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 -1012.1654
bd6t -828.2889
$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
subjects E S trials R rt
1 as1t speed left 1 right 0.6621568
5 as1t neutral left 1 right 0.2063691
9 as1t accuracy left 1 right 0.2163960
13 as1t speed right 1 left 0.2149467
17 as1t neutral right 1 left 0.2208144
21 as1t accuracy right 1 left 0.2962805
25 as1t speed left 2 right 1.3993717
29 as1t neutral left 2 right 0.2338689
33 as1t accuracy left 2 left 1.2707757
37 as1t speed right 2 left 0.2347907
41 as1t neutral right 2 left 1.9690862
45 as1t accuracy right 2 left 0.2072654
49 as1t speed left 3 right 0.2289023
53 as1t neutral left 3 right 0.2159625
57 as1t accuracy left 3 right 0.3556382
61 as1t speed right 3 left 0.2014666
65 as1t neutral right 3 right 0.2407919
69 as1t accuracy right 3 right 0.8895984
73 as1t speed left 4 right 0.8896424
77 as1t neutral left 4 right 0.2841160
81 as1t accuracy left 4 right 0.2082286
85 as1t speed right 4 left 0.3757464
89 as1t neutral right 4 left 0.3402543
93 as1t accuracy right 4 left 0.3885063
97 as1t speed left 5 left 0.3268648
101 as1t neutral left 5 right 0.2931404
105 as1t accuracy left 5 right 0.5631042
109 as1t speed right 5 left 0.6266161
113 as1t neutral right 5 left 0.2576004
117 as1t accuracy right 5 left 0.2724988
121 as1t speed left 6 right 0.5078265
125 as1t neutral left 6 left 1.1182128
129 as1t accuracy left 6 right 0.2151060
133 as1t speed right 6 right 0.3324145
137 as1t neutral right 6 left 0.2893369
141 as1t accuracy right 6 left 0.6245632
145 as1t speed left 7 right 0.3190899
149 as1t neutral left 7 left 0.5953184
153 as1t accuracy left 7 right 0.2044777
157 as1t speed right 7 left 0.2606403
161 as1t neutral right 7 right 0.2842899
165 as1t accuracy right 7 left 0.2101295
169 as1t speed left 8 right 5.6647179
173 as1t neutral left 8 right 0.3104341
177 as1t accuracy left 8 right 0.2299710
181 as1t speed right 8 left 0.2152846
185 as1t neutral right 8 right 0.2591430
189 as1t accuracy right 8 left 1.0453442
193 as1t speed left 9 right 0.2800495
197 as1t neutral left 9 right 0.2070659
201 as1t accuracy left 9 right 0.5368400
205 as1t speed right 9 left 0.2216829
209 as1t neutral right 9 right 0.3311753
213 as1t accuracy right 9 right 0.3193368
217 as1t speed left 10 right 0.2399517
221 as1t neutral left 10 right 0.2520374
225 as1t accuracy left 10 left 1.8249842
229 as1t speed right 10 right 0.7272009
233 as1t neutral right 10 left 0.7467092
237 as1t accuracy right 10 right 0.2285965
3 bd6t speed left 1 right 0.3521819
7 bd6t neutral left 1 left 2.8239520
11 bd6t accuracy left 1 left 0.2494104
15 bd6t speed right 1 left 0.6594934
19 bd6t neutral right 1 left 0.3739250
23 bd6t accuracy right 1 left 0.3894119
27 bd6t speed left 2 right 0.4399945
31 bd6t neutral left 2 right 0.2237928
35 bd6t accuracy left 2 right 0.2111508
39 bd6t speed right 2 right 0.2986954
43 bd6t neutral right 2 left 0.4139748
47 bd6t accuracy right 2 left 0.2233620
51 bd6t speed left 3 right 0.3893381
55 bd6t neutral left 3 left 0.5294351
59 bd6t accuracy left 3 right 0.2143891
63 bd6t speed right 3 left 0.3271981
67 bd6t neutral right 3 right 0.2989625
71 bd6t accuracy right 3 left 2.6800823
75 bd6t speed left 4 right 0.4127312
79 bd6t neutral left 4 right 0.4247098
83 bd6t accuracy left 4 left 0.3207819
87 bd6t speed right 4 right 0.4601309
91 bd6t neutral right 4 left 0.2862879
95 bd6t accuracy right 4 left 0.2566716
99 bd6t speed left 5 right 0.4284081
103 bd6t neutral left 5 right 0.2300322
107 bd6t accuracy left 5 right 0.2416458
111 bd6t speed right 5 left 0.2491193
115 bd6t neutral right 5 left 0.3075896
119 bd6t accuracy right 5 left 0.2695769
123 bd6t speed left 6 right 1.1131387
127 bd6t neutral left 6 right 0.2122215
131 bd6t accuracy left 6 right 0.5294487
135 bd6t speed right 6 right 0.3498691
139 bd6t neutral right 6 right 0.3132170
143 bd6t accuracy right 6 left 0.3200083
147 bd6t speed left 7 right 0.5491461
151 bd6t neutral left 7 left 0.2465168
155 bd6t accuracy left 7 left 0.3164743
159 bd6t speed right 7 left 0.4062331
163 bd6t neutral right 7 left 0.2521459
167 bd6t accuracy right 7 right 0.5737047
171 bd6t speed left 8 right 0.3196930
175 bd6t neutral left 8 right 1.2783628
179 bd6t accuracy left 8 right 0.8892908
183 bd6t speed right 8 left 0.6911094
187 bd6t neutral right 8 left 0.2639333
191 bd6t accuracy right 8 left 0.2970921
195 bd6t speed left 9 right 0.4383953
199 bd6t neutral left 9 right 2.1349298
203 bd6t accuracy left 9 right 0.6442377
207 bd6t speed right 9 right 0.2612303
211 bd6t neutral right 9 right 1.3892407
215 bd6t accuracy right 9 left 0.2842021
219 bd6t speed left 10 right 0.2211178
223 bd6t neutral left 10 right 0.3433792
227 bd6t accuracy left 10 left 0.7444105
231 bd6t speed right 10 left 0.4036253
235 bd6t neutral right 10 left 0.3621805
239 bd6t accuracy right 10 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 -13997.387
bd6t -7641.792
$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
subjects E S trials R rt
1 as1t speed left 1 left 1.4633807
5 as1t neutral left 1 left 2.1702340
9 as1t accuracy left 1 left 1.4852344
13 as1t speed right 1 right 0.9423191
17 as1t neutral right 1 right 1.6249727
21 as1t accuracy right 1 left 1.6289250
25 as1t speed left 2 left 0.9759322
29 as1t neutral left 2 left 2.2181263
33 as1t accuracy left 2 left 1.5406683
37 as1t speed right 2 right 1.3311058
41 as1t neutral right 2 right 1.1949201
45 as1t accuracy right 2 right 1.3299111
49 as1t speed left 3 left 1.2642489
53 as1t neutral left 3 left 2.0398431
57 as1t accuracy left 3 left 1.9756260
61 as1t speed right 3 right 2.1560090
65 as1t neutral right 3 right 2.0795816
69 as1t accuracy right 3 left 1.4747640
73 as1t speed left 4 right 1.0183507
77 as1t neutral left 4 left 2.0591050
81 as1t accuracy left 4 left 2.0299050
85 as1t speed right 4 right 1.7444860
89 as1t neutral right 4 right 1.6223118
93 as1t accuracy right 4 right 1.2664438
97 as1t speed left 5 right 0.8479725
101 as1t neutral left 5 left 2.5810174
105 as1t accuracy left 5 left 2.0660525
109 as1t speed right 5 right 1.1061526
113 as1t neutral right 5 left 1.5656606
117 as1t accuracy right 5 right 1.1412750
121 as1t speed left 6 left 1.2552418
125 as1t neutral left 6 left 1.9701327
129 as1t accuracy left 6 left 1.2969671
133 as1t speed right 6 right 0.9069431
137 as1t neutral right 6 right 1.9277024
141 as1t accuracy right 6 right 1.4062788
145 as1t speed left 7 right 1.7466986
149 as1t neutral left 7 left 1.9530480
153 as1t accuracy left 7 left 1.3515376
157 as1t speed right 7 right 1.0903481
161 as1t neutral right 7 right 2.0526427
165 as1t accuracy right 7 right 1.1242640
169 as1t speed left 8 left 1.7874152
173 as1t neutral left 8 right 1.3507243
177 as1t accuracy left 8 left 1.7284682
181 as1t speed right 8 right 1.5629776
185 as1t neutral right 8 right 1.9109834
189 as1t accuracy right 8 right 1.8096389
193 as1t speed left 9 left 1.1294915
197 as1t neutral left 9 right 1.4011195
201 as1t accuracy left 9 right 1.7618616
205 as1t speed right 9 right 0.9635151
209 as1t neutral right 9 left 0.9964543
213 as1t accuracy right 9 right 2.2168005
217 as1t speed left 10 left 1.2540213
221 as1t neutral left 10 left 1.7238653
225 as1t accuracy left 10 left 1.3217336
229 as1t speed right 10 right 1.1129529
233 as1t neutral right 10 right 1.3371482
237 as1t accuracy right 10 right 1.4788349
3 bd6t speed left 1 left 1.1431110
7 bd6t neutral left 1 right 1.7701594
11 bd6t accuracy left 1 left 1.4828631
15 bd6t speed right 1 left 0.8311659
19 bd6t neutral right 1 right 1.7368588
23 bd6t accuracy right 1 left 1.1528011
27 bd6t speed left 2 left 1.1984658
31 bd6t neutral left 2 right 1.7074347
35 bd6t accuracy left 2 left 1.7261127
39 bd6t speed right 2 left 0.9345510
43 bd6t neutral right 2 right 1.7837362
47 bd6t accuracy right 2 right 1.3253715
51 bd6t speed left 3 left 0.9382072
55 bd6t neutral left 3 left 1.6609535
59 bd6t accuracy left 3 left 1.2350623
63 bd6t speed right 3 right 1.2555053
67 bd6t neutral right 3 right 2.0236594
71 bd6t accuracy right 3 right 1.8515205
75 bd6t speed left 4 left 1.1070257
79 bd6t neutral left 4 left 1.7790590
83 bd6t accuracy left 4 left 1.5055781
87 bd6t speed right 4 right 1.2143236
91 bd6t neutral right 4 left 1.5663614
95 bd6t accuracy right 4 right 1.4461514
99 bd6t speed left 5 right 1.2060786
103 bd6t neutral left 5 left 1.4588243
107 bd6t accuracy left 5 left 1.3866129
111 bd6t speed right 5 right 1.6574897
115 bd6t neutral right 5 left 1.2277583
119 bd6t accuracy right 5 left 2.1361914
123 bd6t speed left 6 left 1.0186402
127 bd6t neutral left 6 right 2.2555354
131 bd6t accuracy left 6 right 1.3513423
135 bd6t speed right 6 right 1.1363703
139 bd6t neutral right 6 right 2.2786338
143 bd6t accuracy right 6 right 1.7136703
147 bd6t speed left 7 right 1.1315176
151 bd6t neutral left 7 right 2.8129833
155 bd6t accuracy left 7 left 1.8581362
159 bd6t speed right 7 right 1.4264524
163 bd6t neutral right 7 left 1.9479597
167 bd6t accuracy right 7 right 1.3138114
171 bd6t speed left 8 right 1.2901186
175 bd6t neutral left 8 left 2.1920405
179 bd6t accuracy left 8 left 1.4267523
183 bd6t speed right 8 left 1.0080981
187 bd6t neutral right 8 left 1.9679805
191 bd6t accuracy right 8 right 1.5223778
195 bd6t speed left 9 right 1.3196324
199 bd6t neutral left 9 left 1.4713529
203 bd6t accuracy left 9 left 2.2323876
207 bd6t speed right 9 right 1.2076100
211 bd6t neutral right 9 right 1.6209301
215 bd6t accuracy right 9 right 1.6692198
219 bd6t speed left 10 right 0.8206576
223 bd6t neutral left 10 left 1.3604141
227 bd6t accuracy left 10 left 1.5717983
231 bd6t speed right 10 left 0.9161352
235 bd6t neutral right 10 right 1.3449899
239 bd6t accuracy right 10 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 -13015.14
bd6t -8124.47
$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
subjects E S trials R rt
1 as1t speed left 1 left 0.9280160
5 as1t neutral left 1 left 1.3665688
9 as1t accuracy left 1 left 1.2632566
13 as1t speed right 1 right 1.3693363
17 as1t neutral right 1 right 1.7005475
21 as1t accuracy right 1 right 1.5629564
25 as1t speed left 2 left 0.8541628
29 as1t neutral left 2 left 1.3490685
33 as1t accuracy left 2 left 1.3455839
37 as1t speed right 2 right 0.9959882
41 as1t neutral right 2 right 0.9897121
45 as1t accuracy right 2 right 0.9728202
49 as1t speed left 3 left 1.0342764
53 as1t neutral left 3 left 1.4227448
57 as1t accuracy left 3 left 1.1589579
61 as1t speed right 3 right 0.7901838
65 as1t neutral right 3 right 1.4131155
69 as1t accuracy right 3 right 1.0001137
73 as1t speed left 4 left 0.9591242
77 as1t neutral left 4 left 1.4240631
81 as1t accuracy left 4 left 1.1261396
85 as1t speed right 4 right 0.8451994
89 as1t neutral right 4 right 1.2208869
93 as1t accuracy right 4 right 1.0073656
97 as1t speed left 5 right 0.7532396
101 as1t neutral left 5 left 1.3059752
105 as1t accuracy left 5 left 1.0989463
109 as1t speed right 5 right 0.7695844
113 as1t neutral right 5 right 1.3970057
117 as1t accuracy right 5 left 1.7066766
121 as1t speed left 6 left 1.0418094
125 as1t neutral left 6 left 1.5010757
129 as1t accuracy left 6 left 0.9397166
133 as1t speed right 6 right 0.8109042
137 as1t neutral right 6 right 1.4296597
141 as1t accuracy right 6 right 1.4318602
145 as1t speed left 7 left 0.8405631
149 as1t neutral left 7 left 1.4829023
153 as1t accuracy left 7 left 1.4827658
157 as1t speed right 7 right 0.8929923
161 as1t neutral right 7 right 1.5256713
165 as1t accuracy right 7 right 1.7913220
169 as1t speed left 8 left 1.2249064
173 as1t neutral left 8 right 1.3077382
177 as1t accuracy left 8 left 1.2221230
181 as1t speed right 8 right 1.0515617
185 as1t neutral right 8 right 1.5169147
189 as1t accuracy right 8 right 1.2138921
193 as1t speed left 9 left 0.9190758
197 as1t neutral left 9 left 1.5773232
201 as1t accuracy left 9 left 1.3792119
205 as1t speed right 9 right 0.8793353
209 as1t neutral right 9 left 0.9979943
213 as1t accuracy right 9 left 1.0113856
217 as1t speed left 10 left 1.0333417
221 as1t neutral left 10 left 1.4657825
225 as1t accuracy left 10 left 1.1704116
229 as1t speed right 10 right 1.1560172
233 as1t neutral right 10 right 2.0137642
237 as1t accuracy right 10 right 1.3688643
3 bd6t speed left 1 left 1.0208927
7 bd6t neutral left 1 left 1.1972104
11 bd6t accuracy left 1 left 1.3810853
15 bd6t speed right 1 left 0.8064170
19 bd6t neutral right 1 right 1.3990319
23 bd6t accuracy right 1 right 1.5608792
27 bd6t speed left 2 right 1.0125895
31 bd6t neutral left 2 left 1.5329031
35 bd6t accuracy left 2 left 1.2035614
39 bd6t speed right 2 right 1.0194723
43 bd6t neutral right 2 right 1.3037299
47 bd6t accuracy right 2 right 1.5099197
51 bd6t speed left 3 left 1.4165626
55 bd6t neutral left 3 left 1.2987800
59 bd6t accuracy left 3 left 1.6235264
63 bd6t speed right 3 right 0.9826732
67 bd6t neutral right 3 right 1.4457911
71 bd6t accuracy right 3 right 1.1759125
75 bd6t speed left 4 left 0.7896634
79 bd6t neutral left 4 left 1.5662376
83 bd6t accuracy left 4 left 1.2377503
87 bd6t speed right 4 right 1.0263352
91 bd6t neutral right 4 left 1.6474885
95 bd6t accuracy right 4 right 1.4008699
99 bd6t speed left 5 left 1.1793724
103 bd6t neutral left 5 left 1.2561121
107 bd6t accuracy left 5 left 1.0677462
111 bd6t speed right 5 right 1.2075529
115 bd6t neutral right 5 right 1.5128032
119 bd6t accuracy right 5 right 1.6225869
123 bd6t speed left 6 left 1.2856667
127 bd6t neutral left 6 left 1.8086246
131 bd6t accuracy left 6 left 1.4196456
135 bd6t speed right 6 left 0.9437308
139 bd6t neutral right 6 right 1.6208577
143 bd6t accuracy right 6 right 1.2359495
147 bd6t speed left 7 right 0.8496789
151 bd6t neutral left 7 left 1.7679788
155 bd6t accuracy left 7 left 1.1724425
159 bd6t speed right 7 right 0.9587314
163 bd6t neutral right 7 right 1.2750007
167 bd6t accuracy right 7 right 1.5235177
171 bd6t speed left 8 left 0.9228817
175 bd6t neutral left 8 left 1.3833986
179 bd6t accuracy left 8 left 1.0379226
183 bd6t speed right 8 right 1.0288798
187 bd6t neutral right 8 right 1.6174103
191 bd6t accuracy right 8 right 1.2492557
195 bd6t speed left 9 left 0.9100630
199 bd6t neutral left 9 left 1.2940764
203 bd6t accuracy left 9 left 1.5783148
207 bd6t speed right 9 right 1.0679547
211 bd6t neutral right 9 right 1.4088265
215 bd6t accuracy right 9 right 1.2291637
219 bd6t speed left 10 left 1.3996598
223 bd6t neutral left 10 left 1.2163417
227 bd6t accuracy left 10 left 1.2967753
231 bd6t speed right 10 right 0.8692560
235 bd6t neutral right 10 right 1.0901085
239 bd6t accuracy right 10 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 -3444.491
bd6t -2932.240
$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
subjects E S trials R rt
1 as1t speed left 1 left 0.6802333
3 as1t neutral left 1 left 1.0005519
5 as1t accuracy left 1 right 2.2555073
7 as1t speed right 1 right 0.4950596
9 as1t neutral right 1 right 0.3838494
11 as1t accuracy right 1 right 0.8643106
13 as1t speed left 2 right 0.3581243
15 as1t neutral left 2 left 0.7989559
17 as1t accuracy left 2 left 0.5415385
19 as1t speed right 2 right 0.4025097
21 as1t neutral right 2 right 0.7988730
23 as1t accuracy right 2 right 1.1206340
25 as1t speed left 3 right 0.8831889
27 as1t neutral left 3 left 0.3569167
29 as1t accuracy left 3 left 0.5587834
31 as1t speed right 3 right 0.6047484
33 as1t neutral right 3 right 2.1543090
35 as1t accuracy right 3 right 0.5008352
37 as1t speed left 4 left 0.4499327
39 as1t neutral left 4 left 1.3312508
41 as1t accuracy left 4 left 0.3797134
43 as1t speed right 4 right 0.3844647
45 as1t neutral right 4 right 0.9054355
47 as1t accuracy right 4 left 1.3175715
49 as1t speed left 5 right 0.3303770
51 as1t neutral left 5 right 0.5558977
53 as1t accuracy left 5 left 0.5683490
55 as1t speed right 5 right 0.3144739
57 as1t neutral right 5 right 0.3347010
59 as1t accuracy right 5 right 0.4547618
61 as1t speed left 6 left 0.3646702
63 as1t neutral left 6 left 0.8586173
65 as1t accuracy left 6 left 0.5523000
67 as1t speed right 6 right 0.3884522
69 as1t neutral right 6 left 0.5610446
71 as1t accuracy right 6 right 0.5708478
73 as1t speed left 7 left 0.6389701
75 as1t neutral left 7 left 0.7979393
77 as1t accuracy left 7 left 0.6868122
79 as1t speed right 7 left 0.4383368
81 as1t neutral right 7 left 1.1010207
83 as1t accuracy right 7 left 2.2889515
85 as1t speed left 8 left 0.5084518
87 as1t neutral left 8 left 0.8292358
89 as1t accuracy left 8 left 0.4086253
91 as1t speed right 8 left 0.3667670
93 as1t neutral right 8 right 0.7317996
95 as1t accuracy right 8 left 4.9271514
97 as1t speed left 9 left 0.4733514
99 as1t neutral left 9 right 2.3900265
101 as1t accuracy left 9 right 0.6865439
103 as1t speed right 9 left 0.6913264
105 as1t neutral right 9 right 0.2915473
107 as1t accuracy right 9 right 0.4503388
109 as1t speed left 10 left 0.2684499
111 as1t neutral left 10 right 0.9177357
113 as1t accuracy left 10 left 0.9141145
115 as1t speed right 10 right 0.3615293
117 as1t neutral right 10 left 1.6126562
119 as1t accuracy right 10 left 0.4261822
2 bd6t speed left 1 right 0.3656491
4 bd6t neutral left 1 left 0.4481234
6 bd6t accuracy left 1 left 2.6101841
8 bd6t speed right 1 left 0.9775268
10 bd6t neutral right 1 right 0.4061499
12 bd6t accuracy right 1 left 0.4199573
14 bd6t speed left 2 left 0.3693564
16 bd6t neutral left 2 left 0.4612578
18 bd6t accuracy left 2 left 0.3420450
20 bd6t speed right 2 left 1.2008347
22 bd6t neutral right 2 left 0.9842469
24 bd6t accuracy right 2 right 0.7297536
26 bd6t speed left 3 left 0.7347282
28 bd6t neutral left 3 left 0.3711668
30 bd6t accuracy left 3 right 0.4676017
32 bd6t speed right 3 right 0.6443278
34 bd6t neutral right 3 left 0.5216554
36 bd6t accuracy right 3 right 2.4432551
38 bd6t speed left 4 left 0.4125840
40 bd6t neutral left 4 left 0.3468602
42 bd6t accuracy left 4 left 0.9528720
44 bd6t speed right 4 left 0.5470503
46 bd6t neutral right 4 right 0.5961414
48 bd6t accuracy right 4 right 0.5885120
50 bd6t speed left 5 right 1.6893529
52 bd6t neutral left 5 left 0.4786007
54 bd6t accuracy left 5 left 0.4911437
56 bd6t speed right 5 right 0.9986496
58 bd6t neutral right 5 right 0.5745838
60 bd6t accuracy right 5 right 0.3989805
62 bd6t speed left 6 left 1.0776926
64 bd6t neutral left 6 right 0.6757066
66 bd6t accuracy left 6 left 0.3551867
68 bd6t speed right 6 right 0.3710058
70 bd6t neutral right 6 right 1.0897391
72 bd6t accuracy right 6 right 1.6217274
74 bd6t speed left 7 left 0.3417613
76 bd6t neutral left 7 right 1.0540506
78 bd6t accuracy left 7 left 0.3110610
80 bd6t speed right 7 left 1.1326745
82 bd6t neutral right 7 right 7.5569366
84 bd6t accuracy right 7 left 0.7934986
86 bd6t speed left 8 left 1.4717633
88 bd6t neutral left 8 left 0.5502727
90 bd6t accuracy left 8 left 2.8111990
92 bd6t speed right 8 right 0.3531640
94 bd6t neutral right 8 right 0.4038146
96 bd6t accuracy right 8 right 0.5446294
98 bd6t speed left 9 left 0.3481593
100 bd6t neutral left 9 right 0.6100624
102 bd6t accuracy left 9 left 1.0539004
104 bd6t speed right 9 right 0.3785078
106 bd6t neutral right 9 right 0.8167383
108 bd6t accuracy right 9 right 0.6870093
110 bd6t speed left 10 left 0.6959749
112 bd6t neutral left 10 left 0.5334544
114 bd6t accuracy left 10 left 1.1643393
116 bd6t speed right 10 left 0.8941779
118 bd6t neutral right 10 left 1.5046528
120 bd6t accuracy right 10 left 0.7933934
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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 -1012.1654
bd6t -828.2889
$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
subjects E S trials R rt
1 as1t speed left 1 right 0.6621568
5 as1t neutral left 1 right 0.2063691
9 as1t accuracy left 1 right 0.2163960
13 as1t speed right 1 left 0.2149467
17 as1t neutral right 1 left 0.2208144
21 as1t accuracy right 1 left 0.2962805
25 as1t speed left 2 right 1.3993717
29 as1t neutral left 2 right 0.2338689
33 as1t accuracy left 2 left 1.2707757
37 as1t speed right 2 left 0.2347907
41 as1t neutral right 2 left 1.9690862
45 as1t accuracy right 2 left 0.2072654
49 as1t speed left 3 right 0.2289023
53 as1t neutral left 3 right 0.2159625
57 as1t accuracy left 3 right 0.3556382
61 as1t speed right 3 left 0.2014666
65 as1t neutral right 3 right 0.2407919
69 as1t accuracy right 3 right 0.8895984
73 as1t speed left 4 right 0.8896424
77 as1t neutral left 4 right 0.2841160
81 as1t accuracy left 4 right 0.2082286
85 as1t speed right 4 left 0.3757464
89 as1t neutral right 4 left 0.3402543
93 as1t accuracy right 4 left 0.3885063
97 as1t speed left 5 left 0.3268648
101 as1t neutral left 5 right 0.2931404
105 as1t accuracy left 5 right 0.5631042
109 as1t speed right 5 left 0.6266161
113 as1t neutral right 5 left 0.2576004
117 as1t accuracy right 5 left 0.2724988
121 as1t speed left 6 right 0.5078265
125 as1t neutral left 6 left 1.1182128
129 as1t accuracy left 6 right 0.2151060
133 as1t speed right 6 right 0.3324145
137 as1t neutral right 6 left 0.2893369
141 as1t accuracy right 6 left 0.6245632
145 as1t speed left 7 right 0.3190899
149 as1t neutral left 7 left 0.5953184
153 as1t accuracy left 7 right 0.2044777
157 as1t speed right 7 left 0.2606403
161 as1t neutral right 7 right 0.2842899
165 as1t accuracy right 7 left 0.2101295
169 as1t speed left 8 right 5.6647179
173 as1t neutral left 8 right 0.3104341
177 as1t accuracy left 8 right 0.2299710
181 as1t speed right 8 left 0.2152846
185 as1t neutral right 8 right 0.2591430
189 as1t accuracy right 8 left 1.0453442
193 as1t speed left 9 right 0.2800495
197 as1t neutral left 9 right 0.2070659
201 as1t accuracy left 9 right 0.5368400
205 as1t speed right 9 left 0.2216829
209 as1t neutral right 9 right 0.3311753
213 as1t accuracy right 9 right 0.3193368
217 as1t speed left 10 right 0.2399517
221 as1t neutral left 10 right 0.2520374
225 as1t accuracy left 10 left 1.8249842
229 as1t speed right 10 right 0.7272009
233 as1t neutral right 10 left 0.7467092
237 as1t accuracy right 10 right 0.2285965
3 bd6t speed left 1 right 0.3521819
7 bd6t neutral left 1 left 2.8239520
11 bd6t accuracy left 1 left 0.2494104
15 bd6t speed right 1 left 0.6594934
19 bd6t neutral right 1 left 0.3739250
23 bd6t accuracy right 1 left 0.3894119
27 bd6t speed left 2 right 0.4399945
31 bd6t neutral left 2 right 0.2237928
35 bd6t accuracy left 2 right 0.2111508
39 bd6t speed right 2 right 0.2986954
43 bd6t neutral right 2 left 0.4139748
47 bd6t accuracy right 2 left 0.2233620
51 bd6t speed left 3 right 0.3893381
55 bd6t neutral left 3 left 0.5294351
59 bd6t accuracy left 3 right 0.2143891
63 bd6t speed right 3 left 0.3271981
67 bd6t neutral right 3 right 0.2989625
71 bd6t accuracy right 3 left 2.6800823
75 bd6t speed left 4 right 0.4127312
79 bd6t neutral left 4 right 0.4247098
83 bd6t accuracy left 4 left 0.3207819
87 bd6t speed right 4 right 0.4601309
91 bd6t neutral right 4 left 0.2862879
95 bd6t accuracy right 4 left 0.2566716
99 bd6t speed left 5 right 0.4284081
103 bd6t neutral left 5 right 0.2300322
107 bd6t accuracy left 5 right 0.2416458
111 bd6t speed right 5 left 0.2491193
115 bd6t neutral right 5 left 0.3075896
119 bd6t accuracy right 5 left 0.2695769
123 bd6t speed left 6 right 1.1131387
127 bd6t neutral left 6 right 0.2122215
131 bd6t accuracy left 6 right 0.5294487
135 bd6t speed right 6 right 0.3498691
139 bd6t neutral right 6 right 0.3132170
143 bd6t accuracy right 6 left 0.3200083
147 bd6t speed left 7 right 0.5491461
151 bd6t neutral left 7 left 0.2465168
155 bd6t accuracy left 7 left 0.3164743
159 bd6t speed right 7 left 0.4062331
163 bd6t neutral right 7 left 0.2521459
167 bd6t accuracy right 7 right 0.5737047
171 bd6t speed left 8 right 0.3196930
175 bd6t neutral left 8 right 1.2783628
179 bd6t accuracy left 8 right 0.8892908
183 bd6t speed right 8 left 0.6911094
187 bd6t neutral right 8 left 0.2639333
191 bd6t accuracy right 8 left 0.2970921
195 bd6t speed left 9 right 0.4383953
199 bd6t neutral left 9 right 2.1349298
203 bd6t accuracy left 9 right 0.6442377
207 bd6t speed right 9 right 0.2612303
211 bd6t neutral right 9 right 1.3892407
215 bd6t accuracy right 9 left 0.2842021
219 bd6t speed left 10 right 0.2211178
223 bd6t neutral left 10 right 0.3433792
227 bd6t accuracy left 10 left 0.7444105
231 bd6t speed right 10 left 0.4036253
235 bd6t neutral right 10 left 0.3621805
239 bd6t accuracy right 10 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 -13997.387
bd6t -7641.792
$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
subjects E S trials R rt
1 as1t speed left 1 left 1.4633807
5 as1t neutral left 1 left 2.1702340
9 as1t accuracy left 1 left 1.4852344
13 as1t speed right 1 right 0.9423191
17 as1t neutral right 1 right 1.6249727
21 as1t accuracy right 1 left 1.6289250
25 as1t speed left 2 left 0.9759322
29 as1t neutral left 2 left 2.2181263
33 as1t accuracy left 2 left 1.5406683
37 as1t speed right 2 right 1.3311058
41 as1t neutral right 2 right 1.1949201
45 as1t accuracy right 2 right 1.3299111
49 as1t speed left 3 left 1.2642489
53 as1t neutral left 3 left 2.0398431
57 as1t accuracy left 3 left 1.9756260
61 as1t speed right 3 right 2.1560090
65 as1t neutral right 3 right 2.0795816
69 as1t accuracy right 3 left 1.4747640
73 as1t speed left 4 right 1.0183507
77 as1t neutral left 4 left 2.0591050
81 as1t accuracy left 4 left 2.0299050
85 as1t speed right 4 right 1.7444860
89 as1t neutral right 4 right 1.6223118
93 as1t accuracy right 4 right 1.2664438
97 as1t speed left 5 right 0.8479725
101 as1t neutral left 5 left 2.5810174
105 as1t accuracy left 5 left 2.0660525
109 as1t speed right 5 right 1.1061526
113 as1t neutral right 5 left 1.5656606
117 as1t accuracy right 5 right 1.1412750
121 as1t speed left 6 left 1.2552418
125 as1t neutral left 6 left 1.9701327
129 as1t accuracy left 6 left 1.2969671
133 as1t speed right 6 right 0.9069431
137 as1t neutral right 6 right 1.9277024
141 as1t accuracy right 6 right 1.4062788
145 as1t speed left 7 right 1.7466986
149 as1t neutral left 7 left 1.9530480
153 as1t accuracy left 7 left 1.3515376
157 as1t speed right 7 right 1.0903481
161 as1t neutral right 7 right 2.0526427
165 as1t accuracy right 7 right 1.1242640
169 as1t speed left 8 left 1.7874152
173 as1t neutral left 8 right 1.3507243
177 as1t accuracy left 8 left 1.7284682
181 as1t speed right 8 right 1.5629776
185 as1t neutral right 8 right 1.9109834
189 as1t accuracy right 8 right 1.8096389
193 as1t speed left 9 left 1.1294915
197 as1t neutral left 9 right 1.4011195
201 as1t accuracy left 9 right 1.7618616
205 as1t speed right 9 right 0.9635151
209 as1t neutral right 9 left 0.9964543
213 as1t accuracy right 9 right 2.2168005
217 as1t speed left 10 left 1.2540213
221 as1t neutral left 10 left 1.7238653
225 as1t accuracy left 10 left 1.3217336
229 as1t speed right 10 right 1.1129529
233 as1t neutral right 10 right 1.3371482
237 as1t accuracy right 10 right 1.4788349
3 bd6t speed left 1 left 1.1431110
7 bd6t neutral left 1 right 1.7701594
11 bd6t accuracy left 1 left 1.4828631
15 bd6t speed right 1 left 0.8311659
19 bd6t neutral right 1 right 1.7368588
23 bd6t accuracy right 1 left 1.1528011
27 bd6t speed left 2 left 1.1984658
31 bd6t neutral left 2 right 1.7074347
35 bd6t accuracy left 2 left 1.7261127
39 bd6t speed right 2 left 0.9345510
43 bd6t neutral right 2 right 1.7837362
47 bd6t accuracy right 2 right 1.3253715
51 bd6t speed left 3 left 0.9382072
55 bd6t neutral left 3 left 1.6609535
59 bd6t accuracy left 3 left 1.2350623
63 bd6t speed right 3 right 1.2555053
67 bd6t neutral right 3 right 2.0236594
71 bd6t accuracy right 3 right 1.8515205
75 bd6t speed left 4 left 1.1070257
79 bd6t neutral left 4 left 1.7790590
83 bd6t accuracy left 4 left 1.5055781
87 bd6t speed right 4 right 1.2143236
91 bd6t neutral right 4 left 1.5663614
95 bd6t accuracy right 4 right 1.4461514
99 bd6t speed left 5 right 1.2060786
103 bd6t neutral left 5 left 1.4588243
107 bd6t accuracy left 5 left 1.3866129
111 bd6t speed right 5 right 1.6574897
115 bd6t neutral right 5 left 1.2277583
119 bd6t accuracy right 5 left 2.1361914
123 bd6t speed left 6 left 1.0186402
127 bd6t neutral left 6 right 2.2555354
131 bd6t accuracy left 6 right 1.3513423
135 bd6t speed right 6 right 1.1363703
139 bd6t neutral right 6 right 2.2786338
143 bd6t accuracy right 6 right 1.7136703
147 bd6t speed left 7 right 1.1315176
151 bd6t neutral left 7 right 2.8129833
155 bd6t accuracy left 7 left 1.8581362
159 bd6t speed right 7 right 1.4264524
163 bd6t neutral right 7 left 1.9479597
167 bd6t accuracy right 7 right 1.3138114
171 bd6t speed left 8 right 1.2901186
175 bd6t neutral left 8 left 2.1920405
179 bd6t accuracy left 8 left 1.4267523
183 bd6t speed right 8 left 1.0080981
187 bd6t neutral right 8 left 1.9679805
191 bd6t accuracy right 8 right 1.5223778
195 bd6t speed left 9 right 1.3196324
199 bd6t neutral left 9 left 1.4713529
203 bd6t accuracy left 9 left 2.2323876
207 bd6t speed right 9 right 1.2076100
211 bd6t neutral right 9 right 1.6209301
215 bd6t accuracy right 9 right 1.6692198
219 bd6t speed left 10 right 0.8206576
223 bd6t neutral left 10 left 1.3604141
227 bd6t accuracy left 10 left 1.5717983
231 bd6t speed right 10 left 0.9161352
235 bd6t neutral right 10 right 1.3449899
239 bd6t accuracy right 10 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 -13015.14
bd6t -8124.47
$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
subjects E S trials R rt
1 as1t speed left 1 left 0.9280160
5 as1t neutral left 1 left 1.3665688
9 as1t accuracy left 1 left 1.2632566
13 as1t speed right 1 right 1.3693363
17 as1t neutral right 1 right 1.7005475
21 as1t accuracy right 1 right 1.5629564
25 as1t speed left 2 left 0.8541628
29 as1t neutral left 2 left 1.3490685
33 as1t accuracy left 2 left 1.3455839
37 as1t speed right 2 right 0.9959882
41 as1t neutral right 2 right 0.9897121
45 as1t accuracy right 2 right 0.9728202
49 as1t speed left 3 left 1.0342764
53 as1t neutral left 3 left 1.4227448
57 as1t accuracy left 3 left 1.1589579
61 as1t speed right 3 right 0.7901838
65 as1t neutral right 3 right 1.4131155
69 as1t accuracy right 3 right 1.0001137
73 as1t speed left 4 left 0.9591242
77 as1t neutral left 4 left 1.4240631
81 as1t accuracy left 4 left 1.1261396
85 as1t speed right 4 right 0.8451994
89 as1t neutral right 4 right 1.2208869
93 as1t accuracy right 4 right 1.0073656
97 as1t speed left 5 right 0.7532396
101 as1t neutral left 5 left 1.3059752
105 as1t accuracy left 5 left 1.0989463
109 as1t speed right 5 right 0.7695844
113 as1t neutral right 5 right 1.3970057
117 as1t accuracy right 5 left 1.7066766
121 as1t speed left 6 left 1.0418094
125 as1t neutral left 6 left 1.5010757
129 as1t accuracy left 6 left 0.9397166
133 as1t speed right 6 right 0.8109042
137 as1t neutral right 6 right 1.4296597
141 as1t accuracy right 6 right 1.4318602
145 as1t speed left 7 left 0.8405631
149 as1t neutral left 7 left 1.4829023
153 as1t accuracy left 7 left 1.4827658
157 as1t speed right 7 right 0.8929923
161 as1t neutral right 7 right 1.5256713
165 as1t accuracy right 7 right 1.7913220
169 as1t speed left 8 left 1.2249064
173 as1t neutral left 8 right 1.3077382
177 as1t accuracy left 8 left 1.2221230
181 as1t speed right 8 right 1.0515617
185 as1t neutral right 8 right 1.5169147
189 as1t accuracy right 8 right 1.2138921
193 as1t speed left 9 left 0.9190758
197 as1t neutral left 9 left 1.5773232
201 as1t accuracy left 9 left 1.3792119
205 as1t speed right 9 right 0.8793353
209 as1t neutral right 9 left 0.9979943
213 as1t accuracy right 9 left 1.0113856
217 as1t speed left 10 left 1.0333417
221 as1t neutral left 10 left 1.4657825
225 as1t accuracy left 10 left 1.1704116
229 as1t speed right 10 right 1.1560172
233 as1t neutral right 10 right 2.0137642
237 as1t accuracy right 10 right 1.3688643
3 bd6t speed left 1 left 1.0208927
7 bd6t neutral left 1 left 1.1972104
11 bd6t accuracy left 1 left 1.3810853
15 bd6t speed right 1 left 0.8064170
19 bd6t neutral right 1 right 1.3990319
23 bd6t accuracy right 1 right 1.5608792
27 bd6t speed left 2 right 1.0125895
31 bd6t neutral left 2 left 1.5329031
35 bd6t accuracy left 2 left 1.2035614
39 bd6t speed right 2 right 1.0194723
43 bd6t neutral right 2 right 1.3037299
47 bd6t accuracy right 2 right 1.5099197
51 bd6t speed left 3 left 1.4165626
55 bd6t neutral left 3 left 1.2987800
59 bd6t accuracy left 3 left 1.6235264
63 bd6t speed right 3 right 0.9826732
67 bd6t neutral right 3 right 1.4457911
71 bd6t accuracy right 3 right 1.1759125
75 bd6t speed left 4 left 0.7896634
79 bd6t neutral left 4 left 1.5662376
83 bd6t accuracy left 4 left 1.2377503
87 bd6t speed right 4 right 1.0263352
91 bd6t neutral right 4 left 1.6474885
95 bd6t accuracy right 4 right 1.4008699
99 bd6t speed left 5 left 1.1793724
103 bd6t neutral left 5 left 1.2561121
107 bd6t accuracy left 5 left 1.0677462
111 bd6t speed right 5 right 1.2075529
115 bd6t neutral right 5 right 1.5128032
119 bd6t accuracy right 5 right 1.6225869
123 bd6t speed left 6 left 1.2856667
127 bd6t neutral left 6 left 1.8086246
131 bd6t accuracy left 6 left 1.4196456
135 bd6t speed right 6 left 0.9437308
139 bd6t neutral right 6 right 1.6208577
143 bd6t accuracy right 6 right 1.2359495
147 bd6t speed left 7 right 0.8496789
151 bd6t neutral left 7 left 1.7679788
155 bd6t accuracy left 7 left 1.1724425
159 bd6t speed right 7 right 0.9587314
163 bd6t neutral right 7 right 1.2750007
167 bd6t accuracy right 7 right 1.5235177
171 bd6t speed left 8 left 0.9228817
175 bd6t neutral left 8 left 1.3833986
179 bd6t accuracy left 8 left 1.0379226
183 bd6t speed right 8 right 1.0288798
187 bd6t neutral right 8 right 1.6174103
191 bd6t accuracy right 8 right 1.2492557
195 bd6t speed left 9 left 0.9100630
199 bd6t neutral left 9 left 1.2940764
203 bd6t accuracy left 9 left 1.5783148
207 bd6t speed right 9 right 1.0679547
211 bd6t neutral right 9 right 1.4088265
215 bd6t accuracy right 9 right 1.2291637
219 bd6t speed left 10 left 1.3996598
223 bd6t neutral left 10 left 1.2163417
227 bd6t accuracy left 10 left 1.2967753
231 bd6t speed right 10 right 0.8692560
235 bd6t neutral right 10 right 1.0901085
239 bd6t accuracy right 10 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 -3444.491
bd6t -2932.240
$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
subjects E S trials R rt
1 as1t speed left 1 left 0.6802333
3 as1t neutral left 1 left 1.0005519
5 as1t accuracy left 1 right 2.2555073
7 as1t speed right 1 right 0.4950596
9 as1t neutral right 1 right 0.3838494
11 as1t accuracy right 1 right 0.8643106
13 as1t speed left 2 right 0.3581243
15 as1t neutral left 2 left 0.7989559
17 as1t accuracy left 2 left 0.5415385
19 as1t speed right 2 right 0.4025097
21 as1t neutral right 2 right 0.7988730
23 as1t accuracy right 2 right 1.1206340
25 as1t speed left 3 right 0.8831889
27 as1t neutral left 3 left 0.3569167
29 as1t accuracy left 3 left 0.5587834
31 as1t speed right 3 right 0.6047484
33 as1t neutral right 3 right 2.1543090
35 as1t accuracy right 3 right 0.5008352
37 as1t speed left 4 left 0.4499327
39 as1t neutral left 4 left 1.3312508
41 as1t accuracy left 4 left 0.3797134
43 as1t speed right 4 right 0.3844647
45 as1t neutral right 4 right 0.9054355
47 as1t accuracy right 4 left 1.3175715
49 as1t speed left 5 right 0.3303770
51 as1t neutral left 5 right 0.5558977
53 as1t accuracy left 5 left 0.5683490
55 as1t speed right 5 right 0.3144739
57 as1t neutral right 5 right 0.3347010
59 as1t accuracy right 5 right 0.4547618
61 as1t speed left 6 left 0.3646702
63 as1t neutral left 6 left 0.8586173
65 as1t accuracy left 6 left 0.5523000
67 as1t speed right 6 right 0.3884522
69 as1t neutral right 6 left 0.5610446
71 as1t accuracy right 6 right 0.5708478
73 as1t speed left 7 left 0.6389701
75 as1t neutral left 7 left 0.7979393
77 as1t accuracy left 7 left 0.6868122
79 as1t speed right 7 left 0.4383368
81 as1t neutral right 7 left 1.1010207
83 as1t accuracy right 7 left 2.2889515
85 as1t speed left 8 left 0.5084518
87 as1t neutral left 8 left 0.8292358
89 as1t accuracy left 8 left 0.4086253
91 as1t speed right 8 left 0.3667670
93 as1t neutral right 8 right 0.7317996
95 as1t accuracy right 8 left 4.9271514
97 as1t speed left 9 left 0.4733514
99 as1t neutral left 9 right 2.3900265
101 as1t accuracy left 9 right 0.6865439
103 as1t speed right 9 left 0.6913264
105 as1t neutral right 9 right 0.2915473
107 as1t accuracy right 9 right 0.4503388
109 as1t speed left 10 left 0.2684499
111 as1t neutral left 10 right 0.9177357
113 as1t accuracy left 10 left 0.9141145
115 as1t speed right 10 right 0.3615293
117 as1t neutral right 10 left 1.6126562
119 as1t accuracy right 10 left 0.4261822
2 bd6t speed left 1 right 0.3656491
4 bd6t neutral left 1 left 0.4481234
6 bd6t accuracy left 1 left 2.6101841
8 bd6t speed right 1 left 0.9775268
10 bd6t neutral right 1 right 0.4061499
12 bd6t accuracy right 1 left 0.4199573
14 bd6t speed left 2 left 0.3693564
16 bd6t neutral left 2 left 0.4612578
18 bd6t accuracy left 2 left 0.3420450
20 bd6t speed right 2 left 1.2008347
22 bd6t neutral right 2 left 0.9842469
24 bd6t accuracy right 2 right 0.7297536
26 bd6t speed left 3 left 0.7347282
28 bd6t neutral left 3 left 0.3711668
30 bd6t accuracy left 3 right 0.4676017
32 bd6t speed right 3 right 0.6443278
34 bd6t neutral right 3 left 0.5216554
36 bd6t accuracy right 3 right 2.4432551
38 bd6t speed left 4 left 0.4125840
40 bd6t neutral left 4 left 0.3468602
42 bd6t accuracy left 4 left 0.9528720
44 bd6t speed right 4 left 0.5470503
46 bd6t neutral right 4 right 0.5961414
48 bd6t accuracy right 4 right 0.5885120
50 bd6t speed left 5 right 1.6893529
52 bd6t neutral left 5 left 0.4786007
54 bd6t accuracy left 5 left 0.4911437
56 bd6t speed right 5 right 0.9986496
58 bd6t neutral right 5 right 0.5745838
60 bd6t accuracy right 5 right 0.3989805
62 bd6t speed left 6 left 1.0776926
64 bd6t neutral left 6 right 0.6757066
66 bd6t accuracy left 6 left 0.3551867
68 bd6t speed right 6 right 0.3710058
70 bd6t neutral right 6 right 1.0897391
72 bd6t accuracy right 6 right 1.6217274
74 bd6t speed left 7 left 0.3417613
76 bd6t neutral left 7 right 1.0540506
78 bd6t accuracy left 7 left 0.3110610
80 bd6t speed right 7 left 1.1326745
82 bd6t neutral right 7 right 7.5569366
84 bd6t accuracy right 7 left 0.7934986
86 bd6t speed left 8 left 1.4717633
88 bd6t neutral left 8 left 0.5502727
90 bd6t accuracy left 8 left 2.8111990
92 bd6t speed right 8 right 0.3531640
94 bd6t neutral right 8 right 0.4038146
96 bd6t accuracy right 8 right 0.5446294
98 bd6t speed left 9 left 0.3481593
100 bd6t neutral left 9 right 0.6100624
102 bd6t accuracy left 9 left 1.0539004
104 bd6t speed right 9 right 0.3785078
106 bd6t neutral right 9 right 0.8167383
108 bd6t accuracy right 9 right 0.6870093
110 bd6t speed left 10 left 0.6959749
112 bd6t neutral left 10 left 0.5334544
114 bd6t accuracy left 10 left 1.1643393
116 bd6t speed right 10 left 0.8941779
118 bd6t neutral right 10 left 1.5046528
120 bd6t accuracy right 10 left 0.7933934
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