=== 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_LRH-R-A-features Instances: 1562 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 1.1298548669590396 Node 1 -1.4721701416661919 Node 2 -1.1556453505112179 Node 3 1.1321194014646914 Sigmoid Node 1 Inputs Weights Threshold 1.1584265900658037 Attrib rsi -1.060483249334915 Attrib mfi -0.19722208264460367 Attrib ema -2.21168840387837 Attrib so 0.0840818199711579 Attrib macd -0.3858825655699496 Attrib sl 0.532057662857398 Sigmoid Node 2 Inputs Weights Threshold -1.9826497520870485 Attrib rsi -0.5248205976672796 Attrib mfi 0.012057355798930483 Attrib ema -2.4543739084890595 Attrib so 0.036348037178793084 Attrib macd -0.06718010722034125 Attrib sl 0.17446059118117344 Sigmoid Node 3 Inputs Weights Threshold -3.7494227117021754 Attrib rsi -0.933818388794296 Attrib mfi -1.6617116591305385 Attrib ema 0.7677561325079169 Attrib so 0.4280657302959584 Attrib macd -1.5335004632970979 Attrib sl 1.5493457380817472 Class Input Node 0 Time taken to build model: 26.99 seconds === Predictions on test split === inst# actual predicted error 1 2470 2453.799 -16.201 2 2400 2468.412 68.412 3 2350 2429.068 79.068 4 2400 2403.096 3.096 5 2450 2401.348 -48.652 6 2470 2430.071 -39.929 7 2415.01 2440.215 25.205 8 2400 2387.422 -12.578 9 2400 2382.478 -17.522 10 2350 2394.988 44.988 11 2350 2364.76 14.76 12 2350 2380.337 30.337 13 2400 2371.352 -28.648 14 2449 2411.72 -37.28 15 2365 2479.536 114.536 16 2365 2395.341 30.341 17 2400 2403.407 3.407 18 2420 2442.979 22.979 19 2358 2470.151 112.151 20 2420 2410.169 -9.831 21 2360 2442.004 82.004 22 2446.99 2398.205 -48.785 23 2360 2472.814 112.814 24 2362 2404.311 42.311 25 2420 2406.788 -13.212 26 2320 2433.466 113.466 27 2300 2379.78 79.78 28 2303 2357.792 54.792 29 2300 2347.132 47.132 30 2225 2341.101 116.101 31 2380 2266.023 -113.977 32 2380 2369.29 -10.71 33 2250.5 2357.988 107.488 34 2360 2293.726 -66.274 35 2246.6 2341.224 94.624 36 2230 2295.255 65.255 37 2371 2273.902 -97.098 38 2302 2324.476 22.476 39 2350 2299.693 -50.307 40 2369.99 2308.846 -61.144 41 2400 2305.11 -94.89 42 2400 2339.942 -60.058 43 2400 2348.12 -51.88 44 2400 2366.805 -33.195 45 2390 2388.814 -1.186 46 2399.99 2366.792 -33.198 47 2399.99 2378.466 -21.524 48 2399.99 2395.867 -4.123 49 2449 2389.426 -59.574 50 2497.99 2501.055 3.065 51 2455 2609.564 154.564 52 2490 2502.335 12.335 53 2479 2590.969 111.969 54 2460 2576.295 116.295 55 2355 2525.284 170.284 56 2450 2326.355 -123.645 57 2284 2456.092 172.092 58 2350 2284.976 -65.024 59 2493.66 2341.848 -151.812 60 2520 2514.527 -5.473 61 2550 2528.824 -21.176 62 2470 2587.059 117.059 63 2455 2479.016 24.016 64 2455 2457.477 2.477 65 2548 2447.011 -100.989 66 2400 2573.64 173.64 67 2500 2390.048 -109.952 68 2450 2479.309 29.309 69 2539 2431.964 -107.036 70 2544.9 2571.837 26.937 71 2650 2588.163 -61.837 72 2679 2732.059 53.059 73 2516 2795.946 279.946 74 2672.93 2540.411 -132.519 75 2789 2719.671 -69.329 76 3299.97 2772.473 -527.497 77 3100 2994.281 -105.719 78 3200 2909.051 -290.949 79 3250 2971.918 -278.082 80 3200 3032.911 -167.089 81 3101 3046.071 -54.929 82 3210 2990.466 -219.534 83 3210 3119.169 -90.831 84 3050 3169.002 119.002 85 3100 3054.659 -45.341 86 3490.89 3125.748 -365.142 87 3400 3469.274 69.274 88 3251 3527.054 276.054 89 3300 3432.571 132.571 90 3330 3550.244 220.244 91 3248 3529.106 281.106 92 3200 3280.76 80.76 93 3280 3222.084 -57.916 94 3123.02 3337.943 214.923 95 3340 3090.813 -249.187 96 3299 3424.238 125.238 97 3259.1 3364.363 105.263 98 3290 3317.875 27.875 99 3390 3441.618 51.618 100 3420 3629.986 209.986 101 3399 3686.931 287.931 102 3351.03 3629.919 278.889 103 3317.02 3503.225 186.205 104 3397 3396.766 -0.234 105 3333 3577.565 244.565 106 3600 3433.29 -166.71 107 3430 3773.239 343.239 108 3431 3308.431 -122.569 109 3500 3327.267 -172.733 110 3699 3374.965 -324.035 111 3706.01 3602.483 -103.527 112 3680 3508.795 -171.205 113 3750 3424.691 -325.309 114 3730 3553.224 -176.776 115 3760 3498.388 -261.612 116 3749 3549.57 -199.43 117 3740 3507.087 -232.913 118 3500 3546.579 46.579 119 3696 3266.228 -429.772 120 3600 3586.193 -13.807 121 3679.99 3419.446 -260.544 122 3550 3630.732 80.732 123 3520 3498.883 -21.117 124 3625 3467.118 -157.882 125 3700 3550.463 -149.537 126 3471 3646.286 175.286 127 3500.01 3338.054 -161.956 128 3500 3321.294 -178.706 129 3444.44 3288.173 -156.267 130 3500 3252.339 -247.661 131 3519.99 3421.269 -98.721 132 3570 3460.925 -109.075 133 3450 3654.376 204.376 134 3500 3254.191 -245.809 135 3500 3355.752 -144.248 136 3411 3294.928 -116.072 137 3500 3139.431 -360.569 138 3500 3285.188 -214.812 139 3500 3267.382 -232.618 140 3456 3228.564 -227.436 141 3405 3169.577 -235.423 142 3500 3115.848 -384.152 143 3549.99 3426.471 -123.519 144 3569.99 3718.499 148.509 145 3500 3810.819 310.819 146 3500.01 3370.876 -129.134 147 3500 3327.585 -172.415 148 3450 3334.19 -115.81 149 3489.99 3172.7 -317.29 150 3370 3270.221 -99.779 151 3375 3092.348 -282.652 152 3420 3194.834 -225.166 153 3500 3286.684 -213.316 154 3400 3518.755 118.755 155 3350.11 3259 -91.11 156 3351 3148.322 -202.678 157 3364.99 3136.846 -228.144 158 3400 3176.646 -223.354 159 3280 3228.804 -51.196 160 3394.89 3075.679 -319.211 161 3261.03 3346.501 85.471 162 3261.05 3075.542 -185.508 163 3394.98 3088.446 -306.534 164 3271.29 3377.761 106.471 165 3400 3150.167 -249.833 166 3448.98 3332.276 -116.704 167 3650 3512.528 -137.472 168 3700 3664.676 -35.324 169 3580.01 3832.259 252.249 170 3695 3599.596 -95.404 171 3650 3879.568 229.568 172 3689.99 3813.437 123.447 173 3500 3880.804 380.804 174 3472.01 3552.309 80.299 175 3500 3452.764 -47.236 176 3648.19 3566.213 -81.977 177 3600 3859.633 259.633 178 3600 3764.791 164.791 179 3650 3826.847 176.847 180 3650 3947.994 297.994 181 3650 3968.123 318.123 182 3850 3909.807 59.807 183 3821 4019.849 198.849 184 3802 4032.081 230.081 185 3800 3807.42 7.42 186 4077.98 3777.57 -300.41 187 4010 4140.051 130.051 188 4080 3994.091 -85.909 189 4000 4154.704 154.704 190 3980 3998.19 18.19 191 4155 3952.788 -202.212 192 4050 4220.918 170.918 193 4000.02 4090.244 90.224 194 4199.98 4013.51 -186.47 195 4185 4270.16 85.16 196 4193 4280.428 87.428 197 4200 4277.833 77.833 198 4260 4131.334 -128.666 199 4250 4274.198 24.198 200 4102.05 4337.676 235.626 201 4150 3876.87 -273.13 202 4249 4060.014 -188.986 203 4210 4354.753 144.753 204 4250 4345.028 95.028 205 4230.02 4591.183 361.163 206 4300 4486.074 186.074 207 4400 4669.155 269.155 208 4070.01 4892.105 822.095 209 4100.5 4178.754 78.254 210 4439.99 4236.523 -203.467 211 4125.2 4808.178 682.978 212 4101 4040.366 -60.634 213 4282 3983.432 -298.568 214 4200 4387.121 187.121 215 4378 4217.403 -160.597 216 4200 4606.537 406.537 217 4200 4177.103 -22.897 218 4200 4192.858 -7.142 219 4106 4176.437 70.437 220 4111.2 3977.801 -133.399 221 4200 3958.333 -241.667 222 4122.22 4041.172 -81.048 223 4150 3919.967 -230.033 224 4100 4016.252 -83.748 225 4050.01 3823.57 -226.44 226 4051 3945.121 -105.879 227 4010.1 3917.919 -92.181 228 4010.15 3801.037 -209.113 229 4101 3863.682 -237.318 230 4076.18 4024.955 -51.225 231 4101 4121.098 20.098 232 4100 4076.211 -23.789 233 4150 4021.921 -128.079 234 4023.26 4393.714 370.454 235 4097 3812.371 -284.629 236 4000 4124.67 124.67 237 4000 3698.671 -301.329 238 4020 3644.167 -375.833 239 4002.11 3736.186 -265.924 240 3903.5 3693.717 -209.783 241 3901 3576.781 -324.219 242 3901 3557.727 -343.273 243 3900 3566.026 -333.974 244 3926.08 3593.769 -332.311 245 3930.01 3854.098 -75.912 246 4000.01 4078.408 78.398 247 4050 4273.741 223.741 248 4200 4382.117 182.117 249 4100 4683.304 583.304 250 4499.99 4369.929 -130.061 251 4500 4695.077 195.077 252 4498 4798.152 300.152 253 4400 4769.357 369.357 254 4500 4666.136 166.136 255 4500 4814.383 314.383 256 4792.66 4878.787 86.127 257 4550 4941.231 391.231 258 4400 4778.874 378.874 259 4550 4677.994 127.994 260 4797 4779.597 -17.403 261 4600 4988.186 388.186 262 4650 4793.577 143.577 263 4510.01 4866.934 356.924 264 4512.03 4826.18 314.15 265 4512 4735.898 223.898 266 4512 4452.844 -59.156 267 4500 4545.353 45.353 268 4797 4669.306 -127.694 269 4500 5098.183 598.183 270 4400 4601.432 201.432 271 4599.8 4343.122 -256.678 272 4600 4788.891 188.891 273 4550 4844.919 294.919 274 4599.97 4717.18 117.21 275 4500 4757.873 257.873 276 4500 4650.322 150.322 277 4500.18 4631.142 130.962 278 4700 4654.685 -45.315 279 4600 4917.953 317.953 280 4650 4776.1 126.1 281 4600 4859.484 259.484 282 4650 4675.99 25.99 283 4025 4691.302 666.302 284 4540 4088.491 -451.509 285 4600 4880.185 280.185 286 4250 4948.562 698.562 287 4383.83 4539.786 155.956 288 4200 4773.95 573.95 289 4300 4533.275 233.275 290 4202 4720.477 518.477 291 4150 4512.015 362.015 292 4106.02 4429.04 323.02 293 4106.01 4294.795 188.785 294 4300 4329.551 29.551 295 4250 4527.65 277.65 296 4111 4345.95 234.95 297 4300 4061.58 -238.42 298 4200 4455.271 255.271 299 3902 4153.364 251.364 300 4121 3775.205 -345.795 301 4122.01 4180.968 58.958 302 4200 4065.913 -134.087 303 4300 4218.471 -81.529 304 4399.99 4297.378 -102.612 305 4450 4522.107 72.107 306 4594.99 4567.813 -27.177 307 4570 4668.634 98.634 308 4550 4679.756 129.756 309 4550 4622.354 72.354 310 4594.99 4668.424 73.434 311 4700 4849.952 149.952 312 4801.01 4822.04 21.03 313 4150 4967.928 817.928 314 4099.99 4440.748 340.758 315 4000 4246.043 246.043 316 4050 4215.093 165.093 317 3801.11 4296.521 495.411 318 3850 4155.078 305.078 319 3751 4143.972 392.972 320 4000 4050.776 50.776 321 4000 4219.431 219.431 322 3825 4206.967 381.967 323 3800 4039.173 239.173 324 3702 4023.503 321.503 325 3700.1 3844.543 144.443 326 3600 3723.923 123.923 327 3720 3491.875 -228.125 328 3700 3710.723 10.723 329 3700 3682.87 -17.13 330 3800 3733.113 -66.887 331 3650 3879.068 229.068 332 3650 3566.636 -83.364 333 3649.99 3640.238 -9.752 334 3600 3636.641 36.641 335 3560 3539.555 -20.445 336 3510.01 3237.166 -272.844 337 3500 3214.983 -285.017 338 3511.2 3197.948 -313.252 339 3950 3308.165 -641.835 340 3700 3995.362 295.362 341 3800 3559.712 -240.288 342 4000 3687.378 -312.622 343 3884 4039.578 155.578 344 3976 3846.461 -129.539 345 3989 4000.235 11.235 346 4000.03 4096.466 96.436 347 3902.27 3987.805 85.535 348 3925.89 3792.094 -133.796 349 4120 3813.549 -306.451 350 4120 4219.286 99.286 351 4120 4315.207 195.207 352 4001 4383.725 382.725 353 4050 4152.018 102.018 354 4100 4185.772 85.772 355 4000 4458.853 458.853 356 3955 4294.052 339.052 357 3940.02 4090.219 150.199 358 4000 4095.699 95.699 359 3760 4026.217 266.217 360 3855 3626.671 -228.329 361 3755 3812.201 57.201 362 3750 3779.27 29.27 363 3800 3755.782 -44.218 364 3750.01 3862.615 112.605 365 3750.01 3653.893 -96.117 366 3720 3544.171 -175.829 367 3550.01 3499.172 -50.838 368 3615.23 3397.416 -217.814 369 3650.01 3441.016 -208.994 370 3651.01 3504.54 -146.47 371 3652 3473.876 -178.124 372 3655.01 3481.779 -173.231 373 3652.51 3427.208 -225.302 374 3751.01 3505.825 -245.185 375 3751.02 3690.413 -60.607 376 3751.02 3799.849 48.829 377 3751 3844.996 93.996 378 3700 3756.542 56.542 379 3700.01 3551.813 -148.197 380 3700 3670.303 -29.697 381 3700.01 3699.958 -0.052 382 3700.01 3745.514 45.504 383 3800 3625.903 -174.097 384 3700.02 3960.698 260.678 385 3700.01 3540.657 -159.353 386 3700 3485.807 -214.193 387 3700 3468.69 -231.31 388 3700 3600.293 -99.707 389 3700.03 3390.486 -309.544 390 3800 3409.498 -390.502 391 3750 4094.329 344.329 392 3750 3730.893 -19.107 393 3800 3887.6 87.6 394 3700.01 4354.691 654.681 395 3700 3618.211 -81.789 396 3700 3598.013 -101.987 397 3700 3869.223 169.223 398 3700 3864.011 164.011 399 3700 3887.688 187.688 400 3800 3905.747 105.747 401 3734 4395.02 661.02 402 3940 4018.163 78.163 403 3701 4412.902 711.902 404 4039.99 3758.027 -281.963 405 4000 4359.272 359.272 406 3900 4331.323 431.323 407 3900 4103.204 203.204 408 3900 4045.002 145.002 409 4039.99 4094.652 54.662 410 3861.01 4420.824 559.814 411 3820 4041.095 221.095 412 4000 3857.76 -142.24 413 4000 4274.308 274.308 414 4000 4231.937 231.937 415 4000 4002.12 2.12 416 4000 4187.181 187.181 417 3995 4193.752 198.752 418 3873.01 4211.066 338.056 419 3881 3646.718 -234.282 420 3891 3680.418 -210.582 421 3900 3746.075 -153.925 422 3990 3774.715 -215.285 423 3900 4116.637 216.637 424 3890 3731.646 -158.354 425 3900 3736.567 -163.433 426 3850 3860.367 10.367 427 3999.99 3647.513 -352.477 428 3911 4382.4 471.4 429 3805 4103.994 298.994 430 4000 3557.922 -442.078 431 3900.01 4321.195 421.185 432 3920 3908.252 -11.748 433 3812 4098.97 286.97 434 3861 3580.098 -280.902 435 3950 3767.108 -182.892 436 3864 4131.019 267.019 437 3999 3721.23 -277.77 438 3812 4371.042 559.042 439 3999 3636.339 -362.661 440 3996.59 4324.926 328.336 441 3899.99 4325.679 425.689 442 3800.01 3896.11 96.1 443 3700 3520.713 -179.287 444 3650 3489.388 -160.612 445 3650.03 3421.352 -228.678 446 3611.01 3448.927 -162.083 447 3600 3398.769 -201.231 448 3700 3343.754 -356.246 449 3600 3496.666 -103.334 450 3600 3310.728 -289.272 451 3551.02 3328.402 -222.618 452 3600 3232.78 -367.22 453 3559 3311.356 -247.644 454 3550 3212.908 -337.092 455 3500 3173.194 -326.806 456 3550 3135.154 -414.846 457 3482 3227.307 -254.693 458 3477 3141.394 -335.606 459 3520.01 3129.33 -390.68 460 3511.01 3209.534 -301.476 461 3545 3241.889 -303.111 462 3520 3432.191 -87.809 463 3501 3239.239 -261.761 464 3550 3232.788 -317.212 465 3550 3420.739 -129.261 466 3502.3 3531.521 29.221 467 3799 3290.786 -508.214 468 3555.02 3899.607 344.587 469 3699.99 3356.038 -343.952 === Evaluation on test split === Time taken to test model on test split: 0.42 seconds === Summary === Correlation coefficient 0.9436 Mean absolute error 186.9131 Root mean squared error 234.9708 Relative absolute error 11.7351 % Root relative squared error 13.7158 % Total Number of Instances 469