=== 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_LEDO-R-A-features Instances: 1962 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 0.3475605378433126 Node 1 -1.6395612054299677 Node 2 1.253010730354432 Node 3 -1.160265491090573 Sigmoid Node 1 Inputs Weights Threshold -0.4751534475869208 Attrib rsi 1.0608591943617014 Attrib mfi 0.1764026650737538 Attrib ema -1.8106466640338816 Attrib so 0.11817904886385065 Attrib macd -0.9539583274161918 Attrib sl 0.9118374838430334 Sigmoid Node 2 Inputs Weights Threshold -0.4680784936280908 Attrib rsi 1.6167300793087758 Attrib mfi 0.18960537837200156 Attrib ema 1.3793757147193382 Attrib so 0.12331682285013575 Attrib macd -0.6703817547816148 Attrib sl 0.40289009832524353 Sigmoid Node 3 Inputs Weights Threshold -3.5614341434051253 Attrib rsi -2.0121519802213306 Attrib mfi -0.5468616605799701 Attrib ema -1.2109018536460017 Attrib so -0.4154956631686276 Attrib macd 1.6541097870039334 Attrib sl -2.3392167610513157 Class Input Node 0 Time taken to build model: 33.03 seconds === Predictions on test split === inst# actual predicted error 1 8250 8216.657 -33.343 2 8310 8244.944 -65.056 3 8315 8435.397 120.397 4 8530 8495.818 -34.182 5 8500 8742.926 242.926 6 8580 8644.068 64.068 7 8520 8783.922 263.922 8 8510 8594.052 84.052 9 8530 8568.788 38.788 10 8550 8641.585 91.585 11 8550 8705.267 155.267 12 8550 8757.049 207.049 13 8629 8773.521 144.521 14 8599 8946.291 347.291 15 8660 8861.579 201.579 16 8765 8954.027 189.027 17 8700 9090.732 390.732 18 8660 8862.94 202.94 19 8700 8731.048 31.048 20 8750 8755.36 5.36 21 8750 8884.571 134.571 22 8730 8914.915 184.915 23 8789.99 8859.821 69.831 24 8750 9013.084 263.084 25 8770 8880.292 110.292 26 8800 8958.149 158.149 27 8750 9052.086 302.086 28 8680 8854.15 174.15 29 8765 8629.641 -135.359 30 8710 8859.953 149.953 31 8670 8588.203 -81.797 32 8660 8455.61 -204.39 33 8610.01 8485.833 -124.177 34 8600 8337.466 -262.534 35 8600 8396.047 -203.953 36 8660 8383.358 -276.642 37 8602 8544.707 -57.293 38 8640 8369.416 -270.584 39 8600.01 8457.441 -142.569 40 8625 8326.607 -298.393 41 8730 8349.763 -380.237 42 8650 8642.552 -7.448 43 8750 8420.996 -329.004 44 8690 8651.186 -38.814 45 8750 8498.025 -251.975 46 8750 8687.241 -62.759 47 8700 8716.844 16.844 48 8675 8599.238 -75.762 49 8665.01 8543.256 -121.754 50 8699.99 8502.676 -197.314 51 8689 8599.855 -89.145 52 8650 8591.862 -58.138 53 8630 8479.157 -150.843 54 8680 8421.901 -258.099 55 8700 8591.296 -108.704 56 8630 8563.301 -66.699 57 8610.01 8306.402 -303.608 58 8610.01 8203.897 -406.113 59 8610.01 8202.428 -407.582 60 8650 8167.736 -482.264 61 8625 8323.919 -301.081 62 8630 8209.953 -420.047 63 8650 8238.662 -411.338 64 8630 8401.513 -228.487 65 8580 8278.187 -301.813 66 8650 8068.105 -581.895 67 8620 8454.316 -165.684 68 8615 8323.151 -291.849 69 8570 8279.766 -290.234 70 8610 8062.564 -547.436 71 8490 8346.116 -143.884 72 8420 7976.291 -443.709 73 8370 7782.283 -587.717 74 8400 7650.61 -749.39 75 8400 7858.687 -541.313 76 8330 7864.043 -465.957 77 8370 7604.979 -765.021 78 8350 7856.736 -493.264 79 8410 7755.847 -654.153 80 8380 8031.17 -348.83 81 8350 7881.867 -468.133 82 8330 7767.073 -562.927 83 8300 7668.724 -631.276 84 8310 7579.49 -730.51 85 8400 7630.841 -769.159 86 8320 7999.703 -320.297 87 8400 7836.668 -563.332 88 8360 8208.325 -151.675 89 8370 8066.214 -303.786 90 8510.1 8104.984 -405.116 91 8680 8395.286 -284.714 92 8750 8666.542 -83.458 93 8780 8687.386 -92.614 94 8780 8766.996 -13.004 95 8938 8789.055 -148.945 96 8830 8997.671 167.671 97 8920 8782.255 -137.745 98 8910 8949.107 39.107 99 8900 8983.905 83.905 100 8850 8989.282 139.282 101 8830 8938.427 108.427 102 8770 8916.908 146.908 103 8780 8838.056 58.056 104 8885 8873.015 -11.985 105 8850 9039.614 189.614 106 8850 8912.846 62.846 107 8850 8788.811 -61.189 108 8900 8725.266 -174.734 109 8900 8883.323 -16.677 110 8940 8838.418 -101.582 111 8900 8986.326 86.326 112 8901 8796.872 -104.128 113 8939 8785.43 -153.57 114 9000 8920.798 -79.202 115 9000 8985.228 -14.772 116 9000 9049.389 49.389 117 8950 9084.343 134.343 118 9000 8943.745 -56.255 119 9000 9072.359 72.359 120 8990 9097.409 107.409 121 9040 9047.182 7.182 122 9040 9242.303 202.303 123 8970 9254.879 284.879 124 9020 8980.404 -39.596 125 8940 9171.127 231.127 126 8925 8812.327 -112.673 127 8930 8750.676 -179.324 128 8860 8835.232 -24.768 129 8800 8547.203 -252.797 130 8880 8357.18 -522.82 131 8900 8646.27 -253.73 132 8835 8716.76 -118.24 133 8825 8496.573 -328.427 134 8850 8433.225 -416.775 135 8850 8556.027 -293.973 136 9000 8555.074 -444.926 137 8930 9021.829 91.829 138 8920 8770.182 -149.818 139 8910 8751.771 -158.229 140 8890 8720.789 -169.211 141 8720 8657.455 -62.545 142 8720.03 8213.901 -506.129 143 8790 8215.706 -574.294 144 8740 8498.286 -241.714 145 8750 8341.661 -408.339 146 8740 8373.535 -366.465 147 8670 8341.043 -328.957 148 8720 8160.351 -559.649 149 8680.08 8367.34 -312.74 150 8650 8218.171 -431.829 151 8710 8026.891 -683.109 152 8620.5 8319.88 -300.62 153 8650 8052.159 -597.841 154 8700 8169.496 -530.504 155 8690 8330.848 -359.152 156 8670 8398.728 -271.272 157 8660 8332.266 -327.734 158 8600 8274.785 -325.215 159 8600 8058.714 -541.286 160 8571 8069.292 -501.708 161 8570 7952.481 -617.519 162 8600 7963.734 -636.266 163 8610 8169.553 -440.447 164 8550 8287.87 -262.13 165 8550 8005.893 -544.107 166 8551 7986.334 -564.666 167 8550 8004.913 -545.087 168 8550 7979.398 -570.602 169 8400 7990.367 -409.633 170 8360 7280.538 -1079.462 171 8330 7200.802 -1129.198 172 8300 7016.477 -1283.523 173 8500 6912.991 -1587.009 174 8310 8241.523 -68.477 175 8310.03 7712.634 -597.396 176 8401 7695.121 -705.879 177 8400 7996.515 -403.485 178 8430.01 7975.802 -454.208 179 8400.01 8097.265 -302.745 180 8500 7988.924 -511.076 181 8500 8246.939 -253.061 182 8400 8257.784 -142.216 183 8400.01 7998.764 -401.246 184 8400.01 8091.218 -308.792 185 8450 8126.908 -323.092 186 8500 8337.202 -162.798 187 8500 8543.175 43.175 188 8400 8541.855 141.855 189 8420 8232.704 -187.296 190 8400 8329.318 -70.682 191 8350 8054.136 -295.864 192 8350 7966.914 -383.086 193 8300 7956.365 -343.635 194 8349.99 7867.037 -482.953 195 8349.99 8070.075 -279.915 196 8300 8049.144 -250.856 197 8250 7953.38 -296.62 198 8140 7743.363 -396.637 199 8100 7498.122 -601.878 200 8100 7385.844 -714.156 201 8150 7321.529 -828.471 202 8100 7618.729 -481.271 203 8200 7426.709 -773.291 204 8350 7787.482 -562.518 205 8250.02 8150.444 -99.576 206 8100 8019.406 -80.594 207 8150 7662.418 -487.582 208 8300 7804.485 -495.515 209 8399 8127.964 -271.036 210 8450 8278.088 -171.912 211 8210 8337.8 127.8 212 8200 7909.515 -290.485 213 8170 7911.442 -258.558 214 8150.01 7880.257 -269.753 215 8250 7848.803 -401.197 216 8130 8045.129 -84.871 217 8250 7848.38 -401.62 218 8200 8061.681 -138.319 219 8136 7930.444 -205.556 220 8193.53 7793.087 -400.443 221 8200 7914.841 -285.159 222 8200 7880.78 -319.22 223 8200 7832.3 -367.7 224 8299.99 7838.122 -461.868 225 8400 7979.477 -420.523 226 8400 8276.185 -123.815 227 8400 8330.358 -69.642 228 8250 8347.153 97.153 229 8200 8044.381 -155.619 230 8200 7949.324 -250.676 231 8250 7971.9 -278.1 232 8200 8077.837 -122.163 233 8150 7975.965 -174.035 234 8090 7886.402 -203.598 235 8100 7794.009 -305.991 236 8001 7842.46 -158.54 237 8150 7725.302 -424.698 238 8010 8020.17 10.17 239 7950 7774.932 -175.068 240 7879.01 7649.331 -229.679 241 7790 7411.573 -378.427 242 7650 7257.89 -392.11 243 7700 7087.079 -612.921 244 7750 7288.21 -461.79 245 7750 7388.128 -361.872 246 7715 7343.785 -371.215 247 7875 7291.614 -583.386 248 7900 7554.294 -345.706 249 7890 7582.29 -307.71 250 7990 7498.799 -491.201 251 7990 7632.489 -357.511 252 7900 7617.34 -282.66 253 7900 7532.668 -367.332 254 7900 7599.63 -300.37 255 8000 7610.01 -389.99 256 7750 7830.917 80.917 257 7850 7406.482 -443.518 258 7730 7597.279 -132.721 259 7710 7285.073 -424.927 260 7800 7239.81 -560.19 261 7850 7504.724 -345.276 262 7850 7607.169 -242.831 263 7730 7578.954 -151.046 264 7750 7353.607 -396.393 265 7900 7377.356 -522.644 266 7900 7614.684 -285.316 267 7812 7618.493 -193.507 268 7820 7446.761 -373.239 269 7969 7470.374 -498.626 270 7780 7693.998 -86.002 271 7770 7463.763 -306.237 272 8100 7441.847 -658.153 273 7940 7887.741 -52.259 274 7832 7632.785 -199.215 275 7860 7504.824 -355.176 276 7880 7539.902 -340.098 277 7870 7562.912 -307.088 278 8110 7594.233 -515.767 279 8200 7962.6 -237.4 280 8015 8052.739 37.739 281 8179 7767.823 -411.177 282 8200 8004.996 -195.004 283 8170 8064.564 -105.436 284 8200.01 8015.866 -184.144 285 8200 8079.982 -120.018 286 8151 8109.355 -41.645 287 8150 8016.882 -133.118 288 8100.01 8057.159 -42.851 289 8150 8010.581 -139.419 290 8150 8118.563 -31.437 291 8150 8112.253 -37.747 292 8110.01 8128.601 18.591 293 8198.97 7977.158 -221.812 294 8200 8137.036 -62.964 295 8200 8153.428 -46.572 296 8150 8134.506 -15.494 297 8099.99 7862.703 -237.287 298 8100 7804.796 -295.204 299 8100 7820.591 -279.409 300 8100 7813.622 -286.378 301 8050 7820.765 -229.235 302 8060 7693.569 -366.431 303 8150 7728.2 -421.8 304 8300 7976.402 -323.598 305 8647 8264.916 -382.084 306 8650 8566.208 -83.792 307 8601 8618.816 17.816 308 8475 8514.273 39.273 309 8476 8276.96 -199.04 310 8516 8305.004 -210.996 311 8538 8409.754 -128.246 312 8550 8511.581 -38.419 313 8450 8568.758 118.758 314 8750 8429.221 -320.779 315 8998.95 8826.017 -172.933 316 8800 9030.239 230.239 317 8820 8751.433 -68.567 318 8950 8772.534 -177.466 319 8700 8919.459 219.459 320 8770.1 8543.691 -226.409 321 8900 8565.457 -334.543 322 8770 8728.651 -41.349 323 8840.91 8561.902 -279.008 324 8838.99 8679.707 -159.283 325 8520 8707.283 187.283 326 8400 8353.322 -46.678 327 8650 8223.706 -426.294 328 8601.01 8497.188 -103.822 329 8605.01 8418.071 -186.939 330 8600.01 8367.444 -232.566 331 8400 8357.961 -42.039 332 8405 8140.646 -264.354 333 8451 8103.122 -347.878 334 8500 8150.481 -349.519 335 8550 8174.672 -375.328 336 8550 8198.388 -351.612 337 8450 8204.654 -245.346 338 8351.05 8060.998 -290.052 339 8350 7936.655 -413.345 340 8350.01 7901.71 -448.3 341 8350 7944.166 -405.834 342 8435 7914.695 -520.305 343 8400 8119.756 -280.244 344 8500 8019.097 -480.903 345 8500 8278.537 -221.463 346 8481 8373.336 -107.664 347 8472 8309.385 -162.615 348 8500 8277.094 -222.906 349 8460 8354.657 -105.343 350 8500 8217.287 -282.713 351 8494 8325.965 -168.035 352 8573.99 8325.145 -248.845 353 8530.05 8532.459 2.409 354 8600 8401.866 -198.134 355 8634 8602.241 -31.759 356 8675 8686.849 11.849 357 9250 8698.807 -551.193 358 9300 9100.118 -199.882 359 9399.99 9211.248 -188.742 360 9460 9272.373 -187.627 361 9416 9367.443 -48.557 362 9400 9365.403 -34.597 363 9380 9402.346 22.346 364 9480 9454.252 -25.748 365 9293.01 9576.6 283.59 366 9400 9370.508 -29.492 367 9300 9520.531 220.531 368 9241 9467.352 226.352 369 9300 9455.624 155.624 370 9330 9537.801 207.801 371 9400 9603.499 203.499 372 9360 9627.01 267.01 373 9300 9374.037 74.037 374 9250 9155.539 -94.461 375 9315 8987.577 -327.423 376 9420 9088.579 -331.421 377 9360.01 9262.62 -97.39 378 9360 9121.228 -238.772 379 9400 9096.842 -303.158 380 9360 9410.617 50.617 381 9350.01 9223.813 -126.197 382 9262.01 9214.371 -47.639 383 9221.01 8956.559 -264.451 384 9222.02 8848.884 -373.136 385 9120.01 8864.129 -255.881 386 9150 8726.685 -423.315 387 9020 8814.284 -205.716 388 9000 8579.239 -420.761 389 9000 8539.772 -460.228 390 8950 8507.85 -442.15 391 8910 8375.764 -534.236 392 8900 8273.279 -626.721 393 8900 8229.977 -670.023 394 8920 8243.026 -676.974 395 9034 8379.988 -654.012 396 9000 8724.475 -275.525 397 8951.01 8641.301 -309.709 398 9000 8549.13 -450.87 399 9000 8679.941 -320.059 400 9000.06 8740.026 -260.034 401 9060 8724.6 -335.4 402 8970 8996.645 26.645 403 8930 8758.229 -171.771 404 8900 8598.79 -301.21 405 8969 8481.232 -487.768 406 8940 8831.704 -108.296 407 8969 8724.617 -244.383 408 8959.99 8865.333 -94.657 409 8900 8775.807 -124.193 410 8829 8383.057 -445.943 411 8810.01 8336.066 -473.944 412 8810.01 8274.683 -535.327 413 8835 8255.434 -579.566 414 8850 8367.98 -482.02 415 8700 8426.484 -273.516 416 8765 7871.089 -893.911 417 8770.1 8253.098 -517.002 418 8790.03 8304.405 -485.625 419 8850 8398.133 -451.867 420 8860 8594.461 -265.539 421 8900 8618.277 -281.723 422 8850 8733.718 -116.282 423 8928 8588.6 -339.4 424 9000 8689.794 -310.206 425 9030 8904.753 -125.247 426 9030 8982.321 -47.679 427 9000 9041.246 41.246 428 9000 8985.885 -14.115 429 9059 9004.935 -54.065 430 9041 9174.495 133.495 431 9050.01 9118.867 68.857 432 9050.01 9163.234 113.224 433 9200 9177.169 -22.831 434 9280 9511.213 231.213 435 9474 9603.911 129.911 436 9475 9718.171 243.171 437 9512 9759.722 247.722 438 9690 9751.625 61.625 439 9651 9867.28 216.28 440 9500 9807.135 307.135 441 9421 9571.723 150.723 442 9325.03 9452.096 127.066 443 9290 9302.264 12.264 444 9313.01 9247.378 -65.632 445 9330 9327.671 -2.329 446 9350 9382.974 32.974 447 9450 9463.157 13.157 448 9537 9620.049 83.049 449 9799 9712.999 -86.001 450 9794 9948.164 154.164 451 9720.01 9905.322 185.312 452 9730 9751.767 21.767 453 9900 9736.609 -163.391 454 9984.99 9881.483 -103.507 455 9905.02 9961.034 56.014 456 10000 9910.265 -89.735 457 9950 10086.123 136.123 458 9850 10105.698 255.698 459 9600 10022.18 422.18 460 9730 9649.04 -80.96 461 9760 9875.619 115.619 462 9760 9935.241 175.241 463 9800 9912.958 112.958 464 9850 9941.57 91.57 465 9850 10056.768 206.768 466 9900 10080.41 180.41 467 9875 10165.447 290.447 468 9900 10085.293 185.293 469 9856.02 10083.457 227.437 470 10000 9972.193 -27.807 471 9975.05 10179.739 204.689 472 10000 10111.539 111.539 473 9950 10176.635 226.635 474 9900 10118.043 218.043 475 9899.99 9936.46 36.47 476 9900 9941.67 41.67 477 9900 9976.138 76.138 478 9870 9936.046 66.046 479 9820.01 9712.594 -107.416 480 9730 9546.39 -183.61 481 9400 9338.964 -61.036 482 9540 8647.559 -892.441 483 9580 9271.343 -308.657 484 9799.99 9386.693 -413.297 485 9600 9844.117 244.117 486 9540 9458.637 -81.363 487 9530.08 9300.76 -229.32 488 9800 9256.824 -543.176 489 9799.99 9837.628 37.638 490 9860 9815.415 -44.585 491 9940 9902.62 -37.38 492 9949 9975.225 26.225 493 10000 10001.281 1.281 494 10050 10091.608 41.608 495 10100 10182.308 82.308 496 10070 10307.481 237.481 497 10101.01 10277.47 176.46 498 10101.01 10385.66 284.65 499 10150 10428.32 278.32 500 10150 10540.339 390.339 501 10150 10602.567 452.567 502 10300 10596.268 296.268 503 10600 10769.383 169.383 504 10450 10880.678 430.678 505 10700 10747.767 47.767 506 10750 10907.645 157.645 507 10630 10944.392 314.392 508 10700 10792.088 92.088 509 10600.01 10875.55 275.54 510 10550 10746.432 196.432 511 10575 10703.395 128.395 512 10050.11 10770.951 720.841 513 10650 9850.335 -799.665 514 10650 10777.285 127.285 515 10650 10824.345 174.345 516 10698 10871.645 173.645 517 10699.77 10955.857 256.087 518 10698 10937.382 239.382 519 10698 10929.866 231.866 520 10650 10914.563 264.563 521 10650 10811.997 161.997 522 10650 10833.405 183.405 523 10680 10821.363 141.363 524 10765 10937.277 172.277 525 10750 11093.564 343.564 526 10750 11095.51 345.51 527 10750 11213.163 463.163 528 10650 11157.952 507.952 529 10600 10916.627 316.627 530 10750 10777.894 27.894 531 10645 11094.182 449.182 532 10400 10825.562 425.562 533 10500.01 10214.995 -285.015 534 10500 10502.405 2.405 535 10750 10503.371 -246.629 536 10750 11049.575 299.575 537 10787.5 11063.864 276.364 538 10800 11123.369 323.369 539 10750 11112.642 362.642 540 10780 10994.426 214.426 541 10879 11020.058 141.058 542 11000 11162.186 162.186 543 11250 11252.875 2.875 544 11276 11347.721 71.721 545 11231 11419.949 188.949 546 11200 11475.641 275.641 547 11100 11544.063 444.063 548 11000.01 11399.227 399.217 549 11100 11234.192 134.192 550 11062.6 11358.326 295.726 551 11000 11287.704 287.704 552 11150 11117.183 -32.817 553 11250 11459.094 209.094 554 11369 11658.329 289.329 555 11210 11816.412 606.412 556 11487 11497.3 10.3 557 11350 11806.445 456.445 558 11200.01 11536.801 336.791 559 11130 11171.771 41.771 560 11067 11004.964 -62.036 561 11190 10843.382 -346.618 562 11210 11143.853 -66.147 563 11205 11247.337 42.337 564 11200 11253.888 53.888 565 11100 11248.014 148.014 566 11100 11015.081 -84.919 567 11001 10897.66 -103.34 568 11001 10651.891 -349.109 569 11000 10626.551 -373.449 570 10999 10641.314 -357.686 571 10950.02 10582.992 -367.028 572 11000 10442.907 -557.093 573 10950.02 10732.814 -217.206 574 10950.01 10518.585 -431.425 575 10950 10519.507 -430.493 576 10950 10523.225 -426.775 577 10950 10487.443 -462.557 578 10900.01 10485.716 -414.294 579 10950 10265.999 -684.001 580 10900 10607.607 -292.393 581 10900 10323.248 -576.752 582 10900 10319.525 -580.475 583 10881 10314.01 -566.99 584 10880 10218.887 -661.113 585 10880.12 10205.786 -674.334 586 11005 10250.819 -754.181 587 11005 11368.306 363.306 588 10665 11380.122 715.122 589 10665 9735.158 -929.842 === Evaluation on test split === Time taken to test model on test split: 0.35 seconds === Summary === Correlation coefficient 0.9681 Mean absolute error 269.2985 Root mean squared error 337.3424 Relative absolute error 11.0613 % Root relative squared error 12.9557 % Total Number of Instances 589