Simulates subject-level parameters in the format required by make_data().
Usage
make_random_effects(
design,
group_means,
n_subj = NULL,
variance_proportion = 0.2,
covariances = NULL
)Arguments
- design
A design list. The design as specified by
design()- group_means
A numeric vector. The group level means for each parameter, in the same order as
sampled_pars(design)- n_subj
An integer. The number of subjects to generate parameters for. If
NULLwill be inferred from design- variance_proportion
A double. Optional. If
covariancesare not specified, the variances will be created by multiplying the means by this number. The covariances will be 0.- covariances
A covariance matrix. Optional. Specify the intended covariance matrix.
Examples
# First create a design
design_DDMaE <- design(data = forstmann,model=DDM,
formula =list(v~0+S,a~E, t0~1, s~1, Z~1, sv~1, SZ~1),
constants=c(s=log(1)))
#> Parameter(s) st0 not specified in formula and assumed constant.
#>
#> Sampled Parameters:
#> [1] "v_Sleft" "v_Sright" "a" "a_Eneutral" "a_Eaccuracy"
#> [6] "t0" "Z" "sv" "SZ"
#>
#> Design Matrices:
#> $v
#> S v_Sleft v_Sright
#> left 1 0
#> right 0 1
#>
#> $a
#> E a a_Eneutral a_Eaccuracy
#> speed 1 0 0
#> neutral 1 1 0
#> accuracy 1 0 1
#>
#> $t0
#> t0
#> 1
#>
#> $s
#> s
#> 1
#>
#> $Z
#> Z
#> 1
#>
#> $sv
#> sv
#> 1
#>
#> $SZ
#> SZ
#> 1
#>
#> $st0
#> st0
#> 1
#>
# Then create a group-level means vector:
group_means =c(v_Sleft=-2,v_Sright=2,a=log(1),a_Eneutral=log(1.5),a_Eaccuracy=log(2),
t0=log(.2),Z=qnorm(.5),sv=log(.5),SZ=qnorm(.5))
# Now we can create subject-level parameters
subj_pars <- make_random_effects(design_DDMaE, group_means, n_subj = 19)
# We can also define a covariance matrix to simulate from
subj_pars <- make_random_effects(design_DDMaE, group_means, n_subj = 19,
covariances = diag(.1, length(group_means)))
# The subject level parameters can be used to generate data
make_data(subj_pars, design_DDMaE, n_trials = 10)
#> subjects E S trials R rt
#> 1 as1t speed left 1 left 0.1739289
#> 20 as1t neutral left 1 left 0.1857003
#> 39 as1t accuracy left 1 left 0.5122115
#> 58 as1t speed right 1 left 0.2127294
#> 77 as1t neutral right 1 right 0.2512599
#> 96 as1t accuracy right 1 right 0.7732646
#> 115 as1t speed left 2 left 0.1458726
#> 134 as1t neutral left 2 left 0.1654491
#> 153 as1t accuracy left 2 left 0.3368329
#> 172 as1t speed right 2 left 0.4247824
#> 191 as1t neutral right 2 right 0.1897626
#> 210 as1t accuracy right 2 right 1.0105605
#> 229 as1t speed left 3 left 0.2193947
#> 248 as1t neutral left 3 right 0.2874850
#> 267 as1t accuracy left 3 left 0.5245214
#> 286 as1t speed right 3 right 0.3509188
#> 305 as1t neutral right 3 right 0.1495483
#> 324 as1t accuracy right 3 right 0.8246675
#> 343 as1t speed left 4 left 0.2364307
#> 362 as1t neutral left 4 left 0.1666933
#> 381 as1t accuracy left 4 left 0.7700385
#> 400 as1t speed right 4 right 0.1921199
#> 419 as1t neutral right 4 right 0.5071156
#> 438 as1t accuracy right 4 right 1.1669174
#> 457 as1t speed left 5 left 0.4437099
#> 476 as1t neutral left 5 left 0.2393762
#> 495 as1t accuracy left 5 left 0.4166828
#> 514 as1t speed right 5 left 0.1987408
#> 533 as1t neutral right 5 right 0.1828121
#> 552 as1t accuracy right 5 right 0.9692529
#> 571 as1t speed left 6 left 0.2384956
#> 590 as1t neutral left 6 left 0.1219610
#> 609 as1t accuracy left 6 left 0.9338652
#> 628 as1t speed right 6 right 0.3004748
#> 647 as1t neutral right 6 right 0.2649877
#> 666 as1t accuracy right 6 right 0.3732264
#> 685 as1t speed left 7 left 0.2451327
#> 704 as1t neutral left 7 left 0.2403125
#> 723 as1t accuracy left 7 left 1.0741274
#> 742 as1t speed right 7 right 0.1673596
#> 761 as1t neutral right 7 right 0.5069372
#> 780 as1t accuracy right 7 right 0.8375290
#> 799 as1t speed left 8 left 0.1386146
#> 818 as1t neutral left 8 left 0.4088141
#> 837 as1t accuracy left 8 left 0.4529004
#> 856 as1t speed right 8 left 0.1524746
#> 875 as1t neutral right 8 right 0.2790089
#> 894 as1t accuracy right 8 right 0.6341080
#> 913 as1t speed left 9 left 0.1554695
#> 932 as1t neutral left 9 left 0.1879992
#> 951 as1t accuracy left 9 left 1.4475942
#> 970 as1t speed right 9 right 0.1578595
#> 989 as1t neutral right 9 right 0.3620401
#> 1008 as1t accuracy right 9 right 0.5271057
#> 1027 as1t speed left 10 left 0.1389430
#> 1046 as1t neutral left 10 right 0.5749928
#> 1065 as1t accuracy left 10 left 1.3962296
#> 1084 as1t speed right 10 right 0.2340322
#> 1103 as1t neutral right 10 right 0.5576933
#> 1122 as1t accuracy right 10 left 0.7994647
#> 2 bd6t speed left 1 left 0.4713983
#> 21 bd6t neutral left 1 left 0.2987067
#> 40 bd6t accuracy left 1 left 1.3923496
#> 59 bd6t speed right 1 right 0.1939515
#> 78 bd6t neutral right 1 right 0.3400629
#> 97 bd6t accuracy right 1 right 1.0640051
#> 116 bd6t speed left 2 right 0.2746947
#> 135 bd6t neutral left 2 left 0.4954209
#> 154 bd6t accuracy left 2 left 1.0532222
#> 173 bd6t speed right 2 left 0.3009342
#> 192 bd6t neutral right 2 right 1.0166187
#> 211 bd6t accuracy right 2 right 0.9897111
#> 230 bd6t speed left 3 left 0.5083403
#> 249 bd6t neutral left 3 left 0.3583790
#> 268 bd6t accuracy left 3 left 0.8675884
#> 287 bd6t speed right 3 right 0.2277594
#> 306 bd6t neutral right 3 right 0.2947048
#> 325 bd6t accuracy right 3 right 0.6948552
#> 344 bd6t speed left 4 left 0.3793804
#> 363 bd6t neutral left 4 left 0.2977988
#> 382 bd6t accuracy left 4 left 0.4178160
#> 401 bd6t speed right 4 right 0.2224853
#> 420 bd6t neutral right 4 right 0.7395757
#> 439 bd6t accuracy right 4 right 1.7623632
#> 458 bd6t speed left 5 left 0.2710349
#> 477 bd6t neutral left 5 left 0.5462134
#> 496 bd6t accuracy left 5 left 1.1705083
#> 515 bd6t speed right 5 left 0.2147056
#> 534 bd6t neutral right 5 right 0.3577717
#> 553 bd6t accuracy right 5 right 0.3407533
#> 572 bd6t speed left 6 left 0.2502133
#> 591 bd6t neutral left 6 left 1.2994841
#> 610 bd6t accuracy left 6 left 0.6708505
#> 629 bd6t speed right 6 right 0.2607135
#> 648 bd6t neutral right 6 right 0.2533927
#> 667 bd6t accuracy right 6 right 0.5549022
#> 686 bd6t speed left 7 left 0.2466625
#> 705 bd6t neutral left 7 left 0.6153619
#> 724 bd6t accuracy left 7 right 0.4179532
#> 743 bd6t speed right 7 right 0.2351906
#> 762 bd6t neutral right 7 right 0.2716931
#> 781 bd6t accuracy right 7 right 0.5050941
#> 800 bd6t speed left 8 left 0.2450574
#> 819 bd6t neutral left 8 left 0.3935660
#> 838 bd6t accuracy left 8 left 0.4750647
#> 857 bd6t speed right 8 right 0.1912268
#> 876 bd6t neutral right 8 right 0.9844539
#> 895 bd6t accuracy right 8 right 0.5795268
#> 914 bd6t speed left 9 left 0.2624711
#> 933 bd6t neutral left 9 left 0.7337030
#> 952 bd6t accuracy left 9 left 0.8479317
#> 971 bd6t speed right 9 left 0.3416137
#> 990 bd6t neutral right 9 right 0.7615374
#> 1009 bd6t accuracy right 9 right 0.4473530
#> 1028 bd6t speed left 10 left 0.2220383
#> 1047 bd6t neutral left 10 left 0.4529179
#> 1066 bd6t accuracy left 10 left 1.8410419
#> 1085 bd6t speed right 10 right 0.3136252
#> 1104 bd6t neutral right 10 right 0.3131521
#> 1123 bd6t accuracy right 10 right 0.4272405
#> 3 bl1t speed left 1 right 0.2622108
#> 22 bl1t neutral left 1 left 0.5173025
#> 41 bl1t accuracy left 1 left 0.7713296
#> 60 bl1t speed right 1 right 0.2571113
#> 79 bl1t neutral right 1 right 0.3729965
#> 98 bl1t accuracy right 1 right 0.7526458
#> 117 bl1t speed left 2 right 0.6373499
#> 136 bl1t neutral left 2 left 1.3909282
#> 155 bl1t accuracy left 2 left 0.4099769
#> 174 bl1t speed right 2 right 0.4568756
#> 193 bl1t neutral right 2 right 1.3672298
#> 212 bl1t accuracy right 2 right 0.4094694
#> 231 bl1t speed left 3 left 0.3123721
#> 250 bl1t neutral left 3 left 0.7101259
#> 269 bl1t accuracy left 3 left 0.4502619
#> 288 bl1t speed right 3 right 0.2512112
#> 307 bl1t neutral right 3 right 0.3461823
#> 326 bl1t accuracy right 3 right 0.2716901
#> 345 bl1t speed left 4 right 0.2310379
#> 364 bl1t neutral left 4 left 0.8900620
#> 383 bl1t accuracy left 4 left 1.4054401
#> 402 bl1t speed right 4 right 0.2397503
#> 421 bl1t neutral right 4 right 0.5212424
#> 440 bl1t accuracy right 4 right 0.4004643
#> 459 bl1t speed left 5 left 0.4522427
#> 478 bl1t neutral left 5 left 0.3721917
#> 497 bl1t accuracy left 5 right 0.2582251
#> 516 bl1t speed right 5 right 0.3522924
#> 535 bl1t neutral right 5 right 0.5599462
#> 554 bl1t accuracy right 5 right 0.2468689
#> 573 bl1t speed left 6 left 0.3471776
#> 592 bl1t neutral left 6 left 0.6379985
#> 611 bl1t accuracy left 6 right 0.8491322
#> 630 bl1t speed right 6 right 0.4050914
#> 649 bl1t neutral right 6 right 0.3029159
#> 668 bl1t accuracy right 6 right 0.2840156
#> 687 bl1t speed left 7 right 0.2854414
#> 706 bl1t neutral left 7 left 0.8823628
#> 725 bl1t accuracy left 7 left 1.2623431
#> 744 bl1t speed right 7 right 0.3738304
#> 763 bl1t neutral right 7 right 0.4044063
#> 782 bl1t accuracy right 7 right 0.5923090
#> 801 bl1t speed left 8 left 0.4801990
#> 820 bl1t neutral left 8 left 0.5510942
#> 839 bl1t accuracy left 8 left 0.7893112
#> 858 bl1t speed right 8 right 0.2376798
#> 877 bl1t neutral right 8 right 0.5221055
#> 896 bl1t accuracy right 8 right 0.9826807
#> 915 bl1t speed left 9 left 0.2948682
#> 934 bl1t neutral left 9 left 0.8095680
#> 953 bl1t accuracy left 9 left 1.0349729
#> 972 bl1t speed right 9 right 0.3065089
#> 991 bl1t neutral right 9 right 0.2597778
#> 1010 bl1t accuracy right 9 right 0.6258138
#> 1029 bl1t speed left 10 left 0.8726837
#> 1048 bl1t neutral left 10 left 0.6752768
#> 1067 bl1t accuracy left 10 left 1.8920984
#> 1086 bl1t speed right 10 right 0.2513250
#> 1105 bl1t neutral right 10 right 0.4260237
#> 1124 bl1t accuracy right 10 right 0.2350447
#> 4 hsft speed left 1 left 0.4844660
#> 23 hsft neutral left 1 right 0.8664995
#> 42 hsft accuracy left 1 left 0.9508460
#> 61 hsft speed right 1 right 0.3158232
#> 80 hsft neutral right 1 right 0.4505189
#> 99 hsft accuracy right 1 right 0.4720812
#> 118 hsft speed left 2 left 0.2818433
#> 137 hsft neutral left 2 left 0.8999413
#> 156 hsft accuracy left 2 left 1.2286025
#> 175 hsft speed right 2 right 0.3898744
#> 194 hsft neutral right 2 right 0.4845257
#> 213 hsft accuracy right 2 right 1.0925394
#> 232 hsft speed left 3 left 0.3076037
#> 251 hsft neutral left 3 left 0.6663170
#> 270 hsft accuracy left 3 left 1.2325963
#> 289 hsft speed right 3 right 0.2871300
#> 308 hsft neutral right 3 right 0.3135829
#> 327 hsft accuracy right 3 right 1.8895847
#> 346 hsft speed left 4 left 0.3890917
#> 365 hsft neutral left 4 left 0.3999976
#> 384 hsft accuracy left 4 left 0.6106031
#> 403 hsft speed right 4 right 0.3676555
#> 422 hsft neutral right 4 right 0.4857572
#> 441 hsft accuracy right 4 right 0.8870675
#> 460 hsft speed left 5 left 0.7345342
#> 479 hsft neutral left 5 left 0.4807470
#> 498 hsft accuracy left 5 left 0.6798614
#> 517 hsft speed right 5 right 0.7481359
#> 536 hsft neutral right 5 right 0.6597124
#> 555 hsft accuracy right 5 right 2.4290646
#> 574 hsft speed left 6 left 0.6576651
#> 593 hsft neutral left 6 left 0.5064507
#> 612 hsft accuracy left 6 left 0.6649487
#> 631 hsft speed right 6 left 0.5363634
#> 650 hsft neutral right 6 right 0.4560049
#> 669 hsft accuracy right 6 right 1.5214150
#> 688 hsft speed left 7 left 0.8002474
#> 707 hsft neutral left 7 left 0.8950458
#> 726 hsft accuracy left 7 left 0.8872500
#> 745 hsft speed right 7 right 0.5487865
#> 764 hsft neutral right 7 right 0.4032076
#> 783 hsft accuracy right 7 right 0.4607805
#> 802 hsft speed left 8 left 0.7875832
#> 821 hsft neutral left 8 left 0.4319684
#> 840 hsft accuracy left 8 left 0.7746905
#> 859 hsft speed right 8 right 0.5629176
#> 878 hsft neutral right 8 right 0.2862968
#> 897 hsft accuracy right 8 right 0.9028037
#> 916 hsft speed left 9 left 0.3647845
#> 935 hsft neutral left 9 left 0.9195001
#> 954 hsft accuracy left 9 left 0.5427022
#> 973 hsft speed right 9 right 0.4934986
#> 992 hsft neutral right 9 right 0.6191033
#> 1011 hsft accuracy right 9 right 0.5409514
#> 1030 hsft speed left 10 left 0.3080656
#> 1049 hsft neutral left 10 left 0.3088343
#> 1068 hsft accuracy left 10 left 0.4184488
#> 1087 hsft speed right 10 right 0.2789740
#> 1106 hsft neutral right 10 right 0.3677371
#> 1125 hsft accuracy right 10 right 0.9237679
#> 5 hsgt speed left 1 left 0.2827266
#> 24 hsgt neutral left 1 left 0.2082048
#> 43 hsgt accuracy left 1 left 0.6361118
#> 62 hsgt speed right 1 right 0.3242734
#> 81 hsgt neutral right 1 right 0.1992982
#> 100 hsgt accuracy right 1 right 0.5024129
#> 119 hsgt speed left 2 left 0.4670997
#> 138 hsgt neutral left 2 left 0.5363826
#> 157 hsgt accuracy left 2 left 0.2458254
#> 176 hsgt speed right 2 right 0.4839752
#> 195 hsgt neutral right 2 right 0.2224187
#> 214 hsgt accuracy right 2 right 0.2759047
#> 233 hsgt speed left 3 left 0.2302434
#> 252 hsgt neutral left 3 right 0.1695920
#> 271 hsgt accuracy left 3 right 0.1929965
#> 290 hsgt speed right 3 right 0.1834725
#> 309 hsgt neutral right 3 right 0.2729723
#> 328 hsgt accuracy right 3 left 0.4837906
#> 347 hsgt speed left 4 left 0.1834101
#> 366 hsgt neutral left 4 left 0.1796388
#> 385 hsgt accuracy left 4 left 0.3901343
#> 404 hsgt speed right 4 right 0.1650609
#> 423 hsgt neutral right 4 right 0.3253515
#> 442 hsgt accuracy right 4 left 0.6435615
#> 461 hsgt speed left 5 left 0.1919457
#> 480 hsgt neutral left 5 left 0.2101037
#> 499 hsgt accuracy left 5 left 0.3389771
#> 518 hsgt speed right 5 right 0.1846716
#> 537 hsgt neutral right 5 right 0.1645542
#> 556 hsgt accuracy right 5 right 0.2819389
#> 575 hsgt speed left 6 left 0.2117297
#> 594 hsgt neutral left 6 right 0.2628708
#> 613 hsgt accuracy left 6 left 0.4362066
#> 632 hsgt speed right 6 right 0.2115621
#> 651 hsgt neutral right 6 right 0.4278216
#> 670 hsgt accuracy right 6 right 0.2321188
#> 689 hsgt speed left 7 left 0.1627506
#> 708 hsgt neutral left 7 left 0.1948650
#> 727 hsgt accuracy left 7 left 0.4522947
#> 746 hsgt speed right 7 right 0.2256237
#> 765 hsgt neutral right 7 left 0.2716231
#> 784 hsgt accuracy right 7 right 0.1709617
#> 803 hsgt speed left 8 right 0.2538349
#> 822 hsgt neutral left 8 left 0.2348430
#> 841 hsgt accuracy left 8 left 0.2583312
#> 860 hsgt speed right 8 right 0.1814586
#> 879 hsgt neutral right 8 right 0.2012904
#> 898 hsgt accuracy right 8 right 0.2904477
#> 917 hsgt speed left 9 left 0.2115537
#> 936 hsgt neutral left 9 left 0.1679618
#> 955 hsgt accuracy left 9 left 0.2270924
#> 974 hsgt speed right 9 right 0.4756933
#> 993 hsgt neutral right 9 right 0.2621606
#> 1012 hsgt accuracy right 9 right 0.1846325
#> 1031 hsgt speed left 10 right 0.1694094
#> 1050 hsgt neutral left 10 left 0.2946288
#> 1069 hsgt accuracy left 10 left 0.2535995
#> 1088 hsgt speed right 10 right 0.1922463
#> 1107 hsgt neutral right 10 right 0.3181161
#> 1126 hsgt accuracy right 10 right 0.2274632
#> 6 kd6t speed left 1 left 0.4434888
#> 25 kd6t neutral left 1 left 0.7581919
#> 44 kd6t accuracy left 1 left 0.9968704
#> 63 kd6t speed right 1 right 0.5047511
#> 82 kd6t neutral right 1 right 0.6481867
#> 101 kd6t accuracy right 1 right 1.5629929
#> 120 kd6t speed left 2 left 0.4051069
#> 139 kd6t neutral left 2 right 0.5827584
#> 158 kd6t accuracy left 2 left 0.8027994
#> 177 kd6t speed right 2 right 0.3886304
#> 196 kd6t neutral right 2 right 0.4813231
#> 215 kd6t accuracy right 2 right 1.2260751
#> 234 kd6t speed left 3 left 0.3977723
#> 253 kd6t neutral left 3 left 0.7060260
#> 272 kd6t accuracy left 3 right 0.4667103
#> 291 kd6t speed right 3 left 0.8668670
#> 310 kd6t neutral right 3 right 0.4524585
#> 329 kd6t accuracy right 3 right 2.5486956
#> 348 kd6t speed left 4 left 0.4122498
#> 367 kd6t neutral left 4 left 0.5440905
#> 386 kd6t accuracy left 4 left 0.4108919
#> 405 kd6t speed right 4 right 0.6176206
#> 424 kd6t neutral right 4 right 0.7624745
#> 443 kd6t accuracy right 4 right 1.2333000
#> 462 kd6t speed left 5 left 0.6788673
#> 481 kd6t neutral left 5 left 1.0886768
#> 500 kd6t accuracy left 5 left 0.4044404
#> 519 kd6t speed right 5 right 0.6594462
#> 538 kd6t neutral right 5 right 0.4933417
#> 557 kd6t accuracy right 5 right 1.7238552
#> 576 kd6t speed left 6 left 0.6268712
#> 595 kd6t neutral left 6 left 0.8880476
#> 614 kd6t accuracy left 6 left 0.5430869
#> 633 kd6t speed right 6 left 0.4212689
#> 652 kd6t neutral right 6 right 0.3997226
#> 671 kd6t accuracy right 6 right 2.2504195
#> 690 kd6t speed left 7 left 0.4684854
#> 709 kd6t neutral left 7 left 0.4424446
#> 728 kd6t accuracy left 7 left 1.9183369
#> 747 kd6t speed right 7 right 0.6062129
#> 766 kd6t neutral right 7 left 0.4756311
#> 785 kd6t accuracy right 7 right 0.9133485
#> 804 kd6t speed left 8 left 0.4677529
#> 823 kd6t neutral left 8 left 0.5735167
#> 842 kd6t accuracy left 8 left 2.0857208
#> 861 kd6t speed right 8 left 0.3939400
#> 880 kd6t neutral right 8 right 0.3822623
#> 899 kd6t accuracy right 8 right 1.8125033
#> 918 kd6t speed left 9 left 0.7240303
#> 937 kd6t neutral left 9 left 0.4346830
#> 956 kd6t accuracy left 9 left 0.8227285
#> 975 kd6t speed right 9 right 1.0437684
#> 994 kd6t neutral right 9 right 0.5132519
#> 1013 kd6t accuracy right 9 right 0.6460780
#> 1032 kd6t speed left 10 left 0.3752146
#> 1051 kd6t neutral left 10 left 0.8519940
#> 1070 kd6t accuracy left 10 left 1.1370308
#> 1089 kd6t speed right 10 right 0.3906289
#> 1108 kd6t neutral right 10 right 0.4116975
#> 1127 kd6t accuracy right 10 right 1.3315707
#> 7 kd9t speed left 1 right 0.1961176
#> 26 kd9t neutral left 1 left 0.4491123
#> 45 kd9t accuracy left 1 left 0.3195601
#> 64 kd9t speed right 1 right 0.2548542
#> 83 kd9t neutral right 1 right 0.5711652
#> 102 kd9t accuracy right 1 right 0.4879811
#> 121 kd9t speed left 2 left 0.5076305
#> 140 kd9t neutral left 2 left 0.3424451
#> 159 kd9t accuracy left 2 left 0.2949803
#> 178 kd9t speed right 2 right 0.3399883
#> 197 kd9t neutral right 2 right 0.7286782
#> 216 kd9t accuracy right 2 right 0.3124561
#> 235 kd9t speed left 3 left 0.1672036
#> 254 kd9t neutral left 3 left 0.9786512
#> 273 kd9t accuracy left 3 left 0.3959745
#> 292 kd9t speed right 3 left 0.1717605
#> 311 kd9t neutral right 3 right 0.6704326
#> 330 kd9t accuracy right 3 right 0.5028764
#> 349 kd9t speed left 4 right 0.1794652
#> 368 kd9t neutral left 4 left 0.9904967
#> 387 kd9t accuracy left 4 left 0.2590106
#> 406 kd9t speed right 4 left 0.3000685
#> 425 kd9t neutral right 4 right 1.6156410
#> 444 kd9t accuracy right 4 right 0.2462565
#> 463 kd9t speed left 5 left 0.5542913
#> 482 kd9t neutral left 5 left 2.5255249
#> 501 kd9t accuracy left 5 left 0.2276917
#> 520 kd9t speed right 5 right 0.6097326
#> 539 kd9t neutral right 5 right 0.4003904
#> 558 kd9t accuracy right 5 right 0.3432334
#> 577 kd9t speed left 6 left 0.5550554
#> 596 kd9t neutral left 6 left 0.6152156
#> 615 kd9t accuracy left 6 left 0.4246903
#> 634 kd9t speed right 6 right 1.1345913
#> 653 kd9t neutral right 6 right 0.9745451
#> 672 kd9t accuracy right 6 left 0.2242898
#> 691 kd9t speed left 7 left 0.2726732
#> 710 kd9t neutral left 7 left 0.2604612
#> 729 kd9t accuracy left 7 left 0.4639044
#> 748 kd9t speed right 7 right 0.3859038
#> 767 kd9t neutral right 7 right 0.7648999
#> 786 kd9t accuracy right 7 right 0.3520111
#> 805 kd9t speed left 8 left 0.4659422
#> 824 kd9t neutral left 8 left 2.0316280
#> 843 kd9t accuracy left 8 left 0.3932091
#> 862 kd9t speed right 8 right 0.6119907
#> 881 kd9t neutral right 8 right 1.1857747
#> 900 kd9t accuracy right 8 right 1.2078552
#> 919 kd9t speed left 9 left 0.2799479
#> 938 kd9t neutral left 9 left 0.5437326
#> 957 kd9t accuracy left 9 left 0.4741845
#> 976 kd9t speed right 9 left 0.2464654
#> 995 kd9t neutral right 9 left 0.2004207
#> 1014 kd9t accuracy right 9 left 0.3116032
#> 1033 kd9t speed left 10 left 0.1976234
#> 1052 kd9t neutral left 10 left 0.3727746
#> 1071 kd9t accuracy left 10 left 0.2710108
#> 1090 kd9t speed right 10 right 0.4697557
#> 1109 kd9t neutral right 10 right 1.1765757
#> 1128 kd9t accuracy right 10 right 0.4346566
#> 8 kh6t speed left 1 left 0.6413771
#> 27 kh6t neutral left 1 left 0.5521304
#> 46 kh6t accuracy left 1 left 0.5229683
#> 65 kh6t speed right 1 right 0.4851848
#> 84 kh6t neutral right 1 right 0.4786172
#> 103 kh6t accuracy right 1 right 0.5981588
#> 122 kh6t speed left 2 right 0.6465061
#> 141 kh6t neutral left 2 left 0.5002121
#> 160 kh6t accuracy left 2 left 0.3977535
#> 179 kh6t speed right 2 left 0.3500693
#> 198 kh6t neutral right 2 right 0.8596252
#> 217 kh6t accuracy right 2 right 0.5868981
#> 236 kh6t speed left 3 left 0.3779261
#> 255 kh6t neutral left 3 left 0.4243400
#> 274 kh6t accuracy left 3 left 0.6607315
#> 293 kh6t speed right 3 right 0.4145585
#> 312 kh6t neutral right 3 right 0.4989455
#> 331 kh6t accuracy right 3 right 0.9598998
#> 350 kh6t speed left 4 right 0.3798573
#> 369 kh6t neutral left 4 left 0.4826420
#> 388 kh6t accuracy left 4 left 0.4095966
#> 407 kh6t speed right 4 right 0.3859428
#> 426 kh6t neutral right 4 right 1.0383702
#> 445 kh6t accuracy right 4 right 0.3762002
#> 464 kh6t speed left 5 right 0.3880966
#> 483 kh6t neutral left 5 left 0.6937068
#> 502 kh6t accuracy left 5 left 0.5489633
#> 521 kh6t speed right 5 left 0.5480980
#> 540 kh6t neutral right 5 right 0.7202484
#> 559 kh6t accuracy right 5 right 0.4950213
#> 578 kh6t speed left 6 left 0.3401582
#> 597 kh6t neutral left 6 left 0.3940605
#> 616 kh6t accuracy left 6 left 1.0531553
#> 635 kh6t speed right 6 right 0.4430158
#> 654 kh6t neutral right 6 right 0.4708519
#> 673 kh6t accuracy right 6 right 0.7687045
#> 692 kh6t speed left 7 left 0.4909479
#> 711 kh6t neutral left 7 left 0.6794011
#> 730 kh6t accuracy left 7 left 0.5264682
#> 749 kh6t speed right 7 right 0.4464198
#> 768 kh6t neutral right 7 right 0.6117123
#> 787 kh6t accuracy right 7 right 0.9164364
#> 806 kh6t speed left 8 right 0.5147043
#> 825 kh6t neutral left 8 left 0.4827940
#> 844 kh6t accuracy left 8 left 0.6000161
#> 863 kh6t speed right 8 right 0.4107538
#> 882 kh6t neutral right 8 right 0.6348223
#> 901 kh6t accuracy right 8 right 1.1924639
#> 920 kh6t speed left 9 right 0.3482423
#> 939 kh6t neutral left 9 left 0.8038257
#> 958 kh6t accuracy left 9 left 0.6117776
#> 977 kh6t speed right 9 right 0.4137578
#> 996 kh6t neutral right 9 right 0.7467347
#> 1015 kh6t accuracy right 9 right 0.4907071
#> 1034 kh6t speed left 10 left 0.3776652
#> 1053 kh6t neutral left 10 left 0.4451973
#> 1072 kh6t accuracy left 10 right 0.7418203
#> 1091 kh6t speed right 10 right 0.4790040
#> 1110 kh6t neutral right 10 right 0.7221629
#> 1129 kh6t accuracy right 10 right 0.5595370
#> 9 kmat speed left 1 left 0.3089133
#> 28 kmat neutral left 1 left 0.3718510
#> 47 kmat accuracy left 1 left 0.3668509
#> 66 kmat speed right 1 right 0.2495515
#> 85 kmat neutral right 1 right 0.3341543
#> 104 kmat accuracy right 1 right 0.7616079
#> 123 kmat speed left 2 right 0.2307126
#> 142 kmat neutral left 2 left 0.3449589
#> 161 kmat accuracy left 2 left 0.7065479
#> 180 kmat speed right 2 right 0.3116659
#> 199 kmat neutral right 2 right 0.5726660
#> 218 kmat accuracy right 2 right 0.7010885
#> 237 kmat speed left 3 right 0.4157775
#> 256 kmat neutral left 3 left 0.4149863
#> 275 kmat accuracy left 3 left 1.3069261
#> 294 kmat speed right 3 right 0.3427504
#> 313 kmat neutral right 3 right 0.3919527
#> 332 kmat accuracy right 3 right 0.8406749
#> 351 kmat speed left 4 left 0.4445362
#> 370 kmat neutral left 4 left 0.8606692
#> 389 kmat accuracy left 4 left 0.8932030
#> 408 kmat speed right 4 left 0.2435071
#> 427 kmat neutral right 4 right 0.7846200
#> 446 kmat accuracy right 4 right 1.3826903
#> 465 kmat speed left 5 left 0.2589301
#> 484 kmat neutral left 5 left 0.6068831
#> 503 kmat accuracy left 5 left 0.9514012
#> 522 kmat speed right 5 right 0.2739040
#> 541 kmat neutral right 5 right 0.5577763
#> 560 kmat accuracy right 5 right 1.2139016
#> 579 kmat speed left 6 left 0.4855676
#> 598 kmat neutral left 6 left 0.4449020
#> 617 kmat accuracy left 6 left 0.4764396
#> 636 kmat speed right 6 left 0.3728939
#> 655 kmat neutral right 6 right 0.8675357
#> 674 kmat accuracy right 6 right 0.6399400
#> 693 kmat speed left 7 left 0.2712355
#> 712 kmat neutral left 7 left 0.5478189
#> 731 kmat accuracy left 7 left 1.1169642
#> 750 kmat speed right 7 left 0.2397846
#> 769 kmat neutral right 7 right 0.4269936
#> 788 kmat accuracy right 7 right 3.3100747
#> 807 kmat speed left 8 left 0.3207709
#> 826 kmat neutral left 8 right 0.4662884
#> 845 kmat accuracy left 8 left 0.4361475
#> 864 kmat speed right 8 right 0.2816003
#> 883 kmat neutral right 8 right 0.4509369
#> 902 kmat accuracy right 8 right 0.7792899
#> 921 kmat speed left 9 left 0.3062373
#> 940 kmat neutral left 9 left 0.2803311
#> 959 kmat accuracy left 9 left 1.0828611
#> 978 kmat speed right 9 right 0.2145482
#> 997 kmat neutral right 9 right 0.3387820
#> 1016 kmat accuracy right 9 right 1.7206276
#> 1035 kmat speed left 10 left 0.2291049
#> 1054 kmat neutral left 10 left 0.5943173
#> 1073 kmat accuracy left 10 left 0.5269222
#> 1092 kmat speed right 10 left 0.2406894
#> 1111 kmat neutral right 10 right 0.4512460
#> 1130 kmat accuracy right 10 right 0.4982777
#> 10 ku4t speed left 1 left 1.1024477
#> 29 ku4t neutral left 1 left 0.6339207
#> 48 ku4t accuracy left 1 left 1.0480150
#> 67 ku4t speed right 1 right 0.1637138
#> 86 ku4t neutral right 1 right 1.4969481
#> 105 ku4t accuracy right 1 right 0.5149363
#> 124 ku4t speed left 2 left 0.4123566
#> 143 ku4t neutral left 2 left 0.8296008
#> 162 ku4t accuracy left 2 left 0.9484194
#> 181 ku4t speed right 2 right 0.1250448
#> 200 ku4t neutral right 2 right 0.3246346
#> 219 ku4t accuracy right 2 right 1.0764009
#> 238 ku4t speed left 3 left 0.3852664
#> 257 ku4t neutral left 3 left 0.4503952
#> 276 ku4t accuracy left 3 left 0.9443930
#> 295 ku4t speed right 3 right 0.3221755
#> 314 ku4t neutral right 3 left 0.3482470
#> 333 ku4t accuracy right 3 right 4.2545043
#> 352 ku4t speed left 4 left 0.3235121
#> 371 ku4t neutral left 4 left 0.6585068
#> 390 ku4t accuracy left 4 left 1.3254064
#> 409 ku4t speed right 4 right 0.8402863
#> 428 ku4t neutral right 4 right 0.6856789
#> 447 ku4t accuracy right 4 right 1.0587020
#> 466 ku4t speed left 5 left 0.3993893
#> 485 ku4t neutral left 5 left 0.6514791
#> 504 ku4t accuracy left 5 left 0.7158910
#> 523 ku4t speed right 5 left 0.5505954
#> 542 ku4t neutral right 5 right 0.1658845
#> 561 ku4t accuracy right 5 right 0.1798191
#> 580 ku4t speed left 6 left 0.3685545
#> 599 ku4t neutral left 6 left 0.4432145
#> 618 ku4t accuracy left 6 left 1.3077919
#> 637 ku4t speed right 6 right 0.3724255
#> 656 ku4t neutral right 6 right 0.5580625
#> 675 ku4t accuracy right 6 right 0.7448391
#> 694 ku4t speed left 7 right 0.1910243
#> 713 ku4t neutral left 7 left 0.8889497
#> 732 ku4t accuracy left 7 left 0.4704602
#> 751 ku4t speed right 7 right 0.3903029
#> 770 ku4t neutral right 7 right 0.8836930
#> 789 ku4t accuracy right 7 right 1.8981606
#> 808 ku4t speed left 8 left 0.3476442
#> 827 ku4t neutral left 8 left 0.4420729
#> 846 ku4t accuracy left 8 right 0.6719411
#> 865 ku4t speed right 8 right 0.2556964
#> 884 ku4t neutral right 8 right 0.4855156
#> 903 ku4t accuracy right 8 right 0.1640702
#> 922 ku4t speed left 9 left 0.7350779
#> 941 ku4t neutral left 9 left 0.5712919
#> 960 ku4t accuracy left 9 left 2.1091996
#> 979 ku4t speed right 9 right 0.2354375
#> 998 ku4t neutral right 9 right 2.1354364
#> 1017 ku4t accuracy right 9 right 0.9140463
#> 1036 ku4t speed left 10 left 0.4802955
#> 1055 ku4t neutral left 10 left 1.3149519
#> 1074 ku4t accuracy left 10 left 1.1379463
#> 1093 ku4t speed right 10 left 0.3136516
#> 1112 ku4t neutral right 10 right 0.3690786
#> 1131 ku4t accuracy right 10 right 0.3407255
#> 11 na1t speed left 1 left 0.4429269
#> 30 na1t neutral left 1 left 0.4864362
#> 49 na1t accuracy left 1 left 0.7512517
#> 68 na1t speed right 1 right 0.3512601
#> 87 na1t neutral right 1 right 0.4714609
#> 106 na1t accuracy right 1 right 0.9039232
#> 125 na1t speed left 2 left 0.5667062
#> 144 na1t neutral left 2 left 0.5124745
#> 163 na1t accuracy left 2 left 0.8192150
#> 182 na1t speed right 2 right 0.4220733
#> 201 na1t neutral right 2 right 1.2103041
#> 220 na1t accuracy right 2 right 1.1632534
#> 239 na1t speed left 3 left 0.3640490
#> 258 na1t neutral left 3 left 0.3960756
#> 277 na1t accuracy left 3 left 0.5383184
#> 296 na1t speed right 3 right 0.5337509
#> 315 na1t neutral right 3 left 0.5511560
#> 334 na1t accuracy right 3 right 0.6185380
#> 353 na1t speed left 4 right 0.3986649
#> 372 na1t neutral left 4 left 0.5285008
#> 391 na1t accuracy left 4 left 0.7304356
#> 410 na1t speed right 4 left 0.9657065
#> 429 na1t neutral right 4 right 0.9703643
#> 448 na1t accuracy right 4 right 0.8910629
#> 467 na1t speed left 5 left 0.4129875
#> 486 na1t neutral left 5 left 0.5284328
#> 505 na1t accuracy left 5 left 0.6549601
#> 524 na1t speed right 5 right 0.8319079
#> 543 na1t neutral right 5 right 0.4286593
#> 562 na1t accuracy right 5 right 0.6987841
#> 581 na1t speed left 6 left 0.5518124
#> 600 na1t neutral left 6 left 0.5925478
#> 619 na1t accuracy left 6 left 0.8186017
#> 638 na1t speed right 6 right 0.3401845
#> 657 na1t neutral right 6 right 0.7401535
#> 676 na1t accuracy right 6 right 1.1546268
#> 695 na1t speed left 7 left 0.5669706
#> 714 na1t neutral left 7 left 0.5790182
#> 733 na1t accuracy left 7 left 1.3298741
#> 752 na1t speed right 7 right 0.3844095
#> 771 na1t neutral right 7 right 0.6015294
#> 790 na1t accuracy right 7 right 0.8288006
#> 809 na1t speed left 8 right 0.3444502
#> 828 na1t neutral left 8 left 0.6194919
#> 847 na1t accuracy left 8 left 0.5582269
#> 866 na1t speed right 8 right 0.4558456
#> 885 na1t neutral right 8 left 1.0011840
#> 904 na1t accuracy right 8 right 0.5881403
#> 923 na1t speed left 9 left 0.4113206
#> 942 na1t neutral left 9 left 0.5044964
#> 961 na1t accuracy left 9 left 0.5656457
#> 980 na1t speed right 9 left 0.4134588
#> 999 na1t neutral right 9 right 0.7754934
#> 1018 na1t accuracy right 9 right 0.5303858
#> 1037 na1t speed left 10 left 0.5254758
#> 1056 na1t neutral left 10 left 0.4111726
#> 1075 na1t accuracy left 10 left 0.7529375
#> 1094 na1t speed right 10 left 0.5246924
#> 1113 na1t neutral right 10 right 0.3860354
#> 1132 na1t accuracy right 10 right 0.8315148
#> 12 rmbt speed left 1 right 0.1668269
#> 31 rmbt neutral left 1 left 1.0377601
#> 50 rmbt accuracy left 1 left 0.4662119
#> 69 rmbt speed right 1 right 0.2595812
#> 88 rmbt neutral right 1 right 0.2428858
#> 107 rmbt accuracy right 1 right 0.7620098
#> 126 rmbt speed left 2 right 0.5725710
#> 145 rmbt neutral left 2 left 0.7378147
#> 164 rmbt accuracy left 2 left 0.4717594
#> 183 rmbt speed right 2 right 0.1421913
#> 202 rmbt neutral right 2 right 0.2050447
#> 221 rmbt accuracy right 2 right 0.3990924
#> 240 rmbt speed left 3 left 0.5407681
#> 259 rmbt neutral left 3 left 1.1273629
#> 278 rmbt accuracy left 3 left 1.1534997
#> 297 rmbt speed right 3 right 0.2362198
#> 316 rmbt neutral right 3 right 0.3619680
#> 335 rmbt accuracy right 3 right 0.2243995
#> 354 rmbt speed left 4 left 0.2292660
#> 373 rmbt neutral left 4 left 0.4516698
#> 392 rmbt accuracy left 4 right 0.1509619
#> 411 rmbt speed right 4 right 0.1406155
#> 430 rmbt neutral right 4 right 0.1902110
#> 449 rmbt accuracy right 4 right 0.3200817
#> 468 rmbt speed left 5 left 0.3297833
#> 487 rmbt neutral left 5 left 0.5274855
#> 506 rmbt accuracy left 5 right 0.1209996
#> 525 rmbt speed right 5 right 0.1765362
#> 544 rmbt neutral right 5 right 0.3083933
#> 563 rmbt accuracy right 5 right 0.4276337
#> 582 rmbt speed left 6 right 0.2332209
#> 601 rmbt neutral left 6 left 0.6356441
#> 620 rmbt accuracy left 6 left 0.5063566
#> 639 rmbt speed right 6 right 0.7640713
#> 658 rmbt neutral right 6 right 0.6645144
#> 677 rmbt accuracy right 6 right 0.1622311
#> 696 rmbt speed left 7 left 0.3171901
#> 715 rmbt neutral left 7 left 0.6420027
#> 734 rmbt accuracy left 7 left 0.3062850
#> 753 rmbt speed right 7 right 0.5981010
#> 772 rmbt neutral right 7 right 0.4082895
#> 791 rmbt accuracy right 7 right 0.4018764
#> 810 rmbt speed left 8 left 0.6171793
#> 829 rmbt neutral left 8 left 1.1504366
#> 848 rmbt accuracy left 8 left 0.7072269
#> 867 rmbt speed right 8 right 0.2239138
#> 886 rmbt neutral right 8 right 0.2527814
#> 905 rmbt accuracy right 8 right 1.1114538
#> 924 rmbt speed left 9 left 0.3472878
#> 943 rmbt neutral left 9 left 0.4795965
#> 962 rmbt accuracy left 9 left 0.5258368
#> 981 rmbt speed right 9 right 0.3208075
#> 1000 rmbt neutral right 9 right 0.3696266
#> 1019 rmbt accuracy right 9 right 0.5518609
#> 1038 rmbt speed left 10 right 0.3260790
#> 1057 rmbt neutral left 10 left 0.7232063
#> 1076 rmbt accuracy left 10 right 0.3038829
#> 1095 rmbt speed right 10 right 0.5391133
#> 1114 rmbt neutral right 10 right 0.2580361
#> 1133 rmbt accuracy right 10 right 0.1670057
#> 13 rt2t speed left 1 left 0.7837313
#> 32 rt2t neutral left 1 left 0.9059121
#> 51 rt2t accuracy left 1 left 0.6021378
#> 70 rt2t speed right 1 right 0.3239434
#> 89 rt2t neutral right 1 right 0.4894513
#> 108 rt2t accuracy right 1 right 0.8757162
#> 127 rt2t speed left 2 left 0.3252122
#> 146 rt2t neutral left 2 left 0.6351467
#> 165 rt2t accuracy left 2 left 0.4172744
#> 184 rt2t speed right 2 left 0.4028982
#> 203 rt2t neutral right 2 right 0.3669725
#> 222 rt2t accuracy right 2 right 1.5077288
#> 241 rt2t speed left 3 right 1.1435368
#> 260 rt2t neutral left 3 left 0.9201303
#> 279 rt2t accuracy left 3 left 0.7156497
#> 298 rt2t speed right 3 right 0.6659741
#> 317 rt2t neutral right 3 right 0.2665981
#> 336 rt2t accuracy right 3 right 1.5267476
#> 355 rt2t speed left 4 left 0.5007187
#> 374 rt2t neutral left 4 left 3.4089309
#> 393 rt2t accuracy left 4 left 2.0652415
#> 412 rt2t speed right 4 right 0.2751692
#> 431 rt2t neutral right 4 right 0.2993697
#> 450 rt2t accuracy right 4 right 1.2533563
#> 469 rt2t speed left 5 left 0.4414617
#> 488 rt2t neutral left 5 left 0.8204993
#> 507 rt2t accuracy left 5 left 0.9656234
#> 526 rt2t speed right 5 right 0.6101781
#> 545 rt2t neutral right 5 right 0.7819615
#> 564 rt2t accuracy right 5 right 1.1839623
#> 583 rt2t speed left 6 left 0.2918374
#> 602 rt2t neutral left 6 left 0.7986271
#> 621 rt2t accuracy left 6 left 0.4777758
#> 640 rt2t speed right 6 right 0.7160545
#> 659 rt2t neutral right 6 right 0.4263369
#> 678 rt2t accuracy right 6 right 0.9132577
#> 697 rt2t speed left 7 left 0.6207991
#> 716 rt2t neutral left 7 left 0.4097209
#> 735 rt2t accuracy left 7 left 0.6358758
#> 754 rt2t speed right 7 right 0.3990957
#> 773 rt2t neutral right 7 right 0.4230625
#> 792 rt2t accuracy right 7 right 0.4038947
#> 811 rt2t speed left 8 left 0.3964375
#> 830 rt2t neutral left 8 left 1.3575666
#> 849 rt2t accuracy left 8 left 0.9625110
#> 868 rt2t speed right 8 right 0.4315887
#> 887 rt2t neutral right 8 right 0.7517270
#> 906 rt2t accuracy right 8 right 0.7841216
#> 925 rt2t speed left 9 left 0.3582149
#> 944 rt2t neutral left 9 left 0.4594530
#> 963 rt2t accuracy left 9 left 0.5959224
#> 982 rt2t speed right 9 right 0.3037854
#> 1001 rt2t neutral right 9 right 0.4100619
#> 1020 rt2t accuracy right 9 right 0.7923858
#> 1039 rt2t speed left 10 left 0.4206442
#> 1058 rt2t neutral left 10 left 0.3099192
#> 1077 rt2t accuracy left 10 left 0.6253373
#> 1096 rt2t speed right 10 right 0.6957673
#> 1115 rt2t neutral right 10 left 0.3694422
#> 1134 rt2t accuracy right 10 right 0.5132577
#> 14 rt3t speed left 1 left 0.2308501
#> 33 rt3t neutral left 1 left 0.7613215
#> 52 rt3t accuracy left 1 right 0.3464046
#> 71 rt3t speed right 1 right 0.2298345
#> 90 rt3t neutral right 1 right 0.3479206
#> 109 rt3t accuracy right 1 right 0.2727425
#> 128 rt3t speed left 2 right 0.2205311
#> 147 rt3t neutral left 2 left 0.4455118
#> 166 rt3t accuracy left 2 left 0.3048809
#> 185 rt3t speed right 2 right 0.2228938
#> 204 rt3t neutral right 2 right 0.2958104
#> 223 rt3t accuracy right 2 right 0.2598745
#> 242 rt3t speed left 3 right 0.3851378
#> 261 rt3t neutral left 3 left 0.3064070
#> 280 rt3t accuracy left 3 left 0.5188602
#> 299 rt3t speed right 3 right 0.2668152
#> 318 rt3t neutral right 3 right 0.4507796
#> 337 rt3t accuracy right 3 left 0.7048418
#> 356 rt3t speed left 4 right 0.2586143
#> 375 rt3t neutral left 4 left 0.2982556
#> 394 rt3t accuracy left 4 right 0.2709496
#> 413 rt3t speed right 4 right 0.3668033
#> 432 rt3t neutral right 4 right 0.5052295
#> 451 rt3t accuracy right 4 right 0.5212212
#> 470 rt3t speed left 5 right 0.2303485
#> 489 rt3t neutral left 5 right 0.2348669
#> 508 rt3t accuracy left 5 right 0.3751400
#> 527 rt3t speed right 5 right 0.3864472
#> 546 rt3t neutral right 5 right 0.3226040
#> 565 rt3t accuracy right 5 right 0.2324634
#> 584 rt3t speed left 6 right 0.2472710
#> 603 rt3t neutral left 6 left 0.4758759
#> 622 rt3t accuracy left 6 left 0.3351455
#> 641 rt3t speed right 6 right 0.2711759
#> 660 rt3t neutral right 6 right 0.2821443
#> 679 rt3t accuracy right 6 right 0.3576040
#> 698 rt3t speed left 7 right 0.2515274
#> 717 rt3t neutral left 7 left 0.3885331
#> 736 rt3t accuracy left 7 left 0.4086705
#> 755 rt3t speed right 7 right 0.2330756
#> 774 rt3t neutral right 7 right 0.4055842
#> 793 rt3t accuracy right 7 right 0.6152359
#> 812 rt3t speed left 8 left 0.2529989
#> 831 rt3t neutral left 8 left 0.3129560
#> 850 rt3t accuracy left 8 left 0.3041582
#> 869 rt3t speed right 8 left 0.2571183
#> 888 rt3t neutral right 8 left 0.4514709
#> 907 rt3t accuracy right 8 right 0.6581671
#> 926 rt3t speed left 9 left 0.2566998
#> 945 rt3t neutral left 9 left 1.2522139
#> 964 rt3t accuracy left 9 left 0.3029525
#> 983 rt3t speed right 9 left 0.2210814
#> 1002 rt3t neutral right 9 right 0.2939025
#> 1021 rt3t accuracy right 9 right 0.2460129
#> 1040 rt3t speed left 10 right 0.3422932
#> 1059 rt3t neutral left 10 left 0.4028357
#> 1078 rt3t accuracy left 10 right 0.3434262
#> 1097 rt3t speed right 10 right 0.2360053
#> 1116 rt3t neutral right 10 right 0.2878631
#> 1135 rt3t accuracy right 10 right 0.3818313
#> 15 rt5t speed left 1 left 0.3847769
#> 34 rt5t neutral left 1 right 0.2419867
#> 53 rt5t accuracy left 1 right 0.2906455
#> 72 rt5t speed right 1 right 0.4138085
#> 91 rt5t neutral right 1 right 0.4432549
#> 110 rt5t accuracy right 1 right 0.3770977
#> 129 rt5t speed left 2 right 0.3024977
#> 148 rt5t neutral left 2 left 0.2696654
#> 167 rt5t accuracy left 2 right 0.2007801
#> 186 rt5t speed right 2 right 0.1665771
#> 205 rt5t neutral right 2 right 0.1826230
#> 224 rt5t accuracy right 2 right 0.8911874
#> 243 rt5t speed left 3 right 0.1533980
#> 262 rt5t neutral left 3 left 0.3283724
#> 281 rt5t accuracy left 3 left 0.6756005
#> 300 rt5t speed right 3 right 0.2046388
#> 319 rt5t neutral right 3 right 0.3288428
#> 338 rt5t accuracy right 3 right 0.2075256
#> 357 rt5t speed left 4 left 0.3935360
#> 376 rt5t neutral left 4 left 0.3536974
#> 395 rt5t accuracy left 4 left 1.6406927
#> 414 rt5t speed right 4 right 0.4164154
#> 433 rt5t neutral right 4 right 0.2748555
#> 452 rt5t accuracy right 4 right 0.8667494
#> 471 rt5t speed left 5 right 0.3083275
#> 490 rt5t neutral left 5 right 0.1798429
#> 509 rt5t accuracy left 5 right 0.3138796
#> 528 rt5t speed right 5 right 0.3487104
#> 547 rt5t neutral right 5 right 0.1916513
#> 566 rt5t accuracy right 5 right 0.1655470
#> 585 rt5t speed left 6 left 0.5276408
#> 604 rt5t neutral left 6 left 0.4278826
#> 623 rt5t accuracy left 6 left 0.5239569
#> 642 rt5t speed right 6 right 0.3471093
#> 661 rt5t neutral right 6 right 0.2366500
#> 680 rt5t accuracy right 6 right 0.4449190
#> 699 rt5t speed left 7 left 0.2658299
#> 718 rt5t neutral left 7 left 0.2847151
#> 737 rt5t accuracy left 7 left 1.3406594
#> 756 rt5t speed right 7 right 0.2760823
#> 775 rt5t neutral right 7 right 0.2512129
#> 794 rt5t accuracy right 7 right 0.2328998
#> 813 rt5t speed left 8 left 1.1277375
#> 832 rt5t neutral left 8 left 0.2315240
#> 851 rt5t accuracy left 8 left 0.9850865
#> 870 rt5t speed right 8 right 0.2400150
#> 889 rt5t neutral right 8 right 0.3298583
#> 908 rt5t accuracy right 8 right 0.3050864
#> 927 rt5t speed left 9 left 0.3082176
#> 946 rt5t neutral left 9 left 0.7401791
#> 965 rt5t accuracy left 9 left 0.3885369
#> 984 rt5t speed right 9 right 0.2622550
#> 1003 rt5t neutral right 9 right 0.2194505
#> 1022 rt5t accuracy right 9 right 0.5323768
#> 1041 rt5t speed left 10 right 0.3545380
#> 1060 rt5t neutral left 10 left 0.6474507
#> 1079 rt5t accuracy left 10 left 0.7015740
#> 1098 rt5t speed right 10 right 0.3301330
#> 1117 rt5t neutral right 10 right 0.1604362
#> 1136 rt5t accuracy right 10 right 0.6534725
#> 16 scat speed left 1 left 0.3059211
#> 35 scat neutral left 1 left 1.2031591
#> 54 scat accuracy left 1 left 2.1359207
#> 73 scat speed right 1 right 1.5075974
#> 92 scat neutral right 1 right 0.9390815
#> 111 scat accuracy right 1 right 1.4384917
#> 130 scat speed left 2 left 0.3536824
#> 149 scat neutral left 2 left 0.4805068
#> 168 scat accuracy left 2 left 3.0057865
#> 187 scat speed right 2 right 0.5341763
#> 206 scat neutral right 2 right 2.1039466
#> 225 scat accuracy right 2 right 0.8946717
#> 244 scat speed left 3 left 0.3981403
#> 263 scat neutral left 3 left 0.4454219
#> 282 scat accuracy left 3 left 1.7783993
#> 301 scat speed right 3 left 0.2672403
#> 320 scat neutral right 3 right 0.7994892
#> 339 scat accuracy right 3 right 1.0105593
#> 358 scat speed left 4 left 0.2581244
#> 377 scat neutral left 4 left 0.6014724
#> 396 scat accuracy left 4 left 1.3200303
#> 415 scat speed right 4 right 0.3209390
#> 434 scat neutral right 4 right 0.5948896
#> 453 scat accuracy right 4 right 1.2196969
#> 472 scat speed left 5 left 0.9083269
#> 491 scat neutral left 5 left 0.5691470
#> 510 scat accuracy left 5 left 0.9588013
#> 529 scat speed right 5 right 0.5616718
#> 548 scat neutral right 5 right 0.6314116
#> 567 scat accuracy right 5 right 0.8194140
#> 586 scat speed left 6 left 0.6075364
#> 605 scat neutral left 6 left 0.8007111
#> 624 scat accuracy left 6 left 0.8008751
#> 643 scat speed right 6 right 0.3394633
#> 662 scat neutral right 6 right 0.8810610
#> 681 scat accuracy right 6 right 1.4230770
#> 700 scat speed left 7 left 0.6085657
#> 719 scat neutral left 7 left 0.3811421
#> 738 scat accuracy left 7 left 1.2145787
#> 757 scat speed right 7 right 0.5695448
#> 776 scat neutral right 7 right 1.3745611
#> 795 scat accuracy right 7 right 1.4329535
#> 814 scat speed left 8 left 0.3116310
#> 833 scat neutral left 8 left 1.0597756
#> 852 scat accuracy left 8 left 1.1939743
#> 871 scat speed right 8 right 0.4829903
#> 890 scat neutral right 8 right 0.6842765
#> 909 scat accuracy right 8 right 1.0570697
#> 928 scat speed left 9 left 0.4153833
#> 947 scat neutral left 9 left 0.5481498
#> 966 scat accuracy left 9 left 1.4133166
#> 985 scat speed right 9 left 0.3996723
#> 1004 scat neutral right 9 right 1.1885921
#> 1023 scat accuracy right 9 right 1.0114916
#> 1042 scat speed left 10 left 2.0832870
#> 1061 scat neutral left 10 left 0.3826540
#> 1080 scat accuracy left 10 left 1.9089827
#> 1099 scat speed right 10 right 0.3846808
#> 1118 scat neutral right 10 right 0.5388959
#> 1137 scat accuracy right 10 right 0.8711506
#> 17 ta5t speed left 1 left 0.1683203
#> 36 ta5t neutral left 1 left 0.5755019
#> 55 ta5t accuracy left 1 left 0.1497090
#> 74 ta5t speed right 1 left 0.2135178
#> 93 ta5t neutral right 1 right 0.4234727
#> 112 ta5t accuracy right 1 right 1.0242214
#> 131 ta5t speed left 2 left 0.1771355
#> 150 ta5t neutral left 2 left 0.3874779
#> 169 ta5t accuracy left 2 left 0.2821127
#> 188 ta5t speed right 2 right 0.1947687
#> 207 ta5t neutral right 2 right 0.5838025
#> 226 ta5t accuracy right 2 right 0.4564855
#> 245 ta5t speed left 3 left 0.1491729
#> 264 ta5t neutral left 3 left 0.1566302
#> 283 ta5t accuracy left 3 left 0.5255501
#> 302 ta5t speed right 3 left 0.1492323
#> 321 ta5t neutral right 3 right 0.3184647
#> 340 ta5t accuracy right 3 right 0.4044251
#> 359 ta5t speed left 4 left 0.2004790
#> 378 ta5t neutral left 4 left 0.2754606
#> 397 ta5t accuracy left 4 left 0.1853734
#> 416 ta5t speed right 4 left 0.1672417
#> 435 ta5t neutral right 4 right 0.5830864
#> 454 ta5t accuracy right 4 right 0.3849609
#> 473 ta5t speed left 5 left 0.1935149
#> 492 ta5t neutral left 5 left 0.3076467
#> 511 ta5t accuracy left 5 left 0.2226794
#> 530 ta5t speed right 5 right 0.5686438
#> 549 ta5t neutral right 5 left 0.3771544
#> 568 ta5t accuracy right 5 right 0.4576423
#> 587 ta5t speed left 6 left 0.1571036
#> 606 ta5t neutral left 6 left 0.2652924
#> 625 ta5t accuracy left 6 left 0.1497724
#> 644 ta5t speed right 6 right 0.2173022
#> 663 ta5t neutral right 6 right 0.2373861
#> 682 ta5t accuracy right 6 right 0.9192888
#> 701 ta5t speed left 7 left 0.1408232
#> 720 ta5t neutral left 7 left 0.3779688
#> 739 ta5t accuracy left 7 left 0.2819154
#> 758 ta5t speed right 7 left 0.2962205
#> 777 ta5t neutral right 7 left 0.2035934
#> 796 ta5t accuracy right 7 right 0.7182697
#> 815 ta5t speed left 8 left 0.3878133
#> 834 ta5t neutral left 8 left 0.2610277
#> 853 ta5t accuracy left 8 left 0.1581289
#> 872 ta5t speed right 8 right 0.2438927
#> 891 ta5t neutral right 8 right 0.5176319
#> 910 ta5t accuracy right 8 right 0.4859249
#> 929 ta5t speed left 9 left 0.1489880
#> 948 ta5t neutral left 9 left 0.4213511
#> 967 ta5t accuracy left 9 left 0.3246394
#> 986 ta5t speed right 9 right 0.2394321
#> 1005 ta5t neutral right 9 right 0.2447608
#> 1024 ta5t accuracy right 9 right 1.6129729
#> 1043 ta5t speed left 10 left 0.1497313
#> 1062 ta5t neutral left 10 left 0.7214946
#> 1081 ta5t accuracy left 10 left 0.2526883
#> 1100 ta5t speed right 10 right 0.2902444
#> 1119 ta5t neutral right 10 right 0.3314943
#> 1138 ta5t accuracy right 10 left 0.4456595
#> 18 vf1t speed left 1 left 0.3902056
#> 37 vf1t neutral left 1 left 0.3015172
#> 56 vf1t accuracy left 1 left 0.6655648
#> 75 vf1t speed right 1 right 0.2579235
#> 94 vf1t neutral right 1 right 0.2183702
#> 113 vf1t accuracy right 1 right 0.3282087
#> 132 vf1t speed left 2 right 0.2765690
#> 151 vf1t neutral left 2 left 0.2880047
#> 170 vf1t accuracy left 2 left 0.5670967
#> 189 vf1t speed right 2 right 0.3344289
#> 208 vf1t neutral right 2 right 0.2679914
#> 227 vf1t accuracy right 2 right 0.6118582
#> 246 vf1t speed left 3 left 0.3060249
#> 265 vf1t neutral left 3 left 0.2776066
#> 284 vf1t accuracy left 3 left 0.3766639
#> 303 vf1t speed right 3 right 0.3317354
#> 322 vf1t neutral right 3 right 0.2668672
#> 341 vf1t accuracy right 3 right 0.2523692
#> 360 vf1t speed left 4 right 0.2249650
#> 379 vf1t neutral left 4 left 0.5071301
#> 398 vf1t accuracy left 4 left 0.4167345
#> 417 vf1t speed right 4 right 0.2304767
#> 436 vf1t neutral right 4 right 0.3256981
#> 455 vf1t accuracy right 4 right 0.8240844
#> 474 vf1t speed left 5 right 0.2210211
#> 493 vf1t neutral left 5 right 0.2677332
#> 512 vf1t accuracy left 5 left 0.6083311
#> 531 vf1t speed right 5 right 0.2435304
#> 550 vf1t neutral right 5 right 0.2716599
#> 569 vf1t accuracy right 5 right 0.3124396
#> 588 vf1t speed left 6 left 0.6120365
#> 607 vf1t neutral left 6 left 0.3218458
#> 626 vf1t accuracy left 6 right 0.2174770
#> 645 vf1t speed right 6 right 0.2651054
#> 664 vf1t neutral right 6 left 0.2262429
#> 683 vf1t accuracy right 6 right 0.2964927
#> 702 vf1t speed left 7 left 0.2831794
#> 721 vf1t neutral left 7 left 0.2898234
#> 740 vf1t accuracy left 7 left 0.7665124
#> 759 vf1t speed right 7 right 0.2367918
#> 778 vf1t neutral right 7 right 0.2243693
#> 797 vf1t accuracy right 7 right 1.2093063
#> 816 vf1t speed left 8 right 0.3268589
#> 835 vf1t neutral left 8 left 0.3291548
#> 854 vf1t accuracy left 8 left 0.3562460
#> 873 vf1t speed right 8 left 0.3229638
#> 892 vf1t neutral right 8 right 0.2601554
#> 911 vf1t accuracy right 8 right 0.5749320
#> 930 vf1t speed left 9 left 0.2473416
#> 949 vf1t neutral left 9 left 0.3155973
#> 968 vf1t accuracy left 9 right 0.2970083
#> 987 vf1t speed right 9 left 0.3806526
#> 1006 vf1t neutral right 9 right 0.2476091
#> 1025 vf1t accuracy right 9 right 0.6300415
#> 1044 vf1t speed left 10 right 0.2214212
#> 1063 vf1t neutral left 10 right 0.2101703
#> 1082 vf1t accuracy left 10 left 0.7793835
#> 1101 vf1t speed right 10 right 0.2706145
#> 1120 vf1t neutral right 10 right 0.2118813
#> 1139 vf1t accuracy right 10 right 0.4777949
#> 19 zk1t speed left 1 left 0.2852140
#> 38 zk1t neutral left 1 left 0.4249858
#> 57 zk1t accuracy left 1 left 0.2238369
#> 76 zk1t speed right 1 right 1.0332740
#> 95 zk1t neutral right 1 right 0.2284190
#> 114 zk1t accuracy right 1 right 0.2008181
#> 133 zk1t speed left 2 left 0.3521022
#> 152 zk1t neutral left 2 left 0.2669931
#> 171 zk1t accuracy left 2 left 0.5662601
#> 190 zk1t speed right 2 right 0.8064586
#> 209 zk1t neutral right 2 right 0.3555730
#> 228 zk1t accuracy right 2 right 0.7337022
#> 247 zk1t speed left 3 left 0.3474630
#> 266 zk1t neutral left 3 left 0.4400330
#> 285 zk1t accuracy left 3 left 0.5411351
#> 304 zk1t speed right 3 right 0.8517701
#> 323 zk1t neutral right 3 right 1.3206318
#> 342 zk1t accuracy right 3 right 0.6123475
#> 361 zk1t speed left 4 left 0.3467336
#> 380 zk1t neutral left 4 left 0.3707746
#> 399 zk1t accuracy left 4 left 0.4849725
#> 418 zk1t speed right 4 right 0.3901169
#> 437 zk1t neutral right 4 right 0.5334846
#> 456 zk1t accuracy right 4 right 0.5619490
#> 475 zk1t speed left 5 left 0.2223012
#> 494 zk1t neutral left 5 left 0.2822097
#> 513 zk1t accuracy left 5 left 0.3794070
#> 532 zk1t speed right 5 right 0.3629124
#> 551 zk1t neutral right 5 right 0.6352783
#> 570 zk1t accuracy right 5 right 0.4720419
#> 589 zk1t speed left 6 left 0.2935652
#> 608 zk1t neutral left 6 left 0.4976205
#> 627 zk1t accuracy left 6 left 0.3601366
#> 646 zk1t speed right 6 right 0.3356209
#> 665 zk1t neutral right 6 right 0.4769074
#> 684 zk1t accuracy right 6 right 0.2973195
#> 703 zk1t speed left 7 left 0.1857025
#> 722 zk1t neutral left 7 left 0.2937442
#> 741 zk1t accuracy left 7 left 0.4260133
#> 760 zk1t speed right 7 right 0.3582554
#> 779 zk1t neutral right 7 right 0.5149318
#> 798 zk1t accuracy right 7 right 0.3472133
#> 817 zk1t speed left 8 left 0.2718282
#> 836 zk1t neutral left 8 left 0.6456732
#> 855 zk1t accuracy left 8 left 0.8407558
#> 874 zk1t speed right 8 right 0.2186120
#> 893 zk1t neutral right 8 right 1.0357129
#> 912 zk1t accuracy right 8 right 0.3276897
#> 931 zk1t speed left 9 left 0.1672399
#> 950 zk1t neutral left 9 left 0.4035757
#> 969 zk1t accuracy left 9 left 0.8283141
#> 988 zk1t speed right 9 right 0.2407111
#> 1007 zk1t neutral right 9 right 0.5755010
#> 1026 zk1t accuracy right 9 right 0.2228109
#> 1045 zk1t speed left 10 right 0.5857177
#> 1064 zk1t neutral left 10 left 0.3189808
#> 1083 zk1t accuracy left 10 left 0.3238897
#> 1102 zk1t speed right 10 left 0.2017153
#> 1121 zk1t neutral right 10 right 0.5410487
#> 1140 zk1t accuracy right 10 right 1.0904109