=== 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_THNK-R-A-features Instances: 1880 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 1.4000962805231691 Node 1 -0.8656339560282535 Node 2 -1.252827249095588 Node 3 -1.3336844388795115 Sigmoid Node 1 Inputs Weights Threshold -2.106617422065453 Attrib rsi 0.9106273117904174 Attrib mfi 0.12089177070009201 Attrib ema -1.3633336340629416 Attrib so 0.18630938378101608 Attrib macd -0.7105809938944255 Attrib sl 1.4952957424028295 Sigmoid Node 2 Inputs Weights Threshold 1.0925984860256313 Attrib rsi -1.5398132185368412 Attrib mfi -0.005785463550225331 Attrib ema -1.8216233580701187 Attrib so 0.1402525118617496 Attrib macd -0.07883773500672625 Attrib sl 0.5684166925523128 Sigmoid Node 3 Inputs Weights Threshold -1.0074809114765113 Attrib rsi -0.29582048143114675 Attrib mfi -0.06533125682152342 Attrib ema -1.7411711784839152 Attrib so -0.14677220515580966 Attrib macd 0.198102171973233 Attrib sl -0.5257903459906496 Class Input Node 0 Time taken to build model: 31.93 seconds === Predictions on test split === inst# actual predicted error 1 546.12 568.352 22.232 2 547.5 554.477 6.977 3 580 553.752 -26.248 4 553 569.279 16.279 5 571 552.998 -18.002 6 551 557.228 6.228 7 551 548.177 -2.823 8 555 548.503 -6.497 9 545.06 547.007 1.947 10 535.01 542.917 7.907 11 554.96 544.911 -10.049 12 528 547.59 19.59 13 528 535.642 7.642 14 530 538.247 8.247 15 549.11 530.565 -18.545 16 548.98 536.653 -12.327 17 549.19 533.371 -15.819 18 571 528.125 -42.875 19 582.99 540.207 -42.783 20 550 551.448 1.448 21 535 516.558 -18.442 22 549.98 512.452 -37.528 23 550 522.592 -27.408 24 549.99 522.949 -27.041 25 550 523.771 -26.229 26 550 526.015 -23.985 27 537 528.989 -8.011 28 547.99 520.561 -27.429 29 547 532.337 -14.663 30 528.02 533.739 5.719 31 529.99 521.262 -8.728 32 525 521.342 -3.658 33 525 527.653 2.653 34 521 530.442 9.442 35 534 529.451 -4.549 36 546 528.896 -17.104 37 549.99 540.398 -9.592 38 569 542.901 -26.099 39 555 578.822 23.822 40 555 552.465 -2.535 41 540 551.246 11.246 42 530 529.917 -0.083 43 540 527.38 -12.62 44 530 533.04 3.04 45 530 524.119 -5.881 46 525 529.587 4.587 47 525 517.263 -7.737 48 518 520.867 2.867 49 519.99 518.043 -1.947 50 519.99 531.232 11.242 51 519.99 544.345 24.355 52 501.15 538.548 37.398 53 518.9 550.464 31.564 54 500.05 528.841 28.791 55 509.99 526.403 16.413 56 509.99 519.837 9.847 57 509.89 516.555 6.665 58 500 519.261 19.261 59 500 519.646 19.646 60 490.2 513.667 23.467 61 490 513.125 23.125 62 485 514.671 29.671 63 498 517.002 19.002 64 497.97 498.823 0.853 65 490 486.784 -3.216 66 490 494.084 4.084 67 478 482.59 4.59 68 496.97 498.918 1.948 69 498 480.726 -17.274 70 490 479.961 -10.039 71 495 492.614 -2.386 72 498 489.574 -8.426 73 498 493.26 -4.74 74 497.94 498.662 0.722 75 482.11 493.608 11.498 76 466 483.514 17.514 77 487.97 489.365 1.395 78 460.1 480.128 20.028 79 450.02 472.994 22.974 80 450 505.255 55.255 81 444.9 501.215 56.315 82 430 510.951 80.951 83 430 529.548 99.548 84 412 525.523 113.523 85 381.95 536.891 154.941 86 380 572.423 192.423 87 350.16 587.955 237.795 88 345 600.01 255.01 89 330 601.716 271.716 90 335 610.141 275.141 91 331.67 574.553 242.883 92 365 571.963 206.963 93 385.5 447.306 61.806 94 385.6 391.541 5.941 95 385.1 379.6 -5.5 96 391.99 376.23 -15.76 97 377.12 365.498 -11.622 98 400 369.319 -30.681 99 385 365.606 -19.394 100 381.5 375.145 -6.355 101 399.94 378.584 -21.356 102 383.09 382.348 -0.742 103 395 384.05 -10.95 104 382.77 392.042 9.272 105 400 400.389 0.389 106 400 406.865 6.865 107 380 402.578 22.578 108 376.51 400.593 24.083 109 375 400.83 25.83 110 370.11 396.592 26.482 111 392.68 396.812 4.132 112 375 401.487 26.487 113 375 391.964 16.964 114 375 380.189 5.189 115 375 373.5 -1.5 116 368.03 369.893 1.863 117 374.9 364.778 -10.122 118 371 368.182 -2.818 119 368 345.716 -22.284 120 369.95 346.457 -23.493 121 374.9 354.654 -20.246 122 400 354.182 -45.818 123 419.99 402.241 -17.749 124 422 446.012 24.012 125 436.98 450.117 13.137 126 435 511.841 76.841 127 439 508.615 69.615 128 469 534.451 65.451 129 467 636.784 169.784 130 467 623.59 156.59 131 445 628.119 183.119 132 458 473.177 15.177 133 450 520.354 70.354 134 426 483.324 57.324 135 423 417.138 -5.862 136 434 415.968 -18.032 137 440 433.006 -6.994 138 420 452.787 32.787 139 420.11 416.529 -3.581 140 440 414.697 -25.303 141 440 430.117 -9.883 142 440 434.779 -5.221 143 433 437.651 4.651 144 426.11 431.178 5.068 145 450.19 417.181 -33.009 146 445 453.342 8.342 147 435.01 423.646 -11.364 148 435 405.767 -29.233 149 455 408.66 -46.34 150 450 449.779 -0.221 151 450 439.306 -10.694 152 459.4 449.55 -9.85 153 459.88 471.085 11.205 154 459 475.847 16.847 155 458 473.58 15.58 156 450 473.837 23.837 157 449.98 443.441 -6.539 158 449.99 443.98 -6.01 159 449.89 444.194 -5.696 160 445 444.786 -0.214 161 445 434.994 -10.006 162 444.95 426.241 -18.709 163 459 424.602 -34.398 164 465 474.699 9.699 165 465 503.633 38.633 166 470 506.703 36.703 167 479 536.81 57.81 168 478 594.248 116.248 169 469 583.467 114.467 170 468 496.346 28.346 171 468.49 497.942 29.452 172 442.99 493.061 50.071 173 439 426.589 -12.411 174 438 448.474 10.474 175 412 437.848 25.848 176 445 478.452 33.452 177 445 432.124 -12.876 178 447.99 428.796 -19.194 179 447.99 432.15 -15.84 180 447.99 427.758 -20.232 181 444 425.762 -18.238 182 447.99 419.373 -28.617 183 448 420.958 -27.042 184 445.99 414.929 -31.061 185 443.35 410.369 -32.981 186 439.99 419.042 -20.948 187 433.88 422.45 -11.43 188 423.93 417.445 -6.485 189 412 444.001 32.001 190 425 467.128 42.128 191 425 443.025 18.025 192 424.99 450.438 25.448 193 400 451.421 51.421 194 411 478.086 67.086 195 411 438.164 27.164 196 410.5 439.21 28.71 197 410.5 441.495 30.995 198 401.16 436.323 35.163 199 410.5 442.389 31.889 200 410.5 416.969 6.469 201 410.5 416.108 5.608 202 410.5 412.028 1.528 203 402 413.164 11.164 204 407 416.073 9.073 205 404.99 408.086 3.096 206 400 412.358 12.358 207 399.99 423.671 23.681 208 400 422.096 22.096 209 390.03 434.279 44.249 210 390.01 458.655 68.645 211 395 458.225 63.225 212 390.01 434.991 44.981 213 390 437.328 47.328 214 415 437.981 22.981 215 424.99 436.431 11.441 216 430 467.077 37.077 217 432 485.43 53.43 218 434.1 492.698 58.598 219 430 505.576 75.576 220 432.99 471.877 38.887 221 435.99 479.48 43.49 222 440 501.704 61.704 223 439.69 526.371 86.681 224 438.98 524.802 85.822 225 442 512.268 70.268 226 446 536.914 90.914 227 439.5 571.542 132.042 228 444 481.446 37.446 229 442.99 510.426 67.436 230 442.95 497.958 55.008 231 433.99 499.026 65.036 232 428.88 433.369 4.489 233 428.99 421.909 -7.081 234 443.95 417.542 -26.408 235 442.88 475.518 32.638 236 440 462.33 22.33 237 438 444.167 6.167 238 439.92 432.19 -7.73 239 435.95 454.329 18.379 240 420 444.595 24.595 241 420 441.109 21.109 242 426.98 447.632 20.652 243 424.99 436.157 11.167 244 424.88 433.014 8.134 245 420 432.188 12.188 246 415 431.978 16.978 247 410 438.593 28.593 248 424.74 449.452 24.712 249 415 434.693 19.693 250 415 434.299 19.299 251 410 436.026 26.026 252 415 438.798 23.798 253 415 430.015 15.015 254 414.99 426.056 11.066 255 412 424.953 12.953 256 392.22 418.42 26.2 257 390 461.215 71.215 258 388.99 474.51 85.52 259 380 494.809 114.809 260 394.91 509.025 114.115 261 384.99 439.47 54.48 262 380 457.771 77.771 263 375 458.83 83.83 264 374 476.602 102.602 265 376.98 471.422 94.442 266 379.89 449.99 70.1 267 379.88 436.071 56.191 268 380 425.279 45.279 269 389.99 422.209 32.219 270 394.75 392.779 -1.971 271 394.75 391.226 -3.524 272 394.9 387.074 -7.826 273 384.9 383.53 -1.37 274 369.99 377.498 7.508 275 376 406.522 30.522 276 376 375.522 -0.478 277 366 377.934 11.934 278 376 386.366 10.366 279 376 358.768 -17.232 280 375 358.449 -16.551 281 376 352.673 -23.327 282 385 348.757 -36.243 283 385 353.013 -31.987 284 372 349.659 -22.341 285 380 343.213 -36.787 286 380 342.301 -37.699 287 376 340.407 -35.593 288 376 340.812 -35.188 289 375 337.066 -37.934 290 374.99 337.465 -37.525 291 370 350.007 -19.993 292 370 361.234 -8.766 293 376 360.881 -15.119 294 380 358.329 -21.671 295 394 363.252 -30.748 296 399.98 423.128 23.148 297 399.99 461.758 61.768 298 380 469.313 89.313 299 372.51 360.41 -12.1 300 377 363.793 -13.207 301 370 365.168 -4.832 302 368.02 366.777 -1.243 303 368.01 371.287 3.277 304 369 376.336 7.336 305 365 372.359 7.359 306 378 372.487 -5.513 307 365 382.233 17.233 308 365 370.234 5.234 309 375 371.313 -3.687 310 367.13 384.181 17.051 311 368.9 382.466 13.566 312 368.9 386.927 18.027 313 373.9 385.623 11.723 314 375 383.68 8.68 315 368 385.836 17.836 316 365.9 373.476 7.576 317 355 366.951 11.951 318 375 383.309 8.309 319 377.77 369.997 -7.773 320 383.94 371.44 -12.5 321 362.33 388.981 26.651 322 382.6 355.528 -27.072 323 381.49 376.134 -5.356 324 380.98 375.697 -5.283 325 396 368.402 -27.598 326 397.98 412.183 14.203 327 409.98 414.525 4.545 328 425 468.452 43.452 329 424.96 538.123 113.163 330 410 538.941 128.941 331 418.99 427.212 8.222 332 419 455.662 36.662 333 418.91 460.471 41.561 334 417.8 466.126 48.326 335 400.07 455.708 55.638 336 400.07 373.52 -26.55 337 392 379.726 -12.274 338 413.89 364.707 -49.183 339 391.01 416.526 25.516 340 391 370.096 -20.904 341 409.95 380.732 -29.218 342 400 410.202 10.202 343 408.98 390.019 -18.961 344 400 403.537 3.537 345 408.99 384.666 -24.324 346 387.55 394.913 7.363 347 398.94 372.697 -26.243 348 398.78 370.618 -28.162 349 390 385.269 -4.731 350 395 382.314 -12.686 351 409.99 380.326 -29.664 352 381.03 389.483 8.453 353 409.99 365.793 -44.197 354 404.9 380.601 -24.299 355 389.94 374.503 -15.437 356 389 364.668 -24.332 357 383 360.255 -22.745 358 389 359.193 -29.807 359 399.7 361.022 -38.678 360 389.88 368.191 -21.689 361 399.49 360.686 -38.804 362 393.39 368.603 -24.787 363 389.54 361.414 -28.126 364 389.98 356.773 -33.207 365 390 355.985 -34.015 366 400 361.106 -38.894 367 403.99 371.591 -32.399 368 405 380.361 -24.639 369 400 376.947 -23.053 370 398.99 367.781 -31.209 371 409.85 371.557 -38.293 372 405 393.323 -11.677 373 405 380.152 -24.848 374 400 382.896 -17.104 375 407.99 372.131 -35.859 376 400 393.053 -6.947 377 400 374.937 -25.063 378 398 374.781 -23.219 379 390.01 381.691 -8.319 380 398.79 364.423 -34.367 381 387.49 370.161 -17.329 382 380.1 369.05 -11.05 383 380.05 372.113 -7.937 384 378 376.582 -1.418 385 379.88 379.964 0.084 386 380 383.695 3.695 387 380 383.101 3.101 388 380 377.196 -2.804 389 370 370.352 0.352 390 370 389.13 19.13 391 367.14 384.684 17.544 392 360.1 392.24 32.14 393 355 415.273 60.273 394 333.2 439.295 106.095 395 333.35 511.84 178.49 396 333.35 506.239 172.889 397 330.01 500.837 170.827 398 330 502.991 172.991 399 334 499.027 165.027 400 332 454.528 122.528 401 348 459.939 111.939 402 332 365.754 33.754 403 330 399.125 69.125 404 342 399.902 57.902 405 340 365.886 25.886 406 340 364.433 24.433 407 340 357.28 17.28 408 333.35 352.22 18.87 409 339.88 357.291 17.411 410 345 343.666 -1.334 411 340 344.102 4.102 412 330.04 325.43 -4.61 413 344.69 326.575 -18.115 414 330 322.36 -7.64 415 311 330.69 19.69 416 297 346.309 49.309 417 290 380.434 90.434 418 285 397.486 112.486 419 270 411.068 141.068 420 275 449.723 174.723 421 270 416.462 146.462 422 280 423.063 143.063 423 299.99 361.669 61.679 424 270.1 303.07 32.97 425 270.1 330.052 59.952 426 267.05 340.686 73.636 427 267.07 339.725 72.655 428 275 339.996 64.996 429 285.01 309.32 24.31 430 298 290.576 -7.424 431 300 280.288 -19.712 432 302.98 271.716 -31.264 433 285 279.976 -5.024 434 270 286.235 16.235 435 280 306.979 26.979 436 280 295.424 15.424 437 269.97 295.63 25.66 438 269.96 310.221 40.261 439 260.66 304.027 43.367 440 270 313.615 43.615 441 270 298.96 28.96 442 261 296.52 35.52 443 260.17 303.167 42.997 444 275 301.434 26.434 445 255 281.841 26.841 446 250 291.827 41.827 447 250 296.949 46.949 448 249 289.812 40.812 449 230.13 286.919 56.789 450 230 332.882 102.882 451 219.1 333.576 114.476 452 201.01 353.746 152.736 453 201.25 400.139 198.889 454 245 399.378 154.378 455 240 266.356 26.356 456 231.01 271.56 40.55 457 220 275.978 55.978 458 215 287.61 72.61 459 220 294.222 74.222 460 207.27 281.428 74.158 461 210.1 290.23 80.13 462 227.77 280.552 52.782 463 225 255.617 30.617 464 228 242.054 14.054 465 215.01 237.682 22.672 466 250 245.043 -4.957 467 250 253.293 3.293 468 250 245.565 -4.435 469 250 245.601 -4.399 470 241 224.715 -16.285 471 267 211.16 -55.84 472 260.5 267.397 6.897 473 279 243.099 -35.901 474 250 300.269 50.269 475 255 223.094 -31.906 476 250 232.296 -17.704 477 259.8 226.463 -33.337 478 269.95 245.337 -24.613 479 270 256.608 -13.392 480 280 254.459 -25.541 481 250 276.257 26.257 482 250 230.654 -19.346 483 295.5 231.292 -64.208 484 270 297.021 27.021 485 270 252.607 -17.393 486 262.01 252.269 -9.741 487 295 254.699 -40.301 488 299.96 282.966 -16.994 489 300 289.328 -10.672 490 290 291.776 1.776 491 265.03 273.118 8.088 492 295 249.412 -45.588 493 318.99 283.358 -35.632 494 290 326.608 36.608 495 295.06 289.701 -5.359 496 309 291.83 -17.17 497 320.01 308.075 -11.935 498 316 339.921 23.921 499 375 342.883 -32.117 500 407 447.925 40.925 501 355 513.884 158.884 502 397.79 359.424 -38.366 503 405.18 409.958 4.778 504 380 424.04 44.04 505 392 381.469 -10.531 506 380 401.653 21.653 507 385 390.814 5.814 508 360.01 401.158 41.148 509 360.05 372.565 12.515 510 355 383.184 28.184 511 365 384.4 19.4 512 340.04 393.281 53.241 513 330.4 369.802 39.402 514 343 366.291 23.291 515 379.97 370.847 -9.123 516 379.97 394.615 14.645 517 355.01 394.741 39.731 518 355 368.08 13.08 519 365.01 364.21 -0.8 520 390 371.767 -18.233 521 430 385.861 -44.139 522 391.01 446.67 55.66 523 489.99 384.673 -105.317 524 509.9 501.661 -8.239 525 499.99 535.108 35.118 526 500 523.49 23.49 527 454.07 537.401 83.331 528 431 439.472 8.472 529 431 422.112 -8.888 530 450 438.187 -11.813 531 470 460.881 -9.119 532 475 489.193 14.193 533 489 499.772 10.772 534 460 521.268 61.268 535 460 477.354 17.354 536 440 474.127 34.127 537 420 446.936 26.936 538 420 426.847 6.847 539 415 428.731 13.731 540 405.06 411.21 6.15 541 410.5 409.233 -1.267 542 406 405.685 -0.315 543 414.98 404.502 -10.478 544 477.9 398.528 -79.372 545 444 466.699 22.699 546 450 426.514 -23.486 547 450 428.375 -21.625 548 450 424.607 -25.393 549 470 429.122 -40.878 550 489.98 454.964 -35.016 551 471.01 488.229 17.219 552 470 463.378 -6.622 553 470 471.13 1.13 554 475 484.68 9.68 555 474 497.987 23.987 556 462.65 501.419 38.769 557 464.01 478.435 14.425 558 483.76 482.105 -1.655 559 464 512.706 48.706 560 460.35 477.424 17.074 561 464 477.575 13.575 562 450.05 481.851 31.801 563 450 463.208 13.208 564 456 463.075 7.075 === Evaluation on test split === Time taken to test model on test split: 0.39 seconds === Summary === Correlation coefficient 0.807 Mean absolute error 34.0853 Root mean squared error 53.4827 Relative absolute error 2.6442 % Root relative squared error 4.1413 % Total Number of Instances 564