=== 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_ADRS-P-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 0.11071751343891137 Node 1 1.6425857796936554 Node 2 -0.5275031525076563 Node 3 -1.5330011100675311 Sigmoid Node 1 Inputs Weights Threshold -1.4665800641730609 Attrib rsi 0.8920895492056203 Attrib mfi -0.04966728481722557 Attrib ema 2.06075163097278 Attrib so 0.08796460950398188 Attrib macd 0.4196457372705079 Attrib sl -0.14696395572304413 Sigmoid Node 2 Inputs Weights Threshold -0.2723310908313072 Attrib rsi 1.1600115185728015 Attrib mfi -0.11044570545142333 Attrib ema -0.2980442029594912 Attrib so 0.48005022092397037 Attrib macd 1.4931245251651615 Attrib sl 1.0253464387984812 Sigmoid Node 3 Inputs Weights Threshold -1.7774812280873125 Attrib rsi -0.4732538923826362 Attrib mfi -0.0015564738197552971 Attrib ema -2.0447454535726624 Attrib so -0.19996653679337392 Attrib macd -0.5336419951072413 Attrib sl -0.15953819360849575 Class Input Node 0 Time taken to build model: 35 seconds === Predictions on test split === inst# actual predicted error 1 263 258.37 -4.63 2 263 256.336 -6.664 3 264 256.101 -7.899 4 262.03 257.365 -4.665 5 263.11 254.518 -8.592 6 261.69 256.136 -5.554 7 262.51 253.93 -8.58 8 265 255.328 -9.672 9 265.01 259.23 -5.78 10 266 259.241 -6.759 11 270 260.752 -9.248 12 266 268.085 2.085 13 266 261.192 -4.808 14 266 261.256 -4.744 15 266 261.202 -4.798 16 265.01 261.401 -3.609 17 259.03 259.9 0.87 18 260 250.362 -9.638 19 263.87 252.803 -11.067 20 260 259.314 -0.686 21 260.55 254.788 -5.762 22 260 255.702 -4.298 23 265.01 254.551 -10.459 24 272 261.052 -10.948 25 270 267.173 -2.827 26 262.3 264.174 1.874 27 267 257.041 -9.959 28 265 260.518 -4.482 29 263.03 259.105 -3.925 30 268 257.546 -10.454 31 272 261.203 -10.797 32 274.99 265.035 -9.955 33 275 267.727 -7.273 34 271.18 268.362 -2.818 35 277.68 265.389 -12.291 36 273 270.995 -2.005 37 271.05 267.471 -3.579 38 278.82 266.445 -12.375 39 282.2 270.441 -11.759 40 280.5 272.862 -7.638 41 281.48 272.052 -9.428 42 281.17 273.438 -7.732 43 281.17 273.897 -7.273 44 282.2 274.92 -7.28 45 282 276.543 -5.457 46 280.5 276.511 -3.989 47 281.5 274.041 -7.459 48 279.99 274.899 -5.091 49 277 273.066 -3.934 50 275 269.516 -5.484 51 275 268.362 -6.638 52 274.71 269.243 -5.467 53 281.79 270.69 -11.1 54 282 275.454 -6.546 55 280.11 275.466 -4.644 56 280 274.159 -5.841 57 278.6 274.245 -4.355 58 278.51 273.014 -5.496 59 279.03 273.189 -5.841 60 283.99 274.065 -9.925 61 285 279.035 -5.965 62 285 280.547 -4.453 63 280 281.243 1.243 64 287.5 275.182 -12.318 65 285 282.688 -2.312 66 284.1 280.588 -3.512 67 285 280.567 -4.433 68 285 281.581 -3.419 69 286.97 281.787 -5.183 70 284 283.385 -0.615 71 293.01 279.919 -13.091 72 289.99 289.767 -0.223 73 289 286.396 -2.604 74 288 285.858 -2.142 75 287 284.761 -2.239 76 285 283.367 -1.633 77 285 280.783 -4.217 78 285.98 281.11 -4.87 79 289.99 281.821 -8.169 80 293 286.37 -6.63 81 295.33 289.436 -5.894 82 296 292.008 -3.992 83 299 293.394 -5.606 84 298 296.711 -1.289 85 296 295.508 -0.492 86 299.98 291.7 -8.28 87 307.48 295.513 -11.967 88 300.01 303.281 3.271 89 300.51 292.055 -8.455 90 298.06 293.402 -4.658 91 300 291.673 -8.327 92 298.01 294.376 -3.634 93 298 293.033 -4.967 94 303.99 293.562 -10.428 95 304 298.874 -5.126 96 314.5 299.101 -15.399 97 320 308.585 -11.415 98 311 313.423 2.423 99 319 301.045 -17.955 100 324.5 306.505 -17.995 101 335 311.084 -23.916 102 348.67 317.949 -30.721 103 355 326.672 -28.328 104 355 332.14 -22.86 105 368.01 336.834 -31.176 106 352.2 346.4 -5.8 107 345 329.603 -15.397 108 330.08 326.655 -3.425 109 336.4 317.529 -18.871 110 343.5 322.721 -20.779 111 352 328.261 -23.739 112 350 334.639 -15.361 113 348 335.517 -12.483 114 340.15 335.206 -4.944 115 333.06 328.027 -5.033 116 330.95 322.237 -8.713 117 316.3 319.358 3.058 118 313 310.931 -2.069 119 330 307.981 -22.019 120 334.95 312.526 -22.424 121 326.06 314.376 -11.684 122 330 312.306 -17.694 123 341.4 317.54 -23.86 124 334 325.175 -8.825 125 337 325.002 -11.998 126 341.9 327.428 -14.472 127 340 330.243 -9.757 128 340 329.862 -10.138 129 341.89 331.172 -10.718 130 336.03 334.681 -1.349 131 335 333.501 -1.499 132 338 336.592 -1.408 133 338 341.966 3.966 134 335 343.481 8.481 135 335 340.401 5.401 136 333 339.811 6.811 137 336.98 337.419 0.439 138 335 338.254 3.254 139 331 335.345 4.345 140 330.71 330.856 0.146 141 335.99 329.156 -6.834 142 330.93 332.166 1.236 143 336 327.453 -8.547 144 331.04 329.933 -1.107 145 336 325.658 -10.342 146 332.06 327.844 -4.216 147 333 326.382 -6.618 148 332.03 326.88 -5.15 149 342 326.445 -15.555 150 346.98 333.589 -13.391 151 344 338.985 -5.015 152 343 337.952 -5.048 153 346 338.307 -7.693 154 335 341.093 6.093 155 330 332.989 2.989 156 335 328.301 -6.699 157 328.1 333.693 5.593 158 328 327.376 -0.624 159 330 327.47 -2.53 160 330 328.843 -1.157 161 325 328.588 3.588 162 330 323.751 -6.249 163 325.5 328.479 2.979 164 325 323.109 -1.891 165 320.01 320.496 0.486 166 325.05 313.977 -11.073 167 340 318.558 -21.442 168 330.1 329.438 -0.662 169 343.99 322.578 -21.412 170 344 331.316 -12.684 171 350 332.583 -17.417 172 348.03 339.66 -8.37 173 348 340.119 -7.881 174 349.99 341.83 -8.16 175 349 344.192 -4.808 176 348 344.707 -3.293 177 350 344.747 -5.253 178 350 347.361 -2.639 179 346.22 348.336 2.116 180 350 345.044 -4.956 181 350 349.329 -0.671 182 349 348.274 -0.726 183 348 346.896 -1.104 184 343 344.011 1.011 185 344 337.011 -6.989 186 340 336.014 -3.986 187 344.9 330.822 -14.078 188 340.02 334.509 -5.511 189 339.5 330.216 -9.284 190 346 330.014 -15.986 191 353 335.979 -17.021 192 357 341.605 -15.395 193 351.51 347.329 -4.181 194 352.5 343.192 -9.308 195 357.01 345.71 -11.3 196 361.49 350.612 -10.878 197 358.18 355.274 -2.906 198 363 353.026 -9.974 199 363.05 359.21 -3.84 200 359 361.384 2.384 201 355.6 358.236 2.636 202 364 355.165 -8.835 203 364.99 363.459 -1.531 204 360 365.685 5.685 205 360 359.757 -0.243 206 354.09 360.016 5.926 207 355 353.695 -1.305 208 356.05 353.901 -2.149 209 358 353.971 -4.029 210 359.99 354.949 -5.041 211 356.1 355.952 -0.148 212 359.69 351.577 -8.113 213 351.01 354.385 3.375 214 352 345.407 -6.593 215 351.7 345.96 -5.74 216 354 345.721 -8.279 217 347.49 348.767 1.277 218 342 340.05 -1.95 219 343 334.808 -8.192 220 332.5 335.716 3.216 221 337.01 326.126 -10.884 222 342.51 332.398 -10.112 223 342.12 339.702 -2.418 224 344 338.74 -5.26 225 341 340.087 -0.913 226 335.5 335.767 0.267 227 330.9 327.369 -3.531 228 335 321.238 -13.762 229 331 327.016 -3.984 230 326 320.944 -5.056 231 325 315.375 -9.625 232 322.77 313.326 -9.444 233 333.05 311.449 -21.601 234 330 328.855 -1.145 235 335 325.421 -9.579 236 342 332.971 -9.029 237 340 340.875 0.875 238 336.02 337.811 1.791 239 332 332.4 0.4 240 332 327.067 -4.933 241 328 326.628 -1.372 242 328 322.044 -5.956 243 327.6 322.361 -5.239 244 326.5 322.231 -4.269 245 327 321.637 -5.363 246 327.82 322.671 -5.149 247 335 324.324 -10.676 248 336.98 334.16 -2.82 249 333 335.872 2.872 250 332 329.72 -2.28 251 332.99 326.641 -6.349 252 330.04 326.684 -3.356 253 330 322.036 -7.964 254 328.51 321.576 -6.934 255 335 319.575 -15.425 256 332 327.293 -4.707 257 341.11 325.223 -15.887 258 340.5 336.339 -4.161 259 345 336.467 -8.533 260 347 340.929 -6.071 261 355.05 343.48 -11.57 262 360.99 352.145 -8.845 263 348.1 356.225 8.125 264 354 340.083 -13.917 265 358.99 344.709 -14.281 266 364.99 348.722 -16.268 267 396 354.219 -41.781 268 386.99 373.374 -13.616 269 380 367.717 -12.283 270 382 363.005 -18.995 271 385 366.562 -18.438 272 387 370.087 -16.913 273 387 373.422 -13.578 274 386 375.581 -10.419 275 380 376.135 -3.865 276 380 369.582 -10.418 277 383 370.422 -12.578 278 383.25 375.915 -7.335 279 380 378.372 -1.628 280 377.3 373.535 -3.765 281 379.98 370.512 -9.468 282 375.99 371.243 -4.747 283 369.21 364.175 -5.035 284 370 357.897 -12.103 285 372.18 359.292 -12.888 286 371 362.046 -8.954 287 372.7 362.55 -10.15 288 372 365.791 -6.209 289 370 366.446 -3.554 290 370 365.214 -4.786 291 370.07 366.09 -3.98 292 375.01 366.48 -8.53 293 389.7 375.807 -13.893 294 387.3 393.187 5.887 295 390.99 392.477 1.487 296 414.54 397.562 -16.978 297 403.01 415.301 12.291 298 406 404.922 -1.078 299 403.15 410.202 7.052 300 408.99 409.225 0.235 301 404.99 414.343 9.353 302 400.2 410.895 10.695 303 400.01 406.634 6.624 304 404.5 407.143 2.643 305 401 410.832 9.832 306 404 407.8 3.8 307 403.11 410.391 7.281 308 414 408.444 -5.556 309 422.43 415.31 -7.12 310 424.5 420.617 -3.883 311 420.02 419.57 -0.45 312 417.56 413.304 -4.256 313 416 409.875 -6.125 314 411.49 409.194 -2.296 315 411 404.974 -6.026 316 406.76 406.133 -0.627 317 406.65 404.37 -2.28 318 403 407.24 4.24 319 402 404.878 2.878 320 401.99 405.946 3.956 321 390 407.541 17.541 322 399.99 393.388 -6.602 323 395.75 406.472 10.722 324 400 400.216 0.216 325 402.99 403.949 0.959 326 401.5 406.148 4.648 327 398 403.767 5.767 328 398.31 398.256 -0.054 329 397.97 398.707 0.737 330 398.89 397.997 -0.893 331 396.01 400.034 4.024 332 397.04 395.124 -1.916 333 406.6 397.332 -9.268 334 403.49 414.956 11.466 335 400 410.253 10.253 336 397 406.871 9.871 337 394.98 402.593 7.613 338 392 398.06 6.06 339 391.99 393.78 1.79 340 348 394.566 46.566 341 343.1 359.301 16.201 342 341.32 353.907 12.587 343 339.93 350.739 10.809 344 338.9 346.164 7.264 345 337.47 341.159 3.689 346 329 334.894 5.894 347 343.1 325.846 -17.254 348 350.01 338.295 -11.715 349 361 340.33 -20.67 350 368 346.791 -21.209 351 358.19 349.022 -9.168 352 360.99 333.296 -27.694 353 355 335.271 -19.729 354 353 328.317 -24.683 355 349.57 333.965 -15.605 356 341.42 334.384 -7.036 357 340 329.927 -10.073 358 371.11 332.45 -38.66 359 371.94 374.617 2.677 360 370.58 379.741 9.161 361 367 381.591 14.591 362 361 378.563 17.563 363 371.99 371.511 -0.479 364 372.95 377.25 4.3 365 372.9 373.643 0.743 366 372 370.076 -1.924 367 365 365.407 0.407 368 369.9 358.067 -11.833 369 373.75 359.68 -14.07 370 372 362.068 -9.932 371 369.99 361.723 -8.267 372 370 361.597 -8.403 373 363 361.635 -1.365 374 369 355.748 -13.252 375 368.5 358.559 -9.941 376 368.7 358.099 -10.601 377 371.4 359.201 -12.199 378 370 361.636 -8.364 379 366.01 361.718 -4.292 380 371 359.28 -11.72 381 370.13 363.016 -7.114 382 371 362.734 -8.266 383 370.93 363.776 -7.154 384 370.2 364.004 -6.196 385 369 363.232 -5.768 386 368 363.221 -4.779 387 368 362.884 -5.116 388 369.12 364.459 -4.661 389 368.01 367.025 -0.985 390 370.5 366.817 -3.683 391 369 371.305 2.305 392 369 369.368 0.368 393 365.5 369.055 3.555 394 364.22 361.852 -2.368 395 364.87 358.799 -6.071 396 363 360.788 -2.212 397 360.01 356.224 -3.786 398 360.01 350.35 -9.66 399 366.99 349.855 -17.135 400 367 366.539 -0.461 401 368 366.285 -1.715 402 365 368.122 3.122 403 361 362.009 1.009 404 371 353.541 -17.459 405 360 371.168 11.168 406 361.02 354.603 -6.417 407 361.66 356.258 -5.402 408 358.5 357.48 -1.02 409 360.01 352.212 -7.798 410 353 355.674 2.674 411 342.55 347.187 4.637 412 336.51 336.829 0.319 413 340.16 332.152 -8.008 414 343 336.148 -6.852 415 346 339.047 -6.953 416 345.1 342.005 -3.095 417 344 338.767 -5.233 418 343.6 336.319 -7.281 419 342.02 333.486 -8.534 420 340.37 330.138 -10.232 421 345 326.343 -18.657 422 345.02 333.844 -11.176 423 340 332.703 -7.297 424 346 324.367 -21.633 425 341.7 337.105 -4.595 426 342 332.801 -9.199 427 340.61 335.493 -5.117 428 340 333.683 -6.317 429 342.99 332.768 -10.222 430 341 338.315 -2.685 431 341 334.072 -6.928 432 341.57 333.576 -7.994 433 350 334.928 -15.072 434 352 349.058 -2.942 435 363.5 351.447 -12.053 436 359.97 364.176 4.206 437 359.1 358.615 -0.485 438 352.1 357.362 5.262 439 354.94 347.729 -7.211 440 358.95 350.46 -8.49 441 359.79 353.905 -5.885 442 359.28 354.983 -4.297 443 349.99 354.958 4.968 444 352.52 344.725 -7.795 445 353.02 347.588 -5.432 446 354 348.718 -5.282 447 354 350.427 -3.573 448 356 350.503 -5.497 449 356 352.985 -3.015 450 359 351.172 -7.828 451 354.35 353 -1.35 452 360 346.491 -13.509 453 363.4 350.789 -12.611 454 358.11 355.432 -2.678 455 366.98 349.836 -17.144 456 378.2 358.298 -19.902 457 376.99 369.2 -7.79 458 382.5 369.743 -12.757 459 381.5 376.976 -4.524 460 380 378.662 -1.338 461 382.09 378.69 -3.4 462 390.04 382.659 -7.381 463 390.26 391.174 0.914 464 392 393.474 1.474 465 386.5 396.331 9.831 466 390 387.978 -2.022 467 390 392.424 2.424 468 390 393.56 3.56 469 391 395.15 4.15 470 391.35 396.783 5.433 471 391.25 396.5 5.25 472 392.01 396.367 4.357 473 405 397.003 -7.997 474 400 409.38 9.38 475 397.5 398.934 1.434 476 400 395.386 -4.614 477 400.95 398.629 -2.321 478 398 400.918 2.918 479 392.01 396.704 4.694 480 395.01 389.712 -5.298 481 388.02 394.073 6.053 482 388.5 386.741 -1.759 483 395 389.436 -5.564 484 391.5 398.078 6.578 485 390 395.428 5.428 486 393 394.304 1.304 487 392 399.23 7.23 488 392 397.049 5.049 489 391.1 396.558 5.458 490 392 394.903 2.903 491 392 396.108 4.108 492 392.4 395.909 3.509 493 393 396.793 3.793 494 393 399.465 6.465 495 386 400.2 14.2 496 387 382.869 -4.131 497 394 386.211 -7.789 498 390 402.781 12.781 499 390 394.306 4.306 500 391 395.048 4.048 501 394 397.335 3.335 502 386 402.486 16.486 503 386 385.225 -0.775 504 387.5 385.333 -2.167 505 387.5 389.382 1.882 506 386.02 388.848 2.828 507 397 384.022 -12.978 508 399.5 404.675 5.175 509 399.2 408.055 8.855 510 395.49 408.093 12.603 511 390 402.168 12.168 512 390 391.58 1.58 513 385 391.392 6.392 514 385 381.296 -3.704 515 394 382.186 -11.814 516 388 398.658 10.658 517 387 389.795 2.795 518 385 388.545 3.545 519 384 385.77 1.77 520 390.92 383.841 -7.079 521 379.87 396.593 16.723 522 377.01 379.329 2.319 523 371 373.244 2.244 524 372.03 365.024 -7.006 525 380 364.939 -15.061 526 381.99 378.251 -3.739 527 381.97 380.937 -1.033 528 382 381.137 -0.863 529 381 381.392 0.392 530 381.25 378.866 -2.384 531 383.08 378.865 -4.215 532 384 382.176 -1.824 533 383.01 383.66 0.65 534 388 381.933 -6.067 535 396 391.432 -4.568 536 396 403.789 7.789 537 395 405.526 10.526 538 400 405.353 5.353 539 399.99 413.568 13.578 540 399.1 414.186 15.086 541 402 412.411 10.411 542 411.88 415.407 3.527 543 400 424.71 24.71 544 400 404.851 4.851 545 404 405.184 1.184 546 407 409.395 2.395 547 404.1 412.276 8.176 548 403.51 408.451 4.941 549 403.5 407.674 4.174 550 400.01 407.42 7.41 551 403.99 401.569 -2.421 552 408 406.084 -1.916 553 411.2 409.641 -1.559 554 403.21 412.751 9.541 555 410 403.592 -6.408 556 407 409.566 2.566 557 406.98 406.498 -0.482 558 409.9 407.369 -2.531 559 404.1 410.798 6.698 560 403.31 405.782 2.472 561 410 405.313 -4.687 562 406 412.559 6.559 563 406.02 409.956 3.936 564 406 411.25 5.25 565 409.98 412.845 2.865 566 405.5 417.965 12.465 567 407.3 412.746 5.446 568 411.98 415.132 3.152 569 419 419.722 0.722 570 424.94 427.918 2.978 571 425 433.774 8.774 572 415.01 435.705 20.695 573 419.01 422.398 3.388 574 424.9 427.175 2.275 575 425 432.542 7.542 576 426.2 433.303 7.103 577 435.01 434.959 -0.051 578 445 444.205 -0.795 579 438 450.709 12.709 580 435.55 443.899 8.349 581 440 442.718 2.718 582 442.55 446.349 3.799 583 452 448.524 -3.476 584 471.1 453.126 -17.974 585 480 461.645 -18.355 586 473.8 464.451 -9.349 587 473 461.516 -11.484 588 466 463.043 -2.957 589 460 459.155 -0.845 590 462 456.533 -5.467 591 460 459.264 -0.736 592 460 459.014 -0.986 593 459.5 458.914 -0.586 594 452 459.183 7.183 595 450 454.589 4.589 596 446.13 454.29 8.16 597 453.02 453.71 0.69 598 450 460.438 10.438 599 447 457.693 10.693 600 450 453.004 3.004 601 452 454.33 2.33 602 448.01 455.382 7.372 603 453 450.875 -2.125 604 449.1 457.887 8.787 605 450 454.679 4.679 606 454 456.849 2.849 607 446.5 463.524 17.024 608 451.95 452.511 0.561 609 452 462.211 10.211 610 458.95 463.473 4.523 611 453 475.014 22.014 612 454 468.535 14.535 613 454 471.495 17.495 614 453.99 473.29 19.3 615 453.99 474.247 20.257 616 453 474.201 21.201 617 455.06 472.692 17.632 618 457 475.034 18.034 619 457 476.546 19.546 620 457.02 475.941 18.921 621 459.99 474.962 14.972 622 462.3 477.656 15.356 623 462 480.956 18.956 624 459.99 480.753 20.763 625 456.16 476.942 20.782 626 451.67 469.916 18.246 627 459.5 460.424 0.924 628 459.89 473.23 13.34 629 457 473.829 16.829 630 456 469.809 13.809 631 453.02 468.704 15.684 632 456.45 462.873 6.423 633 453 469.762 16.762 634 460 462.771 2.771 635 456.41 473.923 17.513 636 456.56 468.503 11.943 637 452 468.323 16.323 638 457.5 458.595 1.095 639 459.9 468.977 9.077 === Evaluation on test split === Time taken to test model on test split: 0.4 seconds === Summary === Correlation coefficient 0.9875 Mean absolute error 7.5393 Root mean squared error 9.7397 Relative absolute error 7.5021 % Root relative squared error 8.6896 % Total Number of Instances 639