=== 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_IGH-R-A-features Instances: 1945 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 1.271301725799918 Node 1 -0.5812501716480976 Node 2 -1.799247629642883 Node 3 -0.7936832563841882 Sigmoid Node 1 Inputs Weights Threshold -5.848395290723517 Attrib rsi -0.30182631621835154 Attrib mfi -0.7886235423029431 Attrib ema 0.730829042083855 Attrib so -2.7137380913114795 Attrib macd -0.3384566083750204 Attrib sl -1.9095495306782193 Sigmoid Node 2 Inputs Weights Threshold 0.9435538335087257 Attrib rsi -0.6922818298647307 Attrib mfi 0.05436252189113222 Attrib ema -2.5000664043816063 Attrib so -0.0789918485905714 Attrib macd -0.10364833753582144 Attrib sl 0.3528326191014643 Sigmoid Node 3 Inputs Weights Threshold -3.683731718544005 Attrib rsi 0.11935898832833462 Attrib mfi 0.012297257272310591 Attrib ema -4.234720901167837 Attrib so 0.025645089980980747 Attrib macd -0.6712485476478585 Attrib sl 0.7519203882383603 Class Input Node 0 Time taken to build model: 31.42 seconds === Predictions on test split === inst# actual predicted error 1 170 69.16 -100.84 2 169.9 70.103 -99.797 3 162 82.474 -79.526 4 156 74.207 -81.793 5 157 68.301 -88.699 6 145.99 83.697 -62.293 7 156.9 69.027 -87.873 8 151 96.508 -54.492 9 150 88.463 -61.537 10 151.99 84.775 -67.215 11 148.5 95.17 -53.33 12 145.59 84.89 -60.7 13 145 76.274 -68.726 14 140 60.26 -79.74 15 139 55.789 -83.211 16 131.02 53.529 -77.491 17 139 38.66 -100.34 18 140 58.681 -81.319 19 133.33 60.086 -73.244 20 125.52 42.717 -82.803 21 127 20.191 -106.809 22 125 37.06 -87.94 23 134 20.493 -113.507 24 124.24 39.971 -84.269 25 126 17.192 -108.808 26 136.9 19.117 -117.783 27 126.12 63.858 -62.262 28 131.99 31.486 -100.504 29 138 62.265 -75.735 30 131.01 87.818 -43.192 31 135.99 64.684 -71.306 32 159 85.622 -73.378 33 160 152.315 -7.685 34 160 125.015 -34.985 35 160 128.149 -31.851 36 154.9 130.246 -24.654 37 184.91 111.55 -73.36 38 160.15 185.078 24.928 39 156 114.873 -41.127 40 176.86 115.037 -61.823 41 153.52 178.327 24.807 42 169.48 103.472 -66.008 43 180 135.717 -44.283 44 200 163.281 -36.719 45 195 203.925 8.925 46 183 229.328 46.328 47 183.1 180.17 -2.93 48 179.5 224.903 45.403 49 178 231.061 53.061 50 181 217.14 36.14 51 179.15 228.97 49.82 52 176.02 231.096 55.076 53 170.01 188.192 18.182 54 166 155.284 -10.716 55 166 150.758 -15.242 56 176.99 152.064 -24.926 57 168 225.421 57.421 58 170.03 172.25 2.22 59 177 254.416 77.416 60 181 290.737 109.737 61 177.11 333.253 156.143 62 188.5 275.032 86.532 63 189.99 359.251 169.261 64 194.9 195.392 0.492 65 180 299.474 119.474 66 181.05 171.826 -9.224 67 188.98 159.153 -29.827 68 179.55 183.053 3.503 69 179 127.079 -51.921 70 184.5 128.499 -56.001 71 180 153.37 -26.63 72 178.08 133.886 -44.194 73 183.5 124.628 -58.872 74 180 148.579 -31.421 75 183.5 126.753 -56.747 76 196.76 134.629 -62.131 77 193 212.957 19.957 78 194.98 229.642 34.662 79 187 182.54 -4.46 80 182 131.187 -50.813 81 192 117.253 -74.747 82 182.72 179.177 -3.543 83 181 120.087 -60.913 84 185.96 121.51 -64.45 85 172 130.623 -41.377 86 165 81.702 -83.298 87 162.11 62.886 -99.224 88 167.99 60.105 -107.885 89 161.62 73.973 -87.647 90 160 56.856 -103.144 91 143 54.367 -88.633 92 144.99 45.73 -99.26 93 140 62.146 -77.854 94 145 52.475 -92.525 95 150.02 52.367 -97.653 96 169 60.225 -108.775 97 174.02 111.375 -62.645 98 176.04 121.404 -54.636 99 160 143.44 -16.56 100 174.99 103.273 -71.717 101 170 147.778 -22.222 102 170 130.538 -39.462 103 174.96 132.755 -42.205 104 165 153.481 -11.519 105 172 119.55 -52.45 106 171.21 143.443 -27.767 107 170.7 141.514 -29.186 108 167 140.768 -26.232 109 156.46 129.557 -26.903 110 150 86.116 -63.884 111 150.01 71.634 -78.376 112 151.15 91.59 -59.56 113 151.2 83.338 -67.862 114 156.5 66.69 -89.81 115 151.11 99.356 -51.754 116 159 74.127 -84.873 117 156 103.553 -52.447 118 150 91.167 -58.833 119 150 67.594 -82.406 120 147.77 77.691 -70.079 121 136.21 81.861 -54.349 122 138.12 51.108 -87.012 123 149.85 49.944 -99.906 124 148.98 104.83 -44.15 125 148.98 94.248 -54.732 126 143 81.689 -61.311 127 140.11 64.403 -75.707 128 149.97 57.98 -91.99 129 154.95 95.117 -59.833 130 149.88 118.599 -31.281 131 144.97 109.944 -35.026 132 148.89 77.627 -71.263 133 135 98.556 -36.444 134 138.99 51.809 -87.181 135 137 58.699 -78.301 136 136 50.281 -85.719 137 140 45.764 -94.236 138 146.99 60.601 -86.389 139 137.6 90.504 -47.096 140 144 53.764 -90.236 141 140 78.876 -61.124 142 144.88 62.474 -82.406 143 144.88 83.358 -61.522 144 146.5 82.497 -64.003 145 138.2 97.871 -40.329 146 139.01 61.376 -77.634 147 154.89 65.766 -89.124 148 143.99 136.15 -7.84 149 139.01 89.827 -49.183 150 130.01 62.481 -67.529 151 130 40.967 -89.033 152 135.7 64.543 -71.157 153 125.6 91.472 -34.128 154 122.5 56.25 -66.25 155 120.02 54.412 -65.608 156 120.5 51.935 -68.565 157 119 75.639 -43.361 158 119 57.055 -61.945 159 119 57.698 -61.302 160 117.17 49.925 -67.245 161 120.96 41.066 -79.894 162 119.99 50.648 -69.342 163 120 40.374 -79.626 164 125 50.756 -74.244 165 125 74.431 -50.569 166 125.1 53.419 -71.681 167 133.9 56.968 -76.932 168 130.89 113.394 -17.496 169 125.11 92.352 -32.758 170 118 54.677 -63.323 171 120.11 19.668 -100.442 172 135 31.193 -103.807 173 143 115.762 -27.238 174 143 119.028 -23.972 175 138.22 123.004 -15.216 176 138 95.361 -42.639 177 132.02 93.313 -38.707 178 132 64.893 -67.107 179 135 64.754 -70.246 180 133.5 73.445 -60.055 181 133.51 64.963 -68.547 182 135 63.904 -71.096 183 131.01 72.01 -59 184 130 52.012 -77.988 185 131 47.691 -83.309 186 136.9 49.585 -87.315 187 131.5 80.633 -50.867 188 133.5 31.144 -102.356 189 131.55 83.559 -47.991 190 137.4 54.673 -82.727 191 131.51 90.805 -40.705 192 135.5 47.005 -88.495 193 137 94.898 -42.102 194 135.15 80.15 -55 195 135.02 97.291 -37.729 196 140 84.99 -55.01 197 147 136.657 -10.343 198 149.5 183.873 34.373 199 145 180.546 35.546 200 142.55 133.68 -8.87 201 149.96 112.169 -37.791 202 135.55 173.893 38.343 203 143.85 58.712 -85.138 204 142 107.41 -34.59 205 142 99.567 -42.433 206 159.99 93.277 -66.713 207 172 188.349 16.349 208 169.89 197.708 27.818 209 160.12 283.573 123.453 210 174.5 182.211 7.711 211 162.17 260.391 98.221 212 165.13 162.867 -2.263 213 155.08 186.228 31.148 214 154.05 132.625 -21.425 215 173 131.844 -41.156 216 170 238.649 68.649 217 160 184.417 24.417 218 160 140.654 -19.346 219 160 144.373 -15.627 220 160 146.994 -13.006 221 157 143.695 -13.305 222 155.03 143.74 -11.29 223 160 85.99 -74.01 224 165.3 101.313 -63.987 225 168 142.72 -25.28 226 160 157.509 -2.491 227 167 108.807 -58.193 228 160.5 134.441 -26.059 229 160 87.841 -72.159 230 159 85.833 -73.167 231 159.02 117.322 -41.698 232 159 93.922 -65.078 233 156.71 85.872 -70.838 234 152 67.66 -84.34 235 152 62.516 -89.484 236 158 67.828 -90.172 237 159.9 115.383 -44.517 238 159.78 133.061 -26.719 239 150.1 123.723 -26.377 240 150.03 68.958 -81.072 241 155 70.987 -84.013 242 158 108.332 -49.668 243 155 143.233 -11.767 244 159.99 121.496 -38.494 245 151.04 150.278 -0.762 246 162.67 87.746 -74.924 247 153.78 171.652 17.872 248 153.77 104.068 -49.702 249 154.91 94.465 -60.445 250 155.15 97.714 -57.436 251 162 99.747 -62.253 252 154.25 164.028 9.778 253 144 119.286 -24.714 254 152.9 65.722 -87.178 255 144 90.076 -53.924 256 142 51.294 -90.706 257 142 50.448 -91.552 258 133.5 51.538 -81.962 259 131.57 55.215 -76.355 260 135.01 67.583 -67.427 261 141.98 57.25 -84.73 262 135.04 79.515 -55.525 263 135 54.8 -80.2 264 130 48.863 -81.137 265 131.99 41.199 -90.791 266 130 63.773 -66.227 267 146 40.197 -105.803 268 134.88 99.097 -35.783 269 136 68.868 -67.132 270 130 81.677 -48.323 271 127.2 58.916 -68.284 272 126.01 49.384 -76.626 273 130.15 47.008 -83.142 274 130.15 54.274 -75.876 275 138 56.114 -81.886 276 135 96.49 -38.51 277 139 84.072 -54.928 278 140.41 101.373 -39.037 279 142 95.666 -46.334 280 137.1 102.213 -34.887 281 133.6 76.728 -56.872 282 136 68.944 -67.056 283 136 65.247 -70.753 284 134.11 62.99 -71.12 285 139 53.715 -85.285 286 136.05 79.985 -56.065 287 136.5 67.005 -69.495 288 137.36 66.358 -71.002 289 135.1 67.776 -67.324 290 140 47.262 -92.738 291 135 75.835 -59.165 292 135.7 41.701 -93.999 293 139.87 59.262 -80.608 294 132.54 106.81 -25.73 295 128.06 42.853 -85.207 296 128.04 31.224 -96.816 297 132.8 22.299 -110.501 298 137.73 57.858 -79.872 299 131.01 93.659 -37.351 300 130.44 47.026 -83.414 301 129 37.932 -91.068 302 129 31.725 -97.275 303 135 35.582 -99.418 304 132 76.289 -55.711 305 130.02 64.621 -65.399 306 135.97 46.384 -89.586 307 135.98 100.986 -34.994 308 129.62 104.648 -24.972 309 130.13 54.438 -75.692 310 131.31 56.703 -74.607 311 135 143.202 8.202 312 135 171.841 36.841 313 137 171.633 34.633 314 137.67 208.918 71.248 315 140.01 182.584 42.574 316 135.67 177.551 41.881 317 133.5 118.105 -15.395 318 145 99.52 -45.48 319 135 229.649 94.649 320 135 119.079 -15.921 321 136 150.514 14.514 322 131.35 157.343 25.993 323 132 97.752 -34.248 324 132.99 95.548 -37.442 325 132 103.421 -28.579 326 132 98.22 -33.78 327 132.32 99.582 -32.738 328 132.32 99.28 -33.04 329 135.85 109.49 -26.36 330 132.32 188.764 56.444 331 133.01 112.015 -20.995 332 132 96.784 -35.216 333 129 89.454 -39.546 334 132.99 49.043 -83.947 335 129 64.835 -64.165 336 129 18.043 -110.957 337 125 20.252 -104.748 338 120.1 27.36 -92.74 339 120 14.718 -105.282 340 120 9.842 -110.158 341 120 16.887 -103.113 342 120 27.879 -92.121 343 120.03 27.302 -92.728 344 116.02 25.425 -90.595 345 116.5 7.954 -108.546 346 116.02 24.825 -91.195 347 120 25.544 -94.456 348 121.8 48.711 -73.089 349 118.07 63.797 -54.273 350 118.65 43.147 -75.503 351 119.01 44.003 -75.007 352 126 38.616 -87.384 353 128.8 123.466 -5.334 354 123 133.083 10.083 355 125 58.759 -66.241 356 126 76.104 -49.896 357 125 87.018 -37.982 358 134.84 80.726 -54.114 359 139.99 158.514 18.524 360 138.5 169.435 30.935 361 138 280.616 142.616 362 127.06 251.036 123.976 363 127.06 95.729 -31.331 364 118 99.932 -18.068 365 121 51.137 -69.863 366 122.5 63.849 -58.651 367 124.5 63.067 -61.433 368 124.66 84.819 -39.841 369 120.1 81.934 -38.166 370 120 56.151 -63.849 371 128.53 59.087 -69.443 372 128.02 110.817 -17.203 373 121.01 110.207 -10.803 374 125.5 60.397 -65.103 375 121 56.088 -64.912 376 120.04 38.776 -81.264 377 117.03 37.959 -79.071 378 117.03 15.069 -101.961 379 114.9 14.281 -100.619 380 118.99 30.361 -88.629 381 114.1 59.262 -54.838 382 114.16 34.91 -79.25 383 114.17 41.072 -73.098 384 111 37.432 -73.568 385 111 20.875 -90.125 386 111 47.222 -63.778 387 110 40.937 -69.063 388 110.9 31.645 -79.255 389 108 41.109 -66.891 390 107.02 33.07 -73.95 391 110 23.93 -86.07 392 110 45.809 -64.191 393 106.15 33.089 -73.061 394 103.2 11.065 -92.135 395 103.3 22.429 -80.871 396 106 22.669 -83.331 397 105.33 27.894 -77.436 398 109.99 24.08 -85.91 399 101.05 64.198 -36.852 400 102 4.596 -97.404 401 107.12 4.366 -102.754 402 105 49.041 -55.959 403 105 31.066 -73.934 404 112 24.215 -87.785 405 105.01 86.37 -18.64 406 108.3 20.317 -87.983 407 109.16 39.457 -69.703 408 108.3 61.908 -46.392 409 105.01 56.886 -48.124 410 105.27 30.671 -74.599 411 105.28 48.999 -56.281 412 105.3 41.071 -64.229 413 97.79 45.778 -52.012 414 97.8 21.91 -75.89 415 93.01 8.513 -84.497 416 91.22 -5.467 -96.687 417 91.03 -12.028 -103.058 418 90.01 -12.269 -102.279 419 99.77 -13.887 -113.657 420 90 31.181 -58.819 421 90 -7.199 -97.199 422 86.56 -9.098 -95.658 423 88 -23.114 -111.114 424 89 -19.002 -108.002 425 89 -19.638 -108.638 426 88.88 -17.791 -106.671 427 91 -18.791 -109.791 428 94.94 -4.753 -99.693 429 85.6 50.622 -34.978 430 97 -13.548 -110.548 431 101 63.378 -37.622 432 104.5 58.081 -46.419 433 101 78.118 -22.882 434 103.87 54.341 -49.529 435 101.27 72.39 -28.88 436 103.99 54.172 -49.818 437 88.77 74.53 -14.24 438 96.99 -12.429 -109.419 439 91 30.698 -60.302 440 100 1.421 -98.579 441 102 48.324 -53.676 442 97 60.654 -36.346 443 97 31.735 -65.265 444 99.99 31.279 -68.711 445 95 42.637 -52.363 446 101 14.711 -86.289 447 99.93 61.214 -38.716 448 85.08 65.79 -19.29 449 86 -5.605 -91.605 450 87 -8.9 -95.9 451 85.09 8.383 -76.707 452 86.01 0.908 -85.102 453 86.01 13.393 -72.617 454 85 19.032 -65.968 455 85 13.68 -71.32 456 79 36.242 -42.758 457 75 11.629 -63.371 458 84 17.934 -66.066 459 79 45.928 -33.072 460 79 23.004 -55.996 461 72.01 19.202 -52.808 462 72 -7.539 -79.539 463 73 -5.327 -78.327 464 70.53 -1.609 -72.139 465 70.26 -12.069 -82.329 466 70.26 -13.049 -83.309 467 61.01 -7.743 -68.753 468 62 -24.631 -86.631 469 62.2 -18.145 -80.345 470 62.23 -20.806 -83.036 471 74 -24.005 -98.005 472 64.53 19.459 -45.071 473 73.98 -0.863 -74.843 474 75 36.833 -38.167 475 81 36.315 -44.685 476 89.97 51.1 -38.87 477 84.76 80.794 -3.966 478 71.64 48.273 -23.367 479 74.5 -13.6 -88.1 480 75 -1.82 -76.82 481 75 1.418 -73.582 482 73 3.741 -69.259 483 74.01 -4.85 -78.86 484 74 0.24 -73.76 485 74.01 1.477 -72.533 486 75 -2.809 -77.809 487 80.85 3.228 -77.622 488 75.1 35.029 -40.071 489 66.66 -11.942 -78.602 490 68.12 -37.437 -105.557 491 68.13 -13.095 -81.225 492 69 -21.179 -90.179 493 69.09 -19.275 -88.365 494 73 -11.772 -84.772 495 70 25.853 -44.147 496 70.07 9.525 -60.545 497 69 -5.619 -74.619 498 69.01 -8.902 -77.912 499 68.1 -6.457 -74.557 500 73.31 -9.39 -82.7 501 74.94 27.863 -47.077 502 70 40.759 -29.241 503 70 3.659 -66.341 504 70 18.878 -51.122 505 74.68 -0.973 -75.653 506 73.55 63.862 -9.688 507 68.01 40.273 -27.737 508 68.05 -14.068 -82.118 509 73.55 -14.843 -88.393 510 78.99 39.856 -39.134 511 70.5 74.48 3.98 512 70.1 -1.042 -71.142 513 73.35 -1.54 -74.89 514 69 24.011 -44.989 515 75 -6.47 -81.47 516 75 42.084 -32.916 517 77.73 40.923 -36.807 518 77.7 56.352 -21.348 519 77.39 58.497 -18.893 520 77.99 56.671 -21.319 521 85 68.197 -16.803 522 94.96 114.945 19.985 523 94 164.063 70.063 524 94 192.505 98.505 525 83.04 167.725 84.685 526 82.02 32.795 -49.225 527 76.08 24.921 -51.159 528 84 -2.987 -86.987 529 82.28 38.239 -44.041 530 82.33 19.797 -62.533 531 73.65 20.276 -53.374 532 76 -19.21 -95.21 533 76.66 -9.754 -86.414 534 82.86 -1.953 -84.813 535 87.95 36.758 -51.192 536 85 71.451 -13.549 537 82 63.993 -18.007 538 93.49 23.244 -70.246 539 92.99 147.238 54.248 540 86 150.547 64.547 541 89.88 68.188 -21.692 542 89.99 86.36 -3.63 543 89.5 93.243 3.743 544 93.7 98.736 5.036 545 99.99 141.363 41.373 546 99 136.262 37.262 547 106.99 101.246 -5.744 548 106.98 139.917 32.937 549 102.9 138.065 35.165 550 103.5 99.069 -4.431 551 98.88 101.816 2.936 552 96.66 62.988 -33.672 553 93.21 43.439 -49.771 554 100 20.055 -79.945 555 94 63.601 -30.399 556 96 24.124 -71.876 557 98.12 30.082 -68.038 558 107.78 44.593 -63.187 559 136.95 114.9 -22.05 560 137 190.626 53.626 561 139.2 183.612 44.412 562 188 190.902 2.902 563 192.01 297.999 105.989 564 146.13 281.82 135.69 565 160 76.353 -83.647 566 187.97 106.693 -81.277 567 200 167.102 -32.898 568 185.2 200.001 14.801 569 199.49 162.787 -36.703 570 195 200.888 5.888 571 177.43 198.412 20.982 572 165 155.613 -9.387 573 165 134.107 -30.893 574 180.98 137.123 -43.857 575 175 165.911 -9.089 576 189.9 142.716 -47.184 577 190 175.928 -14.072 578 183.55 197.093 13.543 579 191.25 157.353 -33.897 580 189.99 182.384 -7.606 581 180.15 174.047 -6.103 582 184.99 134.718 -50.272 583 183.95 136.388 -47.562 === Evaluation on test split === Time taken to test model on test split: 0.35 seconds === Summary === Correlation coefficient 0.7211 Mean absolute error 59.9003 Root mean squared error 66.8038 Relative absolute error 2.2792 % Root relative squared error 2.5416 % Total Number of Instances 583