=== 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_ARNT-R-A-features Instances: 1509 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 0.22317365897679642 Node 1 1.1702909715724041 Node 2 -1.240506307973666 Node 3 -0.8940891746810441 Sigmoid Node 1 Inputs Weights Threshold -1.4368630678250311 Attrib rsi 1.0795859763607039 Attrib mfi 0.19395294126222556 Attrib ema 2.415740461710645 Attrib so -0.12817268569951867 Attrib macd -0.3898551214228954 Attrib sl -0.47958808063128006 Sigmoid Node 2 Inputs Weights Threshold -1.0057984078059155 Attrib rsi -1.6434191478012121 Attrib mfi 0.6375418907572048 Attrib ema -1.7495366611407075 Attrib so -0.012735378770343253 Attrib macd -1.4604592802668737 Attrib sl 1.1282560372863204 Sigmoid Node 3 Inputs Weights Threshold -2.138304548461166 Attrib rsi 1.8624196826987267 Attrib mfi -0.8482256956808241 Attrib ema -1.617641785747033 Attrib so -0.0527429509034333 Attrib macd 1.5468310896542217 Attrib sl -0.731393693465336 Class Input Node 0 Time taken to build model: 25.29 seconds === Predictions on test split === inst# actual predicted error 1 352.5 349.058 -3.442 2 357.95 353.326 -4.624 3 348 359.168 11.168 4 350 347.246 -2.754 5 345.01 347.781 2.771 6 340.04 343.628 3.588 7 342.01 337.001 -5.009 8 349.99 347.583 -2.407 9 340 356.609 16.609 10 333 341.039 8.039 11 338 329.865 -8.135 12 338.01 335.794 -2.216 13 330 334.527 4.527 14 338.99 322.77 -16.22 15 331 337.445 6.445 16 340 330.512 -9.488 17 344 342.335 -1.665 18 340 348.204 8.204 19 340.1 340.432 0.332 20 325.15 341.86 16.71 21 330.5 326.176 -4.324 22 330 335.533 5.533 23 326 330.445 4.445 24 338.99 324.584 -14.406 25 338.97 343.528 4.558 26 325 343.408 18.408 27 332 328.245 -3.755 28 322.25 337.462 15.212 29 322.26 328.069 5.809 30 328.99 327.258 -1.732 31 324.5 334.309 9.809 32 327.97 327.911 -0.059 33 324.89 330.699 5.809 34 321.05 325.74 4.69 35 325 321.59 -3.41 36 322.12 325.867 3.747 37 329.99 323.065 -6.925 38 330 333.933 3.933 39 328.1 332.21 4.11 40 349.24 331.865 -17.375 41 338.03 356.279 18.249 42 327.07 342.16 15.09 43 331 333.844 2.844 44 343 338.719 -4.281 45 335 346.298 11.298 46 329 340.054 11.054 47 327.31 335.083 7.773 48 334.95 333.529 -1.421 49 334.95 340.039 5.089 50 334 339.988 5.988 51 333.95 339.939 5.989 52 334 340.482 6.482 53 332.98 340.837 7.857 54 332 339.138 7.138 55 323.82 334.19 10.37 56 325.01 320.638 -4.372 57 327 323.201 -3.799 58 334 327.307 -6.693 59 339 336.795 -2.205 60 340 340.025 0.025 61 339 343.24 4.24 62 350 343.503 -6.497 63 343.01 361.712 18.702 64 345 350.603 5.603 65 360 353.399 -6.601 66 350 369.301 19.301 67 349 356.911 7.911 68 362.99 356.315 -6.675 69 365.9 367.883 1.983 70 365.99 373.323 7.333 71 360 376.57 16.57 72 363.97 369.277 5.307 73 362.96 372.257 9.297 74 362.7 370.672 7.972 75 352 369.283 17.283 76 349.1 353.424 4.324 77 340 346.931 6.931 78 338 338.903 0.903 79 351.98 333.569 -18.411 80 341.25 351.887 10.637 81 341.26 341.633 0.373 82 340 342.012 2.012 83 360 339.366 -20.634 84 349 354.916 5.916 85 346.01 346.234 0.224 86 342 344.647 2.647 87 345.12 342.07 -3.05 88 350 345.379 -4.621 89 344 350.238 6.238 90 343 346.527 3.527 91 341.9 347.434 5.534 92 335.51 348.359 12.849 93 339.99 341.54 1.55 94 340 348.195 8.195 95 342.22 348.602 6.382 96 342.53 353.556 11.026 97 338.5 354.541 16.041 98 335 346.196 11.196 99 332.51 339.413 6.903 100 335 331.32 -3.68 101 332.1 335.58 3.48 102 332.05 330.443 -1.607 103 332.06 328.412 -3.648 104 337.47 319.47 -18 105 337.37 331.433 -5.937 106 330 329.021 -0.979 107 342.52 315.607 -26.913 108 335 337.948 2.948 109 334 330.486 -3.514 110 342.5 328.086 -14.414 111 342.53 335.364 -7.166 112 340.1 336.629 -3.471 113 342.53 334.343 -8.187 114 342.53 338.052 -4.478 115 357.97 338.839 -19.131 116 346.05 372.376 26.326 117 356.85 353.197 -3.653 118 347 362.102 15.102 119 353.1 350.191 -2.909 120 350 355.832 5.832 121 351 353.1 2.1 122 351.2 353.596 2.396 123 353.99 354.798 0.808 124 354 358.078 4.078 125 349.01 357.916 8.906 126 356 352.509 -3.491 127 351.19 360.525 9.335 128 357.12 353.273 -3.847 129 353.3 357.536 4.236 130 353.89 354.844 0.954 131 348 357.458 9.458 132 342 352.381 10.381 133 340 338.399 -1.601 134 338 332.413 -5.587 135 340 330.095 -9.905 136 345 335.872 -9.128 137 339.78 345.589 5.809 138 339.78 337.437 -2.343 139 346 337.699 -8.301 140 324.99 351.645 26.655 141 332.1 296.262 -35.838 142 330 316.035 -13.965 143 338.99 311.382 -27.608 144 328.01 334.285 6.275 145 337.77 312.799 -24.971 146 334 333.747 -0.253 147 335.54 326.616 -8.924 148 331.1 329.114 -1.986 149 328.1 321.716 -6.384 150 334.9 316.207 -18.693 151 337 331.97 -5.03 152 334 336.101 2.101 153 331 329.357 -1.643 154 335 321.251 -13.749 155 335 332.24 -2.76 156 328 333.856 5.856 157 335.5 334.09 -1.41 158 335 337.996 2.996 159 327.2 336.885 9.685 160 335 332.019 -2.981 161 325 336.806 11.806 162 323 328.261 5.261 163 330 322.417 -7.583 164 330.15 331.856 1.706 165 333.99 330.839 -3.151 166 330.02 333.067 3.047 167 335 324.979 -10.021 168 337 339.474 2.474 169 349.5 341.858 -7.642 170 342 356.475 14.475 171 339 347.088 8.088 172 347.95 342.318 -5.632 173 342.2 350.023 7.823 174 345.2 344.403 -0.797 175 349.74 347.699 -2.041 176 344 352.244 8.244 177 344.1 349.878 5.778 178 335.05 351.197 16.147 179 333.23 339.815 6.585 180 336 336.819 0.819 181 330.09 341.295 11.205 182 335 332.701 -2.299 183 335 339.878 4.878 184 335 337.717 2.717 185 331.15 337.622 6.472 186 328.07 331.037 2.967 187 332 321.919 -10.081 188 330 332.644 2.644 189 329 328.007 -0.993 190 327 324.826 -2.174 191 323.1 319.437 -3.663 192 327 305.721 -21.279 193 335 319.341 -15.659 194 333 330.176 -2.824 195 330 327.263 -2.737 196 332 324.855 -7.145 197 330 327.82 -2.18 198 337.77 325.805 -11.965 199 320 338.678 18.678 200 322.27 317.037 -5.233 201 323 321.463 -1.537 202 320.26 322.155 1.895 203 327.66 318.168 -9.492 204 327.6 324.293 -3.307 205 311.53 324.724 13.194 206 311.58 295.817 -15.763 207 311.3 295.109 -16.191 208 315 293.042 -21.958 209 313.15 303.85 -9.3 210 314 298.548 -15.452 211 317.64 300.007 -17.633 212 318.99 310.652 -8.338 213 318.99 313.48 -5.51 214 318.77 314.012 -4.758 215 314.56 313.474 -1.086 216 306 296.867 -9.133 217 313 270.908 -42.092 218 321.97 299.446 -22.524 219 327.99 320.404 -7.586 220 339.98 330.687 -9.293 221 324 355.405 31.405 222 321 329.923 8.923 223 317 324.905 7.905 224 321 318.533 -2.467 225 321 325.804 4.804 226 327 324.86 -2.14 227 326.92 333.4 6.48 228 313.97 332.294 18.324 229 318.89 305.549 -13.341 230 317.97 316.249 -1.721 231 317.98 315.151 -2.829 232 319.5 315.167 -4.333 233 320 318.55 -1.45 234 326.5 318.405 -8.095 235 334.98 329.082 -5.898 236 339.68 339.963 0.283 237 332 350.159 18.159 238 339.68 333.845 -5.835 239 339.68 343.968 4.288 240 339 344.679 5.679 241 343.91 348.549 4.639 242 340.32 352.99 12.67 243 340 347.859 7.859 244 337.5 347.681 10.181 245 337 342.907 5.907 246 337 344.188 7.188 247 336.9 343.443 6.543 248 336.9 343.416 6.516 249 334.1 343.845 9.745 250 337 336.984 -0.016 251 335 344.72 9.72 252 337 344.767 7.767 253 325.01 346.192 21.182 254 330 312.505 -17.495 255 330 326.165 -3.835 256 325 326.295 1.295 257 337 316.095 -20.905 258 330 338.949 8.949 259 325 332.446 7.446 260 335 325.151 -9.849 261 330.98 343.559 12.579 262 327.86 339.552 11.692 263 325.11 335.476 10.366 264 330.98 331.586 0.606 265 335 344.01 9.01 266 328.1 350.898 22.798 267 328.1 339.016 10.916 268 330 340.043 10.043 269 330 344.259 14.259 270 328 344.236 16.236 271 325.3 340.301 15.001 272 325.3 332.992 7.692 273 331.96 332.375 0.415 274 334.93 344.334 9.404 275 334.93 337.237 2.307 276 334.98 337.011 2.031 277 333 336.632 3.632 278 328.17 334.811 6.641 279 328.5 328.393 -0.107 280 324.03 326.892 2.862 281 326 318.967 -7.033 282 326 323.727 -2.273 283 324.8 323.081 -1.719 284 324.95 320.318 -4.632 285 324.97 320.86 -4.11 286 325 321.141 -3.859 287 324.73 321.564 -3.166 288 325.01 320.154 -4.856 289 324.8 320.99 -3.81 290 324.81 319.146 -5.664 291 326 318.403 -7.597 292 326.19 325.129 -1.061 293 325.03 320.311 -4.719 294 325 317.195 -7.805 295 324 309.618 -14.382 296 326 314.577 -11.423 297 322.81 309.177 -13.633 298 326.5 308.808 -17.692 299 326.5 334.352 7.852 300 326 334.741 8.741 301 324 331.787 7.787 302 324 320.231 -3.769 303 324 320.081 -3.919 304 324.06 319.802 -4.258 305 325 320.148 -4.852 306 324.2 328.565 4.365 307 325.99 321.618 -4.372 308 324.21 336.635 12.425 309 324.12 323.313 -0.807 310 322.87 322.506 -0.364 311 322.81 312.209 -10.601 312 325 311.646 -13.354 313 322.2 311.79 -10.41 314 325 293.528 -31.472 315 317 311.241 -5.759 316 316.54 281.427 -35.113 317 317 278.835 -38.165 318 325 281.783 -43.217 319 324.5 320.554 -3.946 320 325 318.882 -6.118 321 325 319.841 -5.159 322 320 318.525 -1.475 323 336 302.084 -33.916 324 334 348.104 14.104 325 340 351.585 11.585 326 348.69 357.733 9.043 327 345 370.544 25.544 328 326.02 364.701 38.681 329 347.95 326.721 -21.229 330 330.01 348.742 18.732 331 346.99 332.711 -14.279 332 346.98 341.357 -5.623 333 352 341.736 -10.264 334 355 346.661 -8.339 335 370 355.686 -14.314 336 359 371.7 12.7 337 354 359.668 5.668 338 351 353.729 2.729 339 350 350.559 0.559 340 346.21 349.081 2.871 341 360 341.979 -18.021 342 369.99 354.552 -15.438 343 377.49 361.807 -15.683 344 382.34 368.02 -14.32 345 400 374.529 -25.471 346 399.92 386.906 -13.014 347 399.9 389.68 -10.22 348 399.98 394.476 -5.504 349 405 394.128 -10.872 350 401 394.207 -6.793 351 401 392.016 -8.984 352 395.23 394.138 -1.092 353 399.9 390.27 -9.63 354 395 392.547 -2.453 355 398.99 391.388 -7.602 356 390 394.487 4.487 357 395 387.957 -7.043 358 390 391.469 1.469 359 391.01 388.312 -2.698 360 390.5 388.016 -2.484 361 391.06 386.262 -4.798 362 390.5 387.325 -3.175 363 393 383.559 -9.441 364 389.24 385.967 -3.273 365 392.99 383.149 -9.841 366 381 387.913 6.913 367 390 370.209 -19.791 368 408 382.386 -25.614 369 403 395.412 -7.588 370 408 393.022 -14.978 371 405 396.118 -8.882 372 399.99 395.026 -4.964 373 392.2 393.045 0.845 374 392.16 388.776 -3.384 375 405 389.363 -15.637 376 407.98 394.726 -13.254 377 409.99 395.786 -14.204 378 415 397.886 -17.114 379 430 401.061 -28.939 380 434.01 406.004 -28.006 381 429.1 408.094 -21.006 382 429 406.366 -22.634 383 427 406.305 -20.695 384 427 405.605 -21.395 385 425.1 404.904 -20.196 386 420.2 403.653 -16.547 387 416.01 400.165 -15.845 388 429.99 397.091 -32.899 389 440 403.993 -36.007 390 440 406.613 -33.387 391 440 408.573 -31.427 392 439.99 408.377 -31.613 393 435 408.584 -26.416 394 437 406.746 -30.254 395 438 406.456 -31.544 396 438 406.977 -31.023 397 434.12 407.173 -26.947 398 429 405.171 -23.829 399 430 401.378 -28.622 400 430.2 402.928 -27.272 401 429 404.123 -24.877 402 432 403.772 -28.228 403 435 407.445 -27.555 404 425 408.901 -16.099 405 435 402.352 -32.648 406 423 407.558 -15.442 407 424.01 400.052 -23.958 408 422 401.264 -20.736 409 422 399.505 -22.495 410 430 396.642 -33.358 411 429.99 403.911 -26.079 412 426 404.036 -21.964 413 423.12 399.073 -24.047 414 416.02 396.821 -19.199 415 420 391.093 -28.907 416 400.25 393.225 -7.025 417 420 374.713 -45.287 418 410.08 397.234 -12.846 419 424.97 392.117 -32.853 420 424 399.869 -24.131 421 424.94 399.786 -25.154 422 434.8 400.302 -34.498 423 428.21 403.833 -24.377 424 430 401.218 -28.782 425 430 401.627 -28.373 426 430 401.304 -28.696 427 432 401.112 -30.888 428 423.4 402.096 -21.304 429 423.51 396.465 -27.045 430 425.01 396.437 -28.573 431 432 398.703 -33.297 432 432 403.363 -28.637 433 432 403.851 -28.149 434 427 403.57 -23.43 435 425.01 403.095 -21.915 436 409.25 402.128 -7.122 437 420 383.651 -36.349 438 419.01 394.793 -24.217 439 417.07 393.839 -23.231 440 429 392.178 -36.822 441 418.25 399.003 -19.247 442 418.66 393.446 -25.214 443 420 393.804 -26.196 444 429.99 394.568 -35.422 445 420 400.49 -19.51 446 428.88 394.561 -34.319 447 425 399.29 -25.71 448 425 397.191 -27.809 449 440 396.714 -43.286 450 459 405.707 -53.293 451 457.99 412.258 -45.732 452 465 412.423 -52.577 453 468.5 413.841 -54.659 === Evaluation on test split === Time taken to test model on test split: 0.31 seconds === Summary === Correlation coefficient 0.9327 Mean absolute error 11.7311 Root mean squared error 15.693 Relative absolute error 5.9942 % Root relative squared error 7.8682 % Total Number of Instances 453