 367.109 22.109 354 344.61 349.766 5.156 355 347 350.866 3.866 356 353.48 354.891 1.411 357 353 363.216 10.216 358 345.01 363.993 18.983 359 351.01 349.717 -1.293 360 351.95 358.286 6.336 361 353.6 361.139 7.539 362 359.01 364.491 5.481 363 348 371.25 23.25 364 356 352.949 -3.051 365 353 361.848 8.848 366 353 357.02 4.02 367 353 356.707 3.707 368 351 357.321 6.321 369 348 354.32 6.32 370 340.5 349.845 9.345 371 340 338.889 -1.111 372 345 337.972 -7.028 373 338.77 346.294 7.524 374 340 338.129 -1.871 375 335 339.779 4.779 376 335 333.735 -1.265 377 331.5 333.009 1.509 378 330 328.878 -1.122 379 328.66 326.152 -2.508 380 331.01 324.091 -6.919 381 333.97 327.499 -6.471 382 330.03 331.564 1.534 383 326.02 325.668 -0.352 384 330 320.343 -9.657 385 327 326.722 -0.278 386 330.01 322.618 -7.392 387 332.69 327.058 -5.632 388 330 331.924 1.924 389 330 327.638 -2.362 390 332.6 327.469 -5.131 391 330 332.693 2.693 392 330 328.207 -1.793 393 327 328.138 1.138 394 326 322.826 -3.174 395 320.01 320.851 0.841 396 320.02 313.142 -6.878 397 324.39 312.274 -12.116 398 320.01 321.094 1.084 399 323 314.405 -8.595 400 324.95 319.657 -5.293 401 322 322.658 0.658 402 323 317.007 -5.993 403 320.38 317.745 -2.635 404 327.51 312.986 -14.524 405 333.4 325.406 -7.994 406 334.01 333.464 -0.546 407 325.19 333.028 7.838 408 333.99 319.608 -14.382 409 327.1 331.46 4.36 410 329.99 323.244 -6.746 411 323.01 327.644 4.634 412 329 319.616 -9.384 413 318 327.304 9.304 414 310.22 316.435 6.215 415 313.3 310.74 -2.56 416 310.22 313.718 3.498 417 312 310.834 -1.166 418 313.06 312.343 -0.717 419 315.01 312.512 -2.498 420 316.06 313.427 -2.633 421 320 313.01 -6.99 422 318.13 316.992 -1.138 423 319 313.146 -5.854 424 320.1 313.531 -6.569 425 318.08 314.085 -3.995 426 320 311.359 -8.641 427 318 313.545 -4.455 428 315.24 311.183 -4.057 429 317 308.917 -8.083 430 312.06 312.675 0.615 431 317.71 307.023 -10.687 432 315.2 316.74 1.54 433 317.8 313.529 -4.271 434 313 317.905 4.905 435 314.99 311.437 -3.553 436 316 313.91 -2.09 437 314.4 314.341 -0.059 438 315 311.771 -3.229 439 315.01 312.258 -2.752 440 315.06 311.615 -3.445 441 317 311.131 -5.869 442 311.57 314.701 3.131 443 317.96 304.856 -13.104 444 316.49 316.477 -0.013 445 315.99 314.254 -1.736 446 315 313.204 -1.796 447 312.99 311.547 -1.443 448 306.02 307.719 1.699 449 310 298.605 -11.395 450 313 305.645 -7.355 451 310 311.295 1.295 452 311 306.79 -4.21 453 309 308.28 -0.72 454 309 304.998 -4.002 455 311 304.589 -6.411 456 313.9 307.969 -5.931 457 316 313.485 -2.515 458 324.99 316.773 -8.217 459 326.9 328.673 1.773 460 323 330.691 7.691 461 327.2 323.168 -4.032 462 322 328.71 6.71 463 320.01 321.113 1.103 464 321 319.059 -1.941 465 320.5 321.286 0.786 466 315.01 321.278 6.268 467 315.07 313.039 -2.031 468 318 313.768 -4.232 469 319.99 319.299 -0.691 470 326 323.07 -2.93 471 321 332.552 11.552 472 322 323.674 1.674 473 321.99 324.341 2.351 474 322 323.504 1.504 475 321.01 322.922 1.912 476 329.5 320.161 -9.339 477 324 333.754 9.754 478 324.5 323.517 -0.983 479 321.6 324.728 3.128 480 329.9 319.895 -10.005 481 330.04 333.046 3.006 482 327 334.281 7.281 483 331.5 329.52 -1.98 484 323.01 336.467 13.457 485 329.96 321.886 -8.074 486 329 331.62 2.62 487 335.5 330.953 -4.547 488 329 339.322 10.322 489 335 330.161 -4.839 490 337.95 338.043 0.093 491 343 341.113 -1.887 492 343 346.105 3.105 493 348.4 346.297 -2.103 494 350 352.469 2.469 495 330.7 354.608 23.908 496 340 329.087 -10.913 497 340 338.658 -1.342 498 340 339.127 -0.873 499 340.05 340.742 0.692 500 340.5 341.33 0.83 501 344.85 342.991 -1.859 502 344.2 348.209 4.009 503 342.01 348.333 6.323 504 343.21 345.373 2.163 505 350.99 347.091 -3.899 506 347 355.927 8.927 507 347 349.84 2.84 508 347 349.643 2.643 509 340.01 349.214 9.204 510 344 339.247 -4.753 511 340 345.577 5.577 512 344.99 339.97 -5.02 513 344.99 347.559 2.569 514 343 348.288 5.288 515 342.5 345.151 2.651 516 340.5 344.282 3.782 517 337 341.044 4.044 518 337 336.248 -0.752 519 338 336.616 -1.384 520 340 337.587 -2.413 521 337 340.769 3.769 522 334.02 334.963 0.943 523 325.01 329.674 4.664 524 326 319.293 -6.707 525 326 320.727 -5.273 526 327 320.273 -6.727 527 328.23 321.398 -6.832 528 334.99 323.098 -11.892 529 335.01 335.581 0.571 530 335 334.759 -0.241 531 338 334.378 -3.622 532 339 340 1 533 339.95 341.486 1.536 534 339.9 343.764 3.864 535 333 343.465 10.465 536 333.31 328.652 -4.658 537 334 329.424 -4.576 538 334 332.028 -1.972 539 332 332.528 0.528 540 332.5 329.224 -3.276 541 328.5 331.318 2.818 542 340 323.204 -16.796 543 343.1 347.516 4.416 544 343 351.988 8.988 545 350 350.506 0.506 546 351 358.1 7.1 547 359 358.794 -0.206 548 349.99 366.837 16.847 549 348.5 349.952 1.452 550 356.44 348.768 -7.672 551 356 358.454 2.454 552 359.95 359.015 -0.935 553 359.95 364.643 4.693 554 358.01 366.709 8.699 555 357.5 364.728 7.228 556 359 366.082 7.082 557 359.2 369.147 9.947 558 359 370.286 11.286 559 354.99 370.913 15.923 560 361 361.972 0.972 561 360.99 371.296 10.306 562 360 371.506 11.506 563 360 368.483 8.483 564 359.99 369.559 9.569 565 365 369.809 4.809 566 359.3 377.908 18.608 567 362 364.692 2.692 568 362.95 369.056 6.106 569 356.5 370.825 14.325 570 358 358.149 0.149 571 357 361.626 4.626 572 360 360.481 0.481 573 362.89 366.258 3.368 574 358.4 371.914 13.514 575 360 362.67 2.67 576 363 365.647 2.647 577 365 370.807 5.807 578 364.99 374.544 9.554 579 366.94 374.757 7.817 580 360.01 377.711 17.701 581 362.99 362.507 -0.483 582 367 368.539 1.539 583 371 374.751 3.751 584 377.1 380.7 3.6 585 381 386.369 5.369 586 382 390.23 8.23 587 383.16 392.92 9.76 588 378.3 394.655 16.355 589 378.3 386.528 8.228 590 379 387.963 8.963 591 380 389.679 9.679 592 380 391.596 11.596 593 380.99 392.729 11.739 594 380 394.647 14.647 595 381 393.739 12.739 596 381.8 395.969 14.169 597 380 397.9 17.9 598 375.1 393.452 18.352 599 372.62 381.426 8.806 600 373.02 375.243 2.223 601 375 375.151 0.151 602 377.49 379.183 1.693 603 373.5 384.366 10.866 604 372 375.399 3.399 605 372.1 372.632 0.532 606 371.5 372.981 1.481 607 373 371.823 -1.177 608 374 375.465 1.465 609 370.16 377.965 7.805 610 369.1 368.601 -0.499 611 365.22 365.802 0.582 612 365 358.208 -6.792 613 364.99 357.831 -7.159 614 367.04 358.645 -8.395 615 368.2 365.126 -3.074 616 365 368.538 3.538 617 369.88 360.666 -9.214 618 372.98 373.206 0.226 619 377 379.518 2.518 620 372.21 386.454 14.244 621 373.88 376.199 2.319 622 381.99 379.173 -2.817 623 382 390.184 8.184 624 385 390.577 5.577 625 388.5 394.121 5.621 626 385 397.822 12.822 627 380.2 392.528 12.328 628 380 384.903 4.903 629 386 385.792 -0.208 630 389 394.08 5.08 631 387 398.37 11.37 632 382.1 395.777 13.677 633 379.99 388.051 8.061 634 371.2 384.474 13.274 635 373.12 371.964 -1.156 636 374 375.349 1.349 637 375.55 375.887 0.337 638 375.51 377.917 2.407 639 376.7 377.145 0.445 640 379.9 378.422 -1.478 641 379.9 383.415 3.515 642 373.6 383.396 9.796 643 374 372.061 -1.939 644 373.41 372.711 -0.699 645 373.4 370.91 -2.49 646 377.98 370.112 -7.868 647 379 379.793 0.793 648 376.7 381.734 5.034 649 381.99 378.673 -3.317 650 382.28 388.963 6.683 651 375.5 390.454 14.954 652 377.5 377.469 -0.031 === Evaluation on test split === Time taken to test model on test split: 0.43 seconds === Summary === Correlation coefficient 0.9796 Mean absolute error 5.1141 Root mean squared error 6.6356 Relative absolute error 11.9189 % Root relative squared error 13.1632 % Total Number of Instances 652