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)
#> trials subjects E S R rt
#> 1 1 as1t speed left left 0.2827287
#> 2 2 as1t speed left left 0.2898303
#> 3 3 as1t speed left left 0.2165922
#> 4 4 as1t speed left left 0.2601153
#> 5 5 as1t speed left left 0.3845557
#> 6 6 as1t speed left left 0.5705921
#> 7 7 as1t speed left left 0.3317304
#> 8 8 as1t speed left left 0.3564010
#> 9 9 as1t speed left left 0.3409391
#> 10 10 as1t speed left left 0.2095587
#> 191 11 as1t neutral left left 0.2219923
#> 192 12 as1t neutral left left 0.4255797
#> 193 13 as1t neutral left left 0.2254675
#> 194 14 as1t neutral left left 0.4826241
#> 195 15 as1t neutral left left 0.4219627
#> 196 16 as1t neutral left left 0.7699849
#> 197 17 as1t neutral left left 0.4490673
#> 198 18 as1t neutral left left 0.1975599
#> 199 19 as1t neutral left left 1.1115634
#> 200 20 as1t neutral left left 0.5061544
#> 381 21 as1t accuracy left left 0.5098350
#> 382 22 as1t accuracy left left 0.5694063
#> 383 23 as1t accuracy left left 0.5129941
#> 384 24 as1t accuracy left left 0.5901080
#> 385 25 as1t accuracy left left 0.4980156
#> 386 26 as1t accuracy left left 0.3147377
#> 387 27 as1t accuracy left left 0.5493275
#> 388 28 as1t accuracy left left 0.5494293
#> 389 29 as1t accuracy left left 0.3210553
#> 390 30 as1t accuracy left left 0.5863756
#> 571 31 as1t speed right right 0.4543338
#> 572 32 as1t speed right right 0.3248537
#> 573 33 as1t speed right right 0.2350550
#> 574 34 as1t speed right left 0.1918186
#> 575 35 as1t speed right left 0.2070824
#> 576 36 as1t speed right right 0.4909781
#> 577 37 as1t speed right right 0.4750519
#> 578 38 as1t speed right right 0.7791214
#> 579 39 as1t speed right right 0.3845149
#> 580 40 as1t speed right right 0.4503286
#> 761 41 as1t neutral right right 1.0324016
#> 762 42 as1t neutral right right 0.4752938
#> 763 43 as1t neutral right right 0.6799555
#> 764 44 as1t neutral right right 0.9481012
#> 765 45 as1t neutral right right 0.5875496
#> 766 46 as1t neutral right right 0.3039869
#> 767 47 as1t neutral right right 0.7371287
#> 768 48 as1t neutral right right 0.5485513
#> 769 49 as1t neutral right right 0.3751074
#> 770 50 as1t neutral right right 0.7111412
#> 951 51 as1t accuracy right right 1.1794068
#> 952 52 as1t accuracy right right 0.7392008
#> 953 53 as1t accuracy right right 1.2039140
#> 954 54 as1t accuracy right right 0.8858361
#> 955 55 as1t accuracy right right 0.6132549
#> 956 56 as1t accuracy right right 0.7580321
#> 957 57 as1t accuracy right right 0.7596555
#> 958 58 as1t accuracy right right 1.1743237
#> 959 59 as1t accuracy right right 1.6476957
#> 960 60 as1t accuracy right right 1.3537589
#> 11 1 bd6t speed left left 0.5064899
#> 12 2 bd6t speed left left 0.2393029
#> 13 3 bd6t speed left left 0.3240943
#> 14 4 bd6t speed left right 0.4049622
#> 15 5 bd6t speed left left 0.3195420
#> 16 6 bd6t speed left left 0.3636122
#> 17 7 bd6t speed left left 0.3078987
#> 18 8 bd6t speed left left 0.2584134
#> 19 9 bd6t speed left left 0.4092517
#> 20 10 bd6t speed left left 0.2487864
#> 201 11 bd6t neutral left left 0.7597399
#> 202 12 bd6t neutral left right 0.8245000
#> 203 13 bd6t neutral left left 0.4645375
#> 204 14 bd6t neutral left left 0.7292684
#> 205 15 bd6t neutral left left 0.8728906
#> 206 16 bd6t neutral left right 0.3155839
#> 207 17 bd6t neutral left left 0.3937601
#> 208 18 bd6t neutral left left 0.4529575
#> 209 19 bd6t neutral left left 0.7023146
#> 210 20 bd6t neutral left left 0.4927732
#> 391 21 bd6t accuracy left left 0.9628364
#> 392 22 bd6t accuracy left left 0.4790952
#> 393 23 bd6t accuracy left left 1.0469533
#> 394 24 bd6t accuracy left left 0.3157977
#> 395 25 bd6t accuracy left left 0.6001664
#> 396 26 bd6t accuracy left left 0.6269526
#> 397 27 bd6t accuracy left left 0.5238206
#> 398 28 bd6t accuracy left left 0.3942647
#> 399 29 bd6t accuracy left left 0.2685359
#> 400 30 bd6t accuracy left left 1.6560282
#> 581 31 bd6t speed right right 0.3247868
#> 582 32 bd6t speed right right 0.5463046
#> 583 33 bd6t speed right right 0.2229860
#> 584 34 bd6t speed right left 0.2357685
#> 585 35 bd6t speed right right 0.9228074
#> 586 36 bd6t speed right right 0.2821987
#> 587 37 bd6t speed right right 0.3139129
#> 588 38 bd6t speed right left 0.3998296
#> 589 39 bd6t speed right right 0.2248162
#> 590 40 bd6t speed right left 0.3221778
#> 771 41 bd6t neutral right right 0.4597149
#> 772 42 bd6t neutral right right 0.6410907
#> 773 43 bd6t neutral right right 0.5561945
#> 774 44 bd6t neutral right right 0.5714457
#> 775 45 bd6t neutral right right 0.5546251
#> 776 46 bd6t neutral right right 0.3869269
#> 777 47 bd6t neutral right right 0.2730018
#> 778 48 bd6t neutral right right 0.7551354
#> 779 49 bd6t neutral right right 0.9657731
#> 780 50 bd6t neutral right right 0.5214200
#> 961 51 bd6t accuracy right right 0.4275881
#> 962 52 bd6t accuracy right right 0.4044063
#> 963 53 bd6t accuracy right right 0.8603463
#> 964 54 bd6t accuracy right right 0.4127123
#> 965 55 bd6t accuracy right right 0.3615827
#> 966 56 bd6t accuracy right right 0.7298342
#> 967 57 bd6t accuracy right right 1.0668552
#> 968 58 bd6t accuracy right right 1.3877159
#> 969 59 bd6t accuracy right right 0.2450391
#> 970 60 bd6t accuracy right right 1.8593185
#> 21 1 bl1t speed left left 0.6734586
#> 22 2 bl1t speed left left 0.8085710
#> 23 3 bl1t speed left left 1.2089270
#> 24 4 bl1t speed left left 0.5295579
#> 25 5 bl1t speed left left 0.5180234
#> 26 6 bl1t speed left left 0.5434166
#> 27 7 bl1t speed left left 0.6124306
#> 28 8 bl1t speed left left 0.5759609
#> 29 9 bl1t speed left left 0.4157961
#> 30 10 bl1t speed left left 0.4486602
#> 211 11 bl1t neutral left left 0.9655443
#> 212 12 bl1t neutral left left 0.4034775
#> 213 13 bl1t neutral left left 0.6331647
#> 214 14 bl1t neutral left left 0.4107327
#> 215 15 bl1t neutral left left 1.6953940
#> 216 16 bl1t neutral left left 0.4517300
#> 217 17 bl1t neutral left left 0.6549452
#> 218 18 bl1t neutral left left 0.6362380
#> 219 19 bl1t neutral left left 0.2876617
#> 220 20 bl1t neutral left left 0.3863861
#> 401 21 bl1t accuracy left left 1.8252806
#> 402 22 bl1t accuracy left left 1.1481350
#> 403 23 bl1t accuracy left left 1.0606753
#> 404 24 bl1t accuracy left left 1.8656813
#> 405 25 bl1t accuracy left left 1.4484259
#> 406 26 bl1t accuracy left left 1.0111024
#> 407 27 bl1t accuracy left left 0.9653947
#> 408 28 bl1t accuracy left left 2.9350757
#> 409 29 bl1t accuracy left left 1.6937344
#> 410 30 bl1t accuracy left left 1.3437245
#> 591 31 bl1t speed right right 0.6364466
#> 592 32 bl1t speed right right 1.3437165
#> 593 33 bl1t speed right right 0.8633737
#> 594 34 bl1t speed right right 0.7690637
#> 595 35 bl1t speed right right 0.6399478
#> 596 36 bl1t speed right right 0.6073130
#> 597 37 bl1t speed right right 0.6999357
#> 598 38 bl1t speed right right 0.6147811
#> 599 39 bl1t speed right right 0.9944791
#> 600 40 bl1t speed right right 0.5790714
#> 781 41 bl1t neutral right right 0.7013728
#> 782 42 bl1t neutral right right 0.8848882
#> 783 43 bl1t neutral right right 0.4154370
#> 784 44 bl1t neutral right right 0.6889587
#> 785 45 bl1t neutral right right 0.3838340
#> 786 46 bl1t neutral right right 0.6214596
#> 787 47 bl1t neutral right right 1.0615413
#> 788 48 bl1t neutral right right 0.4165755
#> 789 49 bl1t neutral right right 1.2183990
#> 790 50 bl1t neutral right right 0.5603390
#> 971 51 bl1t accuracy right right 1.0529621
#> 972 52 bl1t accuracy right right 1.0955538
#> 973 53 bl1t accuracy right right 1.7803650
#> 974 54 bl1t accuracy right right 0.7769894
#> 975 55 bl1t accuracy right right 1.0320614
#> 976 56 bl1t accuracy right right 0.5136465
#> 977 57 bl1t accuracy right right 1.7662243
#> 978 58 bl1t accuracy right right 1.1871100
#> 979 59 bl1t accuracy right right 1.3283416
#> 980 60 bl1t accuracy right right 2.6273112
#> 31 1 hsft speed left right 0.3104285
#> 32 2 hsft speed left left 0.3303563
#> 33 3 hsft speed left left 0.3108730
#> 34 4 hsft speed left right 0.3254817
#> 35 5 hsft speed left right 0.5493427
#> 36 6 hsft speed left left 0.2995050
#> 37 7 hsft speed left left 0.8045419
#> 38 8 hsft speed left left 0.4857403
#> 39 9 hsft speed left left 0.4455102
#> 40 10 hsft speed left right 0.3731137
#> 221 11 hsft neutral left left 0.5722559
#> 222 12 hsft neutral left left 0.5734158
#> 223 13 hsft neutral left left 0.7246401
#> 224 14 hsft neutral left left 0.4252546
#> 225 15 hsft neutral left right 0.6743114
#> 226 16 hsft neutral left left 0.5810035
#> 227 17 hsft neutral left right 0.5815618
#> 228 18 hsft neutral left left 0.4350498
#> 229 19 hsft neutral left left 0.3580559
#> 230 20 hsft neutral left left 0.6442688
#> 411 21 hsft accuracy left left 0.9834112
#> 412 22 hsft accuracy left left 0.4979459
#> 413 23 hsft accuracy left left 1.1147896
#> 414 24 hsft accuracy left left 1.9320551
#> 415 25 hsft accuracy left left 1.0281276
#> 416 26 hsft accuracy left left 0.5946145
#> 417 27 hsft accuracy left left 0.7454069
#> 418 28 hsft accuracy left left 1.1836485
#> 419 29 hsft accuracy left left 0.5700834
#> 420 30 hsft accuracy left left 1.1835087
#> 601 31 hsft speed right right 0.3591002
#> 602 32 hsft speed right right 0.4331653
#> 603 33 hsft speed right left 0.4223551
#> 604 34 hsft speed right right 0.3032497
#> 605 35 hsft speed right right 0.2735746
#> 606 36 hsft speed right right 0.6430586
#> 607 37 hsft speed right right 0.2856769
#> 608 38 hsft speed right right 0.2918183
#> 609 39 hsft speed right right 0.4954741
#> 610 40 hsft speed right right 0.4102779
#> 791 41 hsft neutral right right 0.6773884
#> 792 42 hsft neutral right right 0.5752480
#> 793 43 hsft neutral right right 1.2896496
#> 794 44 hsft neutral right right 0.8390467
#> 795 45 hsft neutral right right 0.2981413
#> 796 46 hsft neutral right right 0.2955407
#> 797 47 hsft neutral right right 1.1652678
#> 798 48 hsft neutral right right 0.6970420
#> 799 49 hsft neutral right right 0.4453074
#> 800 50 hsft neutral right right 0.5154203
#> 981 51 hsft accuracy right right 0.5143403
#> 982 52 hsft accuracy right right 1.6900679
#> 983 53 hsft accuracy right right 0.7433201
#> 984 54 hsft accuracy right right 0.3855137
#> 985 55 hsft accuracy right right 0.9700489
#> 986 56 hsft accuracy right right 1.1217531
#> 987 57 hsft accuracy right right 0.6760337
#> 988 58 hsft accuracy right right 0.4380951
#> 989 59 hsft accuracy right right 1.0050323
#> 990 60 hsft accuracy right right 1.3035052
#> 41 1 hsgt speed left left 0.2513548
#> 42 2 hsgt speed left left 0.2790048
#> 43 3 hsgt speed left left 0.2001205
#> 44 4 hsgt speed left left 0.5391381
#> 45 5 hsgt speed left left 0.2786027
#> 46 6 hsgt speed left left 0.2142094
#> 47 7 hsgt speed left left 0.2749405
#> 48 8 hsgt speed left left 0.2545340
#> 49 9 hsgt speed left left 0.2469023
#> 50 10 hsgt speed left left 0.2348730
#> 231 11 hsgt neutral left left 0.3061870
#> 232 12 hsgt neutral left left 0.6292826
#> 233 13 hsgt neutral left left 0.7003913
#> 234 14 hsgt neutral left left 0.4657822
#> 235 15 hsgt neutral left left 0.2302366
#> 236 16 hsgt neutral left right 1.6913808
#> 237 17 hsgt neutral left left 0.3228925
#> 238 18 hsgt neutral left left 0.3313508
#> 239 19 hsgt neutral left left 0.3801759
#> 240 20 hsgt neutral left left 0.3176811
#> 421 21 hsgt accuracy left left 0.4483035
#> 422 22 hsgt accuracy left left 0.3735092
#> 423 23 hsgt accuracy left left 1.7710539
#> 424 24 hsgt accuracy left left 0.5849824
#> 425 25 hsgt accuracy left left 0.3687990
#> 426 26 hsgt accuracy left left 1.0015982
#> 427 27 hsgt accuracy left left 1.6828548
#> 428 28 hsgt accuracy left left 1.4956348
#> 429 29 hsgt accuracy left left 0.4355561
#> 430 30 hsgt accuracy left left 0.8472081
#> 611 31 hsgt speed right right 0.3640590
#> 612 32 hsgt speed right right 0.3796867
#> 613 33 hsgt speed right right 0.3772702
#> 614 34 hsgt speed right right 0.2457159
#> 615 35 hsgt speed right right 0.4132800
#> 616 36 hsgt speed right right 0.2905117
#> 617 37 hsgt speed right right 0.5593331
#> 618 38 hsgt speed right right 0.3624244
#> 619 39 hsgt speed right right 0.2965387
#> 620 40 hsgt speed right right 0.3036661
#> 801 41 hsgt neutral right right 0.5075991
#> 802 42 hsgt neutral right right 0.7343821
#> 803 43 hsgt neutral right left 0.4046333
#> 804 44 hsgt neutral right right 0.6299666
#> 805 45 hsgt neutral right left 0.6078808
#> 806 46 hsgt neutral right right 0.5330695
#> 807 47 hsgt neutral right left 0.2637914
#> 808 48 hsgt neutral right right 0.4003316
#> 809 49 hsgt neutral right right 0.9370327
#> 810 50 hsgt neutral right right 0.8638073
#> 991 51 hsgt accuracy right right 0.9065133
#> 992 52 hsgt accuracy right right 0.7582209
#> 993 53 hsgt accuracy right right 1.2343988
#> 994 54 hsgt accuracy right right 0.8570000
#> 995 55 hsgt accuracy right right 1.5520793
#> 996 56 hsgt accuracy right right 1.4293808
#> 997 57 hsgt accuracy right right 0.5738871
#> 998 58 hsgt accuracy right right 0.7792404
#> 999 59 hsgt accuracy right right 0.4360412
#> 1000 60 hsgt accuracy right right 1.0049989
#> 51 1 kd6t speed left left 0.3385924
#> 52 2 kd6t speed left left 0.7332727
#> 53 3 kd6t speed left left 0.1856069
#> 54 4 kd6t speed left left 0.3139734
#> 55 5 kd6t speed left left 0.2008262
#> 56 6 kd6t speed left left 0.7854463
#> 57 7 kd6t speed left left 0.5010349
#> 58 8 kd6t speed left left 0.1865964
#> 59 9 kd6t speed left left 0.4004513
#> 60 10 kd6t speed left right 0.3077520
#> 241 11 kd6t neutral left left 0.3551711
#> 242 12 kd6t neutral left left 0.3853889
#> 243 13 kd6t neutral left left 0.3859885
#> 244 14 kd6t neutral left left 0.2863788
#> 245 15 kd6t neutral left left 0.6892533
#> 246 16 kd6t neutral left left 0.4563731
#> 247 17 kd6t neutral left left 0.3653052
#> 248 18 kd6t neutral left left 0.4320212
#> 249 19 kd6t neutral left left 0.3505954
#> 250 20 kd6t neutral left left 0.5198268
#> 431 21 kd6t accuracy left left 0.7126318
#> 432 22 kd6t accuracy left left 0.4166576
#> 433 23 kd6t accuracy left left 0.7531360
#> 434 24 kd6t accuracy left left 3.1432372
#> 435 25 kd6t accuracy left left 0.6027519
#> 436 26 kd6t accuracy left left 0.5010245
#> 437 27 kd6t accuracy left left 1.0103459
#> 438 28 kd6t accuracy left left 1.0049890
#> 439 29 kd6t accuracy left left 1.2871061
#> 440 30 kd6t accuracy left left 0.2532532
#> 621 31 kd6t speed right right 0.6069017
#> 622 32 kd6t speed right right 0.2238303
#> 623 33 kd6t speed right left 0.3300511
#> 624 34 kd6t speed right right 0.7367143
#> 625 35 kd6t speed right right 0.1988262
#> 626 36 kd6t speed right left 0.2227373
#> 627 37 kd6t speed right right 0.2824499
#> 628 38 kd6t speed right right 0.5368543
#> 629 39 kd6t speed right right 0.3186205
#> 630 40 kd6t speed right right 0.3156231
#> 811 41 kd6t neutral right right 0.7574361
#> 812 42 kd6t neutral right left 0.3724662
#> 813 43 kd6t neutral right right 1.1888109
#> 814 44 kd6t neutral right right 0.3069414
#> 815 45 kd6t neutral right right 0.2208640
#> 816 46 kd6t neutral right right 0.3943791
#> 817 47 kd6t neutral right right 0.4684602
#> 818 48 kd6t neutral right right 0.7518751
#> 819 49 kd6t neutral right right 0.7054063
#> 820 50 kd6t neutral right right 0.3330197
#> 1001 51 kd6t accuracy right right 1.0180799
#> 1002 52 kd6t accuracy right right 0.6654862
#> 1003 53 kd6t accuracy right right 0.5786664
#> 1004 54 kd6t accuracy right right 0.5961473
#> 1005 55 kd6t accuracy right right 1.6966800
#> 1006 56 kd6t accuracy right right 0.5587896
#> 1007 57 kd6t accuracy right right 1.5486958
#> 1008 58 kd6t accuracy right right 1.4236830
#> 1009 59 kd6t accuracy right right 1.4666185
#> 1010 60 kd6t accuracy right right 1.2401151
#> 61 1 kd9t speed left left 0.4489829
#> 62 2 kd9t speed left left 0.5277733
#> 63 3 kd9t speed left left 0.3117108
#> 64 4 kd9t speed left left 0.3007062
#> 65 5 kd9t speed left left 0.2026842
#> 66 6 kd9t speed left left 0.3597611
#> 67 7 kd9t speed left left 0.2608145
#> 68 8 kd9t speed left right 0.2532230
#> 69 9 kd9t speed left left 0.1913190
#> 70 10 kd9t speed left right 0.2211801
#> 251 11 kd9t neutral left left 0.3382516
#> 252 12 kd9t neutral left left 0.3325438
#> 253 13 kd9t neutral left left 0.2721797
#> 254 14 kd9t neutral left left 0.2466056
#> 255 15 kd9t neutral left left 0.5485654
#> 256 16 kd9t neutral left left 0.8451175
#> 257 17 kd9t neutral left left 0.5365834
#> 258 18 kd9t neutral left left 0.6256150
#> 259 19 kd9t neutral left left 0.6420196
#> 260 20 kd9t neutral left left 0.3765217
#> 441 21 kd9t accuracy left left 0.3844764
#> 442 22 kd9t accuracy left left 0.1841554
#> 443 23 kd9t accuracy left left 0.2746397
#> 444 24 kd9t accuracy left left 0.3681585
#> 445 25 kd9t accuracy left left 0.4467436
#> 446 26 kd9t accuracy left right 0.3677923
#> 447 27 kd9t accuracy left left 0.2364390
#> 448 28 kd9t accuracy left left 0.3836872
#> 449 29 kd9t accuracy left left 0.6836061
#> 450 30 kd9t accuracy left right 0.5563563
#> 631 31 kd9t speed right right 0.3210243
#> 632 32 kd9t speed right right 0.3720358
#> 633 33 kd9t speed right right 0.4058548
#> 634 34 kd9t speed right right 0.3184729
#> 635 35 kd9t speed right right 0.4161703
#> 636 36 kd9t speed right right 0.4711078
#> 637 37 kd9t speed right right 0.2570892
#> 638 38 kd9t speed right left 0.2011200
#> 639 39 kd9t speed right right 0.4620821
#> 640 40 kd9t speed right right 0.2779298
#> 821 41 kd9t neutral right right 0.3589830
#> 822 42 kd9t neutral right right 0.6679577
#> 823 43 kd9t neutral right right 0.6591404
#> 824 44 kd9t neutral right left 0.2525339
#> 825 45 kd9t neutral right right 0.9778362
#> 826 46 kd9t neutral right right 1.0079472
#> 827 47 kd9t neutral right right 0.8061510
#> 828 48 kd9t neutral right right 0.2540822
#> 829 49 kd9t neutral right right 0.7096364
#> 830 50 kd9t neutral right right 0.6245629
#> 1011 51 kd9t accuracy right right 0.3582801
#> 1012 52 kd9t accuracy right right 0.7014884
#> 1013 53 kd9t accuracy right right 0.3357470
#> 1014 54 kd9t accuracy right right 0.2977000
#> 1015 55 kd9t accuracy right right 0.4002409
#> 1016 56 kd9t accuracy right right 0.2855236
#> 1017 57 kd9t accuracy right right 0.6660430
#> 1018 58 kd9t accuracy right right 0.3884572
#> 1019 59 kd9t accuracy right right 0.2277829
#> 1020 60 kd9t accuracy right right 0.2005438
#> 71 1 kh6t speed left left 0.4906260
#> 72 2 kh6t speed left right 0.3456701
#> 73 3 kh6t speed left right 0.5232117
#> 74 4 kh6t speed left left 0.5792110
#> 75 5 kh6t speed left right 0.3591457
#> 76 6 kh6t speed left right 0.4119038
#> 77 7 kh6t speed left left 0.4931522
#> 78 8 kh6t speed left right 0.3667693
#> 79 9 kh6t speed left right 0.3639966
#> 80 10 kh6t speed left left 0.5839985
#> 261 11 kh6t neutral left left 0.9907057
#> 262 12 kh6t neutral left left 0.8324263
#> 263 13 kh6t neutral left left 0.5418620
#> 264 14 kh6t neutral left left 0.5896159
#> 265 15 kh6t neutral left left 1.5344773
#> 266 16 kh6t neutral left left 0.8321689
#> 267 17 kh6t neutral left left 0.8404249
#> 268 18 kh6t neutral left left 1.2365846
#> 269 19 kh6t neutral left left 0.4353543
#> 270 20 kh6t neutral left left 1.4319317
#> 451 21 kh6t accuracy left left 0.3986484
#> 452 22 kh6t accuracy left left 0.5537355
#> 453 23 kh6t accuracy left left 2.2435291
#> 454 24 kh6t accuracy left right 0.4102613
#> 455 25 kh6t accuracy left left 0.6672693
#> 456 26 kh6t accuracy left left 0.4780739
#> 457 27 kh6t accuracy left left 0.8030037
#> 458 28 kh6t accuracy left left 0.6881913
#> 459 29 kh6t accuracy left left 1.1273314
#> 460 30 kh6t accuracy left left 0.5513028
#> 641 31 kh6t speed right left 0.6680691
#> 642 32 kh6t speed right right 0.4099299
#> 643 33 kh6t speed right left 0.4931894
#> 644 34 kh6t speed right right 0.6704181
#> 645 35 kh6t speed right right 0.3571608
#> 646 36 kh6t speed right right 0.3713764
#> 647 37 kh6t speed right right 0.4519627
#> 648 38 kh6t speed right right 0.3643489
#> 649 39 kh6t speed right right 0.3733017
#> 650 40 kh6t speed right right 0.8283450
#> 831 41 kh6t neutral right right 0.8277773
#> 832 42 kh6t neutral right right 0.5001132
#> 833 43 kh6t neutral right right 0.7082029
#> 834 44 kh6t neutral right right 0.6634987
#> 835 45 kh6t neutral right right 0.4001902
#> 836 46 kh6t neutral right right 0.5316583
#> 837 47 kh6t neutral right right 0.3725259
#> 838 48 kh6t neutral right right 0.6915403
#> 839 49 kh6t neutral right right 0.5193759
#> 840 50 kh6t neutral right right 0.7919744
#> 1021 51 kh6t accuracy right left 0.5238420
#> 1022 52 kh6t accuracy right right 0.3750657
#> 1023 53 kh6t accuracy right right 0.5742593
#> 1024 54 kh6t accuracy right right 0.8452043
#> 1025 55 kh6t accuracy right right 1.0676670
#> 1026 56 kh6t accuracy right right 0.5339460
#> 1027 57 kh6t accuracy right right 0.5424151
#> 1028 58 kh6t accuracy right right 0.8754033
#> 1029 59 kh6t accuracy right right 0.5185042
#> 1030 60 kh6t accuracy right right 0.6110367
#> 81 1 kmat speed left left 0.2040908
#> 82 2 kmat speed left left 0.2516734
#> 83 3 kmat speed left left 0.7217435
#> 84 4 kmat speed left left 0.2288489
#> 85 5 kmat speed left left 0.2156890
#> 86 6 kmat speed left left 0.3408265
#> 87 7 kmat speed left left 0.4013162
#> 88 8 kmat speed left left 0.5825880
#> 89 9 kmat speed left left 0.1807306
#> 90 10 kmat speed left right 0.6163659
#> 271 11 kmat neutral left left 0.1843189
#> 272 12 kmat neutral left left 0.1880211
#> 273 13 kmat neutral left left 0.7862447
#> 274 14 kmat neutral left left 0.2841162
#> 275 15 kmat neutral left left 0.1878126
#> 276 16 kmat neutral left left 0.2145037
#> 277 17 kmat neutral left left 0.2330048
#> 278 18 kmat neutral left right 0.3102288
#> 279 19 kmat neutral left left 0.3997588
#> 280 20 kmat neutral left left 0.1968827
#> 461 21 kmat accuracy left left 1.2549501
#> 462 22 kmat accuracy left left 0.4854614
#> 463 23 kmat accuracy left left 1.8390960
#> 464 24 kmat accuracy left left 0.4570700
#> 465 25 kmat accuracy left left 1.2169961
#> 466 26 kmat accuracy left left 0.5180911
#> 467 27 kmat accuracy left right 0.7160337
#> 468 28 kmat accuracy left left 0.2287286
#> 469 29 kmat accuracy left left 0.5417364
#> 470 30 kmat accuracy left left 0.5089164
#> 651 31 kmat speed right left 0.1931968
#> 652 32 kmat speed right right 0.6689643
#> 653 33 kmat speed right right 0.3084939
#> 654 34 kmat speed right right 0.4462074
#> 655 35 kmat speed right right 0.3449079
#> 656 36 kmat speed right right 0.2116283
#> 657 37 kmat speed right left 0.1707399
#> 658 38 kmat speed right right 0.1980115
#> 659 39 kmat speed right right 0.2503806
#> 660 40 kmat speed right right 0.4395278
#> 841 41 kmat neutral right right 0.3044807
#> 842 42 kmat neutral right right 0.2812677
#> 843 43 kmat neutral right right 0.3885960
#> 844 44 kmat neutral right left 0.4658344
#> 845 45 kmat neutral right right 0.2195557
#> 846 46 kmat neutral right right 0.3944910
#> 847 47 kmat neutral right right 0.3342014
#> 848 48 kmat neutral right right 0.2515168
#> 849 49 kmat neutral right right 0.2607432
#> 850 50 kmat neutral right left 0.3013061
#> 1031 51 kmat accuracy right right 1.0501414
#> 1032 52 kmat accuracy right right 1.8247983
#> 1033 53 kmat accuracy right right 1.2379030
#> 1034 54 kmat accuracy right right 0.8506083
#> 1035 55 kmat accuracy right right 0.5898705
#> 1036 56 kmat accuracy right right 0.7625548
#> 1037 57 kmat accuracy right right 0.3938162
#> 1038 58 kmat accuracy right right 1.1828704
#> 1039 59 kmat accuracy right right 0.6193050
#> 1040 60 kmat accuracy right right 0.5313322
#> 91 1 ku4t speed left left 0.6469613
#> 92 2 ku4t speed left left 0.2562913
#> 93 3 ku4t speed left left 0.3328217
#> 94 4 ku4t speed left left 0.3684305
#> 95 5 ku4t speed left left 0.3199322
#> 96 6 ku4t speed left left 0.3413399
#> 97 7 ku4t speed left right 0.3329485
#> 98 8 ku4t speed left left 0.2673459
#> 99 9 ku4t speed left right 0.4908958
#> 100 10 ku4t speed left left 0.3798541
#> 281 11 ku4t neutral left left 1.1295321
#> 282 12 ku4t neutral left left 0.5652091
#> 283 13 ku4t neutral left right 1.8985187
#> 284 14 ku4t neutral left right 0.5990139
#> 285 15 ku4t neutral left right 1.1852255
#> 286 16 ku4t neutral left left 0.8057877
#> 287 17 ku4t neutral left right 0.9294089
#> 288 18 ku4t neutral left left 0.3404586
#> 289 19 ku4t neutral left left 0.9312708
#> 290 20 ku4t neutral left left 0.4042085
#> 471 21 ku4t accuracy left left 0.5283525
#> 472 22 ku4t accuracy left left 0.7395217
#> 473 23 ku4t accuracy left left 0.4444361
#> 474 24 ku4t accuracy left left 0.4543998
#> 475 25 ku4t accuracy left left 0.7174761
#> 476 26 ku4t accuracy left left 0.4249294
#> 477 27 ku4t accuracy left left 0.7290908
#> 478 28 ku4t accuracy left left 0.8480253
#> 479 29 ku4t accuracy left left 0.5789203
#> 480 30 ku4t accuracy left left 0.9699316
#> 661 31 ku4t speed right right 0.3697637
#> 662 32 ku4t speed right right 0.8062969
#> 663 33 ku4t speed right right 0.2667571
#> 664 34 ku4t speed right right 0.3045117
#> 665 35 ku4t speed right right 0.3496215
#> 666 36 ku4t speed right right 0.5752781
#> 667 37 ku4t speed right right 0.3364601
#> 668 38 ku4t speed right right 0.3608051
#> 669 39 ku4t speed right right 0.5462885
#> 670 40 ku4t speed right right 0.6052754
#> 851 41 ku4t neutral right right 0.9115610
#> 852 42 ku4t neutral right right 0.2928553
#> 853 43 ku4t neutral right right 0.3588396
#> 854 44 ku4t neutral right right 0.4826915
#> 855 45 ku4t neutral right right 0.6282416
#> 856 46 ku4t neutral right right 0.5180417
#> 857 47 ku4t neutral right right 0.3173081
#> 858 48 ku4t neutral right right 1.0182332
#> 859 49 ku4t neutral right right 0.3104885
#> 860 50 ku4t neutral right right 0.5968143
#> 1041 51 ku4t accuracy right right 2.6571808
#> 1042 52 ku4t accuracy right right 0.9004273
#> 1043 53 ku4t accuracy right right 0.3293987
#> 1044 54 ku4t accuracy right right 0.6209158
#> 1045 55 ku4t accuracy right right 0.3339163
#> 1046 56 ku4t accuracy right right 1.2358144
#> 1047 57 ku4t accuracy right right 0.4970151
#> 1048 58 ku4t accuracy right right 0.8212482
#> 1049 59 ku4t accuracy right right 0.4211343
#> 1050 60 ku4t accuracy right right 0.3432949
#> 101 1 na1t speed left right 0.2049537
#> 102 2 na1t speed left left 0.2095891
#> 103 3 na1t speed left left 0.1758077
#> 104 4 na1t speed left left 0.1903701
#> 105 5 na1t speed left left 0.1536495
#> 106 6 na1t speed left left 0.2031781
#> 107 7 na1t speed left left 0.2399394
#> 108 8 na1t speed left left 0.3221455
#> 109 9 na1t speed left right 0.2708759
#> 110 10 na1t speed left left 0.2188747
#> 291 11 na1t neutral left left 0.3337424
#> 292 12 na1t neutral left left 1.2415523
#> 293 13 na1t neutral left left 0.6582157
#> 294 14 na1t neutral left left 0.2526517
#> 295 15 na1t neutral left left 1.1378023
#> 296 16 na1t neutral left right 0.4186425
#> 297 17 na1t neutral left left 0.4101408
#> 298 18 na1t neutral left right 0.2688746
#> 299 19 na1t neutral left left 0.4789250
#> 300 20 na1t neutral left left 0.2142463
#> 481 21 na1t accuracy left left 0.4318816
#> 482 22 na1t accuracy left left 0.2314555
#> 483 23 na1t accuracy left left 0.9303207
#> 484 24 na1t accuracy left left 0.5899788
#> 485 25 na1t accuracy left left 0.3407672
#> 486 26 na1t accuracy left left 0.2646578
#> 487 27 na1t accuracy left left 0.4843495
#> 488 28 na1t accuracy left right 0.2492449
#> 489 29 na1t accuracy left right 0.7541324
#> 490 30 na1t accuracy left left 0.3618312
#> 671 31 na1t speed right left 0.1592826
#> 672 32 na1t speed right right 0.2341428
#> 673 33 na1t speed right right 0.1935892
#> 674 34 na1t speed right left 0.1883596
#> 675 35 na1t speed right right 0.1677333
#> 676 36 na1t speed right right 0.6587732
#> 677 37 na1t speed right right 0.2200397
#> 678 38 na1t speed right left 0.4205850
#> 679 39 na1t speed right right 0.3794715
#> 680 40 na1t speed right right 0.2452324
#> 861 41 na1t neutral right right 0.3808766
#> 862 42 na1t neutral right right 0.3457806
#> 863 43 na1t neutral right left 0.3811934
#> 864 44 na1t neutral right right 0.3050810
#> 865 45 na1t neutral right left 0.3250727
#> 866 46 na1t neutral right right 0.6248656
#> 867 47 na1t neutral right right 0.3039177
#> 868 48 na1t neutral right right 0.6203171
#> 869 49 na1t neutral right right 1.4347382
#> 870 50 na1t neutral right right 0.8794929
#> 1051 51 na1t accuracy right right 0.5528542
#> 1052 52 na1t accuracy right right 0.4354518
#> 1053 53 na1t accuracy right right 0.3163317
#> 1054 54 na1t accuracy right right 0.2490158
#> 1055 55 na1t accuracy right left 0.2709676
#> 1056 56 na1t accuracy right right 0.4874041
#> 1057 57 na1t accuracy right right 0.5319620
#> 1058 58 na1t accuracy right left 0.1461731
#> 1059 59 na1t accuracy right right 0.2356626
#> 1060 60 na1t accuracy right left 0.4603976
#> 111 1 rmbt speed left left 0.3256401
#> 112 2 rmbt speed left left 0.3064762
#> 113 3 rmbt speed left left 0.4232779
#> 114 4 rmbt speed left left 0.3166308
#> 115 5 rmbt speed left left 0.3441229
#> 116 6 rmbt speed left left 0.2990645
#> 117 7 rmbt speed left left 0.3200421
#> 118 8 rmbt speed left left 0.2942279
#> 119 9 rmbt speed left left 0.3420696
#> 120 10 rmbt speed left left 0.5476588
#> 301 11 rmbt neutral left left 0.4230037
#> 302 12 rmbt neutral left left 0.2836187
#> 303 13 rmbt neutral left left 0.3733937
#> 304 14 rmbt neutral left left 0.2775535
#> 305 15 rmbt neutral left left 0.5818072
#> 306 16 rmbt neutral left left 1.0379152
#> 307 17 rmbt neutral left left 0.7404541
#> 308 18 rmbt neutral left left 0.4044392
#> 309 19 rmbt neutral left left 0.8978680
#> 310 20 rmbt neutral left left 0.5632572
#> 491 21 rmbt accuracy left left 0.4428462
#> 492 22 rmbt accuracy left right 0.5588070
#> 493 23 rmbt accuracy left left 0.4876823
#> 494 24 rmbt accuracy left left 0.5549856
#> 495 25 rmbt accuracy left left 0.4972315
#> 496 26 rmbt accuracy left left 0.7762489
#> 497 27 rmbt accuracy left left 1.2253792
#> 498 28 rmbt accuracy left left 0.5353617
#> 499 29 rmbt accuracy left left 0.2885446
#> 500 30 rmbt accuracy left left 0.3974617
#> 681 31 rmbt speed right right 0.8686899
#> 682 32 rmbt speed right right 0.4856521
#> 683 33 rmbt speed right right 0.3944577
#> 684 34 rmbt speed right left 0.4320639
#> 685 35 rmbt speed right right 0.3860587
#> 686 36 rmbt speed right left 0.2880320
#> 687 37 rmbt speed right right 0.7807218
#> 688 38 rmbt speed right left 0.3455357
#> 689 39 rmbt speed right right 0.4649407
#> 690 40 rmbt speed right left 0.3837024
#> 871 41 rmbt neutral right right 0.8636586
#> 872 42 rmbt neutral right right 0.9923159
#> 873 43 rmbt neutral right right 1.9916848
#> 874 44 rmbt neutral right right 0.5727351
#> 875 45 rmbt neutral right right 0.7432248
#> 876 46 rmbt neutral right right 1.2773373
#> 877 47 rmbt neutral right right 0.5795933
#> 878 48 rmbt neutral right right 0.5368297
#> 879 49 rmbt neutral right right 1.2849237
#> 880 50 rmbt neutral right right 0.9498091
#> 1061 51 rmbt accuracy right left 0.2566400
#> 1062 52 rmbt accuracy right right 0.4462799
#> 1063 53 rmbt accuracy right right 0.4156537
#> 1064 54 rmbt accuracy right right 0.4310239
#> 1065 55 rmbt accuracy right right 0.7091293
#> 1066 56 rmbt accuracy right right 0.5903770
#> 1067 57 rmbt accuracy right right 0.6041245
#> 1068 58 rmbt accuracy right left 0.3375115
#> 1069 59 rmbt accuracy right left 0.2891885
#> 1070 60 rmbt accuracy right right 0.8933110
#> 121 1 rt2t speed left left 1.2417231
#> 122 2 rt2t speed left left 0.4585253
#> 123 3 rt2t speed left left 0.6857641
#> 124 4 rt2t speed left left 0.5286592
#> 125 5 rt2t speed left right 0.2499935
#> 126 6 rt2t speed left left 0.9898663
#> 127 7 rt2t speed left right 0.3751301
#> 128 8 rt2t speed left left 1.1324418
#> 129 9 rt2t speed left right 0.5532233
#> 130 10 rt2t speed left right 0.5130802
#> 311 11 rt2t neutral left left 1.4253975
#> 312 12 rt2t neutral left left 2.7946791
#> 313 13 rt2t neutral left left 1.3729179
#> 314 14 rt2t neutral left left 1.3058446
#> 315 15 rt2t neutral left left 0.9017537
#> 316 16 rt2t neutral left left 0.9449383
#> 317 17 rt2t neutral left right 0.5141996
#> 318 18 rt2t neutral left left 2.6306097
#> 319 19 rt2t neutral left left 0.8717479
#> 320 20 rt2t neutral left right 0.9845030
#> 501 21 rt2t accuracy left left 2.1637129
#> 502 22 rt2t accuracy left left 11.4944607
#> 503 23 rt2t accuracy left left 2.5599096
#> 504 24 rt2t accuracy left left 1.3074496
#> 505 25 rt2t accuracy left right 0.6621345
#> 506 26 rt2t accuracy left left 2.6119593
#> 507 27 rt2t accuracy left left 1.7560327
#> 508 28 rt2t accuracy left left 1.3504653
#> 509 29 rt2t accuracy left left 1.0818102
#> 510 30 rt2t accuracy left right 0.7802044
#> 691 31 rt2t speed right right 0.4717253
#> 692 32 rt2t speed right right 0.2667934
#> 693 33 rt2t speed right right 0.2521099
#> 694 34 rt2t speed right right 0.2843618
#> 695 35 rt2t speed right right 0.5712039
#> 696 36 rt2t speed right right 0.2228993
#> 697 37 rt2t speed right right 0.2875292
#> 698 38 rt2t speed right right 0.3223391
#> 699 39 rt2t speed right right 0.2691176
#> 700 40 rt2t speed right right 0.7212627
#> 881 41 rt2t neutral right right 0.5973848
#> 882 42 rt2t neutral right right 1.7259612
#> 883 43 rt2t neutral right right 0.5615939
#> 884 44 rt2t neutral right right 0.3851996
#> 885 45 rt2t neutral right right 0.4304779
#> 886 46 rt2t neutral right right 0.3746103
#> 887 47 rt2t neutral right right 1.1203933
#> 888 48 rt2t neutral right right 0.3911359
#> 889 49 rt2t neutral right right 1.5985226
#> 890 50 rt2t neutral right right 0.4948278
#> 1071 51 rt2t accuracy right right 0.7317976
#> 1072 52 rt2t accuracy right right 0.4914853
#> 1073 53 rt2t accuracy right right 0.4841606
#> 1074 54 rt2t accuracy right right 1.7911714
#> 1075 55 rt2t accuracy right right 0.9287989
#> 1076 56 rt2t accuracy right right 0.5821344
#> 1077 57 rt2t accuracy right right 0.6943875
#> 1078 58 rt2t accuracy right right 0.6020515
#> 1079 59 rt2t accuracy right right 2.8749329
#> 1080 60 rt2t accuracy right right 0.3780376
#> 131 1 rt3t speed left left 0.6914149
#> 132 2 rt3t speed left right 0.1582664
#> 133 3 rt3t speed left left 0.3272297
#> 134 4 rt3t speed left left 0.1645907
#> 135 5 rt3t speed left right 0.1586548
#> 136 6 rt3t speed left left 0.1768346
#> 137 7 rt3t speed left left 0.2119935
#> 138 8 rt3t speed left left 0.2585225
#> 139 9 rt3t speed left left 0.1331162
#> 140 10 rt3t speed left left 0.1469993
#> 321 11 rt3t neutral left left 0.4092564
#> 322 12 rt3t neutral left left 0.3019551
#> 323 13 rt3t neutral left left 0.1879610
#> 324 14 rt3t neutral left left 0.3202105
#> 325 15 rt3t neutral left left 0.5395912
#> 326 16 rt3t neutral left right 0.1468436
#> 327 17 rt3t neutral left left 1.2497192
#> 328 18 rt3t neutral left left 0.2104111
#> 329 19 rt3t neutral left left 0.3000024
#> 330 20 rt3t neutral left left 0.3369066
#> 511 21 rt3t accuracy left left 0.3678596
#> 512 22 rt3t accuracy left left 0.3443080
#> 513 23 rt3t accuracy left left 0.3897457
#> 514 24 rt3t accuracy left left 0.8709841
#> 515 25 rt3t accuracy left left 0.1955654
#> 516 26 rt3t accuracy left left 2.0584253
#> 517 27 rt3t accuracy left left 0.7443321
#> 518 28 rt3t accuracy left left 0.5712071
#> 519 29 rt3t accuracy left left 1.0721125
#> 520 30 rt3t accuracy left left 1.0463575
#> 701 31 rt3t speed right right 0.1233153
#> 702 32 rt3t speed right left 0.4213854
#> 703 33 rt3t speed right right 0.2179261
#> 704 34 rt3t speed right right 0.2057595
#> 705 35 rt3t speed right right 0.2679221
#> 706 36 rt3t speed right right 0.1744678
#> 707 37 rt3t speed right left 0.2396224
#> 708 38 rt3t speed right right 0.2713281
#> 709 39 rt3t speed right right 0.2742860
#> 710 40 rt3t speed right right 0.4024074
#> 891 41 rt3t neutral right right 0.2991358
#> 892 42 rt3t neutral right right 0.2245500
#> 893 43 rt3t neutral right right 0.4298117
#> 894 44 rt3t neutral right left 0.4426758
#> 895 45 rt3t neutral right right 0.1704025
#> 896 46 rt3t neutral right right 0.3136239
#> 897 47 rt3t neutral right right 0.1877575
#> 898 48 rt3t neutral right right 0.3132091
#> 899 49 rt3t neutral right right 0.1270621
#> 900 50 rt3t neutral right right 0.3220203
#> 1081 51 rt3t accuracy right left 0.5245985
#> 1082 52 rt3t accuracy right right 0.4848932
#> 1083 53 rt3t accuracy right right 0.2249145
#> 1084 54 rt3t accuracy right right 0.1528107
#> 1085 55 rt3t accuracy right right 0.3055002
#> 1086 56 rt3t accuracy right right 0.1951931
#> 1087 57 rt3t accuracy right left 1.6392857
#> 1088 58 rt3t accuracy right right 0.6108858
#> 1089 59 rt3t accuracy right right 1.0798958
#> 1090 60 rt3t accuracy right right 0.3266014
#> 141 1 rt5t speed left left 0.4252728
#> 142 2 rt5t speed left left 0.2635864
#> 143 3 rt5t speed left left 0.2568788
#> 144 4 rt5t speed left left 0.2849580
#> 145 5 rt5t speed left left 0.7500129
#> 146 6 rt5t speed left left 0.3315675
#> 147 7 rt5t speed left left 0.6224153
#> 148 8 rt5t speed left left 0.3559317
#> 149 9 rt5t speed left left 0.6271255
#> 150 10 rt5t speed left left 0.7951948
#> 331 11 rt5t neutral left left 0.2645877
#> 332 12 rt5t neutral left left 0.4753379
#> 333 13 rt5t neutral left left 0.2796815
#> 334 14 rt5t neutral left left 0.3077530
#> 335 15 rt5t neutral left right 0.2315159
#> 336 16 rt5t neutral left right 0.2941838
#> 337 17 rt5t neutral left left 0.3058116
#> 338 18 rt5t neutral left left 0.4670332
#> 339 19 rt5t neutral left left 0.2846725
#> 340 20 rt5t neutral left left 0.3510668
#> 521 21 rt5t accuracy left left 0.6792693
#> 522 22 rt5t accuracy left left 0.3896276
#> 523 23 rt5t accuracy left left 0.2963946
#> 524 24 rt5t accuracy left left 0.7120436
#> 525 25 rt5t accuracy left left 1.6805832
#> 526 26 rt5t accuracy left left 0.3928605
#> 527 27 rt5t accuracy left left 0.5686293
#> 528 28 rt5t accuracy left left 0.4174902
#> 529 29 rt5t accuracy left left 0.3506311
#> 530 30 rt5t accuracy left left 1.0925263
#> 711 31 rt5t speed right right 0.4283455
#> 712 32 rt5t speed right right 0.4748296
#> 713 33 rt5t speed right right 0.4187368
#> 714 34 rt5t speed right right 0.4129649
#> 715 35 rt5t speed right right 0.3528182
#> 716 36 rt5t speed right right 0.6638455
#> 717 37 rt5t speed right right 0.9651660
#> 718 38 rt5t speed right right 0.3881765
#> 719 39 rt5t speed right right 1.2524459
#> 720 40 rt5t speed right right 0.4294121
#> 901 41 rt5t neutral right right 1.1384743
#> 902 42 rt5t neutral right left 0.3294361
#> 903 43 rt5t neutral right right 0.4151088
#> 904 44 rt5t neutral right right 0.2212878
#> 905 45 rt5t neutral right right 0.5423677
#> 906 46 rt5t neutral right right 0.4557954
#> 907 47 rt5t neutral right right 0.2585074
#> 908 48 rt5t neutral right right 0.5388827
#> 909 49 rt5t neutral right right 0.2677236
#> 910 50 rt5t neutral right right 0.2834402
#> 1091 51 rt5t accuracy right right 0.8322259
#> 1092 52 rt5t accuracy right right 0.3936901
#> 1093 53 rt5t accuracy right right 0.5564976
#> 1094 54 rt5t accuracy right right 0.3925890
#> 1095 55 rt5t accuracy right right 0.3609136
#> 1096 56 rt5t accuracy right right 0.2453542
#> 1097 57 rt5t accuracy right right 0.3978104
#> 1098 58 rt5t accuracy right right 1.0447700
#> 1099 59 rt5t accuracy right right 0.3722211
#> 1100 60 rt5t accuracy right right 0.8854933
#> 151 1 scat speed left left 0.2708945
#> 152 2 scat speed left left 0.6860301
#> 153 3 scat speed left right 0.5767133
#> 154 4 scat speed left left 0.3868814
#> 155 5 scat speed left left 1.3441252
#> 156 6 scat speed left left 0.7058448
#> 157 7 scat speed left left 0.3920795
#> 158 8 scat speed left left 1.0574377
#> 159 9 scat speed left left 0.2289307
#> 160 10 scat speed left left 0.2672080
#> 341 11 scat neutral left left 0.2743082
#> 342 12 scat neutral left left 0.6536734
#> 343 13 scat neutral left right 0.4053631
#> 344 14 scat neutral left right 0.9741454
#> 345 15 scat neutral left left 0.2213475
#> 346 16 scat neutral left left 0.2437130
#> 347 17 scat neutral left right 0.8982657
#> 348 18 scat neutral left left 0.2268465
#> 349 19 scat neutral left left 0.2854991
#> 350 20 scat neutral left left 0.4038814
#> 531 21 scat accuracy left right 2.0861214
#> 532 22 scat accuracy left left 0.3661701
#> 533 23 scat accuracy left right 0.4833057
#> 534 24 scat accuracy left left 1.1641999
#> 535 25 scat accuracy left left 2.4304569
#> 536 26 scat accuracy left left 0.4843786
#> 537 27 scat accuracy left left 1.6082320
#> 538 28 scat accuracy left left 0.4521034
#> 539 29 scat accuracy left left 0.4633374
#> 540 30 scat accuracy left left 0.3987624
#> 721 31 scat speed right right 0.4340295
#> 722 32 scat speed right right 0.3515880
#> 723 33 scat speed right left 0.5263489
#> 724 34 scat speed right left 0.3232868
#> 725 35 scat speed right right 0.3840785
#> 726 36 scat speed right left 0.8672772
#> 727 37 scat speed right right 0.2723489
#> 728 38 scat speed right right 0.3412911
#> 729 39 scat speed right right 0.3080321
#> 730 40 scat speed right left 0.4986844
#> 911 41 scat neutral right right 0.6019421
#> 912 42 scat neutral right right 0.4751097
#> 913 43 scat neutral right right 0.4771929
#> 914 44 scat neutral right right 0.5131393
#> 915 45 scat neutral right right 0.3400798
#> 916 46 scat neutral right left 0.3738933
#> 917 47 scat neutral right left 0.2431546
#> 918 48 scat neutral right right 0.2578028
#> 919 49 scat neutral right right 0.6493240
#> 920 50 scat neutral right left 0.2731151
#> 1101 51 scat accuracy right right 0.8388197
#> 1102 52 scat accuracy right right 0.6329058
#> 1103 53 scat accuracy right right 0.9554123
#> 1104 54 scat accuracy right right 0.8809785
#> 1105 55 scat accuracy right right 0.4271046
#> 1106 56 scat accuracy right right 1.3884210
#> 1107 57 scat accuracy right right 1.0181164
#> 1108 58 scat accuracy right left 0.3114624
#> 1109 59 scat accuracy right left 1.0256662
#> 1110 60 scat accuracy right right 0.5029455
#> 161 1 ta5t speed left left 0.5395762
#> 162 2 ta5t speed left left 0.5157579
#> 163 3 ta5t speed left left 0.2411273
#> 164 4 ta5t speed left right 0.3674891
#> 165 5 ta5t speed left left 0.3308133
#> 166 6 ta5t speed left left 0.2393554
#> 167 7 ta5t speed left left 0.2948876
#> 168 8 ta5t speed left left 0.2205518
#> 169 9 ta5t speed left left 0.2842064
#> 170 10 ta5t speed left right 0.3219498
#> 351 11 ta5t neutral left left 0.3691831
#> 352 12 ta5t neutral left left 0.4760991
#> 353 13 ta5t neutral left left 0.2756549
#> 354 14 ta5t neutral left left 0.2012722
#> 355 15 ta5t neutral left left 0.3323311
#> 356 16 ta5t neutral left left 0.3959942
#> 357 17 ta5t neutral left left 0.2349842
#> 358 18 ta5t neutral left right 0.5558757
#> 359 19 ta5t neutral left left 0.5976456
#> 360 20 ta5t neutral left left 0.2510259
#> 541 21 ta5t accuracy left left 0.3460204
#> 542 22 ta5t accuracy left left 0.5501254
#> 543 23 ta5t accuracy left left 0.7394657
#> 544 24 ta5t accuracy left left 0.6401382
#> 545 25 ta5t accuracy left left 0.3482464
#> 546 26 ta5t accuracy left left 0.8625388
#> 547 27 ta5t accuracy left left 0.2278408
#> 548 28 ta5t accuracy left left 0.7742697
#> 549 29 ta5t accuracy left left 0.6213707
#> 550 30 ta5t accuracy left left 0.4819500
#> 731 31 ta5t speed right right 0.3448206
#> 732 32 ta5t speed right right 0.2600857
#> 733 33 ta5t speed right right 0.3671344
#> 734 34 ta5t speed right right 0.2250202
#> 735 35 ta5t speed right right 0.3744471
#> 736 36 ta5t speed right right 0.3231561
#> 737 37 ta5t speed right right 0.1789900
#> 738 38 ta5t speed right right 0.2863027
#> 739 39 ta5t speed right right 0.4035880
#> 740 40 ta5t speed right right 0.4780439
#> 921 41 ta5t neutral right left 0.2536736
#> 922 42 ta5t neutral right right 0.5781122
#> 923 43 ta5t neutral right right 0.5843576
#> 924 44 ta5t neutral right right 0.4552928
#> 925 45 ta5t neutral right right 0.3638244
#> 926 46 ta5t neutral right right 0.4099474
#> 927 47 ta5t neutral right right 0.2885366
#> 928 48 ta5t neutral right left 0.5765785
#> 929 49 ta5t neutral right right 0.6828176
#> 930 50 ta5t neutral right right 0.1897215
#> 1111 51 ta5t accuracy right right 0.4985103
#> 1112 52 ta5t accuracy right right 0.4484067
#> 1113 53 ta5t accuracy right right 0.4824250
#> 1114 54 ta5t accuracy right right 0.5330402
#> 1115 55 ta5t accuracy right right 0.3262352
#> 1116 56 ta5t accuracy right right 0.7749807
#> 1117 57 ta5t accuracy right right 0.6466497
#> 1118 58 ta5t accuracy right right 0.7035860
#> 1119 59 ta5t accuracy right right 1.5042134
#> 1120 60 ta5t accuracy right right 0.6145726
#> 171 1 vf1t speed left right 0.6290226
#> 172 2 vf1t speed left left 0.4877566
#> 173 3 vf1t speed left left 0.6251182
#> 174 4 vf1t speed left left 0.4853036
#> 175 5 vf1t speed left right 0.3669503
#> 176 6 vf1t speed left left 0.4938324
#> 177 7 vf1t speed left left 0.7174555
#> 178 8 vf1t speed left left 0.4453973
#> 179 9 vf1t speed left right 0.4484754
#> 180 10 vf1t speed left left 0.4166521
#> 361 11 vf1t neutral left left 0.6105651
#> 362 12 vf1t neutral left left 0.4836375
#> 363 13 vf1t neutral left left 0.6013974
#> 364 14 vf1t neutral left left 0.6086803
#> 365 15 vf1t neutral left left 0.4324930
#> 366 16 vf1t neutral left left 0.6068956
#> 367 17 vf1t neutral left left 0.6575822
#> 368 18 vf1t neutral left left 1.9397012
#> 369 19 vf1t neutral left left 0.9478982
#> 370 20 vf1t neutral left right 0.7807956
#> 551 21 vf1t accuracy left left 0.7878079
#> 552 22 vf1t accuracy left left 2.5163757
#> 553 23 vf1t accuracy left left 1.9889250
#> 554 24 vf1t accuracy left left 0.9171161
#> 555 25 vf1t accuracy left left 1.3699875
#> 556 26 vf1t accuracy left left 1.0348775
#> 557 27 vf1t accuracy left left 0.7724491
#> 558 28 vf1t accuracy left left 0.7018869
#> 559 29 vf1t accuracy left left 0.8245439
#> 560 30 vf1t accuracy left left 0.8488644
#> 741 31 vf1t speed right right 0.3199346
#> 742 32 vf1t speed right right 0.3201855
#> 743 33 vf1t speed right right 0.3746041
#> 744 34 vf1t speed right right 0.3276475
#> 745 35 vf1t speed right right 0.4386461
#> 746 36 vf1t speed right right 0.3399113
#> 747 37 vf1t speed right right 0.3136403
#> 748 38 vf1t speed right right 0.4330095
#> 749 39 vf1t speed right right 0.3109362
#> 750 40 vf1t speed right right 0.3501502
#> 931 41 vf1t neutral right right 0.9131408
#> 932 42 vf1t neutral right right 0.3156792
#> 933 43 vf1t neutral right right 0.4552284
#> 934 44 vf1t neutral right right 0.4568317
#> 935 45 vf1t neutral right right 0.4185907
#> 936 46 vf1t neutral right right 0.3471646
#> 937 47 vf1t neutral right right 0.4648253
#> 938 48 vf1t neutral right right 1.1546825
#> 939 49 vf1t neutral right right 0.4066698
#> 940 50 vf1t neutral right right 0.3930170
#> 1121 51 vf1t accuracy right right 0.3248902
#> 1122 52 vf1t accuracy right right 0.6884693
#> 1123 53 vf1t accuracy right right 0.5019171
#> 1124 54 vf1t accuracy right right 0.3114056
#> 1125 55 vf1t accuracy right right 0.5118588
#> 1126 56 vf1t accuracy right right 0.3201176
#> 1127 57 vf1t accuracy right right 0.4555203
#> 1128 58 vf1t accuracy right right 0.4272952
#> 1129 59 vf1t accuracy right right 0.9125997
#> 1130 60 vf1t accuracy right right 0.8135181
#> 181 1 zk1t speed left left 0.4092548
#> 182 2 zk1t speed left left 0.3495384
#> 183 3 zk1t speed left left 0.2809105
#> 184 4 zk1t speed left left 0.5231998
#> 185 5 zk1t speed left left 0.3752624
#> 186 6 zk1t speed left left 0.8505330
#> 187 7 zk1t speed left left 0.2818679
#> 188 8 zk1t speed left left 0.5635087
#> 189 9 zk1t speed left left 0.4559264
#> 190 10 zk1t speed left left 0.3572991
#> 371 11 zk1t neutral left left 0.6681125
#> 372 12 zk1t neutral left left 0.6585666
#> 373 13 zk1t neutral left left 0.3952156
#> 374 14 zk1t neutral left left 1.2793980
#> 375 15 zk1t neutral left left 0.2979855
#> 376 16 zk1t neutral left left 0.9461501
#> 377 17 zk1t neutral left left 0.5474252
#> 378 18 zk1t neutral left left 0.3612003
#> 379 19 zk1t neutral left left 0.5277056
#> 380 20 zk1t neutral left left 0.7887946
#> 561 21 zk1t accuracy left left 1.2958399
#> 562 22 zk1t accuracy left left 0.4134707
#> 563 23 zk1t accuracy left left 0.3650925
#> 564 24 zk1t accuracy left left 0.7076259
#> 565 25 zk1t accuracy left left 0.7393035
#> 566 26 zk1t accuracy left left 0.3754215
#> 567 27 zk1t accuracy left left 1.6264402
#> 568 28 zk1t accuracy left left 0.5658618
#> 569 29 zk1t accuracy left left 0.5876624
#> 570 30 zk1t accuracy left left 0.7368983
#> 751 31 zk1t speed right right 1.0132361
#> 752 32 zk1t speed right right 1.3548916
#> 753 33 zk1t speed right left 0.5015458
#> 754 34 zk1t speed right left 0.6773304
#> 755 35 zk1t speed right right 1.1671755
#> 756 36 zk1t speed right right 0.5286788
#> 757 37 zk1t speed right right 0.5918872
#> 758 38 zk1t speed right left 0.4749330
#> 759 39 zk1t speed right right 0.7287420
#> 760 40 zk1t speed right right 0.7917535
#> 941 41 zk1t neutral right right 2.6139930
#> 942 42 zk1t neutral right right 1.3058908
#> 943 43 zk1t neutral right right 1.0392334
#> 944 44 zk1t neutral right right 2.2862938
#> 945 45 zk1t neutral right right 0.7411904
#> 946 46 zk1t neutral right right 2.5003267
#> 947 47 zk1t neutral right right 3.1785478
#> 948 48 zk1t neutral right right 0.8877835
#> 949 49 zk1t neutral right right 1.0065019
#> 950 50 zk1t neutral right right 1.3318644
#> 1131 51 zk1t accuracy right right 2.4348076
#> 1132 52 zk1t accuracy right right 0.8380571
#> 1133 53 zk1t accuracy right right 1.2324884
#> 1134 54 zk1t accuracy right right 0.8144609
#> 1135 55 zk1t accuracy right right 0.7188632
#> 1136 56 zk1t accuracy right right 2.2157470
#> 1137 57 zk1t accuracy right left 0.4612542
#> 1138 58 zk1t accuracy right right 1.0959238
#> 1139 59 zk1t accuracy right right 3.2296585
#> 1140 60 zk1t accuracy right right 1.7877085