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 0.3727268
#> 2 2 as1t speed left left 0.2238947
#> 3 3 as1t speed left right 0.1663837
#> 4 4 as1t speed left left 0.2499761
#> 5 5 as1t speed left right 0.1777733
#> 6 6 as1t speed left left 0.3981499
#> 7 7 as1t speed left left 0.3133444
#> 8 8 as1t speed left left 0.3288893
#> 9 9 as1t speed left left 0.2247804
#> 10 10 as1t speed left left 0.2232582
#> 191 11 as1t neutral left right 0.4551244
#> 192 12 as1t neutral left right 0.2195589
#> 193 13 as1t neutral left left 0.6084713
#> 194 14 as1t neutral left left 0.3903213
#> 195 15 as1t neutral left left 0.4327697
#> 196 16 as1t neutral left left 0.5650359
#> 197 17 as1t neutral left right 0.1814001
#> 198 18 as1t neutral left left 0.3442672
#> 199 19 as1t neutral left left 0.2897819
#> 200 20 as1t neutral left left 0.3576571
#> 381 21 as1t accuracy left left 0.4991685
#> 382 22 as1t accuracy left left 0.5926096
#> 383 23 as1t accuracy left left 0.3225476
#> 384 24 as1t accuracy left left 0.3491036
#> 385 25 as1t accuracy left left 0.4411780
#> 386 26 as1t accuracy left right 0.2048789
#> 387 27 as1t accuracy left left 0.7025669
#> 388 28 as1t accuracy left left 0.3336948
#> 389 29 as1t accuracy left left 0.8471826
#> 390 30 as1t accuracy left right 0.2177932
#> 571 31 as1t speed right right 0.2080772
#> 572 32 as1t speed right right 0.1635424
#> 573 33 as1t speed right right 0.1464750
#> 574 34 as1t speed right right 0.1934726
#> 575 35 as1t speed right left 0.4090468
#> 576 36 as1t speed right right 0.1589948
#> 577 37 as1t speed right right 0.1615567
#> 578 38 as1t speed right right 0.1629848
#> 579 39 as1t speed right right 0.1445224
#> 580 40 as1t speed right right 0.1623600
#> 761 41 as1t neutral right right 0.1799248
#> 762 42 as1t neutral right right 0.1568196
#> 763 43 as1t neutral right right 0.2710923
#> 764 44 as1t neutral right right 0.6603855
#> 765 45 as1t neutral right right 0.2486396
#> 766 46 as1t neutral right right 0.2249623
#> 767 47 as1t neutral right right 0.1741206
#> 768 48 as1t neutral right right 0.2283598
#> 769 49 as1t neutral right left 1.1007175
#> 770 50 as1t neutral right right 0.3563313
#> 951 51 as1t accuracy right right 0.2341865
#> 952 52 as1t accuracy right right 0.8883350
#> 953 53 as1t accuracy right right 0.2277700
#> 954 54 as1t accuracy right right 0.6318170
#> 955 55 as1t accuracy right right 0.2232675
#> 956 56 as1t accuracy right right 0.2566686
#> 957 57 as1t accuracy right right 0.1900130
#> 958 58 as1t accuracy right right 0.1908714
#> 959 59 as1t accuracy right right 0.2377845
#> 960 60 as1t accuracy right right 0.1894397
#> 11 1 bd6t speed left right 0.2668648
#> 12 2 bd6t speed left left 0.3573838
#> 13 3 bd6t speed left right 0.3924841
#> 14 4 bd6t speed left right 0.3865425
#> 15 5 bd6t speed left left 0.2873705
#> 16 6 bd6t speed left left 0.2867821
#> 17 7 bd6t speed left left 0.4111380
#> 18 8 bd6t speed left left 0.2538652
#> 19 9 bd6t speed left right 0.3593172
#> 20 10 bd6t speed left left 0.3066071
#> 201 11 bd6t neutral left left 0.3072050
#> 202 12 bd6t neutral left right 0.4672265
#> 203 13 bd6t neutral left left 0.4274412
#> 204 14 bd6t neutral left left 0.6656250
#> 205 15 bd6t neutral left left 0.2936417
#> 206 16 bd6t neutral left left 0.6003995
#> 207 17 bd6t neutral left left 0.6116422
#> 208 18 bd6t neutral left right 0.4504578
#> 209 19 bd6t neutral left left 0.2682627
#> 210 20 bd6t neutral left left 0.3342192
#> 391 21 bd6t accuracy left right 0.9672220
#> 392 22 bd6t accuracy left left 0.3664989
#> 393 23 bd6t accuracy left left 0.6732290
#> 394 24 bd6t accuracy left left 0.7218426
#> 395 25 bd6t accuracy left left 0.3123867
#> 396 26 bd6t accuracy left left 0.9593701
#> 397 27 bd6t accuracy left left 0.6727467
#> 398 28 bd6t accuracy left left 0.4704671
#> 399 29 bd6t accuracy left left 0.4630480
#> 400 30 bd6t accuracy left left 0.3412413
#> 581 31 bd6t speed right right 0.4138522
#> 582 32 bd6t speed right left 0.2645272
#> 583 33 bd6t speed right left 0.3090821
#> 584 34 bd6t speed right right 0.2503536
#> 585 35 bd6t speed right right 0.2875006
#> 586 36 bd6t speed right right 0.4423188
#> 587 37 bd6t speed right right 0.2544409
#> 588 38 bd6t speed right right 0.3826795
#> 589 39 bd6t speed right right 0.2897924
#> 590 40 bd6t speed right left 0.2996614
#> 771 41 bd6t neutral right right 0.4698621
#> 772 42 bd6t neutral right right 0.3408988
#> 773 43 bd6t neutral right right 0.4995189
#> 774 44 bd6t neutral right right 0.4879716
#> 775 45 bd6t neutral right right 0.3784886
#> 776 46 bd6t neutral right right 0.5795048
#> 777 47 bd6t neutral right right 0.3588305
#> 778 48 bd6t neutral right right 0.4080772
#> 779 49 bd6t neutral right right 0.3655212
#> 780 50 bd6t neutral right left 0.5114969
#> 961 51 bd6t accuracy right right 0.4864946
#> 962 52 bd6t accuracy right right 0.3413138
#> 963 53 bd6t accuracy right right 0.4958593
#> 964 54 bd6t accuracy right right 0.3283260
#> 965 55 bd6t accuracy right right 0.5474523
#> 966 56 bd6t accuracy right right 0.4006931
#> 967 57 bd6t accuracy right right 0.3337342
#> 968 58 bd6t accuracy right right 0.6319533
#> 969 59 bd6t accuracy right right 1.2271366
#> 970 60 bd6t accuracy right right 0.3212268
#> 21 1 bl1t speed left right 0.2075941
#> 22 2 bl1t speed left left 0.2809682
#> 23 3 bl1t speed left right 0.2775123
#> 24 4 bl1t speed left left 0.2349832
#> 25 5 bl1t speed left left 0.2257072
#> 26 6 bl1t speed left right 0.2534757
#> 27 7 bl1t speed left left 0.2222586
#> 28 8 bl1t speed left left 0.3370219
#> 29 9 bl1t speed left right 0.2080963
#> 30 10 bl1t speed left left 0.5349234
#> 211 11 bl1t neutral left right 0.3127924
#> 212 12 bl1t neutral left right 0.2426836
#> 213 13 bl1t neutral left right 0.2046846
#> 214 14 bl1t neutral left left 0.7767180
#> 215 15 bl1t neutral left left 0.6481074
#> 216 16 bl1t neutral left left 0.3582417
#> 217 17 bl1t neutral left left 0.4058897
#> 218 18 bl1t neutral left left 0.3176701
#> 219 19 bl1t neutral left right 0.7000448
#> 220 20 bl1t neutral left left 0.4813916
#> 401 21 bl1t accuracy left left 0.5096197
#> 402 22 bl1t accuracy left right 0.2146382
#> 403 23 bl1t accuracy left left 0.7824884
#> 404 24 bl1t accuracy left left 0.6305019
#> 405 25 bl1t accuracy left left 0.6851527
#> 406 26 bl1t accuracy left right 0.3054552
#> 407 27 bl1t accuracy left left 0.3635504
#> 408 28 bl1t accuracy left left 0.4002003
#> 409 29 bl1t accuracy left left 0.4082510
#> 410 30 bl1t accuracy left left 0.3797216
#> 591 31 bl1t speed right left 0.2497449
#> 592 32 bl1t speed right right 0.1818464
#> 593 33 bl1t speed right right 0.2287262
#> 594 34 bl1t speed right right 0.2284114
#> 595 35 bl1t speed right right 0.1993373
#> 596 36 bl1t speed right right 0.1781843
#> 597 37 bl1t speed right right 0.1953314
#> 598 38 bl1t speed right right 0.3371420
#> 599 39 bl1t speed right right 0.1818380
#> 600 40 bl1t speed right right 0.3605103
#> 781 41 bl1t neutral right right 0.7993536
#> 782 42 bl1t neutral right right 1.0995329
#> 783 43 bl1t neutral right right 1.1179106
#> 784 44 bl1t neutral right right 0.6923995
#> 785 45 bl1t neutral right right 0.3065918
#> 786 46 bl1t neutral right right 0.3361725
#> 787 47 bl1t neutral right right 1.1785045
#> 788 48 bl1t neutral right right 0.6658437
#> 789 49 bl1t neutral right right 0.2210371
#> 790 50 bl1t neutral right right 1.3251854
#> 971 51 bl1t accuracy right right 0.3046683
#> 972 52 bl1t accuracy right right 0.3690903
#> 973 53 bl1t accuracy right right 0.3760425
#> 974 54 bl1t accuracy right right 0.2291829
#> 975 55 bl1t accuracy right right 0.3489222
#> 976 56 bl1t accuracy right right 0.2359480
#> 977 57 bl1t accuracy right right 0.2231192
#> 978 58 bl1t accuracy right right 0.2667667
#> 979 59 bl1t accuracy right right 0.1868816
#> 980 60 bl1t accuracy right right 0.3368910
#> 31 1 hsft speed left right 0.3551000
#> 32 2 hsft speed left left 0.2940122
#> 33 3 hsft speed left left 0.3986376
#> 34 4 hsft speed left left 0.3046327
#> 35 5 hsft speed left left 0.2912959
#> 36 6 hsft speed left left 0.2988449
#> 37 7 hsft speed left left 0.3996022
#> 38 8 hsft speed left left 0.3539046
#> 39 9 hsft speed left left 0.3222786
#> 40 10 hsft speed left left 0.5033358
#> 221 11 hsft neutral left left 0.3061623
#> 222 12 hsft neutral left left 0.2930410
#> 223 13 hsft neutral left left 0.4916456
#> 224 14 hsft neutral left left 0.3200987
#> 225 15 hsft neutral left left 0.4872232
#> 226 16 hsft neutral left left 0.3141292
#> 227 17 hsft neutral left left 0.4375673
#> 228 18 hsft neutral left left 0.2946296
#> 229 19 hsft neutral left left 0.4012256
#> 230 20 hsft neutral left left 0.4172488
#> 411 21 hsft accuracy left left 0.6207308
#> 412 22 hsft accuracy left left 0.3274658
#> 413 23 hsft accuracy left left 0.4529692
#> 414 24 hsft accuracy left left 0.6956365
#> 415 25 hsft accuracy left left 0.6358296
#> 416 26 hsft accuracy left left 0.3973406
#> 417 27 hsft accuracy left left 0.3471606
#> 418 28 hsft accuracy left left 0.3260764
#> 419 29 hsft accuracy left left 0.9520601
#> 420 30 hsft accuracy left left 0.5624498
#> 601 31 hsft speed right left 0.3022697
#> 602 32 hsft speed right left 0.3018562
#> 603 33 hsft speed right right 0.3392945
#> 604 34 hsft speed right right 0.4555192
#> 605 35 hsft speed right right 0.3172822
#> 606 36 hsft speed right right 0.3531364
#> 607 37 hsft speed right left 0.7421559
#> 608 38 hsft speed right left 0.3045262
#> 609 39 hsft speed right right 0.5420494
#> 610 40 hsft speed right right 0.3227886
#> 791 41 hsft neutral right right 0.4256449
#> 792 42 hsft neutral right left 0.3046447
#> 793 43 hsft neutral right left 0.3190090
#> 794 44 hsft neutral right right 0.3840867
#> 795 45 hsft neutral right right 0.7455214
#> 796 46 hsft neutral right left 0.3521539
#> 797 47 hsft neutral right right 0.5805612
#> 798 48 hsft neutral right left 0.2994414
#> 799 49 hsft neutral right right 0.7230564
#> 800 50 hsft neutral right left 0.3280488
#> 981 51 hsft accuracy right right 0.4017600
#> 982 52 hsft accuracy right right 0.4086977
#> 983 53 hsft accuracy right right 0.4530052
#> 984 54 hsft accuracy right right 0.3901850
#> 985 55 hsft accuracy right right 0.6745817
#> 986 56 hsft accuracy right right 0.3860942
#> 987 57 hsft accuracy right right 0.6424951
#> 988 58 hsft accuracy right left 0.5807018
#> 989 59 hsft accuracy right right 0.4253317
#> 990 60 hsft accuracy right right 0.6896858
#> 41 1 hsgt speed left right 0.2498572
#> 42 2 hsgt speed left left 0.2631158
#> 43 3 hsgt speed left left 0.4057081
#> 44 4 hsgt speed left left 0.2419433
#> 45 5 hsgt speed left left 0.2236226
#> 46 6 hsgt speed left left 0.2276955
#> 47 7 hsgt speed left left 0.3520647
#> 48 8 hsgt speed left left 0.2753354
#> 49 9 hsgt speed left left 0.2541515
#> 50 10 hsgt speed left right 0.3681656
#> 231 11 hsgt neutral left left 0.2921973
#> 232 12 hsgt neutral left left 0.4241729
#> 233 13 hsgt neutral left left 0.2401850
#> 234 14 hsgt neutral left left 0.3761504
#> 235 15 hsgt neutral left left 0.2533495
#> 236 16 hsgt neutral left left 0.3263092
#> 237 17 hsgt neutral left left 0.2493073
#> 238 18 hsgt neutral left left 0.2522420
#> 239 19 hsgt neutral left left 0.2715612
#> 240 20 hsgt neutral left left 0.2350669
#> 421 21 hsgt accuracy left left 0.2564340
#> 422 22 hsgt accuracy left left 0.3601958
#> 423 23 hsgt accuracy left left 0.3637137
#> 424 24 hsgt accuracy left left 0.2453321
#> 425 25 hsgt accuracy left left 0.2629197
#> 426 26 hsgt accuracy left left 0.2676432
#> 427 27 hsgt accuracy left left 0.2202276
#> 428 28 hsgt accuracy left left 0.2382596
#> 429 29 hsgt accuracy left left 0.2390497
#> 430 30 hsgt accuracy left left 0.3440056
#> 611 31 hsgt speed right right 0.3297452
#> 612 32 hsgt speed right right 0.4035957
#> 613 33 hsgt speed right right 0.3162843
#> 614 34 hsgt speed right right 0.4203223
#> 615 35 hsgt speed right right 0.2579783
#> 616 36 hsgt speed right left 0.2388809
#> 617 37 hsgt speed right right 0.2846176
#> 618 38 hsgt speed right right 0.2252790
#> 619 39 hsgt speed right right 0.2563349
#> 620 40 hsgt speed right right 0.3466584
#> 801 41 hsgt neutral right right 0.2570488
#> 802 42 hsgt neutral right left 0.2246969
#> 803 43 hsgt neutral right left 0.3536678
#> 804 44 hsgt neutral right right 0.2825488
#> 805 45 hsgt neutral right left 0.2609502
#> 806 46 hsgt neutral right right 0.2803878
#> 807 47 hsgt neutral right left 0.3691065
#> 808 48 hsgt neutral right right 0.2426237
#> 809 49 hsgt neutral right right 0.2579474
#> 810 50 hsgt neutral right left 0.2445547
#> 991 51 hsgt accuracy right right 0.5680328
#> 992 52 hsgt accuracy right right 0.5724300
#> 993 53 hsgt accuracy right right 0.7117270
#> 994 54 hsgt accuracy right right 0.2931902
#> 995 55 hsgt accuracy right right 0.5820966
#> 996 56 hsgt accuracy right right 0.3540801
#> 997 57 hsgt accuracy right right 0.2382702
#> 998 58 hsgt accuracy right right 0.2935080
#> 999 59 hsgt accuracy right right 0.5084910
#> 1000 60 hsgt accuracy right right 0.3159648
#> 51 1 kd6t speed left left 0.2027321
#> 52 2 kd6t speed left left 0.3677436
#> 53 3 kd6t speed left left 0.1869938
#> 54 4 kd6t speed left left 0.4772615
#> 55 5 kd6t speed left left 0.1690045
#> 56 6 kd6t speed left left 0.2603192
#> 57 7 kd6t speed left left 0.3671048
#> 58 8 kd6t speed left left 0.2375257
#> 59 9 kd6t speed left left 0.1701203
#> 60 10 kd6t speed left left 0.1815138
#> 241 11 kd6t neutral left left 0.2987179
#> 242 12 kd6t neutral left left 0.6647253
#> 243 13 kd6t neutral left left 0.1893289
#> 244 14 kd6t neutral left left 0.2630836
#> 245 15 kd6t neutral left left 0.4866030
#> 246 16 kd6t neutral left left 0.2696392
#> 247 17 kd6t neutral left left 0.4455866
#> 248 18 kd6t neutral left left 0.4036885
#> 249 19 kd6t neutral left left 0.2070957
#> 250 20 kd6t neutral left left 0.7752131
#> 431 21 kd6t accuracy left left 0.2784990
#> 432 22 kd6t accuracy left left 0.7312639
#> 433 23 kd6t accuracy left left 0.3624786
#> 434 24 kd6t accuracy left left 0.6597424
#> 435 25 kd6t accuracy left left 0.2603141
#> 436 26 kd6t accuracy left left 0.4764723
#> 437 27 kd6t accuracy left right 0.6563690
#> 438 28 kd6t accuracy left left 0.2203202
#> 439 29 kd6t accuracy left left 0.2005783
#> 440 30 kd6t accuracy left left 0.3646443
#> 621 31 kd6t speed right right 0.7126645
#> 622 32 kd6t speed right right 0.2640699
#> 623 33 kd6t speed right right 0.2637813
#> 624 34 kd6t speed right right 0.2847845
#> 625 35 kd6t speed right right 0.5167163
#> 626 36 kd6t speed right right 0.3755081
#> 627 37 kd6t speed right left 0.6657937
#> 628 38 kd6t speed right right 0.2362322
#> 629 39 kd6t speed right right 0.2790959
#> 630 40 kd6t speed right right 0.3864820
#> 811 41 kd6t neutral right left 0.2057757
#> 812 42 kd6t neutral right right 1.6118382
#> 813 43 kd6t neutral right right 0.4546417
#> 814 44 kd6t neutral right right 0.4704669
#> 815 45 kd6t neutral right right 0.9938250
#> 816 46 kd6t neutral right right 0.9910824
#> 817 47 kd6t neutral right right 0.7492611
#> 818 48 kd6t neutral right right 0.3346770
#> 819 49 kd6t neutral right right 0.8669682
#> 820 50 kd6t neutral right right 0.5409138
#> 1001 51 kd6t accuracy right left 0.4145847
#> 1002 52 kd6t accuracy right right 0.4718162
#> 1003 53 kd6t accuracy right left 0.2000040
#> 1004 54 kd6t accuracy right right 0.4545442
#> 1005 55 kd6t accuracy right left 0.2746140
#> 1006 56 kd6t accuracy right right 0.3089076
#> 1007 57 kd6t accuracy right right 0.3462751
#> 1008 58 kd6t accuracy right right 0.3264078
#> 1009 59 kd6t accuracy right right 0.9779162
#> 1010 60 kd6t accuracy right right 0.8908487
#> 61 1 kd9t speed left left 0.2013123
#> 62 2 kd9t speed left left 0.1931413
#> 63 3 kd9t speed left left 0.1838697
#> 64 4 kd9t speed left right 0.2295230
#> 65 5 kd9t speed left left 0.2633491
#> 66 6 kd9t speed left left 0.2226858
#> 67 7 kd9t speed left right 0.4496279
#> 68 8 kd9t speed left left 0.1984455
#> 69 9 kd9t speed left left 0.5716884
#> 70 10 kd9t speed left left 0.1943089
#> 251 11 kd9t neutral left left 0.3771532
#> 252 12 kd9t neutral left left 0.2754666
#> 253 13 kd9t neutral left left 0.2528399
#> 254 14 kd9t neutral left left 0.1999259
#> 255 15 kd9t neutral left left 0.2266305
#> 256 16 kd9t neutral left left 0.3222660
#> 257 17 kd9t neutral left left 0.3464325
#> 258 18 kd9t neutral left left 0.3320162
#> 259 19 kd9t neutral left left 0.5815430
#> 260 20 kd9t neutral left left 0.2848309
#> 441 21 kd9t accuracy left left 0.3882872
#> 442 22 kd9t accuracy left left 0.2998874
#> 443 23 kd9t accuracy left left 0.2859505
#> 444 24 kd9t accuracy left left 0.3031098
#> 445 25 kd9t accuracy left left 1.0062132
#> 446 26 kd9t accuracy left left 0.6731327
#> 447 27 kd9t accuracy left left 0.4456646
#> 448 28 kd9t accuracy left left 1.0821318
#> 449 29 kd9t accuracy left left 0.3786809
#> 450 30 kd9t accuracy left left 0.5635224
#> 631 31 kd9t speed right right 0.3394854
#> 632 32 kd9t speed right right 0.2320244
#> 633 33 kd9t speed right right 0.2132353
#> 634 34 kd9t speed right right 0.4389238
#> 635 35 kd9t speed right right 0.3449870
#> 636 36 kd9t speed right right 0.2506059
#> 637 37 kd9t speed right right 0.6228830
#> 638 38 kd9t speed right right 0.3569062
#> 639 39 kd9t speed right left 0.3012939
#> 640 40 kd9t speed right right 0.3484660
#> 821 41 kd9t neutral right right 0.4948785
#> 822 42 kd9t neutral right right 0.4349056
#> 823 43 kd9t neutral right left 0.3891962
#> 824 44 kd9t neutral right right 0.4859573
#> 825 45 kd9t neutral right right 0.4498059
#> 826 46 kd9t neutral right left 0.2869162
#> 827 47 kd9t neutral right right 0.3550416
#> 828 48 kd9t neutral right right 0.4375984
#> 829 49 kd9t neutral right left 0.6340085
#> 830 50 kd9t neutral right right 0.5528573
#> 1011 51 kd9t accuracy right right 0.7700547
#> 1012 52 kd9t accuracy right right 0.8757845
#> 1013 53 kd9t accuracy right right 0.3349255
#> 1014 54 kd9t accuracy right right 0.7673817
#> 1015 55 kd9t accuracy right right 1.6406848
#> 1016 56 kd9t accuracy right right 0.8848928
#> 1017 57 kd9t accuracy right right 0.4632610
#> 1018 58 kd9t accuracy right right 0.7951520
#> 1019 59 kd9t accuracy right right 2.8636436
#> 1020 60 kd9t accuracy right right 0.5874759
#> 71 1 kh6t speed left left 0.3131890
#> 72 2 kh6t speed left left 0.3141860
#> 73 3 kh6t speed left left 0.2026780
#> 74 4 kh6t speed left left 0.4558117
#> 75 5 kh6t speed left left 0.2390632
#> 76 6 kh6t speed left right 0.1928414
#> 77 7 kh6t speed left left 0.2261553
#> 78 8 kh6t speed left left 0.2867246
#> 79 9 kh6t speed left left 0.2513329
#> 80 10 kh6t speed left right 0.3465109
#> 261 11 kh6t neutral left left 0.2961257
#> 262 12 kh6t neutral left left 0.4113123
#> 263 13 kh6t neutral left left 0.2436871
#> 264 14 kh6t neutral left right 0.2297057
#> 265 15 kh6t neutral left left 0.3521725
#> 266 16 kh6t neutral left left 0.5943440
#> 267 17 kh6t neutral left left 0.3148767
#> 268 18 kh6t neutral left left 0.9828622
#> 269 19 kh6t neutral left left 0.8060475
#> 270 20 kh6t neutral left left 0.3419742
#> 451 21 kh6t accuracy left left 1.5977170
#> 452 22 kh6t accuracy left left 2.2018746
#> 453 23 kh6t accuracy left left 1.0518372
#> 454 24 kh6t accuracy left left 0.3449268
#> 455 25 kh6t accuracy left left 0.7598465
#> 456 26 kh6t accuracy left left 0.7677862
#> 457 27 kh6t accuracy left left 0.7200152
#> 458 28 kh6t accuracy left left 0.4472276
#> 459 29 kh6t accuracy left left 1.3509594
#> 460 30 kh6t accuracy left left 1.2158041
#> 641 31 kh6t speed right right 0.2113793
#> 642 32 kh6t speed right right 0.2468995
#> 643 33 kh6t speed right right 0.2712440
#> 644 34 kh6t speed right right 0.4942659
#> 645 35 kh6t speed right right 0.3678051
#> 646 36 kh6t speed right right 0.2773480
#> 647 37 kh6t speed right right 0.4176577
#> 648 38 kh6t speed right right 0.3018921
#> 649 39 kh6t speed right left 0.2364482
#> 650 40 kh6t speed right right 0.2325354
#> 831 41 kh6t neutral right right 0.2631163
#> 832 42 kh6t neutral right right 0.2592291
#> 833 43 kh6t neutral right right 0.6623156
#> 834 44 kh6t neutral right right 0.3409647
#> 835 45 kh6t neutral right right 0.3999021
#> 836 46 kh6t neutral right left 0.3709098
#> 837 47 kh6t neutral right right 0.9706364
#> 838 48 kh6t neutral right right 0.3990159
#> 839 49 kh6t neutral right right 0.2150684
#> 840 50 kh6t neutral right right 0.4823692
#> 1021 51 kh6t accuracy right right 1.5769080
#> 1022 52 kh6t accuracy right right 0.3898187
#> 1023 53 kh6t accuracy right right 0.3615621
#> 1024 54 kh6t accuracy right right 1.3830658
#> 1025 55 kh6t accuracy right right 0.8341070
#> 1026 56 kh6t accuracy right right 1.2491843
#> 1027 57 kh6t accuracy right right 0.7186042
#> 1028 58 kh6t accuracy right right 0.3558472
#> 1029 59 kh6t accuracy right right 0.2298717
#> 1030 60 kh6t accuracy right right 1.2190653
#> 81 1 kmat speed left left 0.5199433
#> 82 2 kmat speed left left 0.6428638
#> 83 3 kmat speed left left 0.5516251
#> 84 4 kmat speed left left 0.3741776
#> 85 5 kmat speed left left 0.3449919
#> 86 6 kmat speed left left 1.4331826
#> 87 7 kmat speed left right 0.6446970
#> 88 8 kmat speed left left 0.6031993
#> 89 9 kmat speed left left 0.5396640
#> 90 10 kmat speed left left 0.5014534
#> 271 11 kmat neutral left left 0.7756147
#> 272 12 kmat neutral left left 0.8283460
#> 273 13 kmat neutral left left 1.6946089
#> 274 14 kmat neutral left left 0.6033203
#> 275 15 kmat neutral left left 0.5736110
#> 276 16 kmat neutral left left 0.5346826
#> 277 17 kmat neutral left left 0.9322925
#> 278 18 kmat neutral left left 0.6951245
#> 279 19 kmat neutral left left 0.4344001
#> 280 20 kmat neutral left left 0.8741618
#> 461 21 kmat accuracy left left 1.3473637
#> 462 22 kmat accuracy left left 0.9175659
#> 463 23 kmat accuracy left left 0.6413713
#> 464 24 kmat accuracy left left 0.4838587
#> 465 25 kmat accuracy left left 0.4902226
#> 466 26 kmat accuracy left left 1.7436711
#> 467 27 kmat accuracy left left 1.7902788
#> 468 28 kmat accuracy left left 0.7697254
#> 469 29 kmat accuracy left left 0.4923797
#> 470 30 kmat accuracy left left 0.9794829
#> 651 31 kmat speed right right 0.2843033
#> 652 32 kmat speed right right 0.3951783
#> 653 33 kmat speed right right 0.5853320
#> 654 34 kmat speed right right 0.7762172
#> 655 35 kmat speed right right 0.6392776
#> 656 36 kmat speed right right 0.3127654
#> 657 37 kmat speed right right 0.5589086
#> 658 38 kmat speed right right 0.4047199
#> 659 39 kmat speed right right 0.3894356
#> 660 40 kmat speed right left 0.5053767
#> 841 41 kmat neutral right right 0.4421085
#> 842 42 kmat neutral right right 0.8491030
#> 843 43 kmat neutral right right 0.6931447
#> 844 44 kmat neutral right right 0.9825033
#> 845 45 kmat neutral right right 1.1287408
#> 846 46 kmat neutral right right 0.8279764
#> 847 47 kmat neutral right right 1.5357977
#> 848 48 kmat neutral right right 0.9288080
#> 849 49 kmat neutral right right 0.8402525
#> 850 50 kmat neutral right right 0.4297809
#> 1031 51 kmat accuracy right right 0.8505178
#> 1032 52 kmat accuracy right right 1.9473345
#> 1033 53 kmat accuracy right right 0.5287768
#> 1034 54 kmat accuracy right right 0.7445618
#> 1035 55 kmat accuracy right right 0.5529813
#> 1036 56 kmat accuracy right right 1.6412919
#> 1037 57 kmat accuracy right right 0.4586217
#> 1038 58 kmat accuracy right right 0.4640573
#> 1039 59 kmat accuracy right right 0.4594890
#> 1040 60 kmat accuracy right right 0.8611929
#> 91 1 ku4t speed left right 0.2918475
#> 92 2 ku4t speed left left 0.4419773
#> 93 3 ku4t speed left left 0.4921828
#> 94 4 ku4t speed left left 0.7426536
#> 95 5 ku4t speed left right 0.7059183
#> 96 6 ku4t speed left left 0.9125288
#> 97 7 ku4t speed left left 0.4146034
#> 98 8 ku4t speed left left 0.4464792
#> 99 9 ku4t speed left left 0.6958958
#> 100 10 ku4t speed left left 0.6318758
#> 281 11 ku4t neutral left left 0.5579715
#> 282 12 ku4t neutral left left 0.6053404
#> 283 13 ku4t neutral left left 0.8061479
#> 284 14 ku4t neutral left left 0.5400779
#> 285 15 ku4t neutral left left 0.9732636
#> 286 16 ku4t neutral left left 0.8567743
#> 287 17 ku4t neutral left left 0.5660673
#> 288 18 ku4t neutral left left 0.8647468
#> 289 19 ku4t neutral left left 0.4321423
#> 290 20 ku4t neutral left left 0.5275845
#> 471 21 ku4t accuracy left left 0.5204879
#> 472 22 ku4t accuracy left right 0.3646693
#> 473 23 ku4t accuracy left left 0.4116662
#> 474 24 ku4t accuracy left left 1.2357013
#> 475 25 ku4t accuracy left left 0.6206690
#> 476 26 ku4t accuracy left left 0.9026069
#> 477 27 ku4t accuracy left left 0.9494854
#> 478 28 ku4t accuracy left left 0.3377463
#> 479 29 ku4t accuracy left left 0.4313345
#> 480 30 ku4t accuracy left left 0.7499389
#> 661 31 ku4t speed right right 0.3648553
#> 662 32 ku4t speed right right 0.4244586
#> 663 33 ku4t speed right left 0.3253770
#> 664 34 ku4t speed right right 0.4963325
#> 665 35 ku4t speed right left 0.4222701
#> 666 36 ku4t speed right right 0.4411380
#> 667 37 ku4t speed right right 0.3323762
#> 668 38 ku4t speed right right 1.0521933
#> 669 39 ku4t speed right right 0.6092707
#> 670 40 ku4t speed right left 0.3080172
#> 851 41 ku4t neutral right right 0.6831694
#> 852 42 ku4t neutral right right 0.5311803
#> 853 43 ku4t neutral right right 0.3994318
#> 854 44 ku4t neutral right right 0.4040990
#> 855 45 ku4t neutral right right 0.3875003
#> 856 46 ku4t neutral right right 0.3745180
#> 857 47 ku4t neutral right right 0.4027500
#> 858 48 ku4t neutral right right 0.4075090
#> 859 49 ku4t neutral right right 1.0261456
#> 860 50 ku4t neutral right right 0.5160966
#> 1041 51 ku4t accuracy right right 0.3978556
#> 1042 52 ku4t accuracy right right 0.7574361
#> 1043 53 ku4t accuracy right right 0.4279048
#> 1044 54 ku4t accuracy right right 0.3650806
#> 1045 55 ku4t accuracy right right 0.3615348
#> 1046 56 ku4t accuracy right right 0.3544739
#> 1047 57 ku4t accuracy right right 0.7373312
#> 1048 58 ku4t accuracy right right 0.4545067
#> 1049 59 ku4t accuracy right right 0.8142776
#> 1050 60 ku4t accuracy right right 0.3387165
#> 101 1 na1t speed left left 0.6364556
#> 102 2 na1t speed left left 0.5297374
#> 103 3 na1t speed left left 0.4417424
#> 104 4 na1t speed left left 0.4592987
#> 105 5 na1t speed left left 0.6770362
#> 106 6 na1t speed left left 1.6729152
#> 107 7 na1t speed left left 0.4098867
#> 108 8 na1t speed left left 0.8102436
#> 109 9 na1t speed left left 1.0003131
#> 110 10 na1t speed left left 0.9199928
#> 291 11 na1t neutral left left 0.9069192
#> 292 12 na1t neutral left left 0.6477590
#> 293 13 na1t neutral left left 1.1172499
#> 294 14 na1t neutral left left 1.2554372
#> 295 15 na1t neutral left left 0.3110327
#> 296 16 na1t neutral left left 0.8215999
#> 297 17 na1t neutral left left 0.7385100
#> 298 18 na1t neutral left left 0.5790920
#> 299 19 na1t neutral left left 1.1207605
#> 300 20 na1t neutral left left 1.2539161
#> 481 21 na1t accuracy left left 0.5330219
#> 482 22 na1t accuracy left left 0.8813558
#> 483 23 na1t accuracy left left 0.9020533
#> 484 24 na1t accuracy left left 0.6262478
#> 485 25 na1t accuracy left left 0.8740829
#> 486 26 na1t accuracy left left 1.0613177
#> 487 27 na1t accuracy left left 1.2535770
#> 488 28 na1t accuracy left left 0.6342459
#> 489 29 na1t accuracy left left 0.6627972
#> 490 30 na1t accuracy left left 0.9279863
#> 671 31 na1t speed right right 0.6593994
#> 672 32 na1t speed right right 0.7827679
#> 673 33 na1t speed right right 0.4615816
#> 674 34 na1t speed right right 0.3695375
#> 675 35 na1t speed right right 0.3844147
#> 676 36 na1t speed right right 0.4305815
#> 677 37 na1t speed right right 0.3199168
#> 678 38 na1t speed right right 0.4409911
#> 679 39 na1t speed right right 0.6673661
#> 680 40 na1t speed right right 0.3819762
#> 861 41 na1t neutral right right 1.0541028
#> 862 42 na1t neutral right right 0.6745177
#> 863 43 na1t neutral right right 0.4492526
#> 864 44 na1t neutral right left 0.9655898
#> 865 45 na1t neutral right right 0.4584245
#> 866 46 na1t neutral right right 0.7986972
#> 867 47 na1t neutral right right 0.5579617
#> 868 48 na1t neutral right right 0.8568930
#> 869 49 na1t neutral right right 0.3526053
#> 870 50 na1t neutral right right 0.6705745
#> 1051 51 na1t accuracy right right 0.9608971
#> 1052 52 na1t accuracy right right 1.0315394
#> 1053 53 na1t accuracy right right 0.5451978
#> 1054 54 na1t accuracy right right 0.7170935
#> 1055 55 na1t accuracy right right 0.7577730
#> 1056 56 na1t accuracy right right 0.9810524
#> 1057 57 na1t accuracy right right 0.7963934
#> 1058 58 na1t accuracy right right 0.4960311
#> 1059 59 na1t accuracy right right 0.7655311
#> 1060 60 na1t accuracy right right 0.8934633
#> 111 1 rmbt speed left left 0.3178268
#> 112 2 rmbt speed left left 0.1956504
#> 113 3 rmbt speed left left 0.2971920
#> 114 4 rmbt speed left right 0.9600820
#> 115 5 rmbt speed left left 0.1824685
#> 116 6 rmbt speed left left 0.2388996
#> 117 7 rmbt speed left left 0.3424629
#> 118 8 rmbt speed left left 0.4159301
#> 119 9 rmbt speed left right 0.2791973
#> 120 10 rmbt speed left left 0.2633566
#> 301 11 rmbt neutral left left 0.3676950
#> 302 12 rmbt neutral left left 0.3470554
#> 303 13 rmbt neutral left left 0.5458005
#> 304 14 rmbt neutral left left 0.2235148
#> 305 15 rmbt neutral left left 0.4547581
#> 306 16 rmbt neutral left left 0.3502358
#> 307 17 rmbt neutral left left 0.2615247
#> 308 18 rmbt neutral left left 0.1899499
#> 309 19 rmbt neutral left left 0.2302479
#> 310 20 rmbt neutral left left 0.7884618
#> 491 21 rmbt accuracy left right 1.2664876
#> 492 22 rmbt accuracy left left 0.2181364
#> 493 23 rmbt accuracy left left 0.7585853
#> 494 24 rmbt accuracy left left 0.3536165
#> 495 25 rmbt accuracy left left 0.8124097
#> 496 26 rmbt accuracy left left 0.5104307
#> 497 27 rmbt accuracy left left 0.4227972
#> 498 28 rmbt accuracy left left 0.5181120
#> 499 29 rmbt accuracy left left 0.3666182
#> 500 30 rmbt accuracy left left 0.4321811
#> 681 31 rmbt speed right right 1.1172666
#> 682 32 rmbt speed right right 0.6219043
#> 683 33 rmbt speed right right 0.4121899
#> 684 34 rmbt speed right right 0.1857169
#> 685 35 rmbt speed right right 0.2008255
#> 686 36 rmbt speed right right 1.0655795
#> 687 37 rmbt speed right right 0.6062894
#> 688 38 rmbt speed right right 0.2518504
#> 689 39 rmbt speed right right 0.4923466
#> 690 40 rmbt speed right right 0.2043531
#> 871 41 rmbt neutral right right 0.4335373
#> 872 42 rmbt neutral right right 0.3695955
#> 873 43 rmbt neutral right right 0.2945551
#> 874 44 rmbt neutral right right 0.2763193
#> 875 45 rmbt neutral right right 0.3400513
#> 876 46 rmbt neutral right right 0.4870725
#> 877 47 rmbt neutral right right 0.3815221
#> 878 48 rmbt neutral right right 0.2861171
#> 879 49 rmbt neutral right right 0.3604338
#> 880 50 rmbt neutral right right 0.3996947
#> 1061 51 rmbt accuracy right right 0.9215689
#> 1062 52 rmbt accuracy right right 0.4698643
#> 1063 53 rmbt accuracy right right 0.5275177
#> 1064 54 rmbt accuracy right right 1.9136752
#> 1065 55 rmbt accuracy right right 0.6573456
#> 1066 56 rmbt accuracy right right 0.3233137
#> 1067 57 rmbt accuracy right right 0.8275351
#> 1068 58 rmbt accuracy right right 1.0250795
#> 1069 59 rmbt accuracy right right 0.6837251
#> 1070 60 rmbt accuracy right right 0.6097439
#> 121 1 rt2t speed left left 0.2303776
#> 122 2 rt2t speed left left 0.5418905
#> 123 3 rt2t speed left left 0.2212941
#> 124 4 rt2t speed left left 0.2856398
#> 125 5 rt2t speed left left 0.3795751
#> 126 6 rt2t speed left left 0.3536353
#> 127 7 rt2t speed left left 0.6109460
#> 128 8 rt2t speed left left 0.6005023
#> 129 9 rt2t speed left left 0.5409356
#> 130 10 rt2t speed left left 0.2371374
#> 311 11 rt2t neutral left left 0.6898427
#> 312 12 rt2t neutral left left 1.2492557
#> 313 13 rt2t neutral left left 1.9153105
#> 314 14 rt2t neutral left left 0.4217109
#> 315 15 rt2t neutral left left 0.2989218
#> 316 16 rt2t neutral left left 0.7621112
#> 317 17 rt2t neutral left left 1.0489484
#> 318 18 rt2t neutral left left 0.8498076
#> 319 19 rt2t neutral left left 1.2723197
#> 320 20 rt2t neutral left left 0.4067351
#> 501 21 rt2t accuracy left left 0.3030757
#> 502 22 rt2t accuracy left left 0.4097414
#> 503 23 rt2t accuracy left left 0.3009945
#> 504 24 rt2t accuracy left left 0.5089134
#> 505 25 rt2t accuracy left left 0.2915304
#> 506 26 rt2t accuracy left left 0.3673311
#> 507 27 rt2t accuracy left left 0.4871892
#> 508 28 rt2t accuracy left left 0.2246169
#> 509 29 rt2t accuracy left left 0.3428110
#> 510 30 rt2t accuracy left left 1.2666937
#> 691 31 rt2t speed right right 0.3235817
#> 692 32 rt2t speed right right 0.4334482
#> 693 33 rt2t speed right right 0.2377747
#> 694 34 rt2t speed right right 0.3871236
#> 695 35 rt2t speed right right 0.4719861
#> 696 36 rt2t speed right right 0.9179957
#> 697 37 rt2t speed right right 0.5646847
#> 698 38 rt2t speed right left 0.2155534
#> 699 39 rt2t speed right right 0.4189176
#> 700 40 rt2t speed right left 0.1849983
#> 881 41 rt2t neutral right right 2.1966560
#> 882 42 rt2t neutral right right 0.9349249
#> 883 43 rt2t neutral right right 0.5943613
#> 884 44 rt2t neutral right left 1.3413017
#> 885 45 rt2t neutral right right 0.8317621
#> 886 46 rt2t neutral right left 0.4641284
#> 887 47 rt2t neutral right right 2.6566468
#> 888 48 rt2t neutral right right 1.7127868
#> 889 49 rt2t neutral right right 0.7912735
#> 890 50 rt2t neutral right right 3.9452847
#> 1071 51 rt2t accuracy right right 0.5972174
#> 1072 52 rt2t accuracy right right 0.3341919
#> 1073 53 rt2t accuracy right right 0.5933822
#> 1074 54 rt2t accuracy right right 0.6869769
#> 1075 55 rt2t accuracy right left 0.4124665
#> 1076 56 rt2t accuracy right right 0.4792505
#> 1077 57 rt2t accuracy right right 0.4927489
#> 1078 58 rt2t accuracy right right 0.4713638
#> 1079 59 rt2t accuracy right right 1.4556093
#> 1080 60 rt2t accuracy right left 0.3000249
#> 131 1 rt3t speed left left 0.4888115
#> 132 2 rt3t speed left right 0.2737244
#> 133 3 rt3t speed left left 0.3647462
#> 134 4 rt3t speed left right 0.3544562
#> 135 5 rt3t speed left left 0.3171490
#> 136 6 rt3t speed left left 0.2963632
#> 137 7 rt3t speed left left 0.3601594
#> 138 8 rt3t speed left left 0.3124424
#> 139 9 rt3t speed left left 0.3591195
#> 140 10 rt3t speed left right 0.4784297
#> 321 11 rt3t neutral left left 0.2995457
#> 322 12 rt3t neutral left left 0.6057770
#> 323 13 rt3t neutral left left 0.5794852
#> 324 14 rt3t neutral left left 0.3974821
#> 325 15 rt3t neutral left left 0.3826426
#> 326 16 rt3t neutral left left 0.5010914
#> 327 17 rt3t neutral left right 0.8456395
#> 328 18 rt3t neutral left left 0.3489469
#> 329 19 rt3t neutral left left 0.3448682
#> 330 20 rt3t neutral left right 0.2818549
#> 511 21 rt3t accuracy left right 0.4543381
#> 512 22 rt3t accuracy left left 0.4117882
#> 513 23 rt3t accuracy left left 0.4516936
#> 514 24 rt3t accuracy left left 0.5584613
#> 515 25 rt3t accuracy left left 0.8939114
#> 516 26 rt3t accuracy left left 0.5936147
#> 517 27 rt3t accuracy left left 0.7035069
#> 518 28 rt3t accuracy left left 0.3665851
#> 519 29 rt3t accuracy left left 1.2213837
#> 520 30 rt3t accuracy left left 0.9161958
#> 701 31 rt3t speed right left 0.2980250
#> 702 32 rt3t speed right right 0.4052648
#> 703 33 rt3t speed right right 0.4580255
#> 704 34 rt3t speed right right 0.5862028
#> 705 35 rt3t speed right right 0.3707909
#> 706 36 rt3t speed right right 0.3241437
#> 707 37 rt3t speed right right 0.6550333
#> 708 38 rt3t speed right right 0.4317913
#> 709 39 rt3t speed right right 0.4234585
#> 710 40 rt3t speed right right 0.6401052
#> 891 41 rt3t neutral right right 0.2890261
#> 892 42 rt3t neutral right right 0.3078696
#> 893 43 rt3t neutral right right 0.2701335
#> 894 44 rt3t neutral right left 0.4521153
#> 895 45 rt3t neutral right left 0.3336408
#> 896 46 rt3t neutral right right 0.2990630
#> 897 47 rt3t neutral right right 0.4244602
#> 898 48 rt3t neutral right right 0.3702219
#> 899 49 rt3t neutral right right 0.2969116
#> 900 50 rt3t neutral right right 0.3242813
#> 1081 51 rt3t accuracy right right 0.5053145
#> 1082 52 rt3t accuracy right right 0.3556176
#> 1083 53 rt3t accuracy right right 0.3909075
#> 1084 54 rt3t accuracy right right 0.6656328
#> 1085 55 rt3t accuracy right right 0.5386734
#> 1086 56 rt3t accuracy right right 0.3549912
#> 1087 57 rt3t accuracy right right 0.5735267
#> 1088 58 rt3t accuracy right right 0.4433725
#> 1089 59 rt3t accuracy right right 0.5614889
#> 1090 60 rt3t accuracy right right 0.4398236
#> 141 1 rt5t speed left right 0.7317770
#> 142 2 rt5t speed left left 1.4435211
#> 143 3 rt5t speed left left 0.5303061
#> 144 4 rt5t speed left left 0.4833390
#> 145 5 rt5t speed left left 0.4483039
#> 146 6 rt5t speed left left 0.4498719
#> 147 7 rt5t speed left left 0.5635255
#> 148 8 rt5t speed left left 0.4631520
#> 149 9 rt5t speed left left 0.7335400
#> 150 10 rt5t speed left left 0.4815093
#> 331 11 rt5t neutral left left 0.5194809
#> 332 12 rt5t neutral left right 0.5445298
#> 333 13 rt5t neutral left left 0.4318449
#> 334 14 rt5t neutral left left 0.4639559
#> 335 15 rt5t neutral left left 0.4901613
#> 336 16 rt5t neutral left left 0.6162522
#> 337 17 rt5t neutral left left 0.4561263
#> 338 18 rt5t neutral left left 0.4280933
#> 339 19 rt5t neutral left left 0.4920640
#> 340 20 rt5t neutral left left 0.4566708
#> 521 21 rt5t accuracy left left 0.8113252
#> 522 22 rt5t accuracy left left 0.8090132
#> 523 23 rt5t accuracy left left 0.8174420
#> 524 24 rt5t accuracy left left 0.4564461
#> 525 25 rt5t accuracy left left 0.4238349
#> 526 26 rt5t accuracy left left 0.5867766
#> 527 27 rt5t accuracy left left 0.7196914
#> 528 28 rt5t accuracy left left 0.4287687
#> 529 29 rt5t accuracy left left 0.4888854
#> 530 30 rt5t accuracy left left 0.4105572
#> 711 31 rt5t speed right left 0.4072366
#> 712 32 rt5t speed right right 0.8607739
#> 713 33 rt5t speed right left 1.3022283
#> 714 34 rt5t speed right right 0.8644338
#> 715 35 rt5t speed right left 0.5797750
#> 716 36 rt5t speed right right 0.7534991
#> 717 37 rt5t speed right right 0.5187171
#> 718 38 rt5t speed right left 0.5540721
#> 719 39 rt5t speed right right 0.6153035
#> 720 40 rt5t speed right right 0.6006719
#> 901 41 rt5t neutral right right 0.6820275
#> 902 42 rt5t neutral right left 0.4007145
#> 903 43 rt5t neutral right right 0.4972017
#> 904 44 rt5t neutral right right 0.5029089
#> 905 45 rt5t neutral right left 0.4162034
#> 906 46 rt5t neutral right right 1.0297570
#> 907 47 rt5t neutral right left 0.4415719
#> 908 48 rt5t neutral right left 1.1185999
#> 909 49 rt5t neutral right right 0.6230258
#> 910 50 rt5t neutral right right 0.6520785
#> 1091 51 rt5t accuracy right right 0.7503952
#> 1092 52 rt5t accuracy right left 0.4372083
#> 1093 53 rt5t accuracy right left 0.5698684
#> 1094 54 rt5t accuracy right right 0.8628173
#> 1095 55 rt5t accuracy right right 0.6240929
#> 1096 56 rt5t accuracy right right 0.8283251
#> 1097 57 rt5t accuracy right right 1.0902096
#> 1098 58 rt5t accuracy right left 0.5540846
#> 1099 59 rt5t accuracy right right 0.7481729
#> 1100 60 rt5t accuracy right left 0.7460343
#> 151 1 scat speed left left 0.3766461
#> 152 2 scat speed left left 0.4211547
#> 153 3 scat speed left right 0.3514516
#> 154 4 scat speed left left 0.8082660
#> 155 5 scat speed left right 0.3582001
#> 156 6 scat speed left left 0.7577817
#> 157 7 scat speed left left 0.3501045
#> 158 8 scat speed left left 0.5155745
#> 159 9 scat speed left left 0.5473667
#> 160 10 scat speed left right 0.9756872
#> 341 11 scat neutral left left 1.3061717
#> 342 12 scat neutral left left 0.7850186
#> 343 13 scat neutral left left 1.3275204
#> 344 14 scat neutral left left 0.5402215
#> 345 15 scat neutral left left 0.7603181
#> 346 16 scat neutral left left 0.6858504
#> 347 17 scat neutral left left 0.3299432
#> 348 18 scat neutral left left 0.3607339
#> 349 19 scat neutral left right 0.3151724
#> 350 20 scat neutral left left 0.3949559
#> 531 21 scat accuracy left left 0.9745787
#> 532 22 scat accuracy left right 0.7937607
#> 533 23 scat accuracy left right 0.2818503
#> 534 24 scat accuracy left left 0.8371852
#> 535 25 scat accuracy left right 0.3970873
#> 536 26 scat accuracy left left 0.6513018
#> 537 27 scat accuracy left right 1.0511815
#> 538 28 scat accuracy left left 1.2911898
#> 539 29 scat accuracy left left 1.0699926
#> 540 30 scat accuracy left left 0.3659385
#> 721 31 scat speed right right 0.3047482
#> 722 32 scat speed right right 0.3202999
#> 723 33 scat speed right right 0.4246833
#> 724 34 scat speed right right 0.2442147
#> 725 35 scat speed right right 0.7682310
#> 726 36 scat speed right right 0.3567979
#> 727 37 scat speed right right 0.4579306
#> 728 38 scat speed right right 0.2995950
#> 729 39 scat speed right right 0.5999133
#> 730 40 scat speed right right 0.3755430
#> 911 41 scat neutral right right 0.4234593
#> 912 42 scat neutral right right 0.2592103
#> 913 43 scat neutral right right 0.7644569
#> 914 44 scat neutral right right 0.3500766
#> 915 45 scat neutral right right 0.3276717
#> 916 46 scat neutral right right 0.4008564
#> 917 47 scat neutral right right 0.5974669
#> 918 48 scat neutral right right 0.3642805
#> 919 49 scat neutral right right 0.2644726
#> 920 50 scat neutral right right 1.7163241
#> 1101 51 scat accuracy right right 0.3937362
#> 1102 52 scat accuracy right right 0.7628029
#> 1103 53 scat accuracy right left 1.4469192
#> 1104 54 scat accuracy right right 0.4970608
#> 1105 55 scat accuracy right right 0.9370420
#> 1106 56 scat accuracy right right 0.6100703
#> 1107 57 scat accuracy right right 0.6535501
#> 1108 58 scat accuracy right right 2.1975685
#> 1109 59 scat accuracy right right 1.6878368
#> 1110 60 scat accuracy right right 0.3041232
#> 161 1 ta5t speed left left 0.4984591
#> 162 2 ta5t speed left right 0.1385700
#> 163 3 ta5t speed left left 0.3152401
#> 164 4 ta5t speed left right 0.2833195
#> 165 5 ta5t speed left right 0.3189521
#> 166 6 ta5t speed left left 0.3121889
#> 167 7 ta5t speed left left 0.3634248
#> 168 8 ta5t speed left left 0.6939376
#> 169 9 ta5t speed left left 0.2456100
#> 170 10 ta5t speed left right 0.1473742
#> 351 11 ta5t neutral left left 0.6838459
#> 352 12 ta5t neutral left right 0.5008980
#> 353 13 ta5t neutral left left 0.6168900
#> 354 14 ta5t neutral left right 0.1851597
#> 355 15 ta5t neutral left right 0.6633787
#> 356 16 ta5t neutral left left 0.4429974
#> 357 17 ta5t neutral left left 1.2786604
#> 358 18 ta5t neutral left right 0.2468371
#> 359 19 ta5t neutral left left 0.8350103
#> 360 20 ta5t neutral left right 0.3683552
#> 541 21 ta5t accuracy left left 2.8622171
#> 542 22 ta5t accuracy left left 1.4142208
#> 543 23 ta5t accuracy left left 2.1457308
#> 544 24 ta5t accuracy left left 3.0934206
#> 545 25 ta5t accuracy left left 0.9361748
#> 546 26 ta5t accuracy left left 1.9638463
#> 547 27 ta5t accuracy left right 0.2451362
#> 548 28 ta5t accuracy left left 1.0901160
#> 549 29 ta5t accuracy left left 1.4051601
#> 550 30 ta5t accuracy left left 0.9880817
#> 731 31 ta5t speed right right 0.1529341
#> 732 32 ta5t speed right right 0.1475960
#> 733 33 ta5t speed right right 0.1480057
#> 734 34 ta5t speed right right 0.1437557
#> 735 35 ta5t speed right right 0.1534862
#> 736 36 ta5t speed right right 0.1695405
#> 737 37 ta5t speed right right 0.3010264
#> 738 38 ta5t speed right right 1.1037087
#> 739 39 ta5t speed right right 0.4506487
#> 740 40 ta5t speed right right 0.1810371
#> 921 41 ta5t neutral right right 0.9368679
#> 922 42 ta5t neutral right right 1.3203501
#> 923 43 ta5t neutral right right 0.2384152
#> 924 44 ta5t neutral right right 0.2126714
#> 925 45 ta5t neutral right right 1.0392466
#> 926 46 ta5t neutral right right 0.8480072
#> 927 47 ta5t neutral right right 0.7737221
#> 928 48 ta5t neutral right right 0.4081349
#> 929 49 ta5t neutral right right 0.2343427
#> 930 50 ta5t neutral right right 0.2774773
#> 1111 51 ta5t accuracy right right 0.2662246
#> 1112 52 ta5t accuracy right right 0.8993632
#> 1113 53 ta5t accuracy right right 0.1757401
#> 1114 54 ta5t accuracy right right 0.2397368
#> 1115 55 ta5t accuracy right right 0.3850919
#> 1116 56 ta5t accuracy right right 0.2058480
#> 1117 57 ta5t accuracy right right 0.1698580
#> 1118 58 ta5t accuracy right right 0.2118483
#> 1119 59 ta5t accuracy right right 0.2741708
#> 1120 60 ta5t accuracy right right 1.0927392
#> 171 1 vf1t speed left left 0.3229512
#> 172 2 vf1t speed left left 0.3114611
#> 173 3 vf1t speed left left 0.4106357
#> 174 4 vf1t speed left left 0.4362595
#> 175 5 vf1t speed left left 0.3887249
#> 176 6 vf1t speed left left 0.3585316
#> 177 7 vf1t speed left left 0.2816170
#> 178 8 vf1t speed left left 0.5698366
#> 179 9 vf1t speed left left 0.4103885
#> 180 10 vf1t speed left left 0.2788972
#> 361 11 vf1t neutral left left 0.7376407
#> 362 12 vf1t neutral left left 0.3475329
#> 363 13 vf1t neutral left left 0.5840242
#> 364 14 vf1t neutral left left 0.8858022
#> 365 15 vf1t neutral left left 0.3910274
#> 366 16 vf1t neutral left left 0.4845569
#> 367 17 vf1t neutral left left 1.2839378
#> 368 18 vf1t neutral left left 0.3255560
#> 369 19 vf1t neutral left left 0.5816446
#> 370 20 vf1t neutral left left 0.3086044
#> 551 21 vf1t accuracy left left 0.3124253
#> 552 22 vf1t accuracy left left 0.2945567
#> 553 23 vf1t accuracy left left 0.7905209
#> 554 24 vf1t accuracy left left 0.4938199
#> 555 25 vf1t accuracy left left 1.4304762
#> 556 26 vf1t accuracy left left 1.1539772
#> 557 27 vf1t accuracy left left 0.3193225
#> 558 28 vf1t accuracy left left 0.5365969
#> 559 29 vf1t accuracy left left 0.3979485
#> 560 30 vf1t accuracy left left 1.3713513
#> 741 31 vf1t speed right right 0.8745818
#> 742 32 vf1t speed right right 0.6017397
#> 743 33 vf1t speed right left 0.3848456
#> 744 34 vf1t speed right right 0.3533484
#> 745 35 vf1t speed right right 1.0523794
#> 746 36 vf1t speed right right 0.5760974
#> 747 37 vf1t speed right right 0.5149460
#> 748 38 vf1t speed right right 0.5562251
#> 749 39 vf1t speed right right 0.6867026
#> 750 40 vf1t speed right right 0.4621974
#> 931 41 vf1t neutral right right 1.0126144
#> 932 42 vf1t neutral right right 0.5505629
#> 933 43 vf1t neutral right right 0.5627930
#> 934 44 vf1t neutral right right 1.0893171
#> 935 45 vf1t neutral right right 1.2250247
#> 936 46 vf1t neutral right right 0.8787634
#> 937 47 vf1t neutral right right 2.4692755
#> 938 48 vf1t neutral right right 1.1523153
#> 939 49 vf1t neutral right right 0.8074370
#> 940 50 vf1t neutral right right 0.7440018
#> 1121 51 vf1t accuracy right right 0.9254324
#> 1122 52 vf1t accuracy right right 0.7539092
#> 1123 53 vf1t accuracy right right 1.6012909
#> 1124 54 vf1t accuracy right right 3.4940277
#> 1125 55 vf1t accuracy right right 1.1928551
#> 1126 56 vf1t accuracy right right 0.7543970
#> 1127 57 vf1t accuracy right left 0.3276291
#> 1128 58 vf1t accuracy right right 1.4444555
#> 1129 59 vf1t accuracy right left 1.1120723
#> 1130 60 vf1t accuracy right right 1.2090963
#> 181 1 zk1t speed left left 0.6566389
#> 182 2 zk1t speed left left 0.8292913
#> 183 3 zk1t speed left right 0.4169265
#> 184 4 zk1t speed left right 0.5840772
#> 185 5 zk1t speed left left 0.6350649
#> 186 6 zk1t speed left left 0.6176012
#> 187 7 zk1t speed left left 0.3311382
#> 188 8 zk1t speed left right 0.4284681
#> 189 9 zk1t speed left left 0.6972133
#> 190 10 zk1t speed left left 0.7729403
#> 371 11 zk1t neutral left left 1.0569597
#> 372 12 zk1t neutral left left 1.3853163
#> 373 13 zk1t neutral left left 0.7528060
#> 374 14 zk1t neutral left left 0.7179952
#> 375 15 zk1t neutral left left 1.4741816
#> 376 16 zk1t neutral left left 0.6347147
#> 377 17 zk1t neutral left left 2.5300758
#> 378 18 zk1t neutral left left 0.7068803
#> 379 19 zk1t neutral left left 0.7138580
#> 380 20 zk1t neutral left left 0.7170245
#> 561 21 zk1t accuracy left left 1.4573553
#> 562 22 zk1t accuracy left left 1.3074180
#> 563 23 zk1t accuracy left left 1.4482344
#> 564 24 zk1t accuracy left left 1.0124497
#> 565 25 zk1t accuracy left left 0.7010463
#> 566 26 zk1t accuracy left left 0.6185689
#> 567 27 zk1t accuracy left left 0.5874325
#> 568 28 zk1t accuracy left right 0.3603536
#> 569 29 zk1t accuracy left left 0.8251554
#> 570 30 zk1t accuracy left left 0.8690295
#> 751 31 zk1t speed right right 1.4547369
#> 752 32 zk1t speed right right 0.6675487
#> 753 33 zk1t speed right right 0.4304510
#> 754 34 zk1t speed right right 0.3804752
#> 755 35 zk1t speed right right 0.2951726
#> 756 36 zk1t speed right right 0.2448752
#> 757 37 zk1t speed right right 0.2269428
#> 758 38 zk1t speed right right 0.8047198
#> 759 39 zk1t speed right right 0.6109758
#> 760 40 zk1t speed right right 0.3763572
#> 941 41 zk1t neutral right right 0.4812582
#> 942 42 zk1t neutral right right 0.6137449
#> 943 43 zk1t neutral right right 0.8395810
#> 944 44 zk1t neutral right right 0.6459128
#> 945 45 zk1t neutral right right 1.1993030
#> 946 46 zk1t neutral right right 0.5015355
#> 947 47 zk1t neutral right right 0.7372061
#> 948 48 zk1t neutral right right 1.0642570
#> 949 49 zk1t neutral right right 0.2973128
#> 950 50 zk1t neutral right right 0.5220550
#> 1131 51 zk1t accuracy right right 0.4734903
#> 1132 52 zk1t accuracy right right 0.2790190
#> 1133 53 zk1t accuracy right right 0.2865074
#> 1134 54 zk1t accuracy right right 0.2513117
#> 1135 55 zk1t accuracy right right 0.3615967
#> 1136 56 zk1t accuracy right right 0.4389936
#> 1137 57 zk1t accuracy right right 0.2877194
#> 1138 58 zk1t accuracy right right 0.3116572
#> 1139 59 zk1t accuracy right right 0.8295678
#> 1140 60 zk1t accuracy right right 0.2821113