Nothing
tests/testthat/_snaps/model_functions.md
In EMC2: Bayesian Hierarchical Analysis of Cognitive Models of Choice
LNR
Code
init_chains(LNR_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
m -0.9685927
m_lMd 0.7061091
m_Eneutral 1.4890213
m_Eaccuracy -1.8150926
s 0.3304096
t0 -1.1421557
$theta_var
, , 1
m m_lMd m_Eneutral m_Eaccuracy s
m 0.15548530 -0.120772081 0.018078294 0.04633176 -0.04484492
m_lMd -0.12077208 0.184889995 -0.009471693 -0.04763271 0.02012377
m_Eneutral 0.01807829 -0.009471693 0.058583553 -0.01291727 -0.02728142
m_Eaccuracy 0.04633176 -0.047632707 -0.012917266 0.09477040 -0.01673469
s -0.04484492 0.020123770 -0.027281415 -0.01673469 0.07945096
t0 0.03785971 -0.018083101 -0.008237056 0.01937868 -0.01285052
t0
m 0.037859710
m_lMd -0.018083101
m_Eneutral -0.008237056
m_Eaccuracy 0.019378684
s -0.012850519
t0 0.076944459
$a_half
[,1]
m 0.4056687
m_lMd 1.9319610
m_Eneutral 0.2242516
m_Eaccuracy 0.4969591
s 0.3334446
t0 0.2464756
$alpha
, , 1
as1t bd6t
m -0.6599300 -0.5836701
m_lMd 0.3772913 0.1802469
m_Eneutral 1.6147295 1.7008123
m_Eaccuracy -2.1286744 -1.3967109
s 0.5289465 0.4253892
t0 -1.3065202 -1.3823828
$stage
[1] "init"
$subj_ll
[,1]
as1t -1119.9841
bd6t -849.3553
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 17.928942 9.9292394 -2.6234713 -2.086301 5.400555 -5.341685
[2,] 9.929239 11.9481645 0.3450765 2.123976 2.803122 -2.107418
[3,] -2.623471 0.3450765 23.5046084 5.314472 8.257526 3.928791
[4,] -2.086301 2.1239763 5.3144716 14.075925 2.918336 -0.963037
[5,] 5.400555 2.8031216 8.2575264 2.918336 18.577442 1.253107
[6,] -5.341685 -2.1074180 3.9287913 -0.963037 1.253107 16.001843
$idx
[1] 1
Code
make_data(p_LNR, design_LNR, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left right 0.6621568
3 2 as1t speed left right 0.2057630
5 3 as1t speed left right 0.2148357
7 4 as1t speed left left 0.3104419
9 5 as1t speed left left 0.3391626
11 6 as1t speed left right 0.3029197
13 7 as1t speed left right 1.3993717
15 8 as1t speed left right 0.2306459
17 9 as1t speed left left 1.1688779
19 10 as1t speed left right 0.4420536
41 11 as1t neutral left right 0.6309831
43 12 as1t neutral left left 0.2536847
45 13 as1t neutral left right 0.2319419
47 14 as1t neutral left right 0.2159625
49 15 as1t neutral left right 0.3556382
51 16 as1t neutral left left 0.2119769
53 17 as1t neutral left right 0.2055206
55 18 as1t neutral left right 0.2933270
57 19 as1t neutral left right 0.9621727
59 20 as1t neutral left right 0.2841160
81 21 as1t accuracy left right 0.2082286
83 22 as1t accuracy left right 1.0291990
85 23 as1t accuracy left right 0.2387766
87 24 as1t accuracy left right 0.3454905
89 25 as1t accuracy left left 0.3402073
91 26 as1t accuracy left right 0.2931404
93 27 as1t accuracy left right 0.5631042
95 28 as1t accuracy left right 0.2650557
97 29 as1t accuracy left right 0.2311833
99 30 as1t accuracy left right 0.3249946
121 31 as1t speed right left 0.3348222
123 32 as1t speed right left 0.3124411
125 33 as1t speed right right 0.3009970
127 34 as1t speed right right 0.3324145
129 35 as1t speed right left 0.2808354
131 36 as1t speed right left 0.5841607
133 37 as1t speed right left 0.2735157
135 38 as1t speed right left 0.2484093
137 39 as1t speed right right 0.2299376
139 40 as1t speed right left 0.2606403
161 41 as1t neutral right right 0.2842899
163 42 as1t neutral right left 0.2101295
165 43 as1t neutral right left 1.4312545
167 44 as1t neutral right left 0.2745290
169 45 as1t neutral right right 0.4214576
171 46 as1t neutral right left 0.2168920
173 47 as1t neutral right right 0.2591430
175 48 as1t neutral right left 1.0453442
177 49 as1t neutral right left 0.3268598
179 50 as1t neutral right right 0.2522106
201 51 as1t accuracy right right 2.6889300
203 52 as1t accuracy right left 0.2239633
205 53 as1t accuracy right right 0.3311753
207 54 as1t accuracy right right 0.3193368
209 55 as1t accuracy right left 0.4696293
211 56 as1t accuracy right left 0.3360226
213 57 as1t accuracy right left 0.4199177
215 58 as1t accuracy right right 0.7826471
217 59 as1t accuracy right left 0.7467092
219 60 as1t accuracy right right 0.2285965
21 1 bd6t speed left right 0.3521819
23 2 bd6t speed left left 2.5742499
25 3 bd6t speed left left 0.2447084
27 4 bd6t speed left right 0.3353470
29 5 bd6t speed left right 0.3184436
31 6 bd6t speed left right 0.4884841
33 7 bd6t speed left right 0.4399945
35 8 bd6t speed left right 0.2215287
37 9 bd6t speed left right 0.2100897
39 10 bd6t speed left right 0.2133570
61 11 bd6t neutral left right 0.2446073
63 12 bd6t neutral left left 0.3726230
65 13 bd6t neutral left right 0.4092510
67 14 bd6t neutral left left 0.5294351
69 15 bd6t neutral left right 0.2143891
71 16 bd6t neutral left right 0.9475786
73 17 bd6t neutral left right 0.2133931
75 18 bd6t neutral left right 1.2623103
77 19 bd6t neutral left right 0.4351044
79 20 bd6t neutral left right 0.4247098
101 21 bd6t accuracy left left 0.3207819
103 22 bd6t accuracy left right 0.2389074
105 23 bd6t accuracy left right 0.2820200
107 24 bd6t accuracy left right 0.2198767
109 25 bd6t accuracy left right 0.4524300
111 26 bd6t accuracy left right 0.2300322
113 27 bd6t accuracy left right 0.2416458
115 28 bd6t accuracy left right 0.2191954
117 29 bd6t accuracy left right 0.6286309
119 30 bd6t accuracy left right 0.2628880
141 31 bd6t speed right left 0.6651145
143 32 bd6t speed right left 0.2299034
145 33 bd6t speed right right 2.4026591
147 34 bd6t speed right right 0.3498691
149 35 bd6t speed right right 0.3024430
151 36 bd6t speed right left 0.3085880
153 37 bd6t speed right left 0.2907286
155 38 bd6t speed right left 0.2056963
157 39 bd6t speed right left 0.2142630
159 40 bd6t speed right left 0.4062331
181 41 bd6t neutral right left 0.2521459
183 42 bd6t neutral right right 0.5737047
185 43 bd6t neutral right left 0.2679879
187 44 bd6t neutral right left 0.6547885
189 45 bd6t neutral right left 0.7484957
191 46 bd6t neutral right left 0.7427598
193 47 bd6t neutral right left 0.2639333
195 48 bd6t neutral right left 0.2970921
197 49 bd6t neutral right left 0.4422466
199 50 bd6t neutral right left 0.9803098
221 51 bd6t accuracy right left 0.7469548
223 52 bd6t accuracy right right 0.2676699
225 53 bd6t accuracy right right 1.3892407
227 54 bd6t accuracy right left 0.2842021
229 55 bd6t accuracy right left 0.3571977
231 56 bd6t accuracy right left 0.8165039
233 57 bd6t accuracy right left 0.2736779
235 58 bd6t accuracy right left 0.4250408
237 59 bd6t accuracy right left 0.3621805
239 60 bd6t accuracy right left 0.3439226
LBA
Code
init_chains(LBA_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v -0.9685927
v_lMd 0.7061091
sv_lMTRUE 1.4890213
B -1.8150926
B_Eneutral 0.3304096
B_Eaccuracy -1.1421557
B_lRright 0.1571934
A -2.0654072
t0 -0.4405469
$theta_var
, , 1
v v_lMd sv_lMTRUE B B_Eneutral
v 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_lMd -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
sv_lMTRUE -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
B 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
B_Eneutral -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
B_Eaccuracy 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
B_lRright -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
A -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
t0 -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
B_Eaccuracy B_lRright A t0
v 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_lMd 0.001911013 -0.003096442 -0.018106519 0.0006819411
sv_lMTRUE -0.037503336 0.020333128 0.007641907 0.0013296327
B -0.010047731 0.009869385 -0.002972127 0.0006671515
B_Eneutral -0.023423360 0.019288722 0.008676374 0.0076872108
B_Eaccuracy 0.078051779 -0.028702651 -0.004381484 0.0022878527
B_lRright -0.028702651 0.042243108 0.005224348 -0.0090916441
A -0.004381484 0.005224348 0.052137019 0.0067800486
t0 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v 0.4941231
v_lMd 2.5931756
sv_lMTRUE 1.4684537
B 0.8437531
B_Eneutral 0.6261293
B_Eaccuracy 0.8155694
B_lRright 2.2752573
A 0.7726374
t0 0.3149199
$alpha
, , 1
as1t bd6t
v -0.8659366 -0.8274847
v_lMd 0.8828966 0.5761732
sv_lMTRUE 1.4190220 1.7831332
B -1.5914170 -1.6746325
B_Eneutral 0.2736373 0.5774843
B_Eaccuracy -0.7775480 -1.8565900
B_lRright 0.1379297 0.5908926
A -1.9607101 -2.4159174
t0 -0.6633743 -0.9088031
$stage
[1] "init"
$subj_ll
[,1]
as1t -14281.188
bd6t -8083.852
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_LBA, design_LBA, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left left 1.4633807
3 2 as1t speed left left 1.4760285
5 3 as1t speed left left 1.1592134
7 4 as1t speed left right 1.0073454
9 5 as1t speed left left 1.1259135
11 6 as1t speed left left 1.0885685
13 7 as1t speed left left 0.9759322
15 8 as1t speed left left 1.5074960
17 9 as1t speed left left 1.1934289
19 10 as1t speed left left 1.0744474
41 11 as1t neutral left right 1.0673134
43 12 as1t neutral left right 1.7074722
45 13 as1t neutral left left 1.9051035
47 14 as1t neutral left left 2.0398431
49 15 as1t neutral left left 2.3613085
51 16 as1t neutral left right 1.9783355
53 17 as1t neutral left left 1.9133404
55 18 as1t neutral left left 1.5454823
57 19 as1t neutral left right 1.4862452
59 20 as1t neutral left left 2.0591050
81 21 as1t accuracy left left 2.0299050
83 22 as1t accuracy left left 1.6495790
85 23 as1t accuracy left right 1.6319596
87 24 as1t accuracy left right 1.3735664
89 25 as1t accuracy left right 1.0601139
91 26 as1t accuracy left left 2.1595326
93 27 as1t accuracy left left 2.0660525
95 28 as1t accuracy left left 1.5216962
97 29 as1t accuracy left left 1.2179661
99 30 as1t accuracy left right 1.1660569
121 31 as1t speed right right 1.2526878
123 32 as1t speed right right 1.3612807
125 33 as1t speed right left 1.1081115
127 34 as1t speed right right 0.9069431
129 35 as1t speed right right 1.3007431
131 36 as1t speed right right 1.1144518
133 37 as1t speed right right 1.1973887
135 38 as1t speed right right 1.2928114
137 39 as1t speed right right 1.0390089
139 40 as1t speed right right 1.0903481
161 41 as1t neutral right right 2.0526427
163 42 as1t neutral right right 1.3163763
165 43 as1t neutral right left 1.4552335
167 44 as1t neutral right right 1.3787500
169 45 as1t neutral right right 2.5690105
171 46 as1t neutral right right 2.3174432
173 47 as1t neutral right right 1.9109834
175 48 as1t neutral right right 2.1595589
177 49 as1t neutral right right 1.7756665
179 50 as1t neutral right right 1.3533651
201 51 as1t accuracy right right 1.4120491
203 52 as1t accuracy right right 1.2279165
205 53 as1t accuracy right left 0.8540025
207 54 as1t accuracy right right 2.2168005
209 55 as1t accuracy right right 1.5696998
211 56 as1t accuracy right left 2.1831008
213 57 as1t accuracy right left 1.6599022
215 58 as1t accuracy right right 1.4069464
217 59 as1t accuracy right right 1.1379449
219 60 as1t accuracy right right 1.4788349
21 1 bd6t speed left left 1.1431110
23 2 bd6t speed left right 1.1568404
25 3 bd6t speed left left 1.1525343
27 4 bd6t speed left left 0.8557349
29 5 bd6t speed left left 1.2749753
31 6 bd6t speed left left 0.9191639
33 7 bd6t speed left left 1.1984658
35 8 bd6t speed left right 1.1423907
37 9 bd6t speed left left 1.3775807
39 10 bd6t speed left left 1.8239025
61 11 bd6t neutral left left 1.7628106
63 12 bd6t neutral left right 1.7751813
65 13 bd6t neutral left left 1.3634590
67 14 bd6t neutral left left 1.6609535
69 15 bd6t neutral left left 1.4420837
71 16 bd6t neutral left left 2.0303752
73 17 bd6t neutral left left 2.5350163
75 18 bd6t neutral left left 2.3413114
77 19 bd6t neutral left left 1.6085614
79 20 bd6t neutral left left 1.7790590
101 21 bd6t accuracy left left 1.5055781
103 22 bd6t accuracy left left 1.4714349
105 23 bd6t accuracy left left 1.2633969
107 24 bd6t accuracy left left 1.4022881
109 25 bd6t accuracy left right 1.5379162
111 26 bd6t accuracy left left 1.2376553
113 27 bd6t accuracy left left 1.3866129
115 28 bd6t accuracy left left 1.5251978
117 29 bd6t accuracy left left 1.0863382
119 30 bd6t accuracy left left 1.4439774
141 31 bd6t speed right left 1.0662231
143 32 bd6t speed right right 1.1241908
145 33 bd6t speed right right 0.9894373
147 34 bd6t speed right right 1.1363703
149 35 bd6t speed right right 1.5094163
151 36 bd6t speed right right 1.3607508
153 37 bd6t speed right left 2.0314261
155 38 bd6t speed right right 1.2109026
157 39 bd6t speed right right 1.5667086
159 40 bd6t speed right right 1.4264524
181 41 bd6t neutral right left 1.9479597
183 42 bd6t neutral right right 1.5346550
185 43 bd6t neutral right right 1.5947515
187 44 bd6t neutral right right 2.5420919
189 45 bd6t neutral right right 1.5466112
191 46 bd6t neutral right left 1.5146953
193 47 bd6t neutral right left 1.9679805
195 48 bd6t neutral right right 1.8031439
197 49 bd6t neutral right right 1.5779376
199 50 bd6t neutral right left 1.6736543
221 51 bd6t accuracy right right 1.6805979
223 52 bd6t accuracy right right 1.5073002
225 53 bd6t accuracy right right 1.3659314
227 54 bd6t accuracy right right 1.6692198
229 55 bd6t accuracy right right 1.0853028
231 56 bd6t accuracy right left 1.1938813
233 57 bd6t accuracy right right 1.8463224
235 58 bd6t accuracy right left 1.1581136
237 59 bd6t accuracy right right 1.1518188
239 60 bd6t accuracy right right 1.3311090
RDM
Code
init_chains(RDM_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v -0.9685927
v_lMd 0.7061091
s_lMTRUE 1.4890213
B -1.8150926
B_Eneutral 0.3304096
B_Eaccuracy -1.1421557
B_lRright 0.1571934
A -2.0654072
t0 -0.4405469
$theta_var
, , 1
v v_lMd s_lMTRUE B B_Eneutral
v 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_lMd -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
s_lMTRUE -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
B 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
B_Eneutral -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
B_Eaccuracy 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
B_lRright -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
A -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
t0 -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
B_Eaccuracy B_lRright A t0
v 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_lMd 0.001911013 -0.003096442 -0.018106519 0.0006819411
s_lMTRUE -0.037503336 0.020333128 0.007641907 0.0013296327
B -0.010047731 0.009869385 -0.002972127 0.0006671515
B_Eneutral -0.023423360 0.019288722 0.008676374 0.0076872108
B_Eaccuracy 0.078051779 -0.028702651 -0.004381484 0.0022878527
B_lRright -0.028702651 0.042243108 0.005224348 -0.0090916441
A -0.004381484 0.005224348 0.052137019 0.0067800486
t0 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v 0.4941231
v_lMd 2.5931756
s_lMTRUE 1.4684537
B 0.8437531
B_Eneutral 0.6261293
B_Eaccuracy 0.8155694
B_lRright 2.2752573
A 0.7726374
t0 0.3149199
$alpha
, , 1
as1t bd6t
v -0.8659366 -0.8274847
v_lMd 0.8828966 0.5761732
s_lMTRUE 1.4190220 1.7831332
B -1.5914170 -1.6746325
B_Eneutral 0.2736373 0.5774843
B_Eaccuracy -0.7775480 -1.8565900
B_lRright 0.1379297 0.5908926
A -1.9607101 -2.4159174
t0 -0.6633743 -0.9088031
$stage
[1] "init"
$subj_ll
[,1]
as1t -13319.641
bd6t -8344.067
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_RDM, design_RDM, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left left 0.9280160
3 2 as1t speed left left 0.9009727
5 3 as1t speed left left 1.0128159
7 4 as1t speed left left 0.9078842
9 5 as1t speed left left 0.8838565
11 6 as1t speed left left 0.8349570
13 7 as1t speed left left 0.8541628
15 8 as1t speed left left 0.8873348
17 9 as1t speed left left 1.0874602
19 10 as1t speed left left 0.9044905
41 11 as1t neutral left right 0.9928104
43 12 as1t neutral left left 1.4726879
45 13 as1t neutral left left 1.5136812
47 14 as1t neutral left left 1.4227448
49 15 as1t neutral left left 1.3624661
51 16 as1t neutral left left 1.2007451
53 17 as1t neutral left left 1.5108485
55 18 as1t neutral left left 1.1971381
57 19 as1t neutral left left 1.4237964
59 20 as1t neutral left left 1.4240631
81 21 as1t accuracy left left 1.1261396
83 22 as1t accuracy left left 1.3806725
85 23 as1t accuracy left left 1.1609113
87 24 as1t accuracy left left 1.3577262
89 25 as1t accuracy left right 1.0471066
91 26 as1t accuracy left left 1.1073034
93 27 as1t accuracy left left 1.0989463
95 28 as1t accuracy left left 1.3284815
97 29 as1t accuracy left left 1.0555446
99 30 as1t accuracy left left 1.0741559
121 31 as1t speed right right 1.0187293
123 32 as1t speed right right 0.9814893
125 33 as1t speed right left 0.8739511
127 34 as1t speed right right 0.8109042
129 35 as1t speed right right 0.9584358
131 36 as1t speed right right 1.1550435
133 37 as1t speed right right 0.9387957
135 38 as1t speed right right 1.0194077
137 39 as1t speed right right 1.2271491
139 40 as1t speed right right 0.8929923
161 41 as1t neutral right right 1.5256713
163 42 as1t neutral right right 2.0518276
165 43 as1t neutral right right 1.5871876
167 44 as1t neutral right right 1.9652669
169 45 as1t neutral right right 1.6067294
171 46 as1t neutral right right 1.5536834
173 47 as1t neutral right right 1.5169147
175 48 as1t neutral right right 1.4231504
177 49 as1t neutral right right 1.4704327
179 50 as1t neutral right right 1.9840533
201 51 as1t accuracy right right 1.0845494
203 52 as1t accuracy right right 1.1063536
205 53 as1t accuracy right left 0.7933717
207 54 as1t accuracy right left 1.0113856
209 55 as1t accuracy right right 1.1108572
211 56 as1t accuracy right right 1.0210001
213 57 as1t accuracy right right 1.1471407
215 58 as1t accuracy right right 1.4319051
217 59 as1t accuracy right right 1.7575233
219 60 as1t accuracy right right 1.3688643
21 1 bd6t speed left left 1.0208927
23 2 bd6t speed left left 0.7744698
25 3 bd6t speed left left 1.1180789
27 4 bd6t speed left left 0.7575837
29 5 bd6t speed left left 1.0709417
31 6 bd6t speed left right 1.1845798
33 7 bd6t speed left right 1.0125895
35 8 bd6t speed left left 1.0491586
37 9 bd6t speed left left 0.9465356
39 10 bd6t speed left left 0.8448592
61 11 bd6t neutral left left 1.6042024
63 12 bd6t neutral left left 1.4498685
65 13 bd6t neutral left left 1.9838021
67 14 bd6t neutral left left 1.2987800
69 15 bd6t neutral left left 1.8766217
71 16 bd6t neutral left left 1.4309855
73 17 bd6t neutral left left 1.7424045
75 18 bd6t neutral left left 1.3510569
77 19 bd6t neutral left left 1.2152129
79 20 bd6t neutral left left 1.5662376
101 21 bd6t accuracy left left 1.2377503
103 22 bd6t accuracy left left 1.3724097
105 23 bd6t accuracy left left 0.9701447
107 24 bd6t accuracy left left 1.0272444
109 25 bd6t accuracy left left 1.4612821
111 26 bd6t accuracy left left 1.0618854
113 27 bd6t accuracy left left 1.0677462
115 28 bd6t accuracy left left 1.3346883
117 29 bd6t accuracy left left 1.8494961
119 30 bd6t accuracy left left 1.4070013
141 31 bd6t speed right right 0.9957356
143 32 bd6t speed right right 1.1446996
145 33 bd6t speed right right 1.3102483
147 34 bd6t speed right left 0.9437308
149 35 bd6t speed right right 1.1165105
151 36 bd6t speed right right 0.9776703
153 37 bd6t speed right right 0.7328950
155 38 bd6t speed right right 1.0700732
157 39 bd6t speed right right 1.1634011
159 40 bd6t speed right right 0.9587314
181 41 bd6t neutral right right 1.2750007
183 42 bd6t neutral right right 1.7700724
185 43 bd6t neutral right right 1.7163212
187 44 bd6t neutral right right 1.6584146
189 45 bd6t neutral right right 1.2373955
191 46 bd6t neutral right right 1.4939404
193 47 bd6t neutral right right 1.6174103
195 48 bd6t neutral right right 1.4643984
197 49 bd6t neutral right right 1.4014406
199 50 bd6t neutral right right 1.7699586
221 51 bd6t accuracy right right 1.2711660
223 52 bd6t accuracy right right 1.3422554
225 53 bd6t accuracy right right 1.2014337
227 54 bd6t accuracy right right 1.2291637
229 55 bd6t accuracy right right 1.8717891
231 56 bd6t accuracy right right 1.2700290
233 57 bd6t accuracy right right 1.4387550
235 58 bd6t accuracy right right 1.1099540
237 59 bd6t accuracy right right 0.9106558
239 60 bd6t accuracy right left 1.4617551
DDM
Code
init_chains(DDM_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v_Sleft -0.9685927
v_Sright 0.7061091
a 1.4890213
a_Eneutral -1.8150926
a_Eaccuracy 0.3304096
t0 -1.1421557
Z 0.1571934
sv -2.0654072
SZ -0.4405469
$theta_var
, , 1
v_Sleft v_Sright a a_Eneutral a_Eaccuracy
v_Sleft 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_Sright -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
a -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
a_Eneutral 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
a_Eaccuracy -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
t0 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
Z -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
sv -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
SZ -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
t0 Z sv SZ
v_Sleft 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_Sright 0.001911013 -0.003096442 -0.018106519 0.0006819411
a -0.037503336 0.020333128 0.007641907 0.0013296327
a_Eneutral -0.010047731 0.009869385 -0.002972127 0.0006671515
a_Eaccuracy -0.023423360 0.019288722 0.008676374 0.0076872108
t0 0.078051779 -0.028702651 -0.004381484 0.0022878527
Z -0.028702651 0.042243108 0.005224348 -0.0090916441
sv -0.004381484 0.005224348 0.052137019 0.0067800486
SZ 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v_Sleft 0.4941231
v_Sright 2.5931756
a 1.4684537
a_Eneutral 0.8437531
a_Eaccuracy 0.6261293
t0 0.8155694
Z 2.2752573
sv 0.7726374
SZ 0.3149199
$alpha
, , 1
as1t bd6t
v_Sleft -0.795745564 -0.61298014
v_Sright 0.831296796 0.53982132
a 1.424407847 1.19546709
a_Eneutral -1.922987294 -1.62502932
a_Eaccuracy 0.049542401 0.03054263
t0 -1.396100362 -1.38269638
Z -0.005054203 -0.21436007
sv -2.197044667 -2.08693786
SZ -0.436668005 -0.46579217
$stage
[1] "init"
$subj_ll
[,1]
as1t -3601.088
bd6t -3112.817
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_DDM, design_DDM, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left right 0.3303770
2 2 as1t speed left right 0.8831889
3 3 as1t speed left right 0.3656491
4 4 as1t speed left right 1.6893529
5 5 as1t speed left right 0.3581243
6 6 as1t speed left left 0.5084518
7 7 as1t speed left left 0.3417613
8 8 as1t speed left left 0.4125840
9 9 as1t speed left left 0.3481593
10 10 as1t speed left left 0.4733514
21 11 as1t neutral left right 0.4909576
22 12 as1t neutral left right 2.8947302
23 13 as1t neutral left right 0.8124359
24 14 as1t neutral left right 1.8901699
25 15 as1t neutral left right 2.7489752
26 16 as1t neutral left right 0.4256045
27 17 as1t neutral left right 3.4726118
28 18 as1t neutral left right 2.2478788
29 19 as1t neutral left right 1.5915899
30 20 as1t neutral left right 1.0245526
41 21 as1t accuracy left left 1.0479779
42 22 as1t accuracy left left 0.5282694
43 23 as1t accuracy left left 1.3204855
44 24 as1t accuracy left left 1.6058679
45 25 as1t accuracy left left 0.4258507
46 26 as1t accuracy left left 0.4895823
47 27 as1t accuracy left left 0.4842132
48 28 as1t accuracy left left 0.4517332
49 29 as1t accuracy left left 0.3808616
50 30 as1t accuracy left left 0.6778753
61 31 as1t speed right right 0.9071700
62 32 as1t speed right right 0.6793971
63 33 as1t speed right right 0.3469793
64 34 as1t speed right right 0.4637350
65 35 as1t speed right right 0.7313425
66 36 as1t speed right right 1.1579094
67 37 as1t speed right right 0.8025322
68 38 as1t speed right right 0.9046728
69 39 as1t speed right right 0.7982492
70 40 as1t speed right right 0.4230500
81 41 as1t neutral right right 0.5534460
82 42 as1t neutral right right 1.9699515
83 43 as1t neutral right right 0.3657847
84 44 as1t neutral right right 0.7200108
85 45 as1t neutral right right 2.9431948
86 46 as1t neutral right right 0.5594162
87 47 as1t neutral right right 0.6294693
88 48 as1t neutral right right 0.4074717
89 49 as1t neutral right right 0.6187583
90 50 as1t neutral right right 0.5283952
101 51 as1t accuracy right right 0.3749035
102 52 as1t accuracy right right 0.4027881
103 53 as1t accuracy right right 1.5428381
104 54 as1t accuracy right right 0.4537814
105 55 as1t accuracy right right 2.2745643
106 56 as1t accuracy right right 4.0389529
107 57 as1t accuracy right right 0.3761582
108 58 as1t accuracy right right 0.4227407
109 59 as1t accuracy right right 0.4344785
110 60 as1t accuracy right right 0.9497076
11 1 bd6t speed left left 1.4717633
12 2 bd6t speed left left 1.0776926
13 3 bd6t speed left left 0.3693564
14 4 bd6t speed left left 0.6959749
15 5 bd6t speed left left 0.7347282
16 6 bd6t speed left left 0.3646702
17 7 bd6t speed left left 0.2684499
18 8 bd6t speed left left 0.6802333
19 9 bd6t speed left left 0.6389701
20 10 bd6t speed left left 0.4499327
31 11 bd6t neutral left left 0.6874736
32 12 bd6t neutral left left 0.3934022
33 13 bd6t neutral left left 0.4082299
34 14 bd6t neutral left left 0.8149864
35 15 bd6t neutral left left 0.4621112
36 16 bd6t neutral left left 0.3725699
37 17 bd6t neutral left left 0.5502110
38 18 bd6t neutral left left 0.9527539
39 19 bd6t neutral left left 0.4917955
40 20 bd6t neutral left left 0.4793544
51 21 bd6t accuracy left left 1.0537704
52 22 bd6t accuracy left left 0.4094596
53 23 bd6t accuracy left left 0.3449287
54 24 bd6t accuracy left left 2.8110175
55 25 bd6t accuracy left left 0.7988648
56 26 bd6t accuracy left left 0.9140120
57 27 bd6t accuracy left left 0.3805231
58 28 bd6t accuracy left left 0.7978483
59 29 bd6t accuracy left left 0.3575846
60 30 bd6t accuracy left left 0.5587221
71 31 bd6t speed right right 0.3907740
72 32 bd6t speed right right 0.5320822
73 33 bd6t speed right right 0.4305415
74 34 bd6t speed right right 0.3395347
75 35 bd6t speed right right 0.5596542
76 36 bd6t speed right left 0.8256122
77 37 bd6t speed right left 1.4658427
78 38 bd6t speed right left 1.0483318
79 39 bd6t speed right left 0.9526109
80 40 bd6t speed right left 1.2686524
91 41 bd6t neutral right right 1.5654954
92 42 bd6t neutral right right 1.9132725
93 43 bd6t neutral right right 0.9740539
94 44 bd6t neutral right right 1.4220989
95 45 bd6t neutral right right 2.7096758
96 46 bd6t neutral right left 0.7497683
97 47 bd6t neutral right left 0.7829036
98 48 bd6t neutral right left 0.6153065
99 49 bd6t neutral right left 0.5878070
100 50 bd6t neutral right left 0.8849102
111 51 bd6t accuracy right left 0.4916132
112 52 bd6t accuracy right left 1.4053846
113 53 bd6t accuracy right left 1.6644347
114 54 bd6t accuracy right left 0.4641608
115 55 bd6t accuracy right left 1.2168195
116 56 bd6t accuracy right left 0.8745154
117 57 bd6t accuracy right left 0.8632338
118 58 bd6t accuracy right left 1.9666107
119 59 bd6t accuracy right left 1.6759381
120 60 bd6t accuracy right left 1.1267937
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EMC2 documentation built on Dec. 2, 2025, 9:06 a.m.
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LNR
Code
init_chains(LNR_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
m -0.9685927
m_lMd 0.7061091
m_Eneutral 1.4890213
m_Eaccuracy -1.8150926
s 0.3304096
t0 -1.1421557
$theta_var
, , 1
m m_lMd m_Eneutral m_Eaccuracy s
m 0.15548530 -0.120772081 0.018078294 0.04633176 -0.04484492
m_lMd -0.12077208 0.184889995 -0.009471693 -0.04763271 0.02012377
m_Eneutral 0.01807829 -0.009471693 0.058583553 -0.01291727 -0.02728142
m_Eaccuracy 0.04633176 -0.047632707 -0.012917266 0.09477040 -0.01673469
s -0.04484492 0.020123770 -0.027281415 -0.01673469 0.07945096
t0 0.03785971 -0.018083101 -0.008237056 0.01937868 -0.01285052
t0
m 0.037859710
m_lMd -0.018083101
m_Eneutral -0.008237056
m_Eaccuracy 0.019378684
s -0.012850519
t0 0.076944459
$a_half
[,1]
m 0.4056687
m_lMd 1.9319610
m_Eneutral 0.2242516
m_Eaccuracy 0.4969591
s 0.3334446
t0 0.2464756
$alpha
, , 1
as1t bd6t
m -0.6599300 -0.5836701
m_lMd 0.3772913 0.1802469
m_Eneutral 1.6147295 1.7008123
m_Eaccuracy -2.1286744 -1.3967109
s 0.5289465 0.4253892
t0 -1.3065202 -1.3823828
$stage
[1] "init"
$subj_ll
[,1]
as1t -1119.9841
bd6t -849.3553
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 17.928942 9.9292394 -2.6234713 -2.086301 5.400555 -5.341685
[2,] 9.929239 11.9481645 0.3450765 2.123976 2.803122 -2.107418
[3,] -2.623471 0.3450765 23.5046084 5.314472 8.257526 3.928791
[4,] -2.086301 2.1239763 5.3144716 14.075925 2.918336 -0.963037
[5,] 5.400555 2.8031216 8.2575264 2.918336 18.577442 1.253107
[6,] -5.341685 -2.1074180 3.9287913 -0.963037 1.253107 16.001843
$idx
[1] 1
Code
make_data(p_LNR, design_LNR, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left right 0.6621568
3 2 as1t speed left right 0.2057630
5 3 as1t speed left right 0.2148357
7 4 as1t speed left left 0.3104419
9 5 as1t speed left left 0.3391626
11 6 as1t speed left right 0.3029197
13 7 as1t speed left right 1.3993717
15 8 as1t speed left right 0.2306459
17 9 as1t speed left left 1.1688779
19 10 as1t speed left right 0.4420536
41 11 as1t neutral left right 0.6309831
43 12 as1t neutral left left 0.2536847
45 13 as1t neutral left right 0.2319419
47 14 as1t neutral left right 0.2159625
49 15 as1t neutral left right 0.3556382
51 16 as1t neutral left left 0.2119769
53 17 as1t neutral left right 0.2055206
55 18 as1t neutral left right 0.2933270
57 19 as1t neutral left right 0.9621727
59 20 as1t neutral left right 0.2841160
81 21 as1t accuracy left right 0.2082286
83 22 as1t accuracy left right 1.0291990
85 23 as1t accuracy left right 0.2387766
87 24 as1t accuracy left right 0.3454905
89 25 as1t accuracy left left 0.3402073
91 26 as1t accuracy left right 0.2931404
93 27 as1t accuracy left right 0.5631042
95 28 as1t accuracy left right 0.2650557
97 29 as1t accuracy left right 0.2311833
99 30 as1t accuracy left right 0.3249946
121 31 as1t speed right left 0.3348222
123 32 as1t speed right left 0.3124411
125 33 as1t speed right right 0.3009970
127 34 as1t speed right right 0.3324145
129 35 as1t speed right left 0.2808354
131 36 as1t speed right left 0.5841607
133 37 as1t speed right left 0.2735157
135 38 as1t speed right left 0.2484093
137 39 as1t speed right right 0.2299376
139 40 as1t speed right left 0.2606403
161 41 as1t neutral right right 0.2842899
163 42 as1t neutral right left 0.2101295
165 43 as1t neutral right left 1.4312545
167 44 as1t neutral right left 0.2745290
169 45 as1t neutral right right 0.4214576
171 46 as1t neutral right left 0.2168920
173 47 as1t neutral right right 0.2591430
175 48 as1t neutral right left 1.0453442
177 49 as1t neutral right left 0.3268598
179 50 as1t neutral right right 0.2522106
201 51 as1t accuracy right right 2.6889300
203 52 as1t accuracy right left 0.2239633
205 53 as1t accuracy right right 0.3311753
207 54 as1t accuracy right right 0.3193368
209 55 as1t accuracy right left 0.4696293
211 56 as1t accuracy right left 0.3360226
213 57 as1t accuracy right left 0.4199177
215 58 as1t accuracy right right 0.7826471
217 59 as1t accuracy right left 0.7467092
219 60 as1t accuracy right right 0.2285965
21 1 bd6t speed left right 0.3521819
23 2 bd6t speed left left 2.5742499
25 3 bd6t speed left left 0.2447084
27 4 bd6t speed left right 0.3353470
29 5 bd6t speed left right 0.3184436
31 6 bd6t speed left right 0.4884841
33 7 bd6t speed left right 0.4399945
35 8 bd6t speed left right 0.2215287
37 9 bd6t speed left right 0.2100897
39 10 bd6t speed left right 0.2133570
61 11 bd6t neutral left right 0.2446073
63 12 bd6t neutral left left 0.3726230
65 13 bd6t neutral left right 0.4092510
67 14 bd6t neutral left left 0.5294351
69 15 bd6t neutral left right 0.2143891
71 16 bd6t neutral left right 0.9475786
73 17 bd6t neutral left right 0.2133931
75 18 bd6t neutral left right 1.2623103
77 19 bd6t neutral left right 0.4351044
79 20 bd6t neutral left right 0.4247098
101 21 bd6t accuracy left left 0.3207819
103 22 bd6t accuracy left right 0.2389074
105 23 bd6t accuracy left right 0.2820200
107 24 bd6t accuracy left right 0.2198767
109 25 bd6t accuracy left right 0.4524300
111 26 bd6t accuracy left right 0.2300322
113 27 bd6t accuracy left right 0.2416458
115 28 bd6t accuracy left right 0.2191954
117 29 bd6t accuracy left right 0.6286309
119 30 bd6t accuracy left right 0.2628880
141 31 bd6t speed right left 0.6651145
143 32 bd6t speed right left 0.2299034
145 33 bd6t speed right right 2.4026591
147 34 bd6t speed right right 0.3498691
149 35 bd6t speed right right 0.3024430
151 36 bd6t speed right left 0.3085880
153 37 bd6t speed right left 0.2907286
155 38 bd6t speed right left 0.2056963
157 39 bd6t speed right left 0.2142630
159 40 bd6t speed right left 0.4062331
181 41 bd6t neutral right left 0.2521459
183 42 bd6t neutral right right 0.5737047
185 43 bd6t neutral right left 0.2679879
187 44 bd6t neutral right left 0.6547885
189 45 bd6t neutral right left 0.7484957
191 46 bd6t neutral right left 0.7427598
193 47 bd6t neutral right left 0.2639333
195 48 bd6t neutral right left 0.2970921
197 49 bd6t neutral right left 0.4422466
199 50 bd6t neutral right left 0.9803098
221 51 bd6t accuracy right left 0.7469548
223 52 bd6t accuracy right right 0.2676699
225 53 bd6t accuracy right right 1.3892407
227 54 bd6t accuracy right left 0.2842021
229 55 bd6t accuracy right left 0.3571977
231 56 bd6t accuracy right left 0.8165039
233 57 bd6t accuracy right left 0.2736779
235 58 bd6t accuracy right left 0.4250408
237 59 bd6t accuracy right left 0.3621805
239 60 bd6t accuracy right left 0.3439226
LBA
Code
init_chains(LBA_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v -0.9685927
v_lMd 0.7061091
sv_lMTRUE 1.4890213
B -1.8150926
B_Eneutral 0.3304096
B_Eaccuracy -1.1421557
B_lRright 0.1571934
A -2.0654072
t0 -0.4405469
$theta_var
, , 1
v v_lMd sv_lMTRUE B B_Eneutral
v 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_lMd -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
sv_lMTRUE -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
B 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
B_Eneutral -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
B_Eaccuracy 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
B_lRright -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
A -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
t0 -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
B_Eaccuracy B_lRright A t0
v 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_lMd 0.001911013 -0.003096442 -0.018106519 0.0006819411
sv_lMTRUE -0.037503336 0.020333128 0.007641907 0.0013296327
B -0.010047731 0.009869385 -0.002972127 0.0006671515
B_Eneutral -0.023423360 0.019288722 0.008676374 0.0076872108
B_Eaccuracy 0.078051779 -0.028702651 -0.004381484 0.0022878527
B_lRright -0.028702651 0.042243108 0.005224348 -0.0090916441
A -0.004381484 0.005224348 0.052137019 0.0067800486
t0 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v 0.4941231
v_lMd 2.5931756
sv_lMTRUE 1.4684537
B 0.8437531
B_Eneutral 0.6261293
B_Eaccuracy 0.8155694
B_lRright 2.2752573
A 0.7726374
t0 0.3149199
$alpha
, , 1
as1t bd6t
v -0.8659366 -0.8274847
v_lMd 0.8828966 0.5761732
sv_lMTRUE 1.4190220 1.7831332
B -1.5914170 -1.6746325
B_Eneutral 0.2736373 0.5774843
B_Eaccuracy -0.7775480 -1.8565900
B_lRright 0.1379297 0.5908926
A -1.9607101 -2.4159174
t0 -0.6633743 -0.9088031
$stage
[1] "init"
$subj_ll
[,1]
as1t -14281.188
bd6t -8083.852
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_LBA, design_LBA, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left left 1.4633807
3 2 as1t speed left left 1.4760285
5 3 as1t speed left left 1.1592134
7 4 as1t speed left right 1.0073454
9 5 as1t speed left left 1.1259135
11 6 as1t speed left left 1.0885685
13 7 as1t speed left left 0.9759322
15 8 as1t speed left left 1.5074960
17 9 as1t speed left left 1.1934289
19 10 as1t speed left left 1.0744474
41 11 as1t neutral left right 1.0673134
43 12 as1t neutral left right 1.7074722
45 13 as1t neutral left left 1.9051035
47 14 as1t neutral left left 2.0398431
49 15 as1t neutral left left 2.3613085
51 16 as1t neutral left right 1.9783355
53 17 as1t neutral left left 1.9133404
55 18 as1t neutral left left 1.5454823
57 19 as1t neutral left right 1.4862452
59 20 as1t neutral left left 2.0591050
81 21 as1t accuracy left left 2.0299050
83 22 as1t accuracy left left 1.6495790
85 23 as1t accuracy left right 1.6319596
87 24 as1t accuracy left right 1.3735664
89 25 as1t accuracy left right 1.0601139
91 26 as1t accuracy left left 2.1595326
93 27 as1t accuracy left left 2.0660525
95 28 as1t accuracy left left 1.5216962
97 29 as1t accuracy left left 1.2179661
99 30 as1t accuracy left right 1.1660569
121 31 as1t speed right right 1.2526878
123 32 as1t speed right right 1.3612807
125 33 as1t speed right left 1.1081115
127 34 as1t speed right right 0.9069431
129 35 as1t speed right right 1.3007431
131 36 as1t speed right right 1.1144518
133 37 as1t speed right right 1.1973887
135 38 as1t speed right right 1.2928114
137 39 as1t speed right right 1.0390089
139 40 as1t speed right right 1.0903481
161 41 as1t neutral right right 2.0526427
163 42 as1t neutral right right 1.3163763
165 43 as1t neutral right left 1.4552335
167 44 as1t neutral right right 1.3787500
169 45 as1t neutral right right 2.5690105
171 46 as1t neutral right right 2.3174432
173 47 as1t neutral right right 1.9109834
175 48 as1t neutral right right 2.1595589
177 49 as1t neutral right right 1.7756665
179 50 as1t neutral right right 1.3533651
201 51 as1t accuracy right right 1.4120491
203 52 as1t accuracy right right 1.2279165
205 53 as1t accuracy right left 0.8540025
207 54 as1t accuracy right right 2.2168005
209 55 as1t accuracy right right 1.5696998
211 56 as1t accuracy right left 2.1831008
213 57 as1t accuracy right left 1.6599022
215 58 as1t accuracy right right 1.4069464
217 59 as1t accuracy right right 1.1379449
219 60 as1t accuracy right right 1.4788349
21 1 bd6t speed left left 1.1431110
23 2 bd6t speed left right 1.1568404
25 3 bd6t speed left left 1.1525343
27 4 bd6t speed left left 0.8557349
29 5 bd6t speed left left 1.2749753
31 6 bd6t speed left left 0.9191639
33 7 bd6t speed left left 1.1984658
35 8 bd6t speed left right 1.1423907
37 9 bd6t speed left left 1.3775807
39 10 bd6t speed left left 1.8239025
61 11 bd6t neutral left left 1.7628106
63 12 bd6t neutral left right 1.7751813
65 13 bd6t neutral left left 1.3634590
67 14 bd6t neutral left left 1.6609535
69 15 bd6t neutral left left 1.4420837
71 16 bd6t neutral left left 2.0303752
73 17 bd6t neutral left left 2.5350163
75 18 bd6t neutral left left 2.3413114
77 19 bd6t neutral left left 1.6085614
79 20 bd6t neutral left left 1.7790590
101 21 bd6t accuracy left left 1.5055781
103 22 bd6t accuracy left left 1.4714349
105 23 bd6t accuracy left left 1.2633969
107 24 bd6t accuracy left left 1.4022881
109 25 bd6t accuracy left right 1.5379162
111 26 bd6t accuracy left left 1.2376553
113 27 bd6t accuracy left left 1.3866129
115 28 bd6t accuracy left left 1.5251978
117 29 bd6t accuracy left left 1.0863382
119 30 bd6t accuracy left left 1.4439774
141 31 bd6t speed right left 1.0662231
143 32 bd6t speed right right 1.1241908
145 33 bd6t speed right right 0.9894373
147 34 bd6t speed right right 1.1363703
149 35 bd6t speed right right 1.5094163
151 36 bd6t speed right right 1.3607508
153 37 bd6t speed right left 2.0314261
155 38 bd6t speed right right 1.2109026
157 39 bd6t speed right right 1.5667086
159 40 bd6t speed right right 1.4264524
181 41 bd6t neutral right left 1.9479597
183 42 bd6t neutral right right 1.5346550
185 43 bd6t neutral right right 1.5947515
187 44 bd6t neutral right right 2.5420919
189 45 bd6t neutral right right 1.5466112
191 46 bd6t neutral right left 1.5146953
193 47 bd6t neutral right left 1.9679805
195 48 bd6t neutral right right 1.8031439
197 49 bd6t neutral right right 1.5779376
199 50 bd6t neutral right left 1.6736543
221 51 bd6t accuracy right right 1.6805979
223 52 bd6t accuracy right right 1.5073002
225 53 bd6t accuracy right right 1.3659314
227 54 bd6t accuracy right right 1.6692198
229 55 bd6t accuracy right right 1.0853028
231 56 bd6t accuracy right left 1.1938813
233 57 bd6t accuracy right right 1.8463224
235 58 bd6t accuracy right left 1.1581136
237 59 bd6t accuracy right right 1.1518188
239 60 bd6t accuracy right right 1.3311090
RDM
Code
init_chains(RDM_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v -0.9685927
v_lMd 0.7061091
s_lMTRUE 1.4890213
B -1.8150926
B_Eneutral 0.3304096
B_Eaccuracy -1.1421557
B_lRright 0.1571934
A -2.0654072
t0 -0.4405469
$theta_var
, , 1
v v_lMd s_lMTRUE B B_Eneutral
v 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_lMd -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
s_lMTRUE -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
B 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
B_Eneutral -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
B_Eaccuracy 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
B_lRright -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
A -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
t0 -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
B_Eaccuracy B_lRright A t0
v 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_lMd 0.001911013 -0.003096442 -0.018106519 0.0006819411
s_lMTRUE -0.037503336 0.020333128 0.007641907 0.0013296327
B -0.010047731 0.009869385 -0.002972127 0.0006671515
B_Eneutral -0.023423360 0.019288722 0.008676374 0.0076872108
B_Eaccuracy 0.078051779 -0.028702651 -0.004381484 0.0022878527
B_lRright -0.028702651 0.042243108 0.005224348 -0.0090916441
A -0.004381484 0.005224348 0.052137019 0.0067800486
t0 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v 0.4941231
v_lMd 2.5931756
s_lMTRUE 1.4684537
B 0.8437531
B_Eneutral 0.6261293
B_Eaccuracy 0.8155694
B_lRright 2.2752573
A 0.7726374
t0 0.3149199
$alpha
, , 1
as1t bd6t
v -0.8659366 -0.8274847
v_lMd 0.8828966 0.5761732
s_lMTRUE 1.4190220 1.7831332
B -1.5914170 -1.6746325
B_Eneutral 0.2736373 0.5774843
B_Eaccuracy -0.7775480 -1.8565900
B_lRright 0.1379297 0.5908926
A -1.9607101 -2.4159174
t0 -0.6633743 -0.9088031
$stage
[1] "init"
$subj_ll
[,1]
as1t -13319.641
bd6t -8344.067
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_RDM, design_RDM, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left left 0.9280160
3 2 as1t speed left left 0.9009727
5 3 as1t speed left left 1.0128159
7 4 as1t speed left left 0.9078842
9 5 as1t speed left left 0.8838565
11 6 as1t speed left left 0.8349570
13 7 as1t speed left left 0.8541628
15 8 as1t speed left left 0.8873348
17 9 as1t speed left left 1.0874602
19 10 as1t speed left left 0.9044905
41 11 as1t neutral left right 0.9928104
43 12 as1t neutral left left 1.4726879
45 13 as1t neutral left left 1.5136812
47 14 as1t neutral left left 1.4227448
49 15 as1t neutral left left 1.3624661
51 16 as1t neutral left left 1.2007451
53 17 as1t neutral left left 1.5108485
55 18 as1t neutral left left 1.1971381
57 19 as1t neutral left left 1.4237964
59 20 as1t neutral left left 1.4240631
81 21 as1t accuracy left left 1.1261396
83 22 as1t accuracy left left 1.3806725
85 23 as1t accuracy left left 1.1609113
87 24 as1t accuracy left left 1.3577262
89 25 as1t accuracy left right 1.0471066
91 26 as1t accuracy left left 1.1073034
93 27 as1t accuracy left left 1.0989463
95 28 as1t accuracy left left 1.3284815
97 29 as1t accuracy left left 1.0555446
99 30 as1t accuracy left left 1.0741559
121 31 as1t speed right right 1.0187293
123 32 as1t speed right right 0.9814893
125 33 as1t speed right left 0.8739511
127 34 as1t speed right right 0.8109042
129 35 as1t speed right right 0.9584358
131 36 as1t speed right right 1.1550435
133 37 as1t speed right right 0.9387957
135 38 as1t speed right right 1.0194077
137 39 as1t speed right right 1.2271491
139 40 as1t speed right right 0.8929923
161 41 as1t neutral right right 1.5256713
163 42 as1t neutral right right 2.0518276
165 43 as1t neutral right right 1.5871876
167 44 as1t neutral right right 1.9652669
169 45 as1t neutral right right 1.6067294
171 46 as1t neutral right right 1.5536834
173 47 as1t neutral right right 1.5169147
175 48 as1t neutral right right 1.4231504
177 49 as1t neutral right right 1.4704327
179 50 as1t neutral right right 1.9840533
201 51 as1t accuracy right right 1.0845494
203 52 as1t accuracy right right 1.1063536
205 53 as1t accuracy right left 0.7933717
207 54 as1t accuracy right left 1.0113856
209 55 as1t accuracy right right 1.1108572
211 56 as1t accuracy right right 1.0210001
213 57 as1t accuracy right right 1.1471407
215 58 as1t accuracy right right 1.4319051
217 59 as1t accuracy right right 1.7575233
219 60 as1t accuracy right right 1.3688643
21 1 bd6t speed left left 1.0208927
23 2 bd6t speed left left 0.7744698
25 3 bd6t speed left left 1.1180789
27 4 bd6t speed left left 0.7575837
29 5 bd6t speed left left 1.0709417
31 6 bd6t speed left right 1.1845798
33 7 bd6t speed left right 1.0125895
35 8 bd6t speed left left 1.0491586
37 9 bd6t speed left left 0.9465356
39 10 bd6t speed left left 0.8448592
61 11 bd6t neutral left left 1.6042024
63 12 bd6t neutral left left 1.4498685
65 13 bd6t neutral left left 1.9838021
67 14 bd6t neutral left left 1.2987800
69 15 bd6t neutral left left 1.8766217
71 16 bd6t neutral left left 1.4309855
73 17 bd6t neutral left left 1.7424045
75 18 bd6t neutral left left 1.3510569
77 19 bd6t neutral left left 1.2152129
79 20 bd6t neutral left left 1.5662376
101 21 bd6t accuracy left left 1.2377503
103 22 bd6t accuracy left left 1.3724097
105 23 bd6t accuracy left left 0.9701447
107 24 bd6t accuracy left left 1.0272444
109 25 bd6t accuracy left left 1.4612821
111 26 bd6t accuracy left left 1.0618854
113 27 bd6t accuracy left left 1.0677462
115 28 bd6t accuracy left left 1.3346883
117 29 bd6t accuracy left left 1.8494961
119 30 bd6t accuracy left left 1.4070013
141 31 bd6t speed right right 0.9957356
143 32 bd6t speed right right 1.1446996
145 33 bd6t speed right right 1.3102483
147 34 bd6t speed right left 0.9437308
149 35 bd6t speed right right 1.1165105
151 36 bd6t speed right right 0.9776703
153 37 bd6t speed right right 0.7328950
155 38 bd6t speed right right 1.0700732
157 39 bd6t speed right right 1.1634011
159 40 bd6t speed right right 0.9587314
181 41 bd6t neutral right right 1.2750007
183 42 bd6t neutral right right 1.7700724
185 43 bd6t neutral right right 1.7163212
187 44 bd6t neutral right right 1.6584146
189 45 bd6t neutral right right 1.2373955
191 46 bd6t neutral right right 1.4939404
193 47 bd6t neutral right right 1.6174103
195 48 bd6t neutral right right 1.4643984
197 49 bd6t neutral right right 1.4014406
199 50 bd6t neutral right right 1.7699586
221 51 bd6t accuracy right right 1.2711660
223 52 bd6t accuracy right right 1.3422554
225 53 bd6t accuracy right right 1.2014337
227 54 bd6t accuracy right right 1.2291637
229 55 bd6t accuracy right right 1.8717891
231 56 bd6t accuracy right right 1.2700290
233 57 bd6t accuracy right right 1.4387550
235 58 bd6t accuracy right right 1.1099540
237 59 bd6t accuracy right right 0.9106558
239 60 bd6t accuracy right left 1.4617551
DDM
Code
init_chains(DDM_s, particles = 10, cores_per_chain = 1)[[1]]$samples
Output
$theta_mu
[,1]
v_Sleft -0.9685927
v_Sright 0.7061091
a 1.4890213
a_Eneutral -1.8150926
a_Eaccuracy 0.3304096
t0 -1.1421557
Z 0.1571934
sv -2.0654072
SZ -0.4405469
$theta_var
, , 1
v_Sleft v_Sright a a_Eneutral a_Eaccuracy
v_Sleft 0.059329585 -0.0104497238 -0.010774234 0.0021450832 -0.018128601
v_Sright -0.010449724 0.0559162133 -0.002872401 0.0014127637 0.004728529
a -0.010774234 -0.0028724006 0.059773323 0.0087906529 0.022576320
a_Eneutral 0.002145083 0.0014127637 0.008790653 0.0447136854 0.001458968
a_Eaccuracy -0.018128601 0.0047285288 0.022576320 0.0014589675 0.038522063
t0 0.018325623 0.0019110134 -0.037503336 -0.0100477306 -0.023423360
Z -0.012850266 -0.0030964417 0.020333128 0.0098693855 0.019288722
sv -0.009137082 -0.0181065189 0.007641907 -0.0029721272 0.008676374
SZ -0.019762600 0.0006819411 0.001329633 0.0006671515 0.007687211
t0 Z sv SZ
v_Sleft 0.018325623 -0.012850266 -0.009137082 -0.0197625997
v_Sright 0.001911013 -0.003096442 -0.018106519 0.0006819411
a -0.037503336 0.020333128 0.007641907 0.0013296327
a_Eneutral -0.010047731 0.009869385 -0.002972127 0.0006671515
a_Eaccuracy -0.023423360 0.019288722 0.008676374 0.0076872108
t0 0.078051779 -0.028702651 -0.004381484 0.0022878527
Z -0.028702651 0.042243108 0.005224348 -0.0090916441
sv -0.004381484 0.005224348 0.052137019 0.0067800486
SZ 0.002287853 -0.009091644 0.006780049 0.0477904171
$a_half
[,1]
v_Sleft 0.4941231
v_Sright 2.5931756
a 1.4684537
a_Eneutral 0.8437531
a_Eaccuracy 0.6261293
t0 0.8155694
Z 2.2752573
sv 0.7726374
SZ 0.3149199
$alpha
, , 1
as1t bd6t
v_Sleft -0.795745564 -0.61298014
v_Sright 0.831296796 0.53982132
a 1.424407847 1.19546709
a_Eneutral -1.922987294 -1.62502932
a_Eaccuracy 0.049542401 0.03054263
t0 -1.396100362 -1.38269638
Z -0.005054203 -0.21436007
sv -2.197044667 -2.08693786
SZ -0.436668005 -0.46579217
$stage
[1] "init"
$subj_ll
[,1]
as1t -3601.088
bd6t -3112.817
$last_theta_var_inv
[,1] [,2] [,3] [,4] [,5] [,6]
[1,] 26.028515 6.224107 -1.3572503 -3.811330 3.070339 -3.657354
[2,] 6.224107 22.834612 1.1572385 -1.918507 -6.426290 -1.390907
[3,] -1.357250 1.157238 27.2973400 -2.546630 -9.560950 9.393468
[4,] -3.811330 -1.918507 -2.5466296 25.241309 4.568563 1.562002
[5,] 3.070339 -6.426290 -9.5609496 4.568563 46.584345 3.445213
[6,] -3.657354 -1.390907 9.3934682 1.562002 3.445213 22.028224
[7,] 8.055800 5.016142 -2.0467420 -8.084231 -16.170739 7.104309
[8,] 3.587576 8.795323 -1.3430047 1.224921 -4.769682 -1.611160
[9,] 11.470411 3.049327 -0.4123182 -4.351590 -8.494190 -1.804338
[,7] [,8] [,9]
[1,] 8.05580010 3.58757606 11.4704105
[2,] 5.01614235 8.79532339 3.0493269
[3,] -2.04674198 -1.34300467 -0.4123182
[4,] -8.08423140 1.22492096 -4.3515897
[5,] -16.17073884 -4.76968243 -8.4941901
[6,] 7.10430863 -1.61116037 -1.8043382
[7,] 44.63330665 -0.03626134 14.1866918
[8,] -0.03626134 23.94575450 -1.1814287
[9,] 14.18669184 -1.18142869 30.0158974
$idx
[1] 1
Code
make_data(p_DDM, design_DDM, n_trials = 10)
Output
trials subjects E S R rt
1 1 as1t speed left right 0.3303770
2 2 as1t speed left right 0.8831889
3 3 as1t speed left right 0.3656491
4 4 as1t speed left right 1.6893529
5 5 as1t speed left right 0.3581243
6 6 as1t speed left left 0.5084518
7 7 as1t speed left left 0.3417613
8 8 as1t speed left left 0.4125840
9 9 as1t speed left left 0.3481593
10 10 as1t speed left left 0.4733514
21 11 as1t neutral left right 0.4909576
22 12 as1t neutral left right 2.8947302
23 13 as1t neutral left right 0.8124359
24 14 as1t neutral left right 1.8901699
25 15 as1t neutral left right 2.7489752
26 16 as1t neutral left right 0.4256045
27 17 as1t neutral left right 3.4726118
28 18 as1t neutral left right 2.2478788
29 19 as1t neutral left right 1.5915899
30 20 as1t neutral left right 1.0245526
41 21 as1t accuracy left left 1.0479779
42 22 as1t accuracy left left 0.5282694
43 23 as1t accuracy left left 1.3204855
44 24 as1t accuracy left left 1.6058679
45 25 as1t accuracy left left 0.4258507
46 26 as1t accuracy left left 0.4895823
47 27 as1t accuracy left left 0.4842132
48 28 as1t accuracy left left 0.4517332
49 29 as1t accuracy left left 0.3808616
50 30 as1t accuracy left left 0.6778753
61 31 as1t speed right right 0.9071700
62 32 as1t speed right right 0.6793971
63 33 as1t speed right right 0.3469793
64 34 as1t speed right right 0.4637350
65 35 as1t speed right right 0.7313425
66 36 as1t speed right right 1.1579094
67 37 as1t speed right right 0.8025322
68 38 as1t speed right right 0.9046728
69 39 as1t speed right right 0.7982492
70 40 as1t speed right right 0.4230500
81 41 as1t neutral right right 0.5534460
82 42 as1t neutral right right 1.9699515
83 43 as1t neutral right right 0.3657847
84 44 as1t neutral right right 0.7200108
85 45 as1t neutral right right 2.9431948
86 46 as1t neutral right right 0.5594162
87 47 as1t neutral right right 0.6294693
88 48 as1t neutral right right 0.4074717
89 49 as1t neutral right right 0.6187583
90 50 as1t neutral right right 0.5283952
101 51 as1t accuracy right right 0.3749035
102 52 as1t accuracy right right 0.4027881
103 53 as1t accuracy right right 1.5428381
104 54 as1t accuracy right right 0.4537814
105 55 as1t accuracy right right 2.2745643
106 56 as1t accuracy right right 4.0389529
107 57 as1t accuracy right right 0.3761582
108 58 as1t accuracy right right 0.4227407
109 59 as1t accuracy right right 0.4344785
110 60 as1t accuracy right right 0.9497076
11 1 bd6t speed left left 1.4717633
12 2 bd6t speed left left 1.0776926
13 3 bd6t speed left left 0.3693564
14 4 bd6t speed left left 0.6959749
15 5 bd6t speed left left 0.7347282
16 6 bd6t speed left left 0.3646702
17 7 bd6t speed left left 0.2684499
18 8 bd6t speed left left 0.6802333
19 9 bd6t speed left left 0.6389701
20 10 bd6t speed left left 0.4499327
31 11 bd6t neutral left left 0.6874736
32 12 bd6t neutral left left 0.3934022
33 13 bd6t neutral left left 0.4082299
34 14 bd6t neutral left left 0.8149864
35 15 bd6t neutral left left 0.4621112
36 16 bd6t neutral left left 0.3725699
37 17 bd6t neutral left left 0.5502110
38 18 bd6t neutral left left 0.9527539
39 19 bd6t neutral left left 0.4917955
40 20 bd6t neutral left left 0.4793544
51 21 bd6t accuracy left left 1.0537704
52 22 bd6t accuracy left left 0.4094596
53 23 bd6t accuracy left left 0.3449287
54 24 bd6t accuracy left left 2.8110175
55 25 bd6t accuracy left left 0.7988648
56 26 bd6t accuracy left left 0.9140120
57 27 bd6t accuracy left left 0.3805231
58 28 bd6t accuracy left left 0.7978483
59 29 bd6t accuracy left left 0.3575846
60 30 bd6t accuracy left left 0.5587221
71 31 bd6t speed right right 0.3907740
72 32 bd6t speed right right 0.5320822
73 33 bd6t speed right right 0.4305415
74 34 bd6t speed right right 0.3395347
75 35 bd6t speed right right 0.5596542
76 36 bd6t speed right left 0.8256122
77 37 bd6t speed right left 1.4658427
78 38 bd6t speed right left 1.0483318
79 39 bd6t speed right left 0.9526109
80 40 bd6t speed right left 1.2686524
91 41 bd6t neutral right right 1.5654954
92 42 bd6t neutral right right 1.9132725
93 43 bd6t neutral right right 0.9740539
94 44 bd6t neutral right right 1.4220989
95 45 bd6t neutral right right 2.7096758
96 46 bd6t neutral right left 0.7497683
97 47 bd6t neutral right left 0.7829036
98 48 bd6t neutral right left 0.6153065
99 49 bd6t neutral right left 0.5878070
100 50 bd6t neutral right left 0.8849102
111 51 bd6t accuracy right left 0.4916132
112 52 bd6t accuracy right left 1.4053846
113 53 bd6t accuracy right left 1.6644347
114 54 bd6t accuracy right left 0.4641608
115 55 bd6t accuracy right left 1.2168195
116 56 bd6t accuracy right left 0.8745154
117 57 bd6t accuracy right left 0.8632338
118 58 bd6t accuracy right left 1.9666107
119 59 bd6t accuracy right left 1.6759381
120 60 bd6t accuracy right left 1.1267937
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