Simulates subject-level parameters in the format required by make_data().
Usage
make_random_effects(
design,
group_means,
n_subj = NULL,
variance_proportion = 0.2,
covariances = NULL
)Arguments
- design
A design list. The design as specified by
design()- group_means
A numeric vector. The group level means for each parameter, in the same order as
sampled_pars(design)- n_subj
An integer. The number of subjects to generate parameters for. If
NULLwill be inferred from design- variance_proportion
A double. Optional. If
covariancesare not specified, the variances will be created by multiplying the means by this number. The covariances will be 0.- covariances
A covariance matrix. Optional. Specify the intended covariance matrix.
Examples
# First create a design
design_DDMaE <- design(data = forstmann,model=DDM,
formula =list(v~0+S,a~E, t0~1, s~1, Z~1, sv~1, SZ~1),
constants=c(s=log(1)))
#> Parameter(s) st0 not specified in formula and assumed constant.
#>
#> Sampled Parameters:
#> [1] "v_Sleft" "v_Sright" "a" "a_Eneutral" "a_Eaccuracy"
#> [6] "t0" "Z" "sv" "SZ"
#>
#> Design Matrices:
#> $v
#> S v_Sleft v_Sright
#> left 1 0
#> right 0 1
#>
#> $a
#> E a a_Eneutral a_Eaccuracy
#> speed 1 0 0
#> neutral 1 1 0
#> accuracy 1 0 1
#>
#> $t0
#> t0
#> 1
#>
#> $s
#> s
#> 1
#>
#> $Z
#> Z
#> 1
#>
#> $sv
#> sv
#> 1
#>
#> $SZ
#> SZ
#> 1
#>
#> $st0
#> st0
#> 1
#>
# Then create a group-level means vector:
group_means =c(v_Sleft=-2,v_Sright=2,a=log(1),a_Eneutral=log(1.5),a_Eaccuracy=log(2),
t0=log(.2),Z=qnorm(.5),sv=log(.5),SZ=qnorm(.5))
# Now we can create subject-level parameters
subj_pars <- make_random_effects(design_DDMaE, group_means, n_subj = 19)
# We can also define a covariance matrix to simulate from
subj_pars <- make_random_effects(design_DDMaE, group_means, n_subj = 19,
covariances = diag(.1, length(group_means)))
# The subject level parameters can be used to generate data
make_data(subj_pars, design_DDMaE, n_trials = 10)
#> subjects E S trials R rt
#> 1 as1t speed left 1 left 0.4780454
#> 20 as1t neutral left 1 left 0.4759104
#> 39 as1t accuracy left 1 left 1.1718632
#> 58 as1t speed right 1 right 0.5667276
#> 77 as1t neutral right 1 left 0.6212035
#> 96 as1t accuracy right 1 right 2.0467163
#> 115 as1t speed left 2 left 0.4371223
#> 134 as1t neutral left 2 left 0.5120237
#> 153 as1t accuracy left 2 left 0.4844987
#> 172 as1t speed right 2 right 0.5619360
#> 191 as1t neutral right 2 right 0.7386668
#> 210 as1t accuracy right 2 right 1.0041775
#> 229 as1t speed left 3 left 0.3953372
#> 248 as1t neutral left 3 left 0.4852143
#> 267 as1t accuracy left 3 left 0.6379164
#> 286 as1t speed right 3 right 0.6223246
#> 305 as1t neutral right 3 right 0.5921608
#> 324 as1t accuracy right 3 right 0.8493992
#> 343 as1t speed left 4 left 0.4153444
#> 362 as1t neutral left 4 left 0.3891956
#> 381 as1t accuracy left 4 left 0.8956678
#> 400 as1t speed right 4 right 0.6548569
#> 419 as1t neutral right 4 right 0.6363210
#> 438 as1t accuracy right 4 right 1.2458434
#> 457 as1t speed left 5 left 0.4523636
#> 476 as1t neutral left 5 left 0.4935807
#> 495 as1t accuracy left 5 left 0.5039341
#> 514 as1t speed right 5 right 0.5935295
#> 533 as1t neutral right 5 right 0.4185438
#> 552 as1t accuracy right 5 right 1.5641369
#> 571 as1t speed left 6 left 0.7528991
#> 590 as1t neutral left 6 right 0.6255229
#> 609 as1t accuracy left 6 left 0.7792230
#> 628 as1t speed right 6 right 0.4568317
#> 647 as1t neutral right 6 right 0.5242045
#> 666 as1t accuracy right 6 right 1.2483275
#> 685 as1t speed left 7 left 0.4178923
#> 704 as1t neutral left 7 left 0.3625771
#> 723 as1t accuracy left 7 left 1.0340046
#> 742 as1t speed right 7 right 0.6359046
#> 761 as1t neutral right 7 right 0.6236284
#> 780 as1t accuracy right 7 right 1.4248961
#> 799 as1t speed left 8 left 0.3808151
#> 818 as1t neutral left 8 left 0.5400785
#> 837 as1t accuracy left 8 left 1.3479134
#> 856 as1t speed right 8 left 0.3632198
#> 875 as1t neutral right 8 right 0.6922662
#> 894 as1t accuracy right 8 right 0.9886152
#> 913 as1t speed left 9 left 0.3685773
#> 932 as1t neutral left 9 left 0.6736121
#> 951 as1t accuracy left 9 left 0.7993001
#> 970 as1t speed right 9 right 0.3778616
#> 989 as1t neutral right 9 right 0.7164222
#> 1008 as1t accuracy right 9 right 0.9590042
#> 1027 as1t speed left 10 left 0.4464240
#> 1046 as1t neutral left 10 left 0.8121620
#> 1065 as1t accuracy left 10 left 1.3765594
#> 1084 as1t speed right 10 right 0.9804360
#> 1103 as1t neutral right 10 left 0.3814415
#> 1122 as1t accuracy right 10 right 2.0605514
#> 2 bd6t speed left 1 left 0.2169299
#> 21 bd6t neutral left 1 right 0.2536343
#> 40 bd6t accuracy left 1 left 0.3581891
#> 59 bd6t speed right 1 right 0.1761560
#> 78 bd6t neutral right 1 right 0.2073588
#> 97 bd6t accuracy right 1 right 0.4364506
#> 116 bd6t speed left 2 left 0.2241493
#> 135 bd6t neutral left 2 left 0.2935668
#> 154 bd6t accuracy left 2 left 0.6370671
#> 173 bd6t speed right 2 right 0.2519634
#> 192 bd6t neutral right 2 right 0.3276139
#> 211 bd6t accuracy right 2 right 0.5274194
#> 230 bd6t speed left 3 left 0.3947749
#> 249 bd6t neutral left 3 left 0.2321832
#> 268 bd6t accuracy left 3 left 0.5757675
#> 287 bd6t speed right 3 right 0.2324804
#> 306 bd6t neutral right 3 right 0.1798221
#> 325 bd6t accuracy right 3 right 0.2828630
#> 344 bd6t speed left 4 left 0.2247630
#> 363 bd6t neutral left 4 left 0.4866059
#> 382 bd6t accuracy left 4 left 0.7331885
#> 401 bd6t speed right 4 right 0.2609684
#> 420 bd6t neutral right 4 right 0.3000633
#> 439 bd6t accuracy right 4 right 0.3962064
#> 458 bd6t speed left 5 left 0.2513452
#> 477 bd6t neutral left 5 right 0.2048150
#> 496 bd6t accuracy left 5 left 1.8523516
#> 515 bd6t speed right 5 left 0.2498163
#> 534 bd6t neutral right 5 right 0.2626347
#> 553 bd6t accuracy right 5 right 0.3552079
#> 572 bd6t speed left 6 left 0.3643340
#> 591 bd6t neutral left 6 left 0.3213013
#> 610 bd6t accuracy left 6 left 0.6692881
#> 629 bd6t speed right 6 left 0.2453622
#> 648 bd6t neutral right 6 right 0.2272334
#> 667 bd6t accuracy right 6 right 0.8136129
#> 686 bd6t speed left 7 right 0.4093781
#> 705 bd6t neutral left 7 left 0.2054793
#> 724 bd6t accuracy left 7 left 0.7556253
#> 743 bd6t speed right 7 right 0.2429538
#> 762 bd6t neutral right 7 right 0.4891264
#> 781 bd6t accuracy right 7 right 0.5773466
#> 800 bd6t speed left 8 left 0.3037794
#> 819 bd6t neutral left 8 left 0.5253532
#> 838 bd6t accuracy left 8 left 0.5075520
#> 857 bd6t speed right 8 right 0.1952327
#> 876 bd6t neutral right 8 right 0.2317708
#> 895 bd6t accuracy right 8 right 0.2735095
#> 914 bd6t speed left 9 left 0.2176899
#> 933 bd6t neutral left 9 left 0.4191783
#> 952 bd6t accuracy left 9 left 0.9260078
#> 971 bd6t speed right 9 left 0.1981778
#> 990 bd6t neutral right 9 right 0.2386534
#> 1009 bd6t accuracy right 9 right 0.4040468
#> 1028 bd6t speed left 10 right 0.4973090
#> 1047 bd6t neutral left 10 left 0.4087200
#> 1066 bd6t accuracy left 10 left 0.7689248
#> 1085 bd6t speed right 10 right 0.3019322
#> 1104 bd6t neutral right 10 right 0.3419265
#> 1123 bd6t accuracy right 10 right 0.2853044
#> 3 bl1t speed left 1 right 0.6386645
#> 22 bl1t neutral left 1 left 0.3553747
#> 41 bl1t accuracy left 1 left 1.0711982
#> 60 bl1t speed right 1 right 0.3912733
#> 79 bl1t neutral right 1 right 0.9768283
#> 98 bl1t accuracy right 1 right 0.8130434
#> 117 bl1t speed left 2 left 0.2899668
#> 136 bl1t neutral left 2 left 0.3094705
#> 155 bl1t accuracy left 2 left 2.3864856
#> 174 bl1t speed right 2 right 0.4462745
#> 193 bl1t neutral right 2 left 0.3408112
#> 212 bl1t accuracy right 2 right 1.6156192
#> 231 bl1t speed left 3 right 1.2855407
#> 250 bl1t neutral left 3 left 0.6346183
#> 269 bl1t accuracy left 3 left 0.4320356
#> 288 bl1t speed right 3 right 0.6160627
#> 307 bl1t neutral right 3 right 0.3145602
#> 326 bl1t accuracy right 3 right 1.0630710
#> 345 bl1t speed left 4 left 0.4763713
#> 364 bl1t neutral left 4 right 0.9182186
#> 383 bl1t accuracy left 4 left 0.6491324
#> 402 bl1t speed right 4 right 0.7845827
#> 421 bl1t neutral right 4 left 0.3713295
#> 440 bl1t accuracy right 4 right 0.5309697
#> 459 bl1t speed left 5 left 1.1861633
#> 478 bl1t neutral left 5 left 0.3876705
#> 497 bl1t accuracy left 5 left 1.3615999
#> 516 bl1t speed right 5 right 0.3460466
#> 535 bl1t neutral right 5 right 0.3879045
#> 554 bl1t accuracy right 5 right 0.8039241
#> 573 bl1t speed left 6 left 0.2950044
#> 592 bl1t neutral left 6 left 0.5834715
#> 611 bl1t accuracy left 6 left 0.7628668
#> 630 bl1t speed right 6 right 0.5552273
#> 649 bl1t neutral right 6 left 0.6543523
#> 668 bl1t accuracy right 6 right 0.7472938
#> 687 bl1t speed left 7 left 0.3454584
#> 706 bl1t neutral left 7 right 0.2906755
#> 725 bl1t accuracy left 7 left 1.9073226
#> 744 bl1t speed right 7 right 0.7232619
#> 763 bl1t neutral right 7 right 0.7012316
#> 782 bl1t accuracy right 7 right 1.5447804
#> 801 bl1t speed left 8 right 0.8013341
#> 820 bl1t neutral left 8 left 0.6742297
#> 839 bl1t accuracy left 8 left 0.9464433
#> 858 bl1t speed right 8 right 0.3363074
#> 877 bl1t neutral right 8 right 0.3180480
#> 896 bl1t accuracy right 8 right 0.7537983
#> 915 bl1t speed left 9 left 0.3964344
#> 934 bl1t neutral left 9 left 0.3478263
#> 953 bl1t accuracy left 9 left 0.6954963
#> 972 bl1t speed right 9 left 0.3102924
#> 991 bl1t neutral right 9 right 0.4395544
#> 1010 bl1t accuracy right 9 right 0.7183001
#> 1029 bl1t speed left 10 left 0.3146471
#> 1048 bl1t neutral left 10 left 0.6463302
#> 1067 bl1t accuracy left 10 left 1.3673363
#> 1086 bl1t speed right 10 right 0.4484265
#> 1105 bl1t neutral right 10 right 0.6321169
#> 1124 bl1t accuracy right 10 right 0.8356493
#> 4 hsft speed left 1 left 0.5207826
#> 23 hsft neutral left 1 left 1.6216470
#> 42 hsft accuracy left 1 left 1.4266348
#> 61 hsft speed right 1 right 0.3250553
#> 80 hsft neutral right 1 right 0.3970866
#> 99 hsft accuracy right 1 right 1.7142698
#> 118 hsft speed left 2 left 0.6423370
#> 137 hsft neutral left 2 left 0.7124475
#> 156 hsft accuracy left 2 left 2.4222303
#> 175 hsft speed right 2 right 0.4050607
#> 194 hsft neutral right 2 right 0.8880887
#> 213 hsft accuracy right 2 right 1.7754356
#> 232 hsft speed left 3 left 0.3983712
#> 251 hsft neutral left 3 left 0.4716759
#> 270 hsft accuracy left 3 left 1.7008635
#> 289 hsft speed right 3 right 0.4980748
#> 308 hsft neutral right 3 right 1.3737651
#> 327 hsft accuracy right 3 right 1.7560049
#> 346 hsft speed left 4 left 0.5829484
#> 365 hsft neutral left 4 left 0.6112293
#> 384 hsft accuracy left 4 left 3.8415482
#> 403 hsft speed right 4 right 0.8925184
#> 422 hsft neutral right 4 right 0.3987085
#> 441 hsft accuracy right 4 right 1.5197699
#> 460 hsft speed left 5 left 0.7090952
#> 479 hsft neutral left 5 left 0.5405580
#> 498 hsft accuracy left 5 left 3.6224926
#> 517 hsft speed right 5 right 0.8463828
#> 536 hsft neutral right 5 right 1.0678672
#> 555 hsft accuracy right 5 right 3.6019869
#> 574 hsft speed left 6 left 0.4204000
#> 593 hsft neutral left 6 left 1.1635749
#> 612 hsft accuracy left 6 left 2.0742503
#> 631 hsft speed right 6 right 0.4282133
#> 650 hsft neutral right 6 left 0.9809816
#> 669 hsft accuracy right 6 right 1.9374749
#> 688 hsft speed left 7 right 0.6182440
#> 707 hsft neutral left 7 left 1.6508250
#> 726 hsft accuracy left 7 left 1.9236881
#> 745 hsft speed right 7 left 0.6252454
#> 764 hsft neutral right 7 right 0.8106914
#> 783 hsft accuracy right 7 right 1.3595650
#> 802 hsft speed left 8 left 1.0065302
#> 821 hsft neutral left 8 left 0.5608489
#> 840 hsft accuracy left 8 left 1.7942565
#> 859 hsft speed right 8 right 0.4662412
#> 878 hsft neutral right 8 right 1.8400105
#> 897 hsft accuracy right 8 right 1.5879529
#> 916 hsft speed left 9 right 0.9175108
#> 935 hsft neutral left 9 left 0.9170832
#> 954 hsft accuracy left 9 left 1.3596907
#> 973 hsft speed right 9 right 0.4854764
#> 992 hsft neutral right 9 right 0.3332500
#> 1011 hsft accuracy right 9 right 1.2596100
#> 1030 hsft speed left 10 left 0.3952491
#> 1049 hsft neutral left 10 left 1.1526208
#> 1068 hsft accuracy left 10 left 1.7217846
#> 1087 hsft speed right 10 right 1.1440335
#> 1106 hsft neutral right 10 right 0.3470886
#> 1125 hsft accuracy right 10 right 1.5073000
#> 5 hsgt speed left 1 left 0.3571503
#> 24 hsgt neutral left 1 left 0.6277075
#> 43 hsgt accuracy left 1 left 0.6243905
#> 62 hsgt speed right 1 right 0.4214179
#> 81 hsgt neutral right 1 right 1.5732322
#> 100 hsgt accuracy right 1 right 3.8875033
#> 119 hsgt speed left 2 left 0.2944522
#> 138 hsgt neutral left 2 left 0.7787327
#> 157 hsgt accuracy left 2 left 1.1878654
#> 176 hsgt speed right 2 left 0.5665241
#> 195 hsgt neutral right 2 right 1.0374576
#> 214 hsgt accuracy right 2 right 1.1169159
#> 233 hsgt speed left 3 right 0.2596882
#> 252 hsgt neutral left 3 left 0.3745454
#> 271 hsgt accuracy left 3 left 0.5919545
#> 290 hsgt speed right 3 right 0.5127295
#> 309 hsgt neutral right 3 right 0.7907641
#> 328 hsgt accuracy right 3 right 1.4125908
#> 347 hsgt speed left 4 left 0.3448886
#> 366 hsgt neutral left 4 left 0.6612903
#> 385 hsgt accuracy left 4 left 0.2888659
#> 404 hsgt speed right 4 right 0.3913993
#> 423 hsgt neutral right 4 right 0.6145724
#> 442 hsgt accuracy right 4 right 0.9803955
#> 461 hsgt speed left 5 left 0.2731149
#> 480 hsgt neutral left 5 left 1.3157366
#> 499 hsgt accuracy left 5 left 0.4623901
#> 518 hsgt speed right 5 right 0.5952215
#> 537 hsgt neutral right 5 right 1.1035527
#> 556 hsgt accuracy right 5 right 1.1867129
#> 575 hsgt speed left 6 left 0.2429232
#> 594 hsgt neutral left 6 left 0.9517932
#> 613 hsgt accuracy left 6 left 0.3420521
#> 632 hsgt speed right 6 right 0.4255199
#> 651 hsgt neutral right 6 right 1.5504331
#> 670 hsgt accuracy right 6 right 1.7264365
#> 689 hsgt speed left 7 left 0.3600946
#> 708 hsgt neutral left 7 left 0.8957961
#> 727 hsgt accuracy left 7 left 1.1255205
#> 746 hsgt speed right 7 right 0.3708152
#> 765 hsgt neutral right 7 right 0.9637147
#> 784 hsgt accuracy right 7 right 1.1793051
#> 803 hsgt speed left 8 left 0.3761632
#> 822 hsgt neutral left 8 left 1.0220610
#> 841 hsgt accuracy left 8 left 0.4526413
#> 860 hsgt speed right 8 right 0.2729422
#> 879 hsgt neutral right 8 right 1.2036258
#> 898 hsgt accuracy right 8 right 0.6348132
#> 917 hsgt speed left 9 right 0.3556134
#> 936 hsgt neutral left 9 left 0.5184264
#> 955 hsgt accuracy left 9 left 0.2928556
#> 974 hsgt speed right 9 right 0.3380284
#> 993 hsgt neutral right 9 right 1.7123529
#> 1012 hsgt accuracy right 9 right 0.6475903
#> 1031 hsgt speed left 10 left 0.3441989
#> 1050 hsgt neutral left 10 left 0.5957649
#> 1069 hsgt accuracy left 10 left 0.7311441
#> 1088 hsgt speed right 10 right 0.5595358
#> 1107 hsgt neutral right 10 right 1.0007197
#> 1126 hsgt accuracy right 10 right 0.8366283
#> 6 kd6t speed left 1 left 1.3689710
#> 25 kd6t neutral left 1 left 2.6612403
#> 44 kd6t accuracy left 1 left 1.5514696
#> 63 kd6t speed right 1 right 0.6954822
#> 82 kd6t neutral right 1 right 0.9857882
#> 101 kd6t accuracy right 1 right 3.1301239
#> 120 kd6t speed left 2 left 1.7038391
#> 139 kd6t neutral left 2 left 2.2389565
#> 158 kd6t accuracy left 2 left 2.0761688
#> 177 kd6t speed right 2 right 0.8070385
#> 196 kd6t neutral right 2 right 4.5825886
#> 215 kd6t accuracy right 2 right 3.1608260
#> 234 kd6t speed left 3 left 1.1751874
#> 253 kd6t neutral left 3 left 2.0048594
#> 272 kd6t accuracy left 3 left 2.3525607
#> 291 kd6t speed right 3 right 0.4803125
#> 310 kd6t neutral right 3 right 3.7941650
#> 329 kd6t accuracy right 3 right 1.1288534
#> 348 kd6t speed left 4 left 0.5082732
#> 367 kd6t neutral left 4 left 3.6482417
#> 386 kd6t accuracy left 4 left 2.5494695
#> 405 kd6t speed right 4 right 0.8621339
#> 424 kd6t neutral right 4 right 3.3221423
#> 443 kd6t accuracy right 4 right 1.1679789
#> 462 kd6t speed left 5 left 0.9396172
#> 481 kd6t neutral left 5 left 2.9327628
#> 500 kd6t accuracy left 5 left 3.0881278
#> 519 kd6t speed right 5 right 0.8793743
#> 538 kd6t neutral right 5 right 3.6023625
#> 557 kd6t accuracy right 5 right 1.2199040
#> 576 kd6t speed left 6 left 0.7861693
#> 595 kd6t neutral left 6 left 1.4394701
#> 614 kd6t accuracy left 6 left 2.0064184
#> 633 kd6t speed right 6 right 1.5145944
#> 652 kd6t neutral right 6 right 1.5393321
#> 671 kd6t accuracy right 6 right 1.7270639
#> 690 kd6t speed left 7 left 0.9202382
#> 709 kd6t neutral left 7 left 1.1791395
#> 728 kd6t accuracy left 7 left 2.6097812
#> 747 kd6t speed right 7 right 1.5258663
#> 766 kd6t neutral right 7 right 2.9052529
#> 785 kd6t accuracy right 7 right 2.0268828
#> 804 kd6t speed left 8 left 1.0304666
#> 823 kd6t neutral left 8 left 1.9838900
#> 842 kd6t accuracy left 8 left 1.1348567
#> 861 kd6t speed right 8 right 0.5791743
#> 880 kd6t neutral right 8 right 2.5991416
#> 899 kd6t accuracy right 8 right 1.2199891
#> 918 kd6t speed left 9 left 0.6717414
#> 937 kd6t neutral left 9 left 1.2453012
#> 956 kd6t accuracy left 9 left 1.3290845
#> 975 kd6t speed right 9 right 1.8625618
#> 994 kd6t neutral right 9 right 2.2640091
#> 1013 kd6t accuracy right 9 right 0.9902883
#> 1032 kd6t speed left 10 left 0.3944320
#> 1051 kd6t neutral left 10 left 1.8347080
#> 1070 kd6t accuracy left 10 left 1.2852062
#> 1089 kd6t speed right 10 right 0.7514900
#> 1108 kd6t neutral right 10 right 6.6712767
#> 1127 kd6t accuracy right 10 right 2.0859707
#> 7 kd9t speed left 1 left 0.1886506
#> 26 kd9t neutral left 1 left 0.3877059
#> 45 kd9t accuracy left 1 left 0.3548160
#> 64 kd9t speed right 1 right 0.2631709
#> 83 kd9t neutral right 1 right 0.4839470
#> 102 kd9t accuracy right 1 right 1.1297582
#> 121 kd9t speed left 2 left 0.2011281
#> 140 kd9t neutral left 2 left 0.2405247
#> 159 kd9t accuracy left 2 left 0.5044853
#> 178 kd9t speed right 2 right 0.2440152
#> 197 kd9t neutral right 2 right 0.4200592
#> 216 kd9t accuracy right 2 right 1.1803866
#> 235 kd9t speed left 3 left 0.1996889
#> 254 kd9t neutral left 3 left 0.2187484
#> 273 kd9t accuracy left 3 left 0.3605101
#> 292 kd9t speed right 3 right 0.3180766
#> 311 kd9t neutral right 3 right 0.7003515
#> 330 kd9t accuracy right 3 right 0.9444676
#> 349 kd9t speed left 4 left 0.3536953
#> 368 kd9t neutral left 4 left 0.3612231
#> 387 kd9t accuracy left 4 left 0.4772535
#> 406 kd9t speed right 4 right 0.4183177
#> 425 kd9t neutral right 4 left 0.4329086
#> 444 kd9t accuracy right 4 right 0.5968489
#> 463 kd9t speed left 5 left 0.4654852
#> 482 kd9t neutral left 5 left 0.2626805
#> 501 kd9t accuracy left 5 left 0.6687504
#> 520 kd9t speed right 5 right 0.4526292
#> 539 kd9t neutral right 5 right 0.4444071
#> 558 kd9t accuracy right 5 right 0.2419358
#> 577 kd9t speed left 6 left 0.1855167
#> 596 kd9t neutral left 6 left 0.2266992
#> 615 kd9t accuracy left 6 left 0.2529112
#> 634 kd9t speed right 6 right 0.3598253
#> 653 kd9t neutral right 6 left 0.5821324
#> 672 kd9t accuracy right 6 right 0.5926233
#> 691 kd9t speed left 7 left 0.2911184
#> 710 kd9t neutral left 7 left 0.4471362
#> 729 kd9t accuracy left 7 left 0.2085055
#> 748 kd9t speed right 7 right 0.2491072
#> 767 kd9t neutral right 7 right 0.5254137
#> 786 kd9t accuracy right 7 right 0.5929060
#> 805 kd9t speed left 8 left 0.2057174
#> 824 kd9t neutral left 8 left 0.2040008
#> 843 kd9t accuracy left 8 left 1.1994858
#> 862 kd9t speed right 8 right 0.2939347
#> 881 kd9t neutral right 8 left 0.3387508
#> 900 kd9t accuracy right 8 left 0.2714440
#> 919 kd9t speed left 9 left 0.4578141
#> 938 kd9t neutral left 9 left 0.2378381
#> 957 kd9t accuracy left 9 left 0.5054566
#> 976 kd9t speed right 9 left 0.3063695
#> 995 kd9t neutral right 9 right 0.2555322
#> 1014 kd9t accuracy right 9 right 0.5769400
#> 1033 kd9t speed left 10 left 0.2034541
#> 1052 kd9t neutral left 10 left 0.2247480
#> 1071 kd9t accuracy left 10 left 0.3201092
#> 1090 kd9t speed right 10 right 0.5094390
#> 1109 kd9t neutral right 10 right 0.3068668
#> 1128 kd9t accuracy right 10 right 0.5322130
#> 8 kh6t speed left 1 left 0.5723588
#> 27 kh6t neutral left 1 left 0.3586047
#> 46 kh6t accuracy left 1 left 1.1156150
#> 65 kh6t speed right 1 right 0.2883008
#> 84 kh6t neutral right 1 right 1.4400875
#> 103 kh6t accuracy right 1 right 0.5526930
#> 122 kh6t speed left 2 left 0.4600250
#> 141 kh6t neutral left 2 left 0.4699020
#> 160 kh6t accuracy left 2 left 0.7497764
#> 179 kh6t speed right 2 right 0.2689538
#> 198 kh6t neutral right 2 right 0.3641188
#> 217 kh6t accuracy right 2 right 1.0404473
#> 236 kh6t speed left 3 left 0.5726027
#> 255 kh6t neutral left 3 left 1.7475910
#> 274 kh6t accuracy left 3 left 1.1145214
#> 293 kh6t speed right 3 right 0.2191167
#> 312 kh6t neutral right 3 right 0.4645554
#> 331 kh6t accuracy right 3 right 0.7648805
#> 350 kh6t speed left 4 right 0.4518414
#> 369 kh6t neutral left 4 left 0.3295864
#> 388 kh6t accuracy left 4 left 2.0170926
#> 407 kh6t speed right 4 right 0.4027093
#> 426 kh6t neutral right 4 right 0.2597442
#> 445 kh6t accuracy right 4 right 0.9613023
#> 464 kh6t speed left 5 left 0.2443150
#> 483 kh6t neutral left 5 left 0.7645358
#> 502 kh6t accuracy left 5 left 0.4328225
#> 521 kh6t speed right 5 right 0.4880249
#> 540 kh6t neutral right 5 right 0.6235128
#> 559 kh6t accuracy right 5 right 1.4704395
#> 578 kh6t speed left 6 left 0.3024470
#> 597 kh6t neutral left 6 right 0.2629037
#> 616 kh6t accuracy left 6 left 1.7934704
#> 635 kh6t speed right 6 right 0.2354065
#> 654 kh6t neutral right 6 left 0.3602438
#> 673 kh6t accuracy right 6 right 0.9934549
#> 692 kh6t speed left 7 left 0.2849843
#> 711 kh6t neutral left 7 right 0.3367270
#> 730 kh6t accuracy left 7 left 0.3128602
#> 749 kh6t speed right 7 right 0.2226417
#> 768 kh6t neutral right 7 right 0.5558578
#> 787 kh6t accuracy right 7 right 0.8858957
#> 806 kh6t speed left 8 left 0.3374353
#> 825 kh6t neutral left 8 left 0.4405429
#> 844 kh6t accuracy left 8 left 0.9922958
#> 863 kh6t speed right 8 right 0.3657099
#> 882 kh6t neutral right 8 right 0.3962126
#> 901 kh6t accuracy right 8 right 0.5394081
#> 920 kh6t speed left 9 right 0.7688254
#> 939 kh6t neutral left 9 left 0.3286699
#> 958 kh6t accuracy left 9 left 0.7405543
#> 977 kh6t speed right 9 left 0.5054101
#> 996 kh6t neutral right 9 right 0.4093146
#> 1015 kh6t accuracy right 9 right 0.4909515
#> 1034 kh6t speed left 10 left 0.2943166
#> 1053 kh6t neutral left 10 left 0.6786353
#> 1072 kh6t accuracy left 10 left 0.8018288
#> 1091 kh6t speed right 10 right 0.3238918
#> 1110 kh6t neutral right 10 right 0.4273543
#> 1129 kh6t accuracy right 10 right 0.7412382
#> 9 kmat speed left 1 left 0.2404831
#> 28 kmat neutral left 1 left 1.5779895
#> 47 kmat accuracy left 1 left 0.5949876
#> 66 kmat speed right 1 right 0.1690245
#> 85 kmat neutral right 1 right 0.5788865
#> 104 kmat accuracy right 1 right 0.4883715
#> 123 kmat speed left 2 left 0.3691711
#> 142 kmat neutral left 2 left 1.1939760
#> 161 kmat accuracy left 2 left 0.4465113
#> 180 kmat speed right 2 right 0.1642087
#> 199 kmat neutral right 2 right 0.9395248
#> 218 kmat accuracy right 2 right 0.5242314
#> 237 kmat speed left 3 left 0.2865684
#> 256 kmat neutral left 3 left 0.6250305
#> 275 kmat accuracy left 3 left 0.7709546
#> 294 kmat speed right 3 right 0.3929098
#> 313 kmat neutral right 3 right 0.3437532
#> 332 kmat accuracy right 3 right 0.5092621
#> 351 kmat speed left 4 left 0.2414158
#> 370 kmat neutral left 4 left 0.6044645
#> 389 kmat accuracy left 4 left 1.1950531
#> 408 kmat speed right 4 right 0.1317382
#> 427 kmat neutral right 4 right 0.4696026
#> 446 kmat accuracy right 4 right 0.4442978
#> 465 kmat speed left 5 left 0.6018978
#> 484 kmat neutral left 5 left 0.9418081
#> 503 kmat accuracy left 5 right 0.4302494
#> 522 kmat speed right 5 right 0.3062790
#> 541 kmat neutral right 5 right 0.4398806
#> 560 kmat accuracy right 5 right 0.1566091
#> 579 kmat speed left 6 left 0.3985990
#> 598 kmat neutral left 6 left 0.2795793
#> 617 kmat accuracy left 6 right 0.2062187
#> 636 kmat speed right 6 right 0.1617036
#> 655 kmat neutral right 6 right 0.8813116
#> 674 kmat accuracy right 6 right 0.2190926
#> 693 kmat speed left 7 left 0.2415890
#> 712 kmat neutral left 7 right 0.5607296
#> 731 kmat accuracy left 7 left 1.0338580
#> 750 kmat speed right 7 right 0.2375547
#> 769 kmat neutral right 7 right 0.3221480
#> 788 kmat accuracy right 7 right 0.3145354
#> 807 kmat speed left 8 left 0.4017575
#> 826 kmat neutral left 8 left 0.3661719
#> 845 kmat accuracy left 8 left 0.9462008
#> 864 kmat speed right 8 right 0.3036257
#> 883 kmat neutral right 8 right 0.3029284
#> 902 kmat accuracy right 8 right 0.2323784
#> 921 kmat speed left 9 left 0.3125799
#> 940 kmat neutral left 9 left 3.0534865
#> 959 kmat accuracy left 9 left 0.4048701
#> 978 kmat speed right 9 right 0.4015723
#> 997 kmat neutral right 9 right 0.2633866
#> 1016 kmat accuracy right 9 right 0.1994881
#> 1035 kmat speed left 10 left 0.6049908
#> 1054 kmat neutral left 10 left 0.4750367
#> 1073 kmat accuracy left 10 left 0.4610654
#> 1092 kmat speed right 10 right 0.1463978
#> 1111 kmat neutral right 10 right 0.3024479
#> 1130 kmat accuracy right 10 right 0.8281589
#> 10 ku4t speed left 1 left 0.2970595
#> 29 ku4t neutral left 1 left 0.2331673
#> 48 ku4t accuracy left 1 left 0.2598506
#> 67 ku4t speed right 1 left 0.1794035
#> 86 ku4t neutral right 1 right 0.5175763
#> 105 ku4t accuracy right 1 right 0.3613016
#> 124 ku4t speed left 2 left 0.1782885
#> 143 ku4t neutral left 2 left 0.2611296
#> 162 ku4t accuracy left 2 left 0.2431906
#> 181 ku4t speed right 2 right 0.3718736
#> 200 ku4t neutral right 2 right 0.5607087
#> 219 ku4t accuracy right 2 right 0.4454306
#> 238 ku4t speed left 3 left 0.2281837
#> 257 ku4t neutral left 3 left 0.2443875
#> 276 ku4t accuracy left 3 left 0.3283508
#> 295 ku4t speed right 3 left 0.1706092
#> 314 ku4t neutral right 3 right 0.4754563
#> 333 ku4t accuracy right 3 right 0.3436606
#> 352 ku4t speed left 4 left 0.2980593
#> 371 ku4t neutral left 4 left 0.2481513
#> 390 ku4t accuracy left 4 left 0.9043597
#> 409 ku4t speed right 4 right 0.2460268
#> 428 ku4t neutral right 4 right 0.4083292
#> 447 ku4t accuracy right 4 right 1.2304028
#> 466 ku4t speed left 5 left 0.2502734
#> 485 ku4t neutral left 5 left 0.2539613
#> 504 ku4t accuracy left 5 left 0.1719246
#> 523 ku4t speed right 5 left 0.7636507
#> 542 ku4t neutral right 5 right 0.4885735
#> 561 ku4t accuracy right 5 right 0.6310340
#> 580 ku4t speed left 6 left 0.2194170
#> 599 ku4t neutral left 6 left 0.1780296
#> 618 ku4t accuracy left 6 left 0.3990167
#> 637 ku4t speed right 6 left 0.5197958
#> 656 ku4t neutral right 6 right 0.7377074
#> 675 ku4t accuracy right 6 right 0.5671841
#> 694 ku4t speed left 7 left 0.2363236
#> 713 ku4t neutral left 7 left 0.2260887
#> 732 ku4t accuracy left 7 left 1.0903019
#> 751 ku4t speed right 7 left 0.1749979
#> 770 ku4t neutral right 7 right 0.6420892
#> 789 ku4t accuracy right 7 left 0.2835175
#> 808 ku4t speed left 8 left 0.7730034
#> 827 ku4t neutral left 8 left 0.2368609
#> 846 ku4t accuracy left 8 left 0.1912905
#> 865 ku4t speed right 8 right 0.3178871
#> 884 ku4t neutral right 8 right 0.3956882
#> 903 ku4t accuracy right 8 right 0.3533201
#> 922 ku4t speed left 9 left 0.1758562
#> 941 ku4t neutral left 9 left 0.4590343
#> 960 ku4t accuracy left 9 left 0.3372902
#> 979 ku4t speed right 9 right 0.3841734
#> 998 ku4t neutral right 9 right 0.3179912
#> 1017 ku4t accuracy right 9 right 0.5563305
#> 1036 ku4t speed left 10 left 0.1778380
#> 1055 ku4t neutral left 10 left 0.2150552
#> 1074 ku4t accuracy left 10 left 0.3289763
#> 1093 ku4t speed right 10 left 0.2074308
#> 1112 ku4t neutral right 10 right 0.4068146
#> 1131 ku4t accuracy right 10 right 0.3808417
#> 11 na1t speed left 1 left 0.3723549
#> 30 na1t neutral left 1 left 0.2099468
#> 49 na1t accuracy left 1 left 0.3575117
#> 68 na1t speed right 1 right 0.1758583
#> 87 na1t neutral right 1 right 0.2731795
#> 106 na1t accuracy right 1 right 1.0035581
#> 125 na1t speed left 2 left 0.2146490
#> 144 na1t neutral left 2 left 0.2168253
#> 163 na1t accuracy left 2 left 0.8280515
#> 182 na1t speed right 2 right 0.2599989
#> 201 na1t neutral right 2 right 0.1722750
#> 220 na1t accuracy right 2 right 1.6569760
#> 239 na1t speed left 3 left 0.2461093
#> 258 na1t neutral left 3 left 0.2807021
#> 277 na1t accuracy left 3 left 1.4708096
#> 296 na1t speed right 3 right 0.5086130
#> 315 na1t neutral right 3 right 0.2935732
#> 334 na1t accuracy right 3 left 1.9811320
#> 353 na1t speed left 4 right 0.1831550
#> 372 na1t neutral left 4 left 0.1842478
#> 391 na1t accuracy left 4 left 0.5057244
#> 410 na1t speed right 4 right 0.2861005
#> 429 na1t neutral right 4 left 0.2146691
#> 448 na1t accuracy right 4 right 0.7083574
#> 467 na1t speed left 5 left 0.2262702
#> 486 na1t neutral left 5 right 0.1908344
#> 505 na1t accuracy left 5 left 0.6581172
#> 524 na1t speed right 5 right 0.1865290
#> 543 na1t neutral right 5 right 0.1638326
#> 562 na1t accuracy right 5 right 0.8395942
#> 581 na1t speed left 6 left 0.2522999
#> 600 na1t neutral left 6 left 0.2914995
#> 619 na1t accuracy left 6 left 1.0700161
#> 638 na1t speed right 6 right 0.3970178
#> 657 na1t neutral right 6 right 0.1627435
#> 676 na1t accuracy right 6 right 0.5226081
#> 695 na1t speed left 7 left 0.3044241
#> 714 na1t neutral left 7 right 0.1674320
#> 733 na1t accuracy left 7 left 0.5982757
#> 752 na1t speed right 7 right 0.2280024
#> 771 na1t neutral right 7 right 0.1983464
#> 790 na1t accuracy right 7 right 0.9765788
#> 809 na1t speed left 8 left 0.2845155
#> 828 na1t neutral left 8 left 0.3207780
#> 847 na1t accuracy left 8 left 0.8894301
#> 866 na1t speed right 8 right 0.2427230
#> 885 na1t neutral right 8 right 0.2485895
#> 904 na1t accuracy right 8 right 0.3653808
#> 923 na1t speed left 9 left 0.3826231
#> 942 na1t neutral left 9 left 0.1916922
#> 961 na1t accuracy left 9 left 0.9690236
#> 980 na1t speed right 9 right 0.2818431
#> 999 na1t neutral right 9 right 0.2005631
#> 1018 na1t accuracy right 9 right 1.4222017
#> 1037 na1t speed left 10 left 0.3872772
#> 1056 na1t neutral left 10 right 0.1819375
#> 1075 na1t accuracy left 10 left 1.0046054
#> 1094 na1t speed right 10 right 0.4213727
#> 1113 na1t neutral right 10 right 0.1774734
#> 1132 na1t accuracy right 10 right 0.7234779
#> 12 rmbt speed left 1 right 0.3576913
#> 31 rmbt neutral left 1 left 0.2696041
#> 50 rmbt accuracy left 1 left 0.5111616
#> 69 rmbt speed right 1 right 0.1983020
#> 88 rmbt neutral right 1 right 0.7377195
#> 107 rmbt accuracy right 1 right 1.5794007
#> 126 rmbt speed left 2 left 0.2039181
#> 145 rmbt neutral left 2 left 0.2377786
#> 164 rmbt accuracy left 2 left 1.1930353
#> 183 rmbt speed right 2 right 0.3493469
#> 202 rmbt neutral right 2 right 0.3257561
#> 221 rmbt accuracy right 2 right 0.4256571
#> 240 rmbt speed left 3 left 0.1987969
#> 259 rmbt neutral left 3 left 0.5599799
#> 278 rmbt accuracy left 3 left 0.7716735
#> 297 rmbt speed right 3 right 0.1888039
#> 316 rmbt neutral right 3 right 0.4275167
#> 335 rmbt accuracy right 3 right 1.0241871
#> 354 rmbt speed left 4 left 0.1530141
#> 373 rmbt neutral left 4 left 0.2472982
#> 392 rmbt accuracy left 4 left 0.9023371
#> 411 rmbt speed right 4 right 0.1772116
#> 430 rmbt neutral right 4 right 0.5176106
#> 449 rmbt accuracy right 4 right 0.3092281
#> 468 rmbt speed left 5 right 0.1538653
#> 487 rmbt neutral left 5 left 0.2780842
#> 506 rmbt accuracy left 5 left 0.2840150
#> 525 rmbt speed right 5 right 0.1952035
#> 544 rmbt neutral right 5 right 0.7065545
#> 563 rmbt accuracy right 5 right 0.5570217
#> 582 rmbt speed left 6 left 0.3599747
#> 601 rmbt neutral left 6 left 0.4778411
#> 620 rmbt accuracy left 6 left 0.4044504
#> 639 rmbt speed right 6 right 0.1463991
#> 658 rmbt neutral right 6 right 0.1864455
#> 677 rmbt accuracy right 6 right 0.5524522
#> 696 rmbt speed left 7 right 0.1549401
#> 715 rmbt neutral left 7 left 0.1493789
#> 734 rmbt accuracy left 7 right 0.2154935
#> 753 rmbt speed right 7 right 0.1664586
#> 772 rmbt neutral right 7 right 0.5919597
#> 791 rmbt accuracy right 7 right 0.4445892
#> 810 rmbt speed left 8 left 0.2371491
#> 829 rmbt neutral left 8 left 0.2409044
#> 848 rmbt accuracy left 8 left 0.3041001
#> 867 rmbt speed right 8 left 0.1923940
#> 886 rmbt neutral right 8 right 0.8753345
#> 905 rmbt accuracy right 8 right 0.3828757
#> 924 rmbt speed left 9 left 0.1911914
#> 943 rmbt neutral left 9 left 0.6839280
#> 962 rmbt accuracy left 9 left 0.5196774
#> 981 rmbt speed right 9 right 0.1999520
#> 1000 rmbt neutral right 9 right 0.2755376
#> 1019 rmbt accuracy right 9 right 1.0070855
#> 1038 rmbt speed left 10 left 0.2228735
#> 1057 rmbt neutral left 10 left 0.1748277
#> 1076 rmbt accuracy left 10 left 0.3556977
#> 1095 rmbt speed right 10 right 0.2067427
#> 1114 rmbt neutral right 10 right 0.4852305
#> 1133 rmbt accuracy right 10 right 0.2169898
#> 13 rt2t speed left 1 left 0.2566497
#> 32 rt2t neutral left 1 left 0.5475687
#> 51 rt2t accuracy left 1 left 0.3140472
#> 70 rt2t speed right 1 right 0.3847640
#> 89 rt2t neutral right 1 right 0.3846471
#> 108 rt2t accuracy right 1 right 0.7079635
#> 127 rt2t speed left 2 right 0.4254992
#> 146 rt2t neutral left 2 left 0.3983126
#> 165 rt2t accuracy left 2 left 0.2678879
#> 184 rt2t speed right 2 right 0.3657480
#> 203 rt2t neutral right 2 right 0.5397605
#> 222 rt2t accuracy right 2 right 0.4981907
#> 241 rt2t speed left 3 left 0.4531237
#> 260 rt2t neutral left 3 left 0.6855927
#> 279 rt2t accuracy left 3 left 0.6058202
#> 298 rt2t speed right 3 left 0.2677257
#> 317 rt2t neutral right 3 right 0.4268540
#> 336 rt2t accuracy right 3 right 0.5344014
#> 355 rt2t speed left 4 left 0.2793314
#> 374 rt2t neutral left 4 left 0.3933622
#> 393 rt2t accuracy left 4 left 0.3352680
#> 412 rt2t speed right 4 right 0.3639650
#> 431 rt2t neutral right 4 right 0.4170508
#> 450 rt2t accuracy right 4 right 0.3633682
#> 469 rt2t speed left 5 left 0.3189910
#> 488 rt2t neutral left 5 left 0.2940785
#> 507 rt2t accuracy left 5 left 0.4411169
#> 526 rt2t speed right 5 right 0.3644944
#> 545 rt2t neutral right 5 right 0.4543805
#> 564 rt2t accuracy right 5 left 0.4133135
#> 583 rt2t speed left 6 left 0.3092884
#> 602 rt2t neutral left 6 right 0.3365076
#> 621 rt2t accuracy left 6 left 0.3371950
#> 640 rt2t speed right 6 left 0.2480142
#> 659 rt2t neutral right 6 right 0.3658844
#> 678 rt2t accuracy right 6 right 0.2957255
#> 697 rt2t speed left 7 left 0.2536342
#> 716 rt2t neutral left 7 left 0.8494709
#> 735 rt2t accuracy left 7 left 0.3141288
#> 754 rt2t speed right 7 right 0.3403488
#> 773 rt2t neutral right 7 right 0.3563878
#> 792 rt2t accuracy right 7 right 0.3491635
#> 811 rt2t speed left 8 left 0.3274193
#> 830 rt2t neutral left 8 left 0.5702319
#> 849 rt2t accuracy left 8 left 0.3393086
#> 868 rt2t speed right 8 right 0.3585363
#> 887 rt2t neutral right 8 right 0.4689326
#> 906 rt2t accuracy right 8 right 0.3016541
#> 925 rt2t speed left 9 left 0.2504971
#> 944 rt2t neutral left 9 left 0.3164148
#> 963 rt2t accuracy left 9 left 0.2680901
#> 982 rt2t speed right 9 right 0.3913059
#> 1001 rt2t neutral right 9 right 0.3524618
#> 1020 rt2t accuracy right 9 left 0.2896919
#> 1039 rt2t speed left 10 left 0.4476048
#> 1058 rt2t neutral left 10 left 0.4983313
#> 1077 rt2t accuracy left 10 left 0.2917584
#> 1096 rt2t speed right 10 right 0.4664125
#> 1115 rt2t neutral right 10 right 0.6596235
#> 1134 rt2t accuracy right 10 left 0.2540038
#> 14 rt3t speed left 1 left 0.2977541
#> 33 rt3t neutral left 1 left 0.2234836
#> 52 rt3t accuracy left 1 left 0.3173855
#> 71 rt3t speed right 1 left 0.3117876
#> 90 rt3t neutral right 1 left 0.2329239
#> 109 rt3t accuracy right 1 right 0.5261410
#> 128 rt3t speed left 2 left 0.4191054
#> 147 rt3t neutral left 2 left 0.3176316
#> 166 rt3t accuracy left 2 left 0.5078756
#> 185 rt3t speed right 2 right 0.4038164
#> 204 rt3t neutral right 2 right 0.6115610
#> 223 rt3t accuracy right 2 right 0.7524261
#> 242 rt3t speed left 3 left 0.2406906
#> 261 rt3t neutral left 3 left 0.2489856
#> 280 rt3t accuracy left 3 left 1.3272146
#> 299 rt3t speed right 3 right 0.5071679
#> 318 rt3t neutral right 3 left 0.2883613
#> 337 rt3t accuracy right 3 right 0.8798335
#> 356 rt3t speed left 4 right 0.2938267
#> 375 rt3t neutral left 4 left 0.4032065
#> 394 rt3t accuracy left 4 left 1.3191474
#> 413 rt3t speed right 4 left 0.2756719
#> 432 rt3t neutral right 4 left 0.3396424
#> 451 rt3t accuracy right 4 right 3.3702800
#> 470 rt3t speed left 5 left 0.2766810
#> 489 rt3t neutral left 5 left 0.2819451
#> 508 rt3t accuracy left 5 left 0.6205868
#> 527 rt3t speed right 5 right 0.4309457
#> 546 rt3t neutral right 5 left 0.3884242
#> 565 rt3t accuracy right 5 right 0.9313811
#> 584 rt3t speed left 6 left 0.5272997
#> 603 rt3t neutral left 6 left 0.7030388
#> 622 rt3t accuracy left 6 left 0.6984678
#> 641 rt3t speed right 6 right 0.2925053
#> 660 rt3t neutral right 6 right 0.8849702
#> 679 rt3t accuracy right 6 right 0.6601844
#> 698 rt3t speed left 7 left 0.3412039
#> 717 rt3t neutral left 7 left 0.3084025
#> 736 rt3t accuracy left 7 left 0.7272659
#> 755 rt3t speed right 7 right 0.3045630
#> 774 rt3t neutral right 7 right 0.4494619
#> 793 rt3t accuracy right 7 right 0.2737679
#> 812 rt3t speed left 8 left 0.3550845
#> 831 rt3t neutral left 8 left 0.2994194
#> 850 rt3t accuracy left 8 left 0.8902655
#> 869 rt3t speed right 8 right 0.2539908
#> 888 rt3t neutral right 8 left 0.3960054
#> 907 rt3t accuracy right 8 right 2.9950488
#> 926 rt3t speed left 9 left 0.3244303
#> 945 rt3t neutral left 9 left 0.8649861
#> 964 rt3t accuracy left 9 left 1.0278484
#> 983 rt3t speed right 9 right 0.2415733
#> 1002 rt3t neutral right 9 right 0.2296812
#> 1021 rt3t accuracy right 9 right 0.9987824
#> 1040 rt3t speed left 10 right 0.3549892
#> 1059 rt3t neutral left 10 left 0.4154869
#> 1078 rt3t accuracy left 10 left 1.0725255
#> 1097 rt3t speed right 10 right 0.4894517
#> 1116 rt3t neutral right 10 left 0.4125874
#> 1135 rt3t accuracy right 10 right 1.1203007
#> 15 rt5t speed left 1 right 0.2002447
#> 34 rt5t neutral left 1 left 1.4583886
#> 53 rt5t accuracy left 1 right 0.6365131
#> 72 rt5t speed right 1 right 0.2388480
#> 91 rt5t neutral right 1 right 0.2718578
#> 110 rt5t accuracy right 1 right 0.2552092
#> 129 rt5t speed left 2 left 0.4573329
#> 148 rt5t neutral left 2 left 0.6705614
#> 167 rt5t accuracy left 2 left 0.4418017
#> 186 rt5t speed right 2 right 0.1472226
#> 205 rt5t neutral right 2 right 0.2682531
#> 224 rt5t accuracy right 2 right 0.3127320
#> 243 rt5t speed left 3 right 0.5234226
#> 262 rt5t neutral left 3 left 0.7744249
#> 281 rt5t accuracy left 3 left 0.9954940
#> 300 rt5t speed right 3 right 0.2057966
#> 319 rt5t neutral right 3 right 0.2372815
#> 338 rt5t accuracy right 3 right 0.3632850
#> 357 rt5t speed left 4 left 0.3045225
#> 376 rt5t neutral left 4 left 0.3572176
#> 395 rt5t accuracy left 4 left 2.1982870
#> 414 rt5t speed right 4 right 0.3471982
#> 433 rt5t neutral right 4 right 0.5386009
#> 452 rt5t accuracy right 4 right 0.3614003
#> 471 rt5t speed left 5 right 0.2564112
#> 490 rt5t neutral left 5 left 0.6199624
#> 509 rt5t accuracy left 5 left 0.9805548
#> 528 rt5t speed right 5 right 0.2562246
#> 547 rt5t neutral right 5 right 0.3104941
#> 566 rt5t accuracy right 5 right 0.2274678
#> 585 rt5t speed left 6 left 0.2526135
#> 604 rt5t neutral left 6 left 1.0985877
#> 623 rt5t accuracy left 6 left 0.7326036
#> 642 rt5t speed right 6 right 0.2867879
#> 661 rt5t neutral right 6 right 0.4422130
#> 680 rt5t accuracy right 6 right 0.1926344
#> 699 rt5t speed left 7 left 0.3631788
#> 718 rt5t neutral left 7 left 1.1183900
#> 737 rt5t accuracy left 7 left 0.7118790
#> 756 rt5t speed right 7 right 0.2792063
#> 775 rt5t neutral right 7 right 0.4303475
#> 794 rt5t accuracy right 7 right 0.4622101
#> 813 rt5t speed left 8 left 0.3231797
#> 832 rt5t neutral left 8 left 1.5630211
#> 851 rt5t accuracy left 8 left 0.9535698
#> 870 rt5t speed right 8 right 0.3108546
#> 889 rt5t neutral right 8 right 1.3887764
#> 908 rt5t accuracy right 8 right 0.2452090
#> 927 rt5t speed left 9 left 0.2712695
#> 946 rt5t neutral left 9 left 0.4247891
#> 965 rt5t accuracy left 9 left 0.5165371
#> 984 rt5t speed right 9 right 0.2676158
#> 1003 rt5t neutral right 9 right 0.6827963
#> 1022 rt5t accuracy right 9 right 0.4574604
#> 1041 rt5t speed left 10 left 0.5831280
#> 1060 rt5t neutral left 10 left 1.1282660
#> 1079 rt5t accuracy left 10 left 0.7895136
#> 1098 rt5t speed right 10 right 0.1918869
#> 1117 rt5t neutral right 10 right 0.7097020
#> 1136 rt5t accuracy right 10 right 0.2863703
#> 16 scat speed left 1 left 0.2918812
#> 35 scat neutral left 1 right 0.1398990
#> 54 scat accuracy left 1 left 0.5490296
#> 73 scat speed right 1 right 0.2476737
#> 92 scat neutral right 1 right 0.6720076
#> 111 scat accuracy right 1 right 0.5081089
#> 130 scat speed left 2 left 0.1881101
#> 149 scat neutral left 2 left 0.2205990
#> 168 scat accuracy left 2 left 1.4168788
#> 187 scat speed right 2 right 0.2391387
#> 206 scat neutral right 2 right 0.1576282
#> 225 scat accuracy right 2 right 0.3717851
#> 244 scat speed left 3 left 0.1644913
#> 263 scat neutral left 3 left 0.1573686
#> 282 scat accuracy left 3 left 0.5897038
#> 301 scat speed right 3 left 0.4268815
#> 320 scat neutral right 3 right 0.2530169
#> 339 scat accuracy right 3 right 0.4555744
#> 358 scat speed left 4 left 0.1272385
#> 377 scat neutral left 4 left 0.2986930
#> 396 scat accuracy left 4 left 0.5404800
#> 415 scat speed right 4 right 0.1407646
#> 434 scat neutral right 4 right 0.1429361
#> 453 scat accuracy right 4 right 0.7765228
#> 472 scat speed left 5 left 0.1363057
#> 491 scat neutral left 5 left 0.1699091
#> 510 scat accuracy left 5 left 0.8912344
#> 529 scat speed right 5 right 0.1496086
#> 548 scat neutral right 5 right 0.4236385
#> 567 scat accuracy right 5 right 0.3861084
#> 586 scat speed left 6 right 0.2996075
#> 605 scat neutral left 6 left 0.3845749
#> 624 scat accuracy left 6 left 0.6011545
#> 643 scat speed right 6 left 0.1783956
#> 662 scat neutral right 6 right 0.1901863
#> 681 scat accuracy right 6 right 1.1280929
#> 700 scat speed left 7 right 0.1839012
#> 719 scat neutral left 7 left 0.1511784
#> 738 scat accuracy left 7 left 1.0908299
#> 757 scat speed right 7 left 0.1416524
#> 776 scat neutral right 7 right 0.7881371
#> 795 scat accuracy right 7 right 0.3161706
#> 814 scat speed left 8 left 0.2388432
#> 833 scat neutral left 8 left 0.3112408
#> 852 scat accuracy left 8 left 0.8308074
#> 871 scat speed right 8 right 0.1617806
#> 890 scat neutral right 8 right 0.4381138
#> 909 scat accuracy right 8 left 0.3958286
#> 928 scat speed left 9 left 0.1371314
#> 947 scat neutral left 9 left 0.5481579
#> 966 scat accuracy left 9 left 0.7494794
#> 985 scat speed right 9 right 0.2957245
#> 1004 scat neutral right 9 right 0.2909755
#> 1023 scat accuracy right 9 right 2.4651628
#> 1042 scat speed left 10 left 0.1417843
#> 1061 scat neutral left 10 left 0.4150868
#> 1080 scat accuracy left 10 left 0.5885733
#> 1099 scat speed right 10 right 0.2367680
#> 1118 scat neutral right 10 left 0.7257797
#> 1137 scat accuracy right 10 right 1.8163486
#> 17 ta5t speed left 1 left 0.6402945
#> 36 ta5t neutral left 1 left 4.0713990
#> 55 ta5t accuracy left 1 left 0.9753014
#> 74 ta5t speed right 1 right 0.3518901
#> 93 ta5t neutral right 1 right 0.5800752
#> 112 ta5t accuracy right 1 right 0.5299144
#> 131 ta5t speed left 2 left 0.6979677
#> 150 ta5t neutral left 2 left 0.8119315
#> 169 ta5t accuracy left 2 left 0.3889748
#> 188 ta5t speed right 2 right 0.3340960
#> 207 ta5t neutral right 2 right 0.2818847
#> 226 ta5t accuracy right 2 right 1.9077185
#> 245 ta5t speed left 3 left 0.1672619
#> 264 ta5t neutral left 3 left 0.6048711
#> 283 ta5t accuracy left 3 left 0.6724645
#> 302 ta5t speed right 3 right 0.3119190
#> 321 ta5t neutral right 3 right 0.6090373
#> 340 ta5t accuracy right 3 right 0.6368703
#> 359 ta5t speed left 4 left 0.8782827
#> 378 ta5t neutral left 4 left 0.6777415
#> 397 ta5t accuracy left 4 left 0.4064039
#> 416 ta5t speed right 4 right 0.4231028
#> 435 ta5t neutral right 4 right 0.7343028
#> 454 ta5t accuracy right 4 right 0.5531534
#> 473 ta5t speed left 5 left 0.3374054
#> 492 ta5t neutral left 5 left 0.5140061
#> 511 ta5t accuracy left 5 left 0.3510192
#> 530 ta5t speed right 5 left 0.1965694
#> 549 ta5t neutral right 5 right 0.4544277
#> 568 ta5t accuracy right 5 right 0.7589642
#> 587 ta5t speed left 6 left 0.2093695
#> 606 ta5t neutral left 6 left 0.4661471
#> 625 ta5t accuracy left 6 left 0.4529171
#> 644 ta5t speed right 6 right 0.4909383
#> 663 ta5t neutral right 6 right 0.5476078
#> 682 ta5t accuracy right 6 right 0.5113047
#> 701 ta5t speed left 7 left 0.2721372
#> 720 ta5t neutral left 7 left 0.3703885
#> 739 ta5t accuracy left 7 left 0.4743490
#> 758 ta5t speed right 7 right 0.5047808
#> 777 ta5t neutral right 7 right 0.8455186
#> 796 ta5t accuracy right 7 right 2.1871177
#> 815 ta5t speed left 8 left 0.4161381
#> 834 ta5t neutral left 8 left 0.2272987
#> 853 ta5t accuracy left 8 left 2.3106665
#> 872 ta5t speed right 8 right 0.3392260
#> 891 ta5t neutral right 8 right 0.4135536
#> 910 ta5t accuracy right 8 right 0.4458157
#> 929 ta5t speed left 9 left 0.1841091
#> 948 ta5t neutral left 9 left 0.4482035
#> 967 ta5t accuracy left 9 left 0.4130069
#> 986 ta5t speed right 9 left 0.1664745
#> 1005 ta5t neutral right 9 right 0.4196830
#> 1024 ta5t accuracy right 9 right 0.8267305
#> 1043 ta5t speed left 10 left 0.2157310
#> 1062 ta5t neutral left 10 left 0.2029763
#> 1081 ta5t accuracy left 10 left 0.3925287
#> 1100 ta5t speed right 10 right 0.4415727
#> 1119 ta5t neutral right 10 right 1.0397395
#> 1138 ta5t accuracy right 10 right 0.3507154
#> 18 vf1t speed left 1 left 0.8879796
#> 37 vf1t neutral left 1 left 0.3820266
#> 56 vf1t accuracy left 1 left 0.6339760
#> 75 vf1t speed right 1 right 0.4297017
#> 94 vf1t neutral right 1 right 0.4992417
#> 113 vf1t accuracy right 1 right 0.4048608
#> 132 vf1t speed left 2 right 1.2500724
#> 151 vf1t neutral left 2 left 0.5344849
#> 170 vf1t accuracy left 2 left 0.4964148
#> 189 vf1t speed right 2 right 0.5019452
#> 208 vf1t neutral right 2 left 0.5794782
#> 227 vf1t accuracy right 2 right 0.6927726
#> 246 vf1t speed left 3 right 0.3700896
#> 265 vf1t neutral left 3 left 0.7261007
#> 284 vf1t accuracy left 3 left 0.4136487
#> 303 vf1t speed right 3 right 0.3966156
#> 322 vf1t neutral right 3 right 0.3930598
#> 341 vf1t accuracy right 3 right 0.6529827
#> 360 vf1t speed left 4 left 0.4317575
#> 379 vf1t neutral left 4 left 0.8432466
#> 398 vf1t accuracy left 4 right 0.7318497
#> 417 vf1t speed right 4 right 0.5064338
#> 436 vf1t neutral right 4 right 1.6427043
#> 455 vf1t accuracy right 4 right 1.3488911
#> 474 vf1t speed left 5 left 0.6735385
#> 493 vf1t neutral left 5 left 0.5676508
#> 512 vf1t accuracy left 5 left 0.4628626
#> 531 vf1t speed right 5 right 0.6154097
#> 550 vf1t neutral right 5 right 0.3564090
#> 569 vf1t accuracy right 5 right 0.6497246
#> 588 vf1t speed left 6 left 0.3643995
#> 607 vf1t neutral left 6 left 0.3775532
#> 626 vf1t accuracy left 6 left 0.6010166
#> 645 vf1t speed right 6 right 0.3791590
#> 664 vf1t neutral right 6 right 0.3573932
#> 683 vf1t accuracy right 6 right 0.5266519
#> 702 vf1t speed left 7 left 0.9858444
#> 721 vf1t neutral left 7 left 1.1288318
#> 740 vf1t accuracy left 7 left 0.4807239
#> 759 vf1t speed right 7 right 0.6354471
#> 778 vf1t neutral right 7 right 0.5373053
#> 797 vf1t accuracy right 7 right 0.5248971
#> 816 vf1t speed left 8 right 0.4074356
#> 835 vf1t neutral left 8 left 0.6686163
#> 854 vf1t accuracy left 8 right 0.6601804
#> 873 vf1t speed right 8 right 0.5195988
#> 892 vf1t neutral right 8 right 0.4759797
#> 911 vf1t accuracy right 8 right 0.5452920
#> 930 vf1t speed left 9 left 0.4148583
#> 949 vf1t neutral left 9 left 0.7196869
#> 968 vf1t accuracy left 9 left 0.5439902
#> 987 vf1t speed right 9 right 1.3520039
#> 1006 vf1t neutral right 9 left 0.6737884
#> 1025 vf1t accuracy right 9 right 0.5929044
#> 1044 vf1t speed left 10 left 0.7219756
#> 1063 vf1t neutral left 10 left 0.3519223
#> 1082 vf1t accuracy left 10 left 0.6465476
#> 1101 vf1t speed right 10 right 0.5468385
#> 1120 vf1t neutral right 10 right 0.4597136
#> 1139 vf1t accuracy right 10 right 0.4628152
#> 19 zk1t speed left 1 right 0.2913771
#> 38 zk1t neutral left 1 left 0.6031887
#> 57 zk1t accuracy left 1 right 0.2670350
#> 76 zk1t speed right 1 right 0.3306619
#> 95 zk1t neutral right 1 right 0.2791341
#> 114 zk1t accuracy right 1 right 0.2915234
#> 133 zk1t speed left 2 left 0.5077112
#> 152 zk1t neutral left 2 right 0.4364373
#> 171 zk1t accuracy left 2 left 0.3242945
#> 190 zk1t speed right 2 right 0.2594904
#> 209 zk1t neutral right 2 right 0.4787585
#> 228 zk1t accuracy right 2 left 0.3136949
#> 247 zk1t speed left 3 left 0.2886392
#> 266 zk1t neutral left 3 left 0.4691040
#> 285 zk1t accuracy left 3 left 0.4463585
#> 304 zk1t speed right 3 right 0.2822407
#> 323 zk1t neutral right 3 right 0.3657165
#> 342 zk1t accuracy right 3 right 0.2863183
#> 361 zk1t speed left 4 left 0.2866258
#> 380 zk1t neutral left 4 left 0.2787346
#> 399 zk1t accuracy left 4 left 0.3481022
#> 418 zk1t speed right 4 right 0.2761453
#> 437 zk1t neutral right 4 right 0.3618191
#> 456 zk1t accuracy right 4 right 0.4419674
#> 475 zk1t speed left 5 left 0.5493981
#> 494 zk1t neutral left 5 left 0.3643314
#> 513 zk1t accuracy left 5 right 0.2838314
#> 532 zk1t speed right 5 left 0.3280048
#> 551 zk1t neutral right 5 right 0.7093588
#> 570 zk1t accuracy right 5 right 0.3205792
#> 589 zk1t speed left 6 left 0.2882889
#> 608 zk1t neutral left 6 right 0.4691728
#> 627 zk1t accuracy left 6 left 0.3556942
#> 646 zk1t speed right 6 right 0.2989098
#> 665 zk1t neutral right 6 left 0.3138794
#> 684 zk1t accuracy right 6 left 0.3499822
#> 703 zk1t speed left 7 right 0.2802992
#> 722 zk1t neutral left 7 left 0.2681370
#> 741 zk1t accuracy left 7 left 0.3277159
#> 760 zk1t speed right 7 left 0.3270937
#> 779 zk1t neutral right 7 right 0.3380427
#> 798 zk1t accuracy right 7 right 0.3409182
#> 817 zk1t speed left 8 right 0.3541535
#> 836 zk1t neutral left 8 left 0.4386881
#> 855 zk1t accuracy left 8 left 0.5274197
#> 874 zk1t speed right 8 left 0.2910559
#> 893 zk1t neutral right 8 right 0.3947398
#> 912 zk1t accuracy right 8 right 0.3479906
#> 931 zk1t speed left 9 left 0.2657053
#> 950 zk1t neutral left 9 left 0.4866681
#> 969 zk1t accuracy left 9 left 0.3277221
#> 988 zk1t speed right 9 right 0.3200498
#> 1007 zk1t neutral right 9 right 0.2935339
#> 1026 zk1t accuracy right 9 right 0.4735206
#> 1045 zk1t speed left 10 right 0.6339552
#> 1064 zk1t neutral left 10 left 0.2709212
#> 1083 zk1t accuracy left 10 left 0.3060967
#> 1102 zk1t speed right 10 right 0.4171033
#> 1121 zk1t neutral right 10 right 0.2833543
#> 1140 zk1t accuracy right 10 right 0.3486616