��=== Run information === Scheme: weka.classifiers.functions.MultilayerPerceptron -L 0.2 -M 0.2 -N 2500 -V 0 -S 0 -E 20 -H a -R -num-decimal-places 3 Relation: zse_export_RIVP-R-A-features Instances: 1759 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 1.1435682933808646 Node 1 -1.5696573144015644 Node 2 -0.9895949287874185 Node 3 -1.5073481143133294 Sigmoid Node 1 Inputs Weights Threshold 0.9251603038811066 Attrib rsi -1.3500174608168987 Attrib mfi 0.07587726705640689 Attrib ema -2.840112397384191 Attrib so -0.038091091130967356 Attrib macd 0.2242940865808909 Attrib sl -0.1068492029080801 Sigmoid Node 2 Inputs Weights Threshold -3.2906421889719737 Attrib rsi 0.2580963415434811 Attrib mfi -0.03497886686914863 Attrib ema -3.6841408051495015 Attrib so -0.016944827097062073 Attrib macd -0.3545791882902847 Attrib sl 0.6320106222701478 Sigmoid Node 3 Inputs Weights Threshold -6.632647385110652 Attrib rsi -5.209413324094975 Attrib mfi 1.4098580018215068 Attrib ema 0.7904029328780877 Attrib so 0.02666888804964509 Attrib macd 0.15746410920441764 Attrib sl -0.23227014687521536 Class Input Node 0 Time taken to build model: 14.02 seconds === Predictions on test split === inst# actual predicted error 1 20.05 20.015 -0.035 2 20.43 20.153 -0.277 3 20.49 20.085 -0.405 4 20.1 20.086 -0.014 5 19.94 20.114 0.174 6 19.79 20.271 0.481 7 19.72 20.119 0.399 8 19.72 19.871 0.151 9 19.73 20.015 0.285 10 19.55 19.738 0.188 11 19.55 19.132 -0.418 12 19.53 18.832 -0.698 13 19.51 18.821 -0.689 14 19.43 18.492 -0.938 15 19.3 17.861 -1.439 16 19.19 17.019 -2.171 17 19.3 16.377 -2.923 18 19.48 17.46 -2.02 19 19.58 17.662 -1.918 20 19.5 17.48 -2.02 21 19.5 17.623 -1.877 22 19.5 17.273 -2.227 23 19.4 17.326 -2.074 24 19.26 16.811 -2.449 25 19.39 16.453 -2.937 26 19.49 17.435 -2.055 27 19.9 17.571 -2.329 28 20.36 16.286 -4.074 29 20.07 16.113 -3.957 30 19.6 18.05 -1.55 31 19.6 19.05 -0.55 32 19.51 19.007 -0.503 33 19.57 18.973 -0.597 34 19.87 18.924 -0.946 35 19.61 17.876 -1.734 36 19.67 18.981 -0.689 37 19.7 18.983 -0.717 38 20 18.933 -1.067 39 19.94 18.222 -1.718 40 20.2 18.788 -1.412 41 20.5 17.681 -2.819 42 20.69 16.295 -4.395 43 20.42 14.871 -5.549 44 20.7 18.078 -2.622 45 20.45 18.693 -1.757 46 20.4 19.884 -0.516 47 20.24 19.857 -0.383 48 20.04 19.784 -0.256 49 19.99 19.515 -0.475 50 20.12 19.481 -0.639 51 19.96 19.788 -0.172 52 20.11 19.351 -0.759 53 20 19.746 -0.254 54 19.9 19.489 -0.411 55 19.66 19.158 -0.502 56 19.7 18.322 -1.378 57 19.6 18.278 -1.322 58 19.5 17.902 -1.598 59 19.65 17.592 -2.058 60 19.5 18.111 -1.389 61 19.52 17.683 -1.837 62 19.5 17.796 -1.704 63 19.59 17.763 -1.827 64 19.3 17.955 -1.345 65 19.14 13.657 -5.483 66 18.95 12.653 -6.297 67 18.84 11.182 -7.658 68 18.83 10.305 -8.525 69 19.37 9.97 -9.4 70 19.4 17.089 -2.311 71 18.96 16.63 -2.33 72 19 14.143 -4.857 73 19.25 14.321 -4.929 74 19.11 16.665 -2.445 75 19.12 15.762 -3.358 76 19.11 15.489 -3.621 77 19.18 15.083 -4.097 78 19.4 15.908 -3.492 79 19.2 17.015 -2.185 80 19.37 15.467 -3.903 81 19.19 16.472 -2.718 82 19.15 14.568 -4.582 83 19.16 15.291 -3.869 84 19.15 16.866 -2.284 85 19.04 17.098 -1.942 86 19.5 16.447 -3.053 87 19.24 17.447 -1.793 88 19.8 18.303 -1.497 89 19.55 18.186 -1.364 90 19.1 18.385 -0.715 91 19.3 18.648 -0.652 92 19.1 18.5 -0.6 93 19.11 18.618 -0.492 94 19.1 18.442 -0.658 95 19.2 18.445 -0.755 96 19.07 18.456 -0.614 97 19.4 18.476 -0.924 98 19.3 18.428 -0.872 99 19 18.371 -0.629 100 19.05 18.559 -0.491 101 19.43 18.488 -0.942 102 19.1 17.666 -1.434 103 19.2 18.339 -0.861 104 19.55 18.236 -1.314 105 19.88 17.829 -2.051 106 20.5 17.339 -3.161 107 20.36 16.592 -3.768 108 20.34 18.007 -2.333 109 20.66 17.933 -2.727 110 20.61 17.466 -3.144 111 20.89 18.081 -2.809 112 20.5 17.842 -2.658 113 20.7 19.788 -0.912 114 20.55 19.475 -1.075 115 20.55 20.242 -0.308 116 20.85 20.44 -0.41 117 20.75 20.386 -0.364 118 20.73 20.483 -0.247 119 20.75 20.188 -0.562 120 20.45 19.893 -0.557 121 20.42 19.99 -0.43 122 20.67 19.255 -1.415 123 20.31 18.732 -1.578 124 20.3 19.885 -0.415 125 20.21 19.21 -1 126 20.22 19.216 -1.004 127 20.18 19.501 -0.679 128 20.12 19.72 -0.4 129 20.06 19.269 -0.791 130 20.1 19.033 -1.067 131 20.15 18.88 -1.27 132 20.17 18.939 -1.231 133 20.08 19.211 -0.869 134 20.27 19.209 -1.061 135 20.47 18.924 -1.546 136 20.58 18.536 -2.044 137 20.45 18.1 -2.35 138 20.44 19.009 -1.431 139 20.52 19.278 -1.242 140 20.7 19.182 -1.518 141 20.78 18.462 -2.318 142 20.8 18.976 -1.824 143 20.56 18.142 -2.418 144 20.73 19.758 -0.972 145 20.77 19.198 -1.572 146 20.68 19.115 -1.565 147 20.5 19.427 -1.073 148 20.53 19.963 -0.567 149 20.8 19.797 -1.003 150 20.72 18.372 -2.348 151 20.79 18.766 -2.024 152 20.6 19.11 -1.49 153 20.36 20.114 -0.246 154 20.63 19.997 -0.633 155 20.63 19.619 -1.011 156 20.67 19.399 -1.271 157 20.96 19.6 -1.36 158 20.83 19.605 -1.225 159 21.1 19.728 -1.372 160 21.3 19.182 -2.118 161 21.77 19.527 -2.243 162 21.89 19.263 -2.627 163 23 18.946 -4.054 164 23.83 22.611 -1.219 165 23.45 26.916 3.466 166 22.55 20.153 -2.397 167 22.78 21.68 -1.1 168 23.19 20.194 -2.996 169 23 19.494 -3.506 170 22.81 20.317 -2.493 171 22.7 21.376 -1.324 172 22.55 21.937 -0.613 173 22.47 22.489 0.019 174 22.68 22.498 -0.182 175 22.8 21.17 -1.63 176 22.74 19.9 -2.84 177 22.57 19.048 -3.522 178 22.25 18.467 -3.783 179 22.35 19.125 -3.225 180 22.5 16.735 -5.765 181 22.45 17.044 -5.406 182 22.39 18.917 -3.473 183 22.55 18.502 -4.048 184 22.55 18.495 -4.055 185 22.55 19.626 -2.924 186 22.55 19.832 -2.718 187 22.55 20.524 -2.026 188 22.5 21.022 -1.478 189 22.53 21.518 -1.012 190 22.39 21.513 -0.877 191 22.3 22.458 0.158 192 21.08 22.452 1.372 193 21.75 8.13 -13.62 194 21.4 15.149 -6.251 195 21.5 14.236 -7.264 196 21.5 14.922 -6.578 197 21.49 14.172 -7.318 198 21.27 14.374 -6.896 199 21.37 12.896 -8.474 200 21.56 13.547 -8.013 201 21.5 16.029 -5.471 202 21.41 15.529 -5.881 203 21.75 14.697 -7.053 204 22 18.7 -3.3 205 22.34 20.151 -2.189 206 22.48 21.31 -1.17 207 22.2 21.866 -0.334 208 22.1 21.506 -0.594 209 21.55 21.025 -0.525 210 21.51 17.711 -3.799 211 21.42 18.491 -2.929 212 21.5 17.349 -4.151 213 21.7 17.994 -3.706 214 21.98 21.077 -0.903 215 21.67 22.378 0.708 216 21.8 20.853 -0.947 217 21.47 21.703 0.233 218 22.02 20.384 -1.636 219 22.15 21.556 -0.594 220 22.07 21.123 -0.947 221 22.81 20.854 -1.956 222 22.93 19.793 -3.137 223 23.31 20.45 -2.86 224 23.48 20.162 -3.318 225 23.87 21.045 -2.825 226 23.1 20.523 -2.577 227 23.2 22.831 -0.369 228 23.19 22.259 -0.931 229 23.6 21.856 -1.744 230 23.57 21.067 -2.503 231 23.46 21.679 -1.781 232 23.91 23.167 -0.743 233 24.01 22.013 -1.997 234 24.13 21.931 -2.199 235 24.51 21.346 -3.164 236 24 20.011 -3.989 237 24.16 21.985 -2.175 238 23.7 18.585 -5.115 239 23.96 20.46 -3.5 240 24.15 18.164 -5.986 241 24.13 18.516 -5.614 242 23.75 19.695 -4.055 243 23.83 22.48 -1.35 244 23.9 22.091 -1.809 245 23.9 21.593 -2.307 246 23.71 21.381 -2.329 247 23.36 21.845 -1.515 248 23.3 23.246 -0.054 249 23.57 22.924 -0.646 250 23.54 21.162 -2.378 251 23.6 22.379 -1.221 252 23.63 23.083 -0.547 253 23.73 23.485 -0.245 254 23.55 23.314 -0.236 255 23.38 23.328 -0.052 256 23.76 23.149 -0.611 257 23.94 22.862 -1.078 258 24 22.678 -1.322 259 23.75 22.934 -0.816 260 23.84 23.22 -0.62 261 23.75 22.999 -0.751 262 23.88 23.663 -0.217 263 23.64 23.922 0.282 264 23.77 23.644 -0.126 265 23.64 24.075 0.435 266 23.65 24.185 0.535 267 23.6 24.14 0.54 268 23.66 24.133 0.473 269 23.41 24.101 0.691 270 23.6 23.634 0.034 271 23.74 24.093 0.353 272 23.62 23.446 -0.174 273 23.6 23.341 -0.259 274 23.65 23.489 -0.161 275 23.55 23.355 -0.195 276 23.36 22.935 -0.425 277 23.5 21.345 -2.155 278 23.95 21.673 -2.277 279 24.07 22.466 -1.604 280 23.78 23.051 -0.729 281 23.76 23.308 -0.452 282 23.63 23.335 -0.295 283 23.82 22.95 -0.87 284 23.66 23.507 -0.153 285 23.72 23.144 -0.576 286 23.66 23.33 -0.33 287 23.25 23.176 -0.074 288 22.86 20.032 -2.828 289 22.4 15.239 -7.161 290 22.81 11.877 -10.933 291 22.5 17.195 -5.305 292 22.6 15.578 -7.022 293 22.93 17.426 -5.504 294 22.78 21.382 -1.398 295 22.88 20.302 -2.578 296 22.98 20.447 -2.533 297 22.85 20.784 -2.066 298 22.85 20.048 -2.802 299 22.86 19.834 -3.026 300 22.92 19.313 -3.607 301 22.77 19.795 -2.975 302 22.77 18.05 -4.72 303 22.8 18.012 -4.788 304 22.82 15.935 -6.885 305 23.02 16.752 -6.268 306 22.92 18.644 -4.276 307 22.9 18.656 -4.244 308 22.93 21.513 -1.417 309 23.32 21.861 -1.459 310 23.2 22.806 -0.394 311 22.97 23.558 0.588 312 22.9 23.348 0.448 313 22.87 23.145 0.275 314 23 22.923 -0.077 315 22.82 23.335 0.515 316 22.9 22.712 -0.188 317 23.09 23.022 -0.068 318 23.25 23.235 -0.015 319 23.3 22.165 -1.135 320 23.31 21.756 -1.554 321 23.35 22.554 -0.796 322 23.43 22.237 -1.193 323 23.41 22.283 -1.127 324 23.5 22.692 -0.808 325 23.88 21.148 -2.732 326 24 19.647 -4.353 327 23.99 19.961 -4.029 328 23.96 19.005 -4.955 329 23.55 18.505 -5.045 330 24.03 23.758 -0.272 331 24.02 21.178 -2.842 332 24.4 21.514 -2.886 333 24 20.477 -3.523 334 24 23.041 -0.959 335 24.5 21.811 -2.689 336 24.61 19.433 -5.177 337 24.86 18.113 -6.747 338 24.76 18.271 -6.489 339 24.57 18.651 -5.919 340 24.5 19.732 -4.768 341 24.59 20.664 -3.926 342 24.55 20.031 -4.519 343 24.73 21.188 -3.542 344 24.5 20.869 -3.631 345 24.48 22.735 -1.745 346 24.77 21.889 -2.881 347 24.51 19.004 -5.506 348 24.51 22.801 -1.709 349 24.57 23.253 -1.317 350 24.51 21.68 -2.83 351 24.51 20.181 -4.329 352 24.5 19.459 -5.041 353 24.55 21.103 -3.447 354 24.68 20.44 -4.24 355 24.53 20.607 -3.923 356 24.65 23.155 -1.495 357 24.6 22.601 -1.999 358 24.38 22.723 -1.657 359 24.5 24.186 -0.314 360 24.38 24.031 -0.349 361 24.24 23.731 -0.509 362 23.9 22.787 -1.113 363 23.93 20.3 -3.63 364 24.04 21.279 -2.761 365 24.18 22.467 -1.713 366 24.17 23.473 -0.697 367 24.15 23.413 -0.737 368 24.1 23.327 -0.773 369 23.96 23.121 -0.839 370 23.91 22.203 -1.707 371 24 21.454 -2.546 372 24 22.327 -1.673 373 23.85 22.278 -1.572 374 23.78 21.201 -2.579 375 23.78 20.422 -3.358 376 23.79 19.754 -4.036 377 24.06 19.44 -4.62 378 24.01 23.27 -0.74 379 24.01 23.177 -0.833 380 24.06 23.192 -0.868 381 24.12 23.141 -0.979 382 24.06 23.229 -0.831 383 24.2 23.057 -1.143 384 24.01 23.444 -0.566 385 24.09 22.239 -1.851 386 23.95 23.156 -0.794 387 24.05 21.739 -2.311 388 23.95 22.58 -1.37 389 24 21.343 -2.657 390 24 22.545 -1.455 391 24 23.136 -0.864 392 24.02 23.409 -0.611 393 24 23.549 -0.451 394 24.3 23.377 -0.923 395 24.06 22.418 -1.642 396 24.46 23.553 -0.907 397 24.11 22.386 -1.724 398 23.96 23.541 -0.419 399 24.25 22.865 -1.385 400 24.58 23.761 -0.819 401 24.86 23.768 -1.092 402 24.89 22.367 -2.523 403 24.87 21.371 -3.499 404 24.6 21.701 -2.899 405 25.01 24.305 -0.705 406 24.95 21.859 -3.091 407 25 23.128 -1.872 408 24.87 22.724 -2.146 409 24.95 23.225 -1.725 410 24.9 23.304 -1.596 411 24.73 23.862 -0.868 412 24.75 25.023 0.273 413 24.83 24.418 -0.412 414 25.03 23.293 -1.737 415 25.25 20.862 -4.388 416 25.38 19.786 -5.594 417 25.48 20.721 -4.759 418 25.45 20.907 -4.543 419 26.05 20.899 -5.151 420 26.89 21.006 -5.884 421 26.85 25.867 -0.983 422 26.62 24.599 -2.021 423 26.59 21.012 -5.578 424 26.58 20.209 -6.371 425 26.66 20.456 -6.204 426 26.75 21.328 -5.422 427 26.92 22.376 -4.544 428 27 23.158 -3.842 429 26.98 23.595 -3.385 430 27.15 22.809 -4.341 431 27.16 23.973 -3.187 432 27.42 24.121 -3.299 433 28.5 26.106 -2.394 434 29.43 36.125 6.695 435 28.95 42.417 13.467 436 28.88 23.613 -5.267 437 28.88 22.125 -6.755 438 29 22.224 -6.776 439 29.14 23.122 -6.018 440 29.05 24.221 -4.829 441 28.91 21.866 -7.044 442 28.83 19.393 -9.437 443 28.91 18.607 -10.303 444 28.82 19.447 -9.373 445 28.85 19.335 -9.515 446 28.56 18.446 -10.114 447 28.99 20.512 -8.478 448 28.71 18.151 -10.559 449 28.99 15.605 -13.385 450 28.8 17.851 -10.949 451 29.15 21.415 -7.735 452 29.35 22.832 -6.518 453 29.5 22.021 -7.479 454 30.88 22.017 -8.863 455 30.32 24.65 -5.67 456 30.2 24.459 -5.741 457 30.83 24.36 -6.47 458 31 24.292 -6.708 459 31.69 24.562 -7.128 460 33.18 25.834 -7.346 461 33.5 29.303 -4.197 462 33.72 30.534 -3.186 463 34 31.767 -2.233 464 34 33.06 -0.94 465 34 33.424 -0.576 466 33.81 33.534 -0.276 467 33.94 29.769 -4.171 468 34.09 30.284 -3.806 469 33.93 31.102 -2.828 470 35 28.138 -6.862 471 35.75 32.975 -2.775 472 35.9 36.598 0.698 473 35.42 37.44 2.02 474 34.9 28.307 -6.593 475 35.15 26.845 -8.305 476 35.11 25.375 -9.735 477 35.08 23.965 -11.115 478 34.35 22.724 -11.626 479 33.41 25.852 -7.558 480 32.9 33.916 1.016 481 32.83 34.51 1.68 482 32.5 34.508 2.008 483 32.65 33.215 0.565 484 32.54 33.474 0.934 485 32.58 32.631 0.051 486 32.38 32.657 0.277 487 31.2 32.101 0.901 488 31 22.975 -8.025 489 31.52 20.974 -10.546 490 31.9 26.992 -4.908 491 31.8 30.135 -1.665 492 31.5 29.747 -1.753 493 31.63 27.999 -3.631 494 32.06 28.217 -3.843 495 34 31.259 -2.741 496 34.01 29.448 -4.562 497 33.4 31.264 -2.136 498 33.66 34.562 0.902 499 33.8 33.894 0.094 500 34 35.252 1.252 501 34.4 35.272 0.872 502 34.45 35.217 0.767 503 34.46 37.577 3.117 504 34.6 36.421 1.821 505 34.61 35.03 0.42 506 34.94 36.035 1.095 507 34.75 35.135 0.385 508 34.42 34.911 0.491 509 34.24 36.352 2.112 510 33.73 36.058 2.328 511 34 36.051 2.051 512 34.75 35.627 0.877 513 34.5 32.985 -1.515 514 34.09 33.356 -0.734 515 34 34.186 0.186 516 33.97 33.513 -0.457 517 34.1 32.174 -1.926 518 33.61 31.1 -2.51 519 33.77 33.631 -0.139 520 33.81 32.935 -0.875 521 33.85 32.754 -1.096 522 34.25 33.478 -0.772 523 33.96 32.604 -1.356 524 34.18 34.491 0.311 525 34.26 34.794 0.534 526 34.7 34.415 -0.285 527 34.57 33.596 -0.974 528 34.86 34.595 -0.265 === Evaluation on test split === Time taken to test model on test split: 0.29 seconds === Summary === Correlation coefficient 0.8462 Mean absolute error 2.5544 Root mean squared error 3.5517 Relative absolute error 2.4424 % Root relative squared error 3.3929 % Total Number of Instances 528