=== 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_ATGR-R-A-features Instances: 2160 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 0.03491694689473347 Node 1 -1.4921562399176915 Node 2 1.2481507916624475 Node 3 -0.8178754636305544 Sigmoid Node 1 Inputs Weights Threshold -4.174664703450619 Attrib rsi -1.621130883428884 Attrib mfi 0.2857782101962333 Attrib ema -2.3551333661781855 Attrib so 0.24877015973462677 Attrib macd -0.1938384576389937 Attrib sl 0.7154459789599928 Sigmoid Node 2 Inputs Weights Threshold -1.8809531260916679 Attrib rsi 0.47020331115043046 Attrib mfi -0.019576377981085552 Attrib ema 2.782570923359218 Attrib so 0.005428688461976127 Attrib macd 0.025528554103184796 Attrib sl -0.3362842542032749 Sigmoid Node 3 Inputs Weights Threshold -1.3276214401906774 Attrib rsi -0.6074522228005231 Attrib mfi 0.015324129476103641 Attrib ema -3.2315643275533255 Attrib so 0.0298629971393821 Attrib macd -0.6492660784630185 Attrib sl 0.5213426429001132 Class Input Node 0 Time taken to build model: 36.05 seconds === Predictions on test split === inst# actual predicted error 1 770 756.712 -13.288 2 767.01 771.41 4.4 3 780 766.278 -13.722 4 780 786.114 6.114 5 788 786.423 -1.577 6 798 793.639 -4.361 7 803 799.991 -3.009 8 809.01 803.116 -5.894 9 793 805.688 12.688 10 787 788.445 1.445 11 808.44 784.198 -24.242 12 793 799.708 6.708 13 790 790.151 0.151 14 784 790.203 6.203 15 780.01 788.187 8.177 16 775.03 786.299 11.269 17 789 783.326 -5.674 18 788 793.349 5.349 19 782 792.757 10.757 20 782.01 786.774 4.764 21 796 784.648 -11.352 22 802 793.907 -8.093 23 791 796.234 5.234 24 790 786.747 -3.253 25 805 786.509 -18.491 26 814 795.458 -18.542 27 816.85 801.064 -15.786 28 825.01 803.241 -21.769 29 835 807.806 -27.194 30 843.5 813.69 -29.81 31 835.33 819.003 -16.327 32 834.5 817.427 -17.073 33 830.55 819.842 -10.708 34 854 820.601 -33.399 35 868.5 829.09 -39.41 36 867 832.969 -34.031 37 879 833.887 -45.113 38 903 837.591 -65.409 39 936 841.279 -94.721 40 918.01 844.216 -73.794 41 925 843.182 -81.818 42 925 845.09 -79.91 43 921 846.209 -74.791 44 925 846.669 -78.331 45 925 847.655 -77.345 46 916 848.515 -67.485 47 905 848.545 -56.455 48 901 848.448 -52.552 49 896 848.737 -47.263 50 881 848.672 -32.328 51 885.01 847.654 -37.356 52 885.02 847.712 -37.308 53 904 847.386 -56.614 54 899.09 848.256 -50.834 55 900 847.374 -52.626 56 901 847.104 -53.896 57 900 846.805 -53.195 58 892 846.528 -45.472 59 897.5 845.114 -52.386 60 900 845.9 -54.1 61 900 846.159 -53.841 62 910.62 846.399 -64.221 63 910 847.988 -62.012 64 906.51 848.39 -58.12 65 906.56 848.533 -58.027 66 917 849.184 -67.816 67 907 850.416 -56.584 68 908.01 849.563 -58.447 69 912 849.736 -62.264 70 921 850.117 -70.883 71 939 850.814 -88.186 72 928.19 851.521 -76.669 73 932.21 851.031 -81.179 74 946 851.29 -94.71 75 960 851.837 -108.163 76 962.01 852.235 -109.775 77 960.05 852.311 -107.739 78 960.02 852.326 -107.694 79 963.57 852.435 -111.135 80 963.7 852.658 -111.042 81 970 852.795 -117.205 82 975.1 853.044 -122.056 83 974.1 853.243 -120.857 84 988.02 853.314 -134.706 85 1010.99 853.525 -157.465 86 1020 853.702 -166.298 87 1062.55 853.785 -208.765 88 1025 853.939 -171.061 89 1015 853.652 -161.348 90 981.01 853.615 -127.395 91 973 853.316 -119.684 92 991 853.286 -137.714 93 980 853.499 -126.501 94 972.05 853.449 -118.601 95 969 853.417 -115.583 96 975 853.432 -121.568 97 990 853.505 -136.495 98 987.11 853.651 -133.459 99 983 853.615 -129.385 100 980.37 853.487 -126.883 101 976 853.388 -122.612 102 979 853.124 -125.876 103 979 853.076 -125.924 104 975 853.038 -121.962 105 989 853.02 -135.98 106 985 853.339 -131.661 107 988.9 853.34 -135.56 108 987 853.456 -133.544 109 1001.11 853.481 -147.629 110 1019.99 853.667 -166.323 111 1030.79 853.84 -176.95 112 1030 853.916 -176.084 113 1036.99 853.944 -183.046 114 1029.2 854.013 -175.187 115 1026.7 853.985 -172.715 116 1026.75 854.005 -172.745 117 1024 854.04 -169.96 118 1024.11 854.037 -170.073 119 1025.01 854.057 -170.953 120 1025.25 854.077 -171.173 121 1021.9 854.092 -167.808 122 982.1 854.074 -128.026 123 990 853.73 -136.27 124 995 853.813 -141.187 125 990 853.828 -136.172 126 983.1 853.739 -129.361 127 991 853.613 -137.387 128 988.05 853.66 -134.39 129 996 853.558 -142.442 130 987 853.617 -133.383 131 995 853.442 -141.558 132 996 853.525 -142.475 133 996.99 853.51 -143.48 134 993.25 853.471 -139.779 135 1000 853.397 -146.603 136 1004.8 853.5 -151.3 137 1010 853.624 -156.376 138 1010 853.717 -156.283 139 1014.99 853.767 -161.223 140 1007 853.858 -153.142 141 1013.99 853.8 -160.19 142 1014 853.893 -160.107 143 1007 853.931 -153.069 144 1010 853.857 -156.143 145 1005.7 853.907 -151.793 146 1011.98 853.862 -158.118 147 1010 853.934 -156.066 148 1001 853.921 -147.079 149 1000 853.809 -146.191 150 992 853.787 -138.213 151 985.5 853.659 -131.841 152 980 853.528 -126.472 153 943 853.406 -89.594 154 943 852.754 -90.246 155 933 852.587 -80.413 156 935 852.292 -82.708 157 935.21 852.173 -83.037 158 940 851.963 -88.037 159 937 852.028 -84.972 160 940 851.712 -88.288 161 939.99 851.678 -88.312 162 925 851.365 -73.635 163 930 850.462 -79.538 164 921.01 850.632 -70.378 165 925 849.865 -75.135 166 934 850.04 -83.96 167 938 850.702 -87.298 168 935.99 851.186 -84.804 169 941.99 851.197 -90.793 170 938 851.744 -86.256 171 940 851.631 -88.369 172 934 851.807 -82.193 173 940 851.493 -88.507 174 941 851.805 -89.195 175 942.01 851.856 -90.154 176 948 851.828 -96.172 177 950 852.208 -97.792 178 951.25 852.285 -98.965 179 952 852.374 -99.626 180 950 852.425 -97.575 181 950 852.297 -97.703 182 948 852.284 -95.716 183 948 852.105 -95.895 184 945.55 852.034 -93.516 185 953 851.809 -101.191 186 943 852.363 -90.637 187 943 851.688 -91.312 188 941 851.718 -89.282 189 936 851.524 -84.476 190 927 851.159 -75.841 191 926 850.409 -75.591 192 926 850.213 -75.787 193 921 850.098 -70.902 194 920.05 849.509 -70.541 195 920.01 849.226 -70.784 196 918 849.01 -68.99 197 915.5 848.608 -66.892 198 915 848.075 -66.925 199 922 847.787 -74.213 200 910 849.495 -60.505 201 913.5 847.843 -65.657 202 913.5 848.36 -65.14 203 910 848.166 -61.834 204 909 847.511 -61.489 205 919.94 847.295 -72.645 206 910 849.687 -60.313 207 930 848.454 -81.546 208 929.99 850.917 -79.073 209 915 850.862 -64.138 210 901 849.523 -51.477 211 907 848.267 -58.733 212 916.06 848.966 -67.094 213 927 849.85 -77.15 214 920 850.626 -69.374 215 918 850.129 -67.871 216 928.8 850.054 -78.746 217 905 850.848 -54.152 218 929 849.171 -79.829 219 919 850.838 -68.162 220 900 850.236 -49.764 221 900 848.996 -51.004 222 892 848.719 -43.281 223 876 847.992 -28.008 224 875.05 846.722 -28.328 225 878 846.51 -31.49 226 880 846.762 -33.238 227 878 846.611 -31.389 228 865 845.923 -19.077 229 866.69 844.023 -22.667 230 879.99 843.511 -36.479 231 890 844.461 -45.539 232 900 845.556 -54.444 233 905 846.079 -58.921 234 910 846.229 -63.771 235 902 846.966 -55.034 236 901 846.217 -54.783 237 912 846.33 -65.67 238 900.01 847.952 -52.058 239 902 847.087 -54.913 240 885 847.593 -37.407 241 882.01 846.149 -35.861 242 895 846.096 -48.904 243 891.01 847.93 -43.08 244 892.01 847.839 -44.171 245 900 848.091 -51.909 246 910 848.813 -61.187 247 903.01 849.446 -53.564 248 905.05 848.631 -56.419 249 920 848.37 -71.63 250 906 849.22 -56.78 251 904.01 847.772 -56.238 252 905 847.293 -57.707 253 903.03 847.434 -55.596 254 898 847.3 -50.7 255 892 846.941 -45.059 256 890 846.559 -43.441 257 895 846.469 -48.531 258 906.99 847.257 -59.733 259 910 848.811 -61.189 260 901 849.198 -51.802 261 909.99 848.161 -61.829 262 904 849.005 -54.995 263 900.01 848.415 -51.595 264 900.02 847.781 -52.239 265 903.03 847.68 -55.35 266 902.1 848.032 -54.068 267 903 847.893 -55.107 268 902 847.98 -54.02 269 897.02 847.966 -49.054 270 905 847.332 -57.668 271 897.02 848.573 -48.447 272 897.01 847.53 -49.48 273 897.1 847.418 -49.682 274 900 847.237 -52.763 275 904.99 847.723 -57.267 276 900.01 848.521 -51.489 277 901.15 847.576 -53.574 278 901 847.795 -53.205 279 900.21 847.723 -52.487 280 900.1 847.56 -52.54 281 898.05 847.576 -50.474 282 898.01 847.002 -51.008 283 900 846.769 -53.231 284 885 847.787 -37.213 285 862.1 844.304 -17.796 286 889.98 840.428 -49.552 287 880.25 846.951 -33.299 288 881.03 845.511 -35.519 289 885 845.506 -39.494 290 880 845.888 -34.112 291 870 844.896 -25.104 292 875 842.904 -32.096 293 876.5 843.539 -32.961 294 872 843.319 -28.681 295 873 841.946 -31.054 296 884 841.635 -42.365 297 884 844.006 -39.994 298 880 843.609 -36.391 299 873 842.812 -30.188 300 881 841.755 -39.245 301 876 843.726 -32.274 302 869.06 842.641 -26.419 303 882 840.799 -41.201 304 872 844.178 -27.822 305 871 841.832 -29.168 306 868.04 842.039 -26.001 307 875 841.402 -33.598 308 887 843.196 -43.804 309 893 845.461 -47.539 310 890 846.223 -43.777 311 904.96 845.586 -59.374 312 904.92 847.16 -57.76 313 904.84 847.114 -57.726 314 899.62 847.295 -52.325 315 900 846.589 -53.411 316 898 846.843 -51.157 317 888.5 846.953 -41.547 318 888 845.392 -42.608 319 876.05 845.698 -30.352 320 876 843.794 -32.206 321 865 844.088 -20.912 322 865 842.284 -22.716 323 867 842.003 -24.997 324 859 842.131 -16.869 325 859.5 839.877 -19.623 326 855 839.158 -15.842 327 859.5 836.891 -22.609 328 851.4 837.822 -13.578 329 850 834.168 -15.832 330 842.1 832.321 -9.779 331 845 828.274 -16.726 332 848 829.145 -18.855 333 848 829.679 -18.321 334 845 828.978 -16.022 335 845.39 827.158 -18.232 336 850 827.447 -22.553 337 846.12 831.276 -14.844 338 855.99 829.243 -26.747 339 856.62 835.581 -21.039 340 860 835.879 -24.121 341 858 837.673 -20.327 342 860 836.739 -23.261 343 850.2 837.874 -12.326 344 853 833.033 -19.967 345 851 834.666 -16.334 346 851.72 833.478 -18.242 347 850.3 833.807 -16.493 348 845 833.094 -11.906 349 830 829.714 -0.286 350 840 823.327 -16.673 351 831.8 830.255 -1.545 352 830 826.78 -3.22 353 832.01 824.856 -7.154 354 821.05 824.532 3.482 355 822 817.372 -4.628 356 829.2 815.741 -13.459 357 831.5 819.682 -11.818 358 819.99 820.213 0.223 359 822 812.632 -9.368 360 816.25 813.276 -2.974 361 816.71 808.531 -8.179 362 817.45 807.278 -10.172 363 824.7 806.703 -17.997 364 853 814.562 -38.438 365 856 830.038 -25.962 366 848 830.771 -17.229 367 851.05 828.172 -22.878 368 853 830.096 -22.904 369 864 832.221 -31.779 370 855.8 836.039 -19.761 371 863 833.347 -29.653 372 855 836.157 -18.843 373 850 834.564 -15.436 374 846.55 833.779 -12.771 375 845.01 834.074 -10.936 376 845 834.604 -10.396 377 838.29 835.365 -2.925 378 833.01 833.429 0.419 379 837 830.296 -6.704 380 835.02 830.504 -4.516 381 831.51 828.402 -3.108 382 831.57 825.448 -6.122 383 831.71 824.187 -7.523 384 833 822.639 -10.361 385 834.26 823.248 -11.012 386 828 822.324 -5.676 387 828.06 816.818 -11.242 388 830.01 816.064 -13.946 389 840 817.284 -22.716 390 837.62 825.87 -11.75 391 837.66 824.714 -12.946 392 838.01 825.202 -12.808 393 840 826.148 -13.852 394 832 827.81 -4.19 395 830.11 822.115 -7.995 396 830.12 821.428 -8.692 397 825 821.681 -3.319 398 824 817.604 -6.396 399 820 816.621 -3.379 400 805 813.707 8.707 401 809.9 804.249 -5.651 402 807.02 810.349 3.329 403 808.01 807.38 -0.63 404 813.9 806.181 -7.719 405 812 811.274 -0.726 406 819.01 807.57 -11.44 407 812 813.351 1.351 408 815.5 806.313 -9.187 409 828.2 808.382 -19.818 410 838 818.162 -19.838 411 832.9 823.392 -9.508 412 818 820.292 2.292 413 822.12 810.509 -11.611 414 822.21 813.73 -8.48 415 821.01 815.485 -5.525 416 819.08 815.345 -3.735 417 820.05 814.945 -5.105 418 813.1 816.941 3.841 419 806 811.956 5.956 420 805.09 808.119 3.029 421 807 807.127 0.127 422 806.51 808.31 1.8 423 808 807.335 -0.665 424 810 807.147 -2.853 425 810.01 807.288 -2.722 426 810 804.526 -5.474 427 810.03 803.426 -6.604 428 813.01 802.364 -10.646 429 814.01 805.872 -8.138 430 814.01 806.607 -7.403 431 813.02 806.4 -6.62 432 813.02 804.778 -8.242 433 813 805.359 -7.641 434 810.11 806.1 -4.01 435 815 802.031 -12.969 436 810.11 812.469 2.359 437 811 805.168 -5.832 438 811 807.535 -3.465 439 805.2 808.58 3.38 440 807.57 800.129 -7.441 441 812.9 804.076 -8.824 442 812.97 812.775 -0.195 443 808.19 812.36 4.17 444 809 804.748 -4.252 445 813 805.109 -7.891 446 812.21 809.807 -2.403 447 812.25 809.22 -3.03 448 810.01 808.919 -1.091 449 810 805.16 -4.84 450 809 804.784 -4.216 451 808 803.124 -4.876 452 802 801.659 -0.341 453 805 791.957 -13.043 454 810 798.444 -11.556 455 810 807.842 -2.158 456 810 807.83 -2.17 457 815 807.772 -7.228 458 810.03 815.237 5.207 459 805.5 808.175 2.675 460 805 801.238 -3.762 461 805 799.672 -5.328 462 807.9 799.247 -8.653 463 800.16 804.62 4.46 464 800.01 791.839 -8.171 465 802.01 791.286 -10.724 466 803.05 794.952 -8.098 467 805 797.513 -7.487 468 808.51 802.529 -5.981 469 814.88 808.361 -6.519 470 815 816.158 1.158 471 823 814.967 -8.033 472 828.98 820.629 -8.351 473 825 824.117 -0.883 474 823.5 820.534 -2.966 475 823 819.629 -3.371 476 815.3 819.713 4.413 477 819.91 811.305 -8.605 478 814.11 816.962 2.852 479 814.56 811.811 -2.749 480 816 813.107 -2.893 481 815.01 815.19 0.18 482 815 814.574 -0.426 483 814.11 814.775 0.665 484 815 812.985 -2.015 485 814.3 813.455 -0.845 486 815 811.72 -3.28 487 812.61 811.497 -1.113 488 812.61 806.503 -6.107 489 812.5 805.828 -6.672 490 812.51 805.104 -7.406 491 815 804.637 -10.363 492 810.01 810.702 0.692 493 808.51 801.016 -7.494 494 818.99 799.41 -19.58 495 820 819.037 -0.963 496 815.01 820.369 5.359 497 819.89 812.996 -6.894 498 819.98 819.989 0.009 499 825 820.128 -4.872 500 830 824.216 -5.784 501 820 826.702 6.702 502 820.01 816.531 -3.479 503 820 817.22 -2.78 504 815 817.656 2.656 505 815.01 812.534 -2.476 506 815.15 812.24 -2.91 507 815.01 812.883 -2.127 508 815.02 812.766 -2.254 509 815.01 812.487 -2.523 510 815 811.521 -3.479 511 815.98 810.923 -5.057 512 813.01 813.367 0.357 513 820 807.392 -12.608 514 815.25 817.717 2.467 515 820 810.401 -9.599 516 816.71 816.506 -0.204 517 821.01 812.652 -8.358 518 818.05 818.118 0.068 519 815 814.35 -0.65 520 815.1 811.079 -4.021 521 815.41 811.64 -3.77 522 820 812.852 -7.148 523 814.5 819.619 5.119 524 814 812.175 -1.825 525 800 811.836 11.836 526 792.1 798.537 6.437 527 792.17 792.566 0.396 528 793 791.09 -1.91 529 811.6 790.973 -20.627 530 815 813.389 -1.611 531 813.28 814.869 1.589 532 812.5 812.677 0.177 533 815 811.307 -3.693 534 815.01 813.033 -1.977 535 815 812.535 -2.465 536 816 812.301 -3.699 537 820 812.549 -7.451 538 818.02 816.298 -1.722 539 817.36 813.741 -3.619 540 824.99 814.549 -10.441 541 820.05 821.888 1.838 542 823 818.614 -4.386 543 833 822.614 -10.386 544 822.02 828.175 6.155 545 818 819.343 1.343 546 818 815.692 -2.308 547 820 815.68 -4.32 548 825.5 817.152 -8.348 549 820 821.872 1.872 550 814 816.946 2.946 551 816.06 811.508 -4.552 552 816 812.915 -3.085 553 814.2 812.87 -1.33 554 814.2 810.759 -3.441 555 814.03 809.765 -4.265 556 815 808.765 -6.235 557 814.05 809.608 -4.442 558 814.1 807.312 -6.788 559 815.01 806.891 -8.119 560 815.01 808.342 -6.668 561 816 808.275 -7.725 562 816.6 810.358 -6.242 563 816.01 811.447 -4.563 564 817.11 811.029 -6.081 565 824 813.568 -10.432 566 820 823.771 3.771 567 816.1 817.249 1.149 568 820.01 810.825 -9.185 569 815.55 817.248 1.698 570 822 811.008 -10.992 571 822 820.512 -1.488 572 823 820.497 -2.503 573 836.5 822.306 -14.194 574 835.01 830.239 -4.771 575 840 829.123 -10.877 576 848 831.766 -16.234 577 865.9 834.28 -31.62 578 862 837.768 -24.232 579 854 836.422 -17.578 580 847 832.982 -14.018 581 857 830.168 -26.832 582 860 834.543 -25.457 583 863.97 836.358 -27.612 584 871.5 838.41 -33.09 585 871.99 840.837 -31.153 586 877.2 841.85 -35.35 587 865.01 843.203 -21.807 588 865.01 840.066 -24.944 589 866.05 840.761 -25.289 590 869.5 841.272 -28.228 591 878.05 842.16 -35.89 592 877.85 843.538 -34.312 593 880.21 843.687 -36.523 594 877.01 844.383 -32.627 595 879.01 843.911 -35.099 596 879.99 844.637 -35.353 597 881 845.134 -35.866 598 875 845.636 -29.364 599 871 843.575 -27.425 600 867.5 842.3 -25.2 601 865.5 840.898 -24.602 602 867 840.369 -26.631 603 875.9 841.047 -34.853 604 866.05 844.303 -21.747 605 866.15 840.988 -25.162 606 869 840.967 -28.033 607 866.13 842.011 -24.119 608 867.03 840.745 -26.285 609 860.02 840.932 -19.088 610 868 838.116 -29.884 611 866 840.842 -25.158 612 865 839.767 -25.233 613 879.1 839.406 -39.694 614 877.55 843.734 -33.816 615 877 843.316 -33.684 616 857.11 843.342 -13.768 617 873 837.059 -35.941 618 875.3 841.762 -33.538 619 877.26 842.43 -34.83 620 877.51 843.239 -34.271 621 872.05 843.39 -28.66 622 880 842.093 -37.907 623 883.77 844.077 -39.693 624 875 845.164 -29.836 625 885.99 843.349 -42.641 626 884 845.462 -38.538 627 890 844.981 -45.019 628 890.01 845.791 -44.219 629 885 845.819 -39.181 630 885.2 844.693 -40.507 631 872.2 845.188 -27.012 632 873.01 842.079 -30.931 633 873 842.04 -30.96 634 870 842.061 -27.939 635 869.05 841.294 -27.756 636 869.05 841.147 -27.903 637 869.1 840.895 -28.205 638 873 840.574 -32.426 639 867.76 842.064 -25.696 640 867.05 839.8 -27.25 641 865 839.502 -25.498 642 865.02 838.136 -26.884 643 870 837.514 -32.486 644 870 839.93 -30.07 645 880 839.627 -40.373 646 885 844.031 -40.969 647 873.65 845.037 -28.613 648 882 841.303 -40.697 === Evaluation on test split === Time taken to test model on test split: 0.4 seconds === Summary === Correlation coefficient 0.8632 Mean absolute error 43.4699 Root mean squared error 62.7853 Relative absolute error 17.7866 % Root relative squared error 24.9089 % Total Number of Instances 648