=== 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_INA-R-A-features Instances: 1884 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 0.02227315141550372 Node 1 0.5951348656202557 Node 2 0.8152337309824629 Node 3 -1.2543230040560853 Sigmoid Node 1 Inputs Weights Threshold -2.4629732192528433 Attrib rsi -0.8342650188643955 Attrib mfi 0.32813197318373233 Attrib ema 4.2755937142424285 Attrib so -0.052237635031398055 Attrib macd -0.147060303201557 Attrib sl -0.5723477801517406 Sigmoid Node 2 Inputs Weights Threshold -2.0808660264895185 Attrib rsi 1.3769782729750404 Attrib mfi -0.27866666937003604 Attrib ema 1.7665008578798373 Attrib so 0.1708082712775889 Attrib macd 0.19771638382866352 Attrib sl -0.1501515013762692 Sigmoid Node 3 Inputs Weights Threshold -1.5680967286197487 Attrib rsi -0.9394559781542294 Attrib mfi 0.1426311017750216 Attrib ema -2.9649511941394677 Attrib so 0.16601737201815123 Attrib macd -0.6792198910070653 Attrib sl 0.8529495633639091 Class Input Node 0 Time taken to build model: 30.48 seconds === Predictions on test split === inst# actual predicted error 1 3450 3322.898 -127.102 2 3400 3309.284 -90.716 3 3350.01 3305.31 -44.7 4 3326.2 3300.637 -25.563 5 3499 3300.068 -198.932 6 3350.01 3371.381 21.371 7 3320 3334.177 14.177 8 3325 3300.637 -24.363 9 3400 3304.621 -95.379 10 3305 3318.658 13.658 11 3310 3297.987 -12.013 12 3340.01 3302.928 -37.082 13 3400 3293.411 -106.589 14 3490 3294.496 -195.504 15 3400 3311.617 -88.383 16 3450 3265.186 -184.814 17 3400 3282.267 -117.733 18 3350 3269.997 -80.003 19 3300.01 3265.365 -34.645 20 3350 3235.275 -114.725 21 3370 3259.651 -110.349 22 3380 3276.892 -103.108 23 3350 3292.74 -57.26 24 3450 3276.67 -173.33 25 3300 3329.968 29.968 26 3300 3289.427 -10.573 27 3300 3283.709 -16.291 28 3300 3265.026 -34.974 29 3350 3242.44 -107.56 30 3450 3259.536 -190.464 31 3325 3296.758 -28.242 32 3300 3231.787 -68.213 33 3300 3226.276 -73.724 34 3325 3245.567 -79.433 35 3300 3248.093 -51.907 36 3310 3235.092 -74.908 37 3280 3229.268 -50.732 38 3500 3220.462 -279.538 39 3600 3319.369 -280.631 40 3550 3394.104 -155.896 41 3500 3368.27 -131.73 42 3600 3344.499 -255.501 43 3600 3413.486 -186.514 44 3580 3426.719 -153.281 45 3580 3409.029 -170.971 46 3580 3422.213 -157.787 47 3650 3439.411 -210.589 48 3750 3508.184 -241.816 49 3890 3589.375 -300.625 50 3999.99 3674.906 -325.084 51 4040 3734.562 -305.438 52 4199 3783.578 -415.422 53 4025 3824.148 -200.852 54 3975 3760.544 -214.456 55 3950 3758.886 -191.114 56 3935 3777.935 -157.065 57 3910 3787.663 -122.337 58 3900 3794.28 -105.72 59 4000 3818.341 -181.659 60 4000 3896.001 -103.999 61 3900 3938.367 38.367 62 4025 3902.98 -122.02 63 4050 3981.931 -68.069 64 4030 4006.422 -23.578 65 3964 3994.061 30.061 66 4000 3947.545 -52.455 67 3510 3932.951 422.951 68 4000 3751.217 -248.783 69 4000 3885.205 -114.795 70 3950 3902.216 -47.784 71 3950 3905.995 -44.005 72 4000 3927.4 -72.6 73 4020 3967.978 -52.022 74 3950 3983.623 33.623 75 4000 3958.359 -41.641 76 4020 3997.461 -22.539 77 4000 4008.905 8.905 78 4000 3996.47 -3.53 79 4000 3996.119 -3.881 80 4000 3997.28 -2.72 81 3950 3996.211 46.211 82 3950 4014.31 64.31 83 3950 4018.667 68.667 84 3950 4013.198 63.198 85 4020 4038.741 18.741 86 4020 4059.816 39.816 87 4020 4053.899 33.899 88 4000 4046.704 46.704 89 4035 4040.664 5.664 90 4050 4063.358 13.358 91 4100 4075.71 -24.29 92 4000 4118.073 118.073 93 3950 4032.401 82.401 94 4000 3996.418 -3.582 95 4030 4030.484 0.484 96 3952.02 4056.982 104.962 97 3952 4005.377 53.377 98 3952 4010.028 58.028 99 4000 4015.294 15.294 100 3950 4052.362 102.362 101 4000 4011.216 11.216 102 3950 4048.048 98.048 103 3950 4009.633 59.633 104 3950 4004.533 54.533 105 4000 3996.553 -3.447 106 3950 4021.636 71.636 107 4050 3982.357 -67.643 108 4000 4055.451 55.451 109 3950 4020.305 70.305 110 4000 3984.315 -15.685 111 3950 4021.369 71.369 112 4000 3997.397 -2.603 113 3950 4030.453 80.453 114 4000 3997.937 -2.063 115 4000 4030.773 30.773 116 3950 4028.868 78.868 117 3999.98 3999.535 -0.445 118 3925 4031.595 106.595 119 4000 3982.406 -17.594 120 3925 4027.109 102.109 121 3900 3986.003 86.003 122 3800 3952.54 152.54 123 3825 3879.834 54.834 124 3825.07 3893.384 68.314 125 3825 3883.102 58.102 126 3825 3878.877 53.877 127 3825 3867.923 42.923 128 3850 3865.06 15.06 129 3940 3880.651 -59.349 130 3800.01 3950.903 150.893 131 3800 3852.476 52.476 132 3800 3837.452 37.452 133 3800 3832.552 32.552 134 3800 3816.075 16.075 135 3818.88 3808.327 -10.553 136 3773 3823.739 50.739 137 3561.01 3802.718 241.708 138 3560 3735.645 175.645 139 3430 3726.605 296.605 140 3510.01 3707.398 197.388 141 3350.02 3712.238 362.218 142 3350.1 3683.647 333.547 143 3500 3647.04 147.04 144 3620 3620.604 0.604 145 3500 3648.401 148.401 146 3700 3588.85 -111.15 147 3900 3643.811 -256.189 148 3765 3707.461 -57.539 149 3710.01 3637.588 -72.422 150 3710.01 3596.074 -113.936 151 3710.01 3577.313 -132.697 152 3710.01 3590.015 -119.995 153 3710 3601.407 -108.593 154 3502.02 3629.125 127.105 155 3650 3574.589 -75.411 156 3650 3647.44 -2.56 157 3650 3680.211 30.211 158 3650 3691.571 41.571 159 3650 3688.358 38.358 160 3700 3704.241 4.241 161 3750 3711.173 -38.827 162 3675 3685.238 10.238 163 3650 3638.655 -11.345 164 3650 3612.335 -37.665 165 3650 3607.652 -42.348 166 3650 3587.665 -62.335 167 3650 3581.95 -68.05 168 3650 3574.942 -75.058 169 3850 3602.761 -247.239 170 3711 3721.199 10.199 171 3700 3649.066 -50.934 172 3700 3652.361 -47.639 173 3675 3658.323 -16.677 174 3799 3651.308 -147.692 175 3665 3714.855 49.855 176 3700 3639.244 -60.756 177 3700 3661.318 -38.682 178 3700 3673.032 -26.968 179 3899 3675.707 -223.293 180 3700 3782.317 82.317 181 3700 3690.694 -9.306 182 3700.1 3696.276 -3.824 183 3750 3700.936 -49.064 184 3705 3706.433 1.433 185 3700 3686.729 -13.271 186 3700 3686.672 -13.328 187 3665 3682.596 17.596 188 3665 3671.046 6.046 189 3665 3653.897 -11.103 190 3625 3663.879 38.879 191 3625 3636.988 11.988 192 3625 3626.42 1.42 193 3625 3625.613 0.613 194 3625 3593.868 -31.132 195 3590 3597.401 7.401 196 3590 3576.071 -13.929 197 3585 3566.692 -18.308 198 3585 3556.637 -28.363 199 3550 3548.218 -1.782 200 3551.26 3524.856 -26.404 201 3550 3523.836 -26.164 202 3600 3512.477 -87.523 203 3550 3542.012 -7.988 204 3590 3503.994 -86.006 205 3550 3534.204 -15.796 206 3550.01 3514.288 -35.722 207 3600 3508.496 -91.504 208 3570 3541.215 -28.785 209 3550 3513.973 -36.027 210 3600 3499.477 -100.523 211 3600 3533.268 -66.732 212 3550 3530.745 -19.255 213 3550 3504.291 -45.709 214 3610 3510.605 -99.395 215 3600 3549.221 -50.779 216 3550 3553.612 3.612 217 3630 3517.122 -112.878 218 3550 3576.151 26.151 219 3550 3516.471 -33.529 220 3500 3510.33 10.33 221 3500 3480.898 -19.102 222 3500 3461.298 -38.702 223 3550 3459.575 -90.425 224 3650 3497.008 -152.992 225 3510 3566.673 56.673 226 3506 3461.907 -44.093 227 3500 3457.888 -42.112 228 3455 3455.559 0.559 229 3455 3424.916 -30.084 230 3260.19 3413.981 153.791 231 3440 3410.872 -29.128 232 3350 3393.73 43.73 233 3350 3366.331 16.331 234 3400 3354.131 -45.869 235 3350 3374.85 24.85 236 3455 3359.249 -95.751 237 3400.01 3392.123 -7.887 238 3351 3355.161 4.161 239 3540 3306.849 -233.151 240 3540 3382.814 -157.186 241 3540 3382.15 -157.85 242 3585.99 3380.307 -205.683 243 3590 3414.251 -175.749 244 3411.01 3422.209 11.199 245 3455 3376.224 -78.776 246 3400 3395.846 -4.154 247 3400 3395.727 -4.273 248 3400 3398.314 -1.686 249 3350 3395.984 45.984 250 3350.01 3399.402 49.392 251 3500 3384.5 -115.5 252 3400.24 3431.394 31.154 253 3405 3403.953 -1.047 254 3400 3385.054 -14.946 255 3420 3352.885 -67.115 256 3420 3342.89 -77.11 257 3420 3319.556 -100.444 258 3450 3296.298 -153.702 259 3450 3314.214 -135.786 260 3450 3310.154 -139.846 261 3500 3324.225 -175.775 262 3420 3369.729 -50.271 263 3500 3329.632 -170.368 264 3500 3382.163 -117.837 265 3500.01 3401.634 -98.376 266 3500.01 3404.539 -95.471 267 3500 3416.709 -83.291 268 3500 3420.477 -79.523 269 3550 3428.342 -121.658 270 3550 3475.586 -74.414 271 3500 3483.139 -16.861 272 3445.01 3435.636 -9.374 273 3435 3383.811 -51.189 274 3500.5 3373.6 -126.9 275 3500 3418.149 -81.851 276 3500 3412.05 -87.95 277 3500 3419.335 -80.665 278 3500 3417.685 -82.315 279 3500 3417.933 -82.067 280 3500 3418.373 -81.627 281 3500 3420.092 -79.908 282 3500 3423.886 -76.114 283 3500 3426.825 -73.175 284 3500 3420.941 -79.059 285 3500 3416.265 -83.735 286 3500 3418.115 -81.885 287 3560 3437.922 -122.078 288 3500 3561.953 61.953 289 3500 3438.943 -61.057 290 3500 3441.955 -58.045 291 3500 3447.044 -52.956 292 3500 3447.44 -52.56 293 3500 3442.62 -57.38 294 3500 3442.772 -57.228 295 3500 3442.941 -57.059 296 3500.01 3441.052 -58.958 297 3500.01 3442.865 -57.145 298 3500 3446.365 -53.635 299 3500 3444.945 -55.055 300 3500 3446.402 -53.598 301 3500 3450.725 -49.275 302 3500 3441.795 -58.205 303 3500 3458.166 -41.834 304 3500 3462.629 -37.371 305 3500 3465.07 -34.93 306 3500 3469.534 -30.466 307 3400 3485.373 85.373 308 3500 3520.247 20.247 309 3402 3464.094 62.094 310 3400 3427.582 27.582 311 3400 3423.089 23.089 312 3400.01 3393.769 -6.241 313 3410 3391.576 -18.424 314 3410 3363.661 -46.339 315 3410 3355.472 -54.528 316 3400 3343.812 -56.188 317 3400 3332.068 -67.932 318 3300 3313.736 13.736 319 3300 3335.006 35.006 320 3300 3309.51 9.51 321 3300 3283.229 -16.771 322 3300 3290.532 -9.468 323 3300 3271.303 -28.697 324 3300 3281.19 -18.81 325 3275 3271.249 -3.751 326 3275 3290.546 15.546 327 3275 3272.485 -2.515 328 3275 3284.892 9.892 329 3275 3264.755 -10.245 330 3250 3258.016 8.016 331 3225 3261.889 36.889 332 3225 3275.965 50.965 333 3175 3288.271 113.271 334 3150 3295.853 145.853 335 3150 3293.237 143.237 336 3200 3266.58 66.58 337 3200 3134.05 -65.95 338 3200 3123.908 -76.092 339 3200 3112.439 -87.561 340 3200 3115.692 -84.308 341 3250 3108.748 -141.252 342 3200 3099.468 -100.532 343 3200 3068.05 -131.95 344 3200 3066.06 -133.94 345 3150 3060.397 -89.603 346 3150 3066.165 -83.835 347 3150.01 3066.967 -83.043 348 3150 3082.988 -67.012 349 3150 3101.687 -48.313 350 3150 3096.887 -53.113 351 3150 3082.276 -67.724 352 3150 3065.221 -84.779 353 3150 3057.871 -92.129 354 3200 3045.698 -154.302 355 3200 3078.716 -121.284 356 3200 3069.176 -130.824 357 3200 3046.126 -153.874 358 3200 3043.319 -156.681 359 3250 3042.613 -207.387 360 3250 3217.335 -32.665 361 3250 3218.969 -31.031 362 3250 3227.231 -22.769 363 3250 3234.413 -15.587 364 3250 3243.767 -6.233 365 3250 3256.978 6.978 366 3250 3254.387 4.387 367 3250 3258.998 8.998 368 3250 3272.455 22.455 369 3250 3285.981 35.981 370 3250 3289.209 39.209 371 3165 3289.092 124.092 372 3180 3178.236 -1.764 373 3150 3143.086 -6.914 374 3150 3168.788 18.788 375 3150 3167.854 17.854 376 3150 3154.707 4.707 377 3110 3145.054 35.054 378 3110 3166.616 56.616 379 3110 3159.602 49.602 380 2951.36 3150.726 199.366 381 2999.97 3197.129 197.159 382 2820 3102.07 282.07 383 2750 3103.378 353.378 384 2560.02 3071.781 511.761 385 2505.01 3014.998 509.988 386 2600 2958.09 358.09 387 2513.01 2836.816 323.806 388 2575 2795.682 220.682 389 2575 2715.684 140.684 390 2605 2669.524 64.524 391 2650 2623.064 -26.936 392 2655.01 2592.087 -62.923 393 2750 2554.988 -195.012 394 2650 2579.663 -70.337 395 2650.01 2517.181 -132.829 396 2650 2495.374 -154.626 397 2625 2488.803 -136.197 398 2650 2493.685 -156.315 399 2650 2524.579 -125.421 400 2600 2549.227 -50.773 401 2600 2553.75 -46.25 402 2600 2571.029 -28.971 403 2600 2588.169 -11.831 404 2600 2588.856 -11.144 405 2650 2590.378 -59.622 406 2601 2612.748 11.748 407 2650 2588.709 -61.291 408 2650 2600.777 -49.223 409 2650 2583.953 -66.047 410 2575 2554.739 -20.261 411 2361 2517.356 156.356 412 2400.02 2438.826 38.806 413 2400 2423.358 23.358 414 2400 2399.384 -0.616 415 2400 2381.16 -18.84 416 2400 2367.292 -32.708 417 2360 2351.664 -8.336 418 2361.01 2331.073 -29.937 419 2390 2320.746 -69.254 420 2390 2323.318 -66.682 421 2390 2302.761 -87.239 422 2525 2278.087 -246.913 423 2525 2413.715 -111.285 424 2525 2410.072 -114.928 425 2550 2404.588 -145.412 426 2550 2401.622 -148.378 427 2600 2416.136 -183.864 428 2600 2512.714 -87.286 429 2600 2539.244 -60.756 430 2626 2536.958 -89.042 431 2626 2596.502 -29.498 432 2626 2599.24 -26.76 433 2626 2611.558 -14.442 434 2699.99 2624.686 -75.304 435 2700 2769.795 69.795 436 2700 2783.508 83.508 437 2700 2782.793 82.793 438 2700 2753.192 53.192 439 2700 2752.492 52.492 440 2700 2751.919 51.919 441 2700 2753.117 53.117 442 2700 2749.758 49.758 443 2665 2743.601 78.601 444 2665 2612.422 -52.578 445 2665 2614.011 -50.989 446 2650 2619.447 -30.553 447 2700 2576.079 -123.921 448 2700 2654.523 -45.477 449 2700 2655.44 -44.56 450 2850 2656.901 -193.099 451 2850 3000.116 150.116 452 2752.1 3010.953 258.853 453 2650.03 2678.82 28.79 454 2700 2587.538 -112.462 455 2700 2620.039 -79.961 456 2700 2625.719 -74.281 457 2800 2629.941 -170.059 458 2800 2716.859 -83.141 459 2850 2728.799 -121.201 460 2800 2781.381 -18.619 461 2800 2727.017 -72.983 462 2800 2742.436 -57.564 463 2800 2745.491 -54.509 464 2800 2747.557 -52.443 465 2800 2739.994 -60.006 466 2800 2735.907 -64.093 467 2700 2724.861 24.861 468 2700 2644.038 -55.962 469 2700 2664.036 -35.964 470 2700 2660.404 -39.596 471 2675 2663.497 -11.503 472 2675 2641.061 -33.939 473 2675 2628.968 -46.032 474 2700 2611.315 -88.685 475 2700 2618.689 -81.311 476 2750 2608.719 -141.281 477 2800 2661.168 -138.832 478 2800 2721.19 -78.81 479 2900 2714.996 -185.004 480 2900 2918.521 18.521 481 3000 2918.71 -81.29 482 3000 3085.872 85.872 483 3000 3090.445 90.445 484 3000 3097.629 97.629 485 3000 3115.303 115.303 486 3000 3131.678 131.678 487 3000 3150.38 150.38 488 3000 3167.713 167.713 489 3000 3181.634 181.634 490 3000 3213.208 213.208 491 3000 3253.177 253.177 492 2955 3259.296 304.296 493 2955 2991.49 36.49 494 3000 2986.446 -13.554 495 3000 3109.675 109.675 496 2955 3121.654 166.654 497 2955 2946.077 -8.923 498 2955 2938.026 -16.974 499 2955 2934.869 -20.131 500 2955 2933.315 -21.685 501 2955 2931.714 -23.286 502 2955 2936.161 -18.839 503 3025 2936.958 -88.042 504 3025 3122.084 97.084 505 3025 3058.505 33.505 506 3025 3067.888 42.888 507 3025 3074.216 49.216 508 3050 3098.819 48.819 509 3025 3190.862 165.862 510 3100 3032.73 -67.27 511 3100 3217.817 117.817 512 3100 3250.744 150.744 513 3100 3278.569 178.569 514 3100 3286.137 186.137 515 3150 3296.433 146.433 516 3150 3382.948 232.948 517 3150 3411.043 261.043 518 3150 3433.676 283.676 519 3150 3438.538 288.538 520 3150 3441.097 291.097 521 3200 3442.355 242.355 522 3150 3495.492 345.492 523 3150 3198.475 48.475 524 3150 3202.707 52.707 525 3150 3215.996 65.996 526 3150 3289.503 139.503 527 3200 3287.16 87.16 528 3200 3420.724 220.724 529 3200 3422.024 222.024 530 3200 3430.351 230.351 531 3200 3447.192 247.192 532 3200 3428.093 228.093 533 3200 3429.543 229.543 534 3200 3434.061 234.061 535 3200 3441.861 241.861 536 3200 3443.014 243.014 537 3200 3430.086 230.086 538 3200 3435.233 235.233 539 3159 3425.948 266.948 540 3159 3095.823 -63.177 541 3159.01 3101.429 -57.581 542 3159 3095.209 -63.791 543 3125 3098.044 -26.956 544 3125 3068.027 -56.973 545 3159 3046.451 -112.549 546 3110 3080.401 -29.599 547 3200 3019.88 -180.12 548 3200 3136.35 -63.65 549 3250 3135.454 -114.546 550 3250 3264.15 14.15 551 3250 3256.054 6.054 552 3250 3259.792 9.792 553 3250 3264.642 14.642 554 3250 3260.457 10.457 555 3250 3270.239 20.239 556 3195 3266.736 71.736 557 3050 3095.425 45.425 558 3150 3137.687 -12.313 559 3010.12 3108.556 98.436 560 3010 3124.536 114.536 561 2925 3133.889 208.889 562 3200 3131.141 -68.859 563 3202.07 3091.363 -110.707 564 2925 3099.468 174.468 565 2900 2983.731 83.731 === Evaluation on test split === Time taken to test model on test split: 0.34 seconds === Summary === Correlation coefficient 0.9607 Mean absolute error 86.8096 Root mean squared error 118.6733 Relative absolute error 14.5458 % Root relative squared error 17.205 % Total Number of Instances 565