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 right 0.2854666
#> 2 2 as1t speed left left 0.2615053
#> 3 3 as1t speed left left 0.3237377
#> 4 4 as1t speed left left 0.2215277
#> 5 5 as1t speed left left 0.3215005
#> 6 6 as1t speed left left 0.2374642
#> 7 7 as1t speed left left 0.2634391
#> 8 8 as1t speed left left 0.4002657
#> 9 9 as1t speed left left 0.2273569
#> 10 10 as1t speed left left 0.4787509
#> 191 11 as1t neutral left right 0.2917969
#> 192 12 as1t neutral left left 0.3344688
#> 193 13 as1t neutral left left 0.3123039
#> 194 14 as1t neutral left left 1.4978967
#> 195 15 as1t neutral left left 0.2242427
#> 196 16 as1t neutral left left 0.2856064
#> 197 17 as1t neutral left left 0.2218534
#> 198 18 as1t neutral left left 0.2774295
#> 199 19 as1t neutral left left 0.2883455
#> 200 20 as1t neutral left left 0.2571017
#> 381 21 as1t accuracy left left 0.5912271
#> 382 22 as1t accuracy left left 0.2503844
#> 383 23 as1t accuracy left left 0.5826200
#> 384 24 as1t accuracy left left 0.9920680
#> 385 25 as1t accuracy left left 0.3317074
#> 386 26 as1t accuracy left left 0.6309075
#> 387 27 as1t accuracy left left 0.6427487
#> 388 28 as1t accuracy left left 0.6934658
#> 389 29 as1t accuracy left left 0.4821663
#> 390 30 as1t accuracy left left 0.4087477
#> 571 31 as1t speed right right 0.3329139
#> 572 32 as1t speed right right 0.2794331
#> 573 33 as1t speed right right 0.2644378
#> 574 34 as1t speed right right 0.3475908
#> 575 35 as1t speed right right 0.2513672
#> 576 36 as1t speed right right 0.2729473
#> 577 37 as1t speed right right 0.3274945
#> 578 38 as1t speed right right 0.3596200
#> 579 39 as1t speed right right 0.3266295
#> 580 40 as1t speed right left 0.3155349
#> 761 41 as1t neutral right right 0.2551932
#> 762 42 as1t neutral right right 0.3014352
#> 763 43 as1t neutral right right 0.2779695
#> 764 44 as1t neutral right right 0.6321119
#> 765 45 as1t neutral right right 0.4476920
#> 766 46 as1t neutral right right 0.4679968
#> 767 47 as1t neutral right left 0.2680283
#> 768 48 as1t neutral right left 0.2416911
#> 769 49 as1t neutral right left 0.3513555
#> 770 50 as1t neutral right left 0.2664018
#> 951 51 as1t accuracy right right 0.3206737
#> 952 52 as1t accuracy right right 0.5656155
#> 953 53 as1t accuracy right right 0.5611568
#> 954 54 as1t accuracy right right 0.5180120
#> 955 55 as1t accuracy right right 0.3243569
#> 956 56 as1t accuracy right right 0.5618097
#> 957 57 as1t accuracy right right 0.3064083
#> 958 58 as1t accuracy right right 1.1746998
#> 959 59 as1t accuracy right right 0.8403968
#> 960 60 as1t accuracy right left 0.3462187
#> 11 1 bd6t speed left right 0.6066544
#> 12 2 bd6t speed left left 0.3795739
#> 13 3 bd6t speed left left 0.3789825
#> 14 4 bd6t speed left left 0.3589880
#> 15 5 bd6t speed left left 0.6883886
#> 16 6 bd6t speed left left 0.3802897
#> 17 7 bd6t speed left left 0.3772881
#> 18 8 bd6t speed left left 0.4678925
#> 19 9 bd6t speed left left 0.3733321
#> 20 10 bd6t speed left left 0.5293423
#> 201 11 bd6t neutral left left 0.4261547
#> 202 12 bd6t neutral left left 0.7973986
#> 203 13 bd6t neutral left left 0.4156476
#> 204 14 bd6t neutral left left 0.6707772
#> 205 15 bd6t neutral left left 0.5596760
#> 206 16 bd6t neutral left left 0.9061997
#> 207 17 bd6t neutral left left 1.0902145
#> 208 18 bd6t neutral left left 0.8195082
#> 209 19 bd6t neutral left left 0.4691955
#> 210 20 bd6t neutral left left 0.5187882
#> 391 21 bd6t accuracy left left 0.5482259
#> 392 22 bd6t accuracy left left 0.6551504
#> 393 23 bd6t accuracy left left 0.3923777
#> 394 24 bd6t accuracy left left 0.4942751
#> 395 25 bd6t accuracy left left 0.5067114
#> 396 26 bd6t accuracy left left 0.4004664
#> 397 27 bd6t accuracy left left 0.4458430
#> 398 28 bd6t accuracy left left 0.4935476
#> 399 29 bd6t accuracy left left 0.4373115
#> 400 30 bd6t accuracy left left 0.5228213
#> 581 31 bd6t speed right right 0.4485413
#> 582 32 bd6t speed right right 0.4012560
#> 583 33 bd6t speed right right 0.4532522
#> 584 34 bd6t speed right right 0.5743107
#> 585 35 bd6t speed right left 0.4316186
#> 586 36 bd6t speed right left 0.4653976
#> 587 37 bd6t speed right left 0.4524254
#> 588 38 bd6t speed right left 0.5705144
#> 589 39 bd6t speed right left 0.3784389
#> 590 40 bd6t speed right left 0.3747052
#> 771 41 bd6t neutral right right 0.9341782
#> 772 42 bd6t neutral right right 0.8091215
#> 773 43 bd6t neutral right right 1.6602222
#> 774 44 bd6t neutral right right 2.0159828
#> 775 45 bd6t neutral right right 2.1625801
#> 776 46 bd6t neutral right right 0.4884955
#> 777 47 bd6t neutral right right 0.6722519
#> 778 48 bd6t neutral right left 1.1448774
#> 779 49 bd6t neutral right left 0.9284362
#> 780 50 bd6t neutral right left 0.9536738
#> 961 51 bd6t accuracy right right 0.9264741
#> 962 52 bd6t accuracy right right 0.9655936
#> 963 53 bd6t accuracy right right 0.9222905
#> 964 54 bd6t accuracy right right 3.0017337
#> 965 55 bd6t accuracy right right 1.2847208
#> 966 56 bd6t accuracy right right 1.2752060
#> 967 57 bd6t accuracy right left 0.5985971
#> 968 58 bd6t accuracy right left 0.4975525
#> 969 59 bd6t accuracy right left 1.0425354
#> 970 60 bd6t accuracy right left 0.3775165
#> 21 1 bl1t speed left right 1.0233123
#> 22 2 bl1t speed left right 0.3052149
#> 23 3 bl1t speed left right 0.4858979
#> 24 4 bl1t speed left right 1.1694247
#> 25 5 bl1t speed left left 0.4068730
#> 26 6 bl1t speed left left 0.3644566
#> 27 7 bl1t speed left left 0.3171737
#> 28 8 bl1t speed left left 0.4508579
#> 29 9 bl1t speed left left 0.4894475
#> 30 10 bl1t speed left left 0.3105106
#> 211 11 bl1t neutral left left 0.5031427
#> 212 12 bl1t neutral left left 0.3578719
#> 213 13 bl1t neutral left left 0.6916623
#> 214 14 bl1t neutral left left 0.4944677
#> 215 15 bl1t neutral left left 0.5950306
#> 216 16 bl1t neutral left left 0.4112217
#> 217 17 bl1t neutral left left 0.9536837
#> 218 18 bl1t neutral left left 0.3818479
#> 219 19 bl1t neutral left left 0.6581365
#> 220 20 bl1t neutral left left 0.6020198
#> 401 21 bl1t accuracy left left 0.9482313
#> 402 22 bl1t accuracy left left 1.1764941
#> 403 23 bl1t accuracy left left 0.2813940
#> 404 24 bl1t accuracy left left 0.3514796
#> 405 25 bl1t accuracy left left 0.8330720
#> 406 26 bl1t accuracy left left 0.7119127
#> 407 27 bl1t accuracy left left 0.3584680
#> 408 28 bl1t accuracy left left 0.7845956
#> 409 29 bl1t accuracy left left 0.4332051
#> 410 30 bl1t accuracy left left 0.3865570
#> 591 31 bl1t speed right right 0.3528675
#> 592 32 bl1t speed right right 0.4953688
#> 593 33 bl1t speed right right 0.5159144
#> 594 34 bl1t speed right right 0.6801917
#> 595 35 bl1t speed right right 0.6812602
#> 596 36 bl1t speed right right 0.4574406
#> 597 37 bl1t speed right right 0.2889961
#> 598 38 bl1t speed right right 0.7380397
#> 599 39 bl1t speed right left 0.5725862
#> 600 40 bl1t speed right left 0.4858221
#> 781 41 bl1t neutral right right 1.3805268
#> 782 42 bl1t neutral right right 1.3963707
#> 783 43 bl1t neutral right right 0.5430684
#> 784 44 bl1t neutral right right 1.1618139
#> 785 45 bl1t neutral right right 0.4746539
#> 786 46 bl1t neutral right right 0.8581830
#> 787 47 bl1t neutral right right 0.8995060
#> 788 48 bl1t neutral right right 2.2911241
#> 789 49 bl1t neutral right right 0.3714946
#> 790 50 bl1t neutral right left 0.5517995
#> 971 51 bl1t accuracy right right 0.5112676
#> 972 52 bl1t accuracy right right 0.5916937
#> 973 53 bl1t accuracy right right 0.5840916
#> 974 54 bl1t accuracy right right 1.7366142
#> 975 55 bl1t accuracy right right 0.6766233
#> 976 56 bl1t accuracy right right 0.8574917
#> 977 57 bl1t accuracy right right 0.4557679
#> 978 58 bl1t accuracy right right 0.4301849
#> 979 59 bl1t accuracy right right 0.6951832
#> 980 60 bl1t accuracy right right 2.2906044
#> 31 1 hsft speed left right 0.2159148
#> 32 2 hsft speed left right 0.2910272
#> 33 3 hsft speed left right 0.3977140
#> 34 4 hsft speed left left 0.3206312
#> 35 5 hsft speed left left 0.2599882
#> 36 6 hsft speed left left 0.2814797
#> 37 7 hsft speed left left 0.3102520
#> 38 8 hsft speed left left 0.2223467
#> 39 9 hsft speed left left 0.4055123
#> 40 10 hsft speed left left 0.2286790
#> 221 11 hsft neutral left right 0.4507142
#> 222 12 hsft neutral left right 0.2782543
#> 223 13 hsft neutral left right 0.4830732
#> 224 14 hsft neutral left right 0.5330533
#> 225 15 hsft neutral left right 0.2347213
#> 226 16 hsft neutral left left 0.2313750
#> 227 17 hsft neutral left left 0.4674901
#> 228 18 hsft neutral left left 0.3327249
#> 229 19 hsft neutral left left 0.2974443
#> 230 20 hsft neutral left left 0.2912576
#> 411 21 hsft accuracy left right 0.2110107
#> 412 22 hsft accuracy left left 0.2837923
#> 413 23 hsft accuracy left left 0.5394886
#> 414 24 hsft accuracy left left 0.3521408
#> 415 25 hsft accuracy left left 0.5511906
#> 416 26 hsft accuracy left left 0.4069100
#> 417 27 hsft accuracy left left 0.6949584
#> 418 28 hsft accuracy left left 0.7144069
#> 419 29 hsft accuracy left left 1.1185614
#> 420 30 hsft accuracy left left 0.9844921
#> 601 31 hsft speed right right 0.2965803
#> 602 32 hsft speed right right 0.1922671
#> 603 33 hsft speed right right 0.2082962
#> 604 34 hsft speed right right 0.2244168
#> 605 35 hsft speed right right 0.5670592
#> 606 36 hsft speed right right 0.3590833
#> 607 37 hsft speed right right 0.2129598
#> 608 38 hsft speed right right 0.2143405
#> 609 39 hsft speed right right 0.6894019
#> 610 40 hsft speed right right 0.2067508
#> 791 41 hsft neutral right right 0.2259489
#> 792 42 hsft neutral right right 0.2124335
#> 793 43 hsft neutral right right 0.3436989
#> 794 44 hsft neutral right right 0.2471781
#> 795 45 hsft neutral right right 0.2595945
#> 796 46 hsft neutral right right 0.3210160
#> 797 47 hsft neutral right right 0.1959753
#> 798 48 hsft neutral right right 0.4905975
#> 799 49 hsft neutral right right 0.2759446
#> 800 50 hsft neutral right right 0.5436034
#> 981 51 hsft accuracy right right 0.3915005
#> 982 52 hsft accuracy right right 0.2394117
#> 983 53 hsft accuracy right right 0.4370268
#> 984 54 hsft accuracy right right 0.2091586
#> 985 55 hsft accuracy right right 0.3462357
#> 986 56 hsft accuracy right right 0.3535649
#> 987 57 hsft accuracy right right 0.2700948
#> 988 58 hsft accuracy right right 0.7004682
#> 989 59 hsft accuracy right right 0.3519243
#> 990 60 hsft accuracy right right 0.2684793
#> 41 1 hsgt speed left left 0.2092207
#> 42 2 hsgt speed left left 0.6048057
#> 43 3 hsgt speed left left 0.3755222
#> 44 4 hsgt speed left left 0.1408749
#> 45 5 hsgt speed left left 0.2198851
#> 46 6 hsgt speed left left 0.1979609
#> 47 7 hsgt speed left left 0.1957754
#> 48 8 hsgt speed left left 0.6430505
#> 49 9 hsgt speed left left 0.3359589
#> 50 10 hsgt speed left left 0.1742747
#> 231 11 hsgt neutral left left 0.6050635
#> 232 12 hsgt neutral left left 0.2447893
#> 233 13 hsgt neutral left left 0.4454511
#> 234 14 hsgt neutral left left 1.6860730
#> 235 15 hsgt neutral left left 0.5155631
#> 236 16 hsgt neutral left left 0.7579205
#> 237 17 hsgt neutral left left 0.2572163
#> 238 18 hsgt neutral left left 0.5101671
#> 239 19 hsgt neutral left left 0.1762414
#> 240 20 hsgt neutral left left 0.2289411
#> 421 21 hsgt accuracy left left 0.2330210
#> 422 22 hsgt accuracy left left 0.2656359
#> 423 23 hsgt accuracy left left 0.2670827
#> 424 24 hsgt accuracy left left 1.2618936
#> 425 25 hsgt accuracy left left 1.7467135
#> 426 26 hsgt accuracy left left 0.4978320
#> 427 27 hsgt accuracy left left 0.4247728
#> 428 28 hsgt accuracy left left 0.1638958
#> 429 29 hsgt accuracy left left 0.3340193
#> 430 30 hsgt accuracy left left 0.6184342
#> 611 31 hsgt speed right right 0.5030624
#> 612 32 hsgt speed right right 0.6918462
#> 613 33 hsgt speed right right 0.5144541
#> 614 34 hsgt speed right right 0.2359628
#> 615 35 hsgt speed right right 0.6103130
#> 616 36 hsgt speed right right 0.4662972
#> 617 37 hsgt speed right right 0.3315092
#> 618 38 hsgt speed right left 0.2086970
#> 619 39 hsgt speed right left 0.2609130
#> 620 40 hsgt speed right left 0.1725302
#> 801 41 hsgt neutral right right 1.1742797
#> 802 42 hsgt neutral right right 0.4319742
#> 803 43 hsgt neutral right right 0.5610852
#> 804 44 hsgt neutral right right 1.5361059
#> 805 45 hsgt neutral right right 0.8009826
#> 806 46 hsgt neutral right right 0.8436993
#> 807 47 hsgt neutral right right 0.4188865
#> 808 48 hsgt neutral right right 0.5059422
#> 809 49 hsgt neutral right right 0.4237866
#> 810 50 hsgt neutral right left 0.1704076
#> 991 51 hsgt accuracy right right 0.6909674
#> 992 52 hsgt accuracy right right 0.5663695
#> 993 53 hsgt accuracy right right 1.0937918
#> 994 54 hsgt accuracy right right 1.4383616
#> 995 55 hsgt accuracy right right 0.7230661
#> 996 56 hsgt accuracy right right 2.6191064
#> 997 57 hsgt accuracy right right 1.9975451
#> 998 58 hsgt accuracy right right 0.3620750
#> 999 59 hsgt accuracy right right 0.6361367
#> 1000 60 hsgt accuracy right right 0.7395321
#> 51 1 kd6t speed left right 0.3376417
#> 52 2 kd6t speed left right 0.3666654
#> 53 3 kd6t speed left left 0.2707610
#> 54 4 kd6t speed left left 0.3556985
#> 55 5 kd6t speed left left 0.3458289
#> 56 6 kd6t speed left left 0.3322331
#> 57 7 kd6t speed left left 0.3060480
#> 58 8 kd6t speed left left 0.2626409
#> 59 9 kd6t speed left left 0.2631108
#> 60 10 kd6t speed left left 0.2522222
#> 241 11 kd6t neutral left left 0.2481704
#> 242 12 kd6t neutral left left 0.2676986
#> 243 13 kd6t neutral left left 0.2931876
#> 244 14 kd6t neutral left left 0.3533607
#> 245 15 kd6t neutral left left 0.3013631
#> 246 16 kd6t neutral left left 0.2670243
#> 247 17 kd6t neutral left left 0.4097722
#> 248 18 kd6t neutral left left 0.5718572
#> 249 19 kd6t neutral left left 0.3177978
#> 250 20 kd6t neutral left left 0.2608340
#> 431 21 kd6t accuracy left left 0.3720936
#> 432 22 kd6t accuracy left left 0.2512776
#> 433 23 kd6t accuracy left left 0.4733446
#> 434 24 kd6t accuracy left left 0.2470002
#> 435 25 kd6t accuracy left left 0.2699568
#> 436 26 kd6t accuracy left left 0.3048976
#> 437 27 kd6t accuracy left left 0.2529490
#> 438 28 kd6t accuracy left left 0.2690354
#> 439 29 kd6t accuracy left left 0.3118669
#> 440 30 kd6t accuracy left left 0.6302337
#> 621 31 kd6t speed right right 0.2837968
#> 622 32 kd6t speed right right 0.3492538
#> 623 33 kd6t speed right right 0.3157121
#> 624 34 kd6t speed right right 0.3368249
#> 625 35 kd6t speed right right 0.3657272
#> 626 36 kd6t speed right left 0.2780257
#> 627 37 kd6t speed right left 0.2399305
#> 628 38 kd6t speed right left 0.2356908
#> 629 39 kd6t speed right left 0.4649899
#> 630 40 kd6t speed right left 0.2302168
#> 811 41 kd6t neutral right right 0.3566460
#> 812 42 kd6t neutral right right 0.5389919
#> 813 43 kd6t neutral right right 0.5767361
#> 814 44 kd6t neutral right right 0.3747943
#> 815 45 kd6t neutral right right 0.3501419
#> 816 46 kd6t neutral right right 0.3491165
#> 817 47 kd6t neutral right right 0.2865750
#> 818 48 kd6t neutral right left 0.3619029
#> 819 49 kd6t neutral right left 0.2379004
#> 820 50 kd6t neutral right left 0.2312838
#> 1001 51 kd6t accuracy right right 0.3229111
#> 1002 52 kd6t accuracy right right 0.3721873
#> 1003 53 kd6t accuracy right right 0.5729330
#> 1004 54 kd6t accuracy right right 0.4941547
#> 1005 55 kd6t accuracy right right 0.4959573
#> 1006 56 kd6t accuracy right right 0.3920316
#> 1007 57 kd6t accuracy right left 0.2637028
#> 1008 58 kd6t accuracy right left 0.2663385
#> 1009 59 kd6t accuracy right left 0.4181179
#> 1010 60 kd6t accuracy right left 0.2767667
#> 61 1 kd9t speed left right 0.7424504
#> 62 2 kd9t speed left right 0.4669891
#> 63 3 kd9t speed left right 0.3256465
#> 64 4 kd9t speed left left 0.6849363
#> 65 5 kd9t speed left left 0.4931580
#> 66 6 kd9t speed left left 0.5161392
#> 67 7 kd9t speed left left 0.5715353
#> 68 8 kd9t speed left left 0.5026310
#> 69 9 kd9t speed left left 0.5846269
#> 70 10 kd9t speed left left 0.4188390
#> 251 11 kd9t neutral left right 0.3934177
#> 252 12 kd9t neutral left right 0.3268652
#> 253 13 kd9t neutral left right 0.7011035
#> 254 14 kd9t neutral left right 0.3728140
#> 255 15 kd9t neutral left right 0.6062860
#> 256 16 kd9t neutral left left 0.6043142
#> 257 17 kd9t neutral left left 0.5050636
#> 258 18 kd9t neutral left left 0.6538005
#> 259 19 kd9t neutral left left 0.3800497
#> 260 20 kd9t neutral left left 0.8078351
#> 441 21 kd9t accuracy left left 0.8548753
#> 442 22 kd9t accuracy left left 1.3266268
#> 443 23 kd9t accuracy left left 1.3717583
#> 444 24 kd9t accuracy left left 0.9295508
#> 445 25 kd9t accuracy left left 1.3703138
#> 446 26 kd9t accuracy left left 1.0475290
#> 447 27 kd9t accuracy left left 1.9069815
#> 448 28 kd9t accuracy left left 1.2726606
#> 449 29 kd9t accuracy left left 1.0958977
#> 450 30 kd9t accuracy left left 1.0961476
#> 631 31 kd9t speed right right 0.4237337
#> 632 32 kd9t speed right right 0.4694901
#> 633 33 kd9t speed right right 0.3657874
#> 634 34 kd9t speed right right 0.3267516
#> 635 35 kd9t speed right right 0.3580569
#> 636 36 kd9t speed right right 0.4801125
#> 637 37 kd9t speed right right 0.6386143
#> 638 38 kd9t speed right right 0.3209176
#> 639 39 kd9t speed right right 0.4266622
#> 640 40 kd9t speed right right 0.5566218
#> 821 41 kd9t neutral right right 0.3835925
#> 822 42 kd9t neutral right right 1.1147330
#> 823 43 kd9t neutral right right 0.5078075
#> 824 44 kd9t neutral right right 0.6688497
#> 825 45 kd9t neutral right right 0.6625752
#> 826 46 kd9t neutral right right 0.3815952
#> 827 47 kd9t neutral right right 0.5079170
#> 828 48 kd9t neutral right right 0.6240320
#> 829 49 kd9t neutral right right 0.4401547
#> 830 50 kd9t neutral right right 0.3111606
#> 1011 51 kd9t accuracy right right 0.3456556
#> 1012 52 kd9t accuracy right right 0.6322703
#> 1013 53 kd9t accuracy right right 0.9659892
#> 1014 54 kd9t accuracy right right 0.6030936
#> 1015 55 kd9t accuracy right right 0.8672184
#> 1016 56 kd9t accuracy right right 0.5442486
#> 1017 57 kd9t accuracy right right 1.4468743
#> 1018 58 kd9t accuracy right right 1.3464150
#> 1019 59 kd9t accuracy right right 0.5775850
#> 1020 60 kd9t accuracy right right 0.7204976
#> 71 1 kh6t speed left left 0.7287351
#> 72 2 kh6t speed left left 0.2021811
#> 73 3 kh6t speed left left 0.3510416
#> 74 4 kh6t speed left left 0.3389194
#> 75 5 kh6t speed left left 0.4732548
#> 76 6 kh6t speed left left 0.1936049
#> 77 7 kh6t speed left left 0.2897053
#> 78 8 kh6t speed left left 0.3137771
#> 79 9 kh6t speed left left 0.2752635
#> 80 10 kh6t speed left left 0.2236255
#> 261 11 kh6t neutral left left 0.5712862
#> 262 12 kh6t neutral left left 0.4588293
#> 263 13 kh6t neutral left left 0.3256143
#> 264 14 kh6t neutral left left 0.4314013
#> 265 15 kh6t neutral left left 0.9543688
#> 266 16 kh6t neutral left left 1.5460154
#> 267 17 kh6t neutral left left 0.6254673
#> 268 18 kh6t neutral left left 0.3885860
#> 269 19 kh6t neutral left left 0.4234685
#> 270 20 kh6t neutral left left 1.2831774
#> 451 21 kh6t accuracy left left 0.3258862
#> 452 22 kh6t accuracy left left 0.3876713
#> 453 23 kh6t accuracy left left 0.3689254
#> 454 24 kh6t accuracy left left 0.4405013
#> 455 25 kh6t accuracy left left 1.1536877
#> 456 26 kh6t accuracy left left 0.3730506
#> 457 27 kh6t accuracy left left 0.3490948
#> 458 28 kh6t accuracy left left 1.1684995
#> 459 29 kh6t accuracy left left 0.5450624
#> 460 30 kh6t accuracy left left 0.5968589
#> 641 31 kh6t speed right right 0.3512687
#> 642 32 kh6t speed right right 0.4778356
#> 643 33 kh6t speed right right 0.2789130
#> 644 34 kh6t speed right right 0.3743287
#> 645 35 kh6t speed right right 0.8733843
#> 646 36 kh6t speed right right 0.3304353
#> 647 37 kh6t speed right right 0.4823189
#> 648 38 kh6t speed right right 0.4870339
#> 649 39 kh6t speed right left 0.2132414
#> 650 40 kh6t speed right left 0.6550645
#> 831 41 kh6t neutral right right 0.5936818
#> 832 42 kh6t neutral right right 0.5427805
#> 833 43 kh6t neutral right right 0.8068573
#> 834 44 kh6t neutral right right 0.9389073
#> 835 45 kh6t neutral right right 1.8309490
#> 836 46 kh6t neutral right right 0.5950422
#> 837 47 kh6t neutral right right 1.0356598
#> 838 48 kh6t neutral right right 0.7177530
#> 839 49 kh6t neutral right right 0.4629249
#> 840 50 kh6t neutral right right 0.5233838
#> 1021 51 kh6t accuracy right right 0.8831661
#> 1022 52 kh6t accuracy right right 2.4268810
#> 1023 53 kh6t accuracy right right 1.0618022
#> 1024 54 kh6t accuracy right right 0.4743993
#> 1025 55 kh6t accuracy right right 1.7565634
#> 1026 56 kh6t accuracy right right 1.8523625
#> 1027 57 kh6t accuracy right right 0.3458781
#> 1028 58 kh6t accuracy right right 1.2029053
#> 1029 59 kh6t accuracy right right 1.5817758
#> 1030 60 kh6t accuracy right left 0.3953220
#> 81 1 kmat speed left right 0.2352828
#> 82 2 kmat speed left right 0.1957260
#> 83 3 kmat speed left right 0.2543112
#> 84 4 kmat speed left right 0.5132060
#> 85 5 kmat speed left left 0.2968460
#> 86 6 kmat speed left left 0.2478487
#> 87 7 kmat speed left left 0.2564567
#> 88 8 kmat speed left left 0.2793936
#> 89 9 kmat speed left left 0.6843882
#> 90 10 kmat speed left left 0.6528813
#> 271 11 kmat neutral left right 0.2057912
#> 272 12 kmat neutral left right 0.8181288
#> 273 13 kmat neutral left right 0.7065631
#> 274 14 kmat neutral left left 0.6002741
#> 275 15 kmat neutral left left 0.9009306
#> 276 16 kmat neutral left left 0.8836291
#> 277 17 kmat neutral left left 0.3832755
#> 278 18 kmat neutral left left 1.3444646
#> 279 19 kmat neutral left left 0.4443677
#> 280 20 kmat neutral left left 0.7116789
#> 461 21 kmat accuracy left right 0.2621815
#> 462 22 kmat accuracy left right 0.1942039
#> 463 23 kmat accuracy left right 0.2701938
#> 464 24 kmat accuracy left right 0.4663851
#> 465 25 kmat accuracy left right 0.2570552
#> 466 26 kmat accuracy left left 0.4069813
#> 467 27 kmat accuracy left left 0.5454051
#> 468 28 kmat accuracy left left 0.4168189
#> 469 29 kmat accuracy left left 0.3654626
#> 470 30 kmat accuracy left left 0.9606864
#> 651 31 kmat speed right right 0.2368333
#> 652 32 kmat speed right right 0.2325115
#> 653 33 kmat speed right right 0.5078831
#> 654 34 kmat speed right right 0.2214933
#> 655 35 kmat speed right right 0.1980502
#> 656 36 kmat speed right right 0.2039910
#> 657 37 kmat speed right right 0.2695662
#> 658 38 kmat speed right right 0.2453053
#> 659 39 kmat speed right right 0.2657567
#> 660 40 kmat speed right left 0.4624748
#> 841 41 kmat neutral right right 0.5844826
#> 842 42 kmat neutral right right 0.4434263
#> 843 43 kmat neutral right right 0.6451739
#> 844 44 kmat neutral right right 0.7328151
#> 845 45 kmat neutral right right 0.9716187
#> 846 46 kmat neutral right right 0.7225985
#> 847 47 kmat neutral right right 0.3542261
#> 848 48 kmat neutral right right 0.2422603
#> 849 49 kmat neutral right right 0.2577370
#> 850 50 kmat neutral right right 0.3212547
#> 1031 51 kmat accuracy right right 0.2112033
#> 1032 52 kmat accuracy right right 0.3506641
#> 1033 53 kmat accuracy right right 0.2963710
#> 1034 54 kmat accuracy right right 0.3802934
#> 1035 55 kmat accuracy right right 0.2429907
#> 1036 56 kmat accuracy right right 0.2083743
#> 1037 57 kmat accuracy right right 0.2238715
#> 1038 58 kmat accuracy right right 0.2594032
#> 1039 59 kmat accuracy right right 0.7252413
#> 1040 60 kmat accuracy right right 0.4693362
#> 91 1 ku4t speed left right 0.2990437
#> 92 2 ku4t speed left right 0.2548327
#> 93 3 ku4t speed left right 0.2656622
#> 94 4 ku4t speed left left 0.4379001
#> 95 5 ku4t speed left left 0.2733424
#> 96 6 ku4t speed left left 0.2608082
#> 97 7 ku4t speed left left 0.2793950
#> 98 8 ku4t speed left left 0.5004279
#> 99 9 ku4t speed left left 0.3013284
#> 100 10 ku4t speed left left 0.2027334
#> 281 11 ku4t neutral left right 0.8118548
#> 282 12 ku4t neutral left left 0.5159031
#> 283 13 ku4t neutral left left 0.7978163
#> 284 14 ku4t neutral left left 0.3362921
#> 285 15 ku4t neutral left left 0.3403959
#> 286 16 ku4t neutral left left 0.2817991
#> 287 17 ku4t neutral left left 0.3592150
#> 288 18 ku4t neutral left left 0.3358863
#> 289 19 ku4t neutral left left 0.2896953
#> 290 20 ku4t neutral left left 1.3303451
#> 471 21 ku4t accuracy left right 0.2963395
#> 472 22 ku4t accuracy left left 0.2860499
#> 473 23 ku4t accuracy left left 0.3989364
#> 474 24 ku4t accuracy left left 1.4142455
#> 475 25 ku4t accuracy left left 1.0751269
#> 476 26 ku4t accuracy left left 0.3619124
#> 477 27 ku4t accuracy left left 0.6184120
#> 478 28 ku4t accuracy left left 0.8151515
#> 479 29 ku4t accuracy left left 0.5427059
#> 480 30 ku4t accuracy left left 0.8351845
#> 661 31 ku4t speed right right 0.2357794
#> 662 32 ku4t speed right right 0.3381509
#> 663 33 ku4t speed right right 0.4918453
#> 664 34 ku4t speed right right 0.2750107
#> 665 35 ku4t speed right right 0.3431298
#> 666 36 ku4t speed right right 0.4744700
#> 667 37 ku4t speed right right 0.3232463
#> 668 38 ku4t speed right right 0.2315879
#> 669 39 ku4t speed right right 0.3260729
#> 670 40 ku4t speed right right 0.2006825
#> 851 41 ku4t neutral right right 0.2985933
#> 852 42 ku4t neutral right right 0.2397397
#> 853 43 ku4t neutral right right 0.2904340
#> 854 44 ku4t neutral right right 0.3298124
#> 855 45 ku4t neutral right right 0.3667486
#> 856 46 ku4t neutral right right 0.2801079
#> 857 47 ku4t neutral right right 0.4703652
#> 858 48 ku4t neutral right right 0.4404362
#> 859 49 ku4t neutral right right 0.6108756
#> 860 50 ku4t neutral right left 0.3133473
#> 1041 51 ku4t accuracy right right 0.3459863
#> 1042 52 ku4t accuracy right right 0.2424780
#> 1043 53 ku4t accuracy right right 0.5507238
#> 1044 54 ku4t accuracy right right 0.6116206
#> 1045 55 ku4t accuracy right right 0.3758384
#> 1046 56 ku4t accuracy right right 0.2707979
#> 1047 57 ku4t accuracy right right 0.2693859
#> 1048 58 ku4t accuracy right right 0.3878798
#> 1049 59 ku4t accuracy right right 0.3019330
#> 1050 60 ku4t accuracy right right 1.2111868
#> 101 1 na1t speed left right 0.3918764
#> 102 2 na1t speed left left 0.3015510
#> 103 3 na1t speed left left 0.5822457
#> 104 4 na1t speed left left 0.3770600
#> 105 5 na1t speed left left 0.3434705
#> 106 6 na1t speed left left 0.5933847
#> 107 7 na1t speed left left 0.3507868
#> 108 8 na1t speed left left 0.3099000
#> 109 9 na1t speed left left 0.4702152
#> 110 10 na1t speed left left 0.3315130
#> 291 11 na1t neutral left right 0.8893683
#> 292 12 na1t neutral left left 0.8455640
#> 293 13 na1t neutral left left 0.5594668
#> 294 14 na1t neutral left left 0.3958471
#> 295 15 na1t neutral left left 0.4030673
#> 296 16 na1t neutral left left 0.4823182
#> 297 17 na1t neutral left left 3.4377286
#> 298 18 na1t neutral left left 2.6308515
#> 299 19 na1t neutral left left 0.6968193
#> 300 20 na1t neutral left left 0.8745120
#> 481 21 na1t accuracy left left 1.0862761
#> 482 22 na1t accuracy left left 0.9606025
#> 483 23 na1t accuracy left left 0.3958653
#> 484 24 na1t accuracy left left 0.7571513
#> 485 25 na1t accuracy left left 0.3809885
#> 486 26 na1t accuracy left left 0.3897481
#> 487 27 na1t accuracy left left 0.6407533
#> 488 28 na1t accuracy left left 0.8243098
#> 489 29 na1t accuracy left left 0.9357628
#> 490 30 na1t accuracy left left 0.9210990
#> 671 31 na1t speed right right 0.5238990
#> 672 32 na1t speed right right 0.3045707
#> 673 33 na1t speed right right 0.3581627
#> 674 34 na1t speed right right 0.3724584
#> 675 35 na1t speed right right 0.3949576
#> 676 36 na1t speed right right 0.3513092
#> 677 37 na1t speed right right 0.3169210
#> 678 38 na1t speed right right 0.4032968
#> 679 39 na1t speed right left 0.3330995
#> 680 40 na1t speed right left 0.4003156
#> 861 41 na1t neutral right right 0.9741759
#> 862 42 na1t neutral right right 1.9017654
#> 863 43 na1t neutral right right 1.2782277
#> 864 44 na1t neutral right right 0.8576622
#> 865 45 na1t neutral right right 1.1374175
#> 866 46 na1t neutral right right 1.5885298
#> 867 47 na1t neutral right right 0.7539778
#> 868 48 na1t neutral right right 1.4048324
#> 869 49 na1t neutral right right 0.6620527
#> 870 50 na1t neutral right right 0.8843005
#> 1051 51 na1t accuracy right right 0.6571034
#> 1052 52 na1t accuracy right right 0.6586402
#> 1053 53 na1t accuracy right right 0.8609682
#> 1054 54 na1t accuracy right right 0.4600405
#> 1055 55 na1t accuracy right right 0.8500172
#> 1056 56 na1t accuracy right right 1.1707594
#> 1057 57 na1t accuracy right right 0.7336579
#> 1058 58 na1t accuracy right right 1.1181719
#> 1059 59 na1t accuracy right right 0.6327506
#> 1060 60 na1t accuracy right right 0.6372107
#> 111 1 rmbt speed left right 0.2078297
#> 112 2 rmbt speed left right 0.2599113
#> 113 3 rmbt speed left left 0.2095184
#> 114 4 rmbt speed left left 0.3620158
#> 115 5 rmbt speed left left 0.2378019
#> 116 6 rmbt speed left left 0.1941718
#> 117 7 rmbt speed left left 0.5413960
#> 118 8 rmbt speed left left 0.3313126
#> 119 9 rmbt speed left left 0.2364687
#> 120 10 rmbt speed left left 0.3437004
#> 301 11 rmbt neutral left right 0.2163145
#> 302 12 rmbt neutral left right 0.2928289
#> 303 13 rmbt neutral left right 0.4288700
#> 304 14 rmbt neutral left left 0.3334484
#> 305 15 rmbt neutral left left 0.1942110
#> 306 16 rmbt neutral left left 0.3657742
#> 307 17 rmbt neutral left left 0.2023010
#> 308 18 rmbt neutral left left 0.2692389
#> 309 19 rmbt neutral left left 0.2546496
#> 310 20 rmbt neutral left left 0.6849999
#> 491 21 rmbt accuracy left right 0.4290850
#> 492 22 rmbt accuracy left left 1.2167474
#> 493 23 rmbt accuracy left left 0.8266315
#> 494 24 rmbt accuracy left left 0.9623729
#> 495 25 rmbt accuracy left left 0.5120351
#> 496 26 rmbt accuracy left left 0.4649562
#> 497 27 rmbt accuracy left left 0.3209319
#> 498 28 rmbt accuracy left left 0.7947437
#> 499 29 rmbt accuracy left left 1.1502268
#> 500 30 rmbt accuracy left left 0.6597438
#> 681 31 rmbt speed right right 0.5695842
#> 682 32 rmbt speed right right 0.2989315
#> 683 33 rmbt speed right right 0.2714632
#> 684 34 rmbt speed right right 0.2151178
#> 685 35 rmbt speed right right 0.4031027
#> 686 36 rmbt speed right right 0.2694061
#> 687 37 rmbt speed right right 0.1991894
#> 688 38 rmbt speed right right 0.2206993
#> 689 39 rmbt speed right right 0.1907042
#> 690 40 rmbt speed right left 0.2074924
#> 871 41 rmbt neutral right right 0.2863525
#> 872 42 rmbt neutral right right 0.5962347
#> 873 43 rmbt neutral right right 0.2690677
#> 874 44 rmbt neutral right right 0.2260148
#> 875 45 rmbt neutral right right 0.2369838
#> 876 46 rmbt neutral right right 0.3762009
#> 877 47 rmbt neutral right right 0.2638975
#> 878 48 rmbt neutral right right 0.2365248
#> 879 49 rmbt neutral right right 0.2534976
#> 880 50 rmbt neutral right left 0.3038772
#> 1061 51 rmbt accuracy right right 0.3472618
#> 1062 52 rmbt accuracy right right 0.2854838
#> 1063 53 rmbt accuracy right right 0.3906788
#> 1064 54 rmbt accuracy right right 0.4433441
#> 1065 55 rmbt accuracy right right 0.4513088
#> 1066 56 rmbt accuracy right right 0.2378589
#> 1067 57 rmbt accuracy right right 0.2552268
#> 1068 58 rmbt accuracy right right 0.2112252
#> 1069 59 rmbt accuracy right right 0.2806471
#> 1070 60 rmbt accuracy right left 0.2290640
#> 121 1 rt2t speed left right 0.4719705
#> 122 2 rt2t speed left left 0.8018972
#> 123 3 rt2t speed left left 0.5460049
#> 124 4 rt2t speed left left 0.5003616
#> 125 5 rt2t speed left left 0.4216414
#> 126 6 rt2t speed left left 0.2808517
#> 127 7 rt2t speed left left 0.8210970
#> 128 8 rt2t speed left left 1.6009809
#> 129 9 rt2t speed left left 0.2363772
#> 130 10 rt2t speed left left 0.1636334
#> 311 11 rt2t neutral left left 0.5166043
#> 312 12 rt2t neutral left left 0.3578941
#> 313 13 rt2t neutral left left 0.6825311
#> 314 14 rt2t neutral left left 0.6417199
#> 315 15 rt2t neutral left left 0.6369174
#> 316 16 rt2t neutral left left 0.2317706
#> 317 17 rt2t neutral left left 0.3681197
#> 318 18 rt2t neutral left left 0.3559253
#> 319 19 rt2t neutral left left 0.7718446
#> 320 20 rt2t neutral left left 0.2612799
#> 501 21 rt2t accuracy left left 0.6925019
#> 502 22 rt2t accuracy left left 1.8252813
#> 503 23 rt2t accuracy left left 1.6236894
#> 504 24 rt2t accuracy left left 0.5467064
#> 505 25 rt2t accuracy left left 2.1884584
#> 506 26 rt2t accuracy left left 0.5401197
#> 507 27 rt2t accuracy left left 3.0330788
#> 508 28 rt2t accuracy left left 0.4093370
#> 509 29 rt2t accuracy left left 0.9755312
#> 510 30 rt2t accuracy left left 1.1515579
#> 691 31 rt2t speed right right 0.6033828
#> 692 32 rt2t speed right right 0.6500179
#> 693 33 rt2t speed right right 0.2833599
#> 694 34 rt2t speed right right 1.5877833
#> 695 35 rt2t speed right right 0.4482522
#> 696 36 rt2t speed right right 0.2385011
#> 697 37 rt2t speed right right 0.3844980
#> 698 38 rt2t speed right right 0.7175537
#> 699 39 rt2t speed right left 0.4813206
#> 700 40 rt2t speed right left 0.1598813
#> 881 41 rt2t neutral right right 1.0178399
#> 882 42 rt2t neutral right right 0.3875086
#> 883 43 rt2t neutral right right 0.5961168
#> 884 44 rt2t neutral right right 0.4653704
#> 885 45 rt2t neutral right right 0.8431021
#> 886 46 rt2t neutral right right 0.4807919
#> 887 47 rt2t neutral right right 0.2728996
#> 888 48 rt2t neutral right right 0.1483127
#> 889 49 rt2t neutral right left 1.5624723
#> 890 50 rt2t neutral right left 0.1944485
#> 1071 51 rt2t accuracy right right 11.2607773
#> 1072 52 rt2t accuracy right right 4.1658805
#> 1073 53 rt2t accuracy right right 6.4681689
#> 1074 54 rt2t accuracy right right 0.6771814
#> 1075 55 rt2t accuracy right right 1.0970725
#> 1076 56 rt2t accuracy right right 0.6876587
#> 1077 57 rt2t accuracy right right 1.4984184
#> 1078 58 rt2t accuracy right right 1.4857565
#> 1079 59 rt2t accuracy right right 4.4181390
#> 1080 60 rt2t accuracy right right 4.2403492
#> 131 1 rt3t speed left right 0.2026144
#> 132 2 rt3t speed left left 0.3409906
#> 133 3 rt3t speed left left 0.3263120
#> 134 4 rt3t speed left left 0.2632249
#> 135 5 rt3t speed left left 0.2066672
#> 136 6 rt3t speed left left 0.2270193
#> 137 7 rt3t speed left left 0.3735896
#> 138 8 rt3t speed left left 0.2691080
#> 139 9 rt3t speed left left 0.2980929
#> 140 10 rt3t speed left left 0.4174271
#> 321 11 rt3t neutral left left 0.5809202
#> 322 12 rt3t neutral left left 0.7865253
#> 323 13 rt3t neutral left left 0.7462693
#> 324 14 rt3t neutral left left 1.3161058
#> 325 15 rt3t neutral left left 0.3431520
#> 326 16 rt3t neutral left left 1.0540917
#> 327 17 rt3t neutral left left 0.6232994
#> 328 18 rt3t neutral left left 0.4628312
#> 329 19 rt3t neutral left left 0.6912371
#> 330 20 rt3t neutral left left 0.6868510
#> 511 21 rt3t accuracy left right 0.3977021
#> 512 22 rt3t accuracy left left 0.2573421
#> 513 23 rt3t accuracy left left 0.2961984
#> 514 24 rt3t accuracy left left 0.6085050
#> 515 25 rt3t accuracy left left 0.2845926
#> 516 26 rt3t accuracy left left 0.7306159
#> 517 27 rt3t accuracy left left 0.2189406
#> 518 28 rt3t accuracy left left 0.3730063
#> 519 29 rt3t accuracy left left 0.2381965
#> 520 30 rt3t accuracy left left 0.3152213
#> 701 31 rt3t speed right right 0.3963053
#> 702 32 rt3t speed right right 1.3003069
#> 703 33 rt3t speed right right 0.3710726
#> 704 34 rt3t speed right right 0.2080885
#> 705 35 rt3t speed right right 0.3798850
#> 706 36 rt3t speed right right 0.2721527
#> 707 37 rt3t speed right right 0.4355636
#> 708 38 rt3t speed right right 0.2755389
#> 709 39 rt3t speed right right 0.4788182
#> 710 40 rt3t speed right right 0.3284254
#> 891 41 rt3t neutral right right 0.6130807
#> 892 42 rt3t neutral right right 0.5551971
#> 893 43 rt3t neutral right right 1.0715812
#> 894 44 rt3t neutral right right 0.5350435
#> 895 45 rt3t neutral right right 2.4848435
#> 896 46 rt3t neutral right right 0.4446762
#> 897 47 rt3t neutral right right 0.5783528
#> 898 48 rt3t neutral right right 0.8617921
#> 899 49 rt3t neutral right right 0.6087255
#> 900 50 rt3t neutral right right 0.4730203
#> 1081 51 rt3t accuracy right right 0.1941156
#> 1082 52 rt3t accuracy right right 0.3348457
#> 1083 53 rt3t accuracy right right 0.3355228
#> 1084 54 rt3t accuracy right right 0.2562505
#> 1085 55 rt3t accuracy right right 0.4430181
#> 1086 56 rt3t accuracy right right 0.2022592
#> 1087 57 rt3t accuracy right right 0.3690234
#> 1088 58 rt3t accuracy right right 0.2317948
#> 1089 59 rt3t accuracy right left 0.2567120
#> 1090 60 rt3t accuracy right left 0.7451354
#> 141 1 rt5t speed left right 0.1865996
#> 142 2 rt5t speed left right 0.3068165
#> 143 3 rt5t speed left right 0.2024497
#> 144 4 rt5t speed left right 0.1804746
#> 145 5 rt5t speed left right 0.2129442
#> 146 6 rt5t speed left right 0.2948960
#> 147 7 rt5t speed left left 0.2663091
#> 148 8 rt5t speed left left 0.3045470
#> 149 9 rt5t speed left left 0.4993059
#> 150 10 rt5t speed left left 0.2392330
#> 331 11 rt5t neutral left right 0.4303409
#> 332 12 rt5t neutral left left 0.3454036
#> 333 13 rt5t neutral left left 0.4519737
#> 334 14 rt5t neutral left left 0.2893122
#> 335 15 rt5t neutral left left 0.2845629
#> 336 16 rt5t neutral left left 0.5553963
#> 337 17 rt5t neutral left left 0.6706121
#> 338 18 rt5t neutral left left 0.2561879
#> 339 19 rt5t neutral left left 0.4262129
#> 340 20 rt5t neutral left left 0.2391815
#> 521 21 rt5t accuracy left right 0.2416224
#> 522 22 rt5t accuracy left right 0.2287016
#> 523 23 rt5t accuracy left right 0.2789738
#> 524 24 rt5t accuracy left right 0.2375860
#> 525 25 rt5t accuracy left right 0.3335483
#> 526 26 rt5t accuracy left left 0.4777066
#> 527 27 rt5t accuracy left left 0.3675332
#> 528 28 rt5t accuracy left left 0.4987025
#> 529 29 rt5t accuracy left left 0.6681042
#> 530 30 rt5t accuracy left left 0.8919570
#> 711 31 rt5t speed right right 0.2614897
#> 712 32 rt5t speed right right 0.2225386
#> 713 33 rt5t speed right right 0.1928897
#> 714 34 rt5t speed right right 0.2228230
#> 715 35 rt5t speed right right 0.1980147
#> 716 36 rt5t speed right right 0.3688370
#> 717 37 rt5t speed right right 0.2166054
#> 718 38 rt5t speed right right 0.3375230
#> 719 39 rt5t speed right right 0.3523151
#> 720 40 rt5t speed right left 0.4709070
#> 901 41 rt5t neutral right right 0.2392054
#> 902 42 rt5t neutral right right 0.4419884
#> 903 43 rt5t neutral right right 0.6289993
#> 904 44 rt5t neutral right right 0.2524229
#> 905 45 rt5t neutral right right 0.2526632
#> 906 46 rt5t neutral right right 0.2128440
#> 907 47 rt5t neutral right right 0.4273278
#> 908 48 rt5t neutral right right 0.2106731
#> 909 49 rt5t neutral right right 0.2745210
#> 910 50 rt5t neutral right left 0.7683956
#> 1091 51 rt5t accuracy right right 0.3559245
#> 1092 52 rt5t accuracy right right 0.3488768
#> 1093 53 rt5t accuracy right right 0.7417534
#> 1094 54 rt5t accuracy right right 0.2054065
#> 1095 55 rt5t accuracy right right 0.2200566
#> 1096 56 rt5t accuracy right right 0.2017402
#> 1097 57 rt5t accuracy right right 0.3196972
#> 1098 58 rt5t accuracy right right 0.2393724
#> 1099 59 rt5t accuracy right right 0.2496531
#> 1100 60 rt5t accuracy right left 0.4959270
#> 151 1 scat speed left right 0.6462067
#> 152 2 scat speed left right 0.3627071
#> 153 3 scat speed left right 0.3951373
#> 154 4 scat speed left left 0.3996443
#> 155 5 scat speed left left 0.4314687
#> 156 6 scat speed left left 0.3394167
#> 157 7 scat speed left left 0.6145737
#> 158 8 scat speed left left 0.3641655
#> 159 9 scat speed left left 0.4229364
#> 160 10 scat speed left left 0.5775028
#> 341 11 scat neutral left right 0.4492007
#> 342 12 scat neutral left left 0.3827930
#> 343 13 scat neutral left left 0.4117064
#> 344 14 scat neutral left left 0.8468387
#> 345 15 scat neutral left left 0.4592700
#> 346 16 scat neutral left left 1.3765702
#> 347 17 scat neutral left left 0.7213013
#> 348 18 scat neutral left left 0.3751082
#> 349 19 scat neutral left left 0.5728748
#> 350 20 scat neutral left left 0.4350599
#> 531 21 scat accuracy left left 0.8294458
#> 532 22 scat accuracy left left 1.3792583
#> 533 23 scat accuracy left left 1.0668982
#> 534 24 scat accuracy left left 1.6135485
#> 535 25 scat accuracy left left 0.9013732
#> 536 26 scat accuracy left left 1.0432235
#> 537 27 scat accuracy left left 0.6276913
#> 538 28 scat accuracy left left 1.2160568
#> 539 29 scat accuracy left left 0.9756682
#> 540 30 scat accuracy left left 0.6898856
#> 721 31 scat speed right right 0.3829510
#> 722 32 scat speed right right 0.3380344
#> 723 33 scat speed right right 0.3607996
#> 724 34 scat speed right right 0.3174536
#> 725 35 scat speed right right 0.4510848
#> 726 36 scat speed right right 0.4163560
#> 727 37 scat speed right right 0.3739558
#> 728 38 scat speed right right 0.3460194
#> 729 39 scat speed right right 0.4452335
#> 730 40 scat speed right left 0.3459480
#> 911 41 scat neutral right right 0.5739915
#> 912 42 scat neutral right right 0.8932042
#> 913 43 scat neutral right right 0.6965629
#> 914 44 scat neutral right right 1.0055243
#> 915 45 scat neutral right right 0.3290411
#> 916 46 scat neutral right right 0.5375391
#> 917 47 scat neutral right right 0.7872038
#> 918 48 scat neutral right right 2.2796233
#> 919 49 scat neutral right right 0.5924909
#> 920 50 scat neutral right right 0.4684575
#> 1101 51 scat accuracy right right 0.6388591
#> 1102 52 scat accuracy right right 0.9925847
#> 1103 53 scat accuracy right right 1.0879340
#> 1104 54 scat accuracy right right 0.4073188
#> 1105 55 scat accuracy right right 0.8415862
#> 1106 56 scat accuracy right right 1.5297571
#> 1107 57 scat accuracy right right 0.4300644
#> 1108 58 scat accuracy right right 0.8955135
#> 1109 59 scat accuracy right right 1.0366995
#> 1110 60 scat accuracy right right 2.0913606
#> 161 1 ta5t speed left right 0.2937105
#> 162 2 ta5t speed left right 0.2631734
#> 163 3 ta5t speed left left 0.2488989
#> 164 4 ta5t speed left left 0.2546503
#> 165 5 ta5t speed left left 0.4014103
#> 166 6 ta5t speed left left 0.2651228
#> 167 7 ta5t speed left left 0.3192967
#> 168 8 ta5t speed left left 0.2184386
#> 169 9 ta5t speed left left 0.6399581
#> 170 10 ta5t speed left left 0.3561106
#> 351 11 ta5t neutral left right 0.2905968
#> 352 12 ta5t neutral left right 0.7050056
#> 353 13 ta5t neutral left left 0.3665310
#> 354 14 ta5t neutral left left 0.6029654
#> 355 15 ta5t neutral left left 0.5435429
#> 356 16 ta5t neutral left left 0.5355947
#> 357 17 ta5t neutral left left 0.3180695
#> 358 18 ta5t neutral left left 0.3060396
#> 359 19 ta5t neutral left left 1.5790634
#> 360 20 ta5t neutral left left 0.6391681
#> 541 21 ta5t accuracy left right 0.3736042
#> 542 22 ta5t accuracy left left 0.5039531
#> 543 23 ta5t accuracy left left 0.2830329
#> 544 24 ta5t accuracy left left 0.2807521
#> 545 25 ta5t accuracy left left 0.4260170
#> 546 26 ta5t accuracy left left 0.3406859
#> 547 27 ta5t accuracy left left 1.0396600
#> 548 28 ta5t accuracy left left 0.4585290
#> 549 29 ta5t accuracy left left 0.5459338
#> 550 30 ta5t accuracy left left 0.5337631
#> 731 31 ta5t speed right right 0.3429983
#> 732 32 ta5t speed right right 0.2840995
#> 733 33 ta5t speed right right 0.2303108
#> 734 34 ta5t speed right right 0.2206369
#> 735 35 ta5t speed right right 0.3214019
#> 736 36 ta5t speed right right 0.5795678
#> 737 37 ta5t speed right right 0.2348614
#> 738 38 ta5t speed right right 0.3932111
#> 739 39 ta5t speed right left 0.2907238
#> 740 40 ta5t speed right left 0.4702942
#> 921 41 ta5t neutral right right 0.4780559
#> 922 42 ta5t neutral right right 0.5590383
#> 923 43 ta5t neutral right right 0.3995517
#> 924 44 ta5t neutral right right 0.5629128
#> 925 45 ta5t neutral right right 0.2335130
#> 926 46 ta5t neutral right right 0.6557634
#> 927 47 ta5t neutral right right 0.4347174
#> 928 48 ta5t neutral right right 0.2296870
#> 929 49 ta5t neutral right right 0.3020268
#> 930 50 ta5t neutral right left 0.3245372
#> 1111 51 ta5t accuracy right right 0.3357388
#> 1112 52 ta5t accuracy right right 0.3411467
#> 1113 53 ta5t accuracy right right 0.7634417
#> 1114 54 ta5t accuracy right right 0.4142033
#> 1115 55 ta5t accuracy right right 0.3820246
#> 1116 56 ta5t accuracy right right 0.5595218
#> 1117 57 ta5t accuracy right right 0.2547022
#> 1118 58 ta5t accuracy right right 0.3099805
#> 1119 59 ta5t accuracy right right 0.2820051
#> 1120 60 ta5t accuracy right left 0.2812961
#> 171 1 vf1t speed left left 0.4212912
#> 172 2 vf1t speed left left 0.3364290
#> 173 3 vf1t speed left left 0.2078372
#> 174 4 vf1t speed left left 0.1732476
#> 175 5 vf1t speed left left 0.1923307
#> 176 6 vf1t speed left left 0.2761029
#> 177 7 vf1t speed left left 0.3115965
#> 178 8 vf1t speed left left 0.6760098
#> 179 9 vf1t speed left left 0.2011117
#> 180 10 vf1t speed left left 0.2431880
#> 361 11 vf1t neutral left left 0.2258477
#> 362 12 vf1t neutral left left 0.3019779
#> 363 13 vf1t neutral left left 0.2178270
#> 364 14 vf1t neutral left left 0.3389488
#> 365 15 vf1t neutral left left 0.4336204
#> 366 16 vf1t neutral left left 1.3085749
#> 367 17 vf1t neutral left left 0.4118040
#> 368 18 vf1t neutral left left 0.2076490
#> 369 19 vf1t neutral left left 0.3285968
#> 370 20 vf1t neutral left left 0.3410585
#> 551 21 vf1t accuracy left left 0.2730089
#> 552 22 vf1t accuracy left left 0.4750599
#> 553 23 vf1t accuracy left left 0.2039661
#> 554 24 vf1t accuracy left left 0.6062702
#> 555 25 vf1t accuracy left left 0.2712646
#> 556 26 vf1t accuracy left left 0.4342505
#> 557 27 vf1t accuracy left left 0.7579729
#> 558 28 vf1t accuracy left left 1.5646041
#> 559 29 vf1t accuracy left left 0.4874828
#> 560 30 vf1t accuracy left left 0.2214121
#> 741 31 vf1t speed right right 0.2189619
#> 742 32 vf1t speed right right 0.2381785
#> 743 33 vf1t speed right right 0.3150408
#> 744 34 vf1t speed right right 0.2950088
#> 745 35 vf1t speed right right 0.2910554
#> 746 36 vf1t speed right right 0.2165688
#> 747 37 vf1t speed right right 0.4307449
#> 748 38 vf1t speed right right 0.2954342
#> 749 39 vf1t speed right right 0.2973523
#> 750 40 vf1t speed right left 0.3061023
#> 931 41 vf1t neutral right right 0.5979789
#> 932 42 vf1t neutral right right 0.2913163
#> 933 43 vf1t neutral right right 0.7865503
#> 934 44 vf1t neutral right right 0.6517459
#> 935 45 vf1t neutral right right 0.8787015
#> 936 46 vf1t neutral right right 1.0465783
#> 937 47 vf1t neutral right right 0.7099396
#> 938 48 vf1t neutral right right 0.4264659
#> 939 49 vf1t neutral right right 0.6609210
#> 940 50 vf1t neutral right right 0.5829929
#> 1121 51 vf1t accuracy right right 0.5460666
#> 1122 52 vf1t accuracy right right 0.3481910
#> 1123 53 vf1t accuracy right right 0.7512656
#> 1124 54 vf1t accuracy right right 1.0378450
#> 1125 55 vf1t accuracy right right 1.0133858
#> 1126 56 vf1t accuracy right right 0.4361698
#> 1127 57 vf1t accuracy right right 0.6257144
#> 1128 58 vf1t accuracy right right 0.8070103
#> 1129 59 vf1t accuracy right left 0.5917249
#> 1130 60 vf1t accuracy right left 1.0424112
#> 181 1 zk1t speed left right 0.4953834
#> 182 2 zk1t speed left right 0.3099815
#> 183 3 zk1t speed left left 0.3466037
#> 184 4 zk1t speed left left 0.4002000
#> 185 5 zk1t speed left left 0.4351776
#> 186 6 zk1t speed left left 0.4640213
#> 187 7 zk1t speed left left 0.3841096
#> 188 8 zk1t speed left left 0.5599565
#> 189 9 zk1t speed left left 0.5310535
#> 190 10 zk1t speed left left 0.4521048
#> 371 11 zk1t neutral left right 0.2924442
#> 372 12 zk1t neutral left left 0.5145715
#> 373 13 zk1t neutral left left 0.4753235
#> 374 14 zk1t neutral left left 0.4251893
#> 375 15 zk1t neutral left left 0.6481109
#> 376 16 zk1t neutral left left 0.3293599
#> 377 17 zk1t neutral left left 0.4071871
#> 378 18 zk1t neutral left left 0.4801336
#> 379 19 zk1t neutral left left 0.3512793
#> 380 20 zk1t neutral left left 0.3524779
#> 561 21 zk1t accuracy left left 1.5142563
#> 562 22 zk1t accuracy left left 0.3531906
#> 563 23 zk1t accuracy left left 0.8108201
#> 564 24 zk1t accuracy left left 1.1097238
#> 565 25 zk1t accuracy left left 0.7324193
#> 566 26 zk1t accuracy left left 0.4947878
#> 567 27 zk1t accuracy left left 0.8079703
#> 568 28 zk1t accuracy left left 0.6306423
#> 569 29 zk1t accuracy left left 0.9202854
#> 570 30 zk1t accuracy left left 0.4308799
#> 751 31 zk1t speed right right 0.4813497
#> 752 32 zk1t speed right right 0.4014785
#> 753 33 zk1t speed right right 0.3948503
#> 754 34 zk1t speed right right 0.3244160
#> 755 35 zk1t speed right right 0.6472755
#> 756 36 zk1t speed right right 0.4740551
#> 757 37 zk1t speed right right 0.4142269
#> 758 38 zk1t speed right left 0.6592105
#> 759 39 zk1t speed right left 0.3838675
#> 760 40 zk1t speed right left 0.6080505
#> 941 41 zk1t neutral right right 0.5840324
#> 942 42 zk1t neutral right right 0.4658300
#> 943 43 zk1t neutral right right 0.7797758
#> 944 44 zk1t neutral right right 0.3775069
#> 945 45 zk1t neutral right right 0.5784425
#> 946 46 zk1t neutral right right 0.4641291
#> 947 47 zk1t neutral right right 0.5748949
#> 948 48 zk1t neutral right left 0.4436450
#> 949 49 zk1t neutral right left 0.8472857
#> 950 50 zk1t neutral right left 0.5636372
#> 1131 51 zk1t accuracy right right 0.6222306
#> 1132 52 zk1t accuracy right right 0.5524004
#> 1133 53 zk1t accuracy right right 0.9031532
#> 1134 54 zk1t accuracy right right 1.1488480
#> 1135 55 zk1t accuracy right right 0.4427850
#> 1136 56 zk1t accuracy right right 1.5298993
#> 1137 57 zk1t accuracy right right 0.4060269
#> 1138 58 zk1t accuracy right right 0.6426107
#> 1139 59 zk1t accuracy right right 1.3782073
#> 1140 60 zk1t accuracy right right 1.1985494