Simulation of confidence ratings and RTs in the Multiple-threshold Log-normal Race Model
Source:R/simulateMTLNR.R
simulateMTLNR.RdSimulates the decision responses and reaction times together with a
discrete confidence judgment in the MTLNR (Reynolds et al., 2020),
given specific parameter constellations.
See dMTLNR for more information about parameters.
Also computes the Gamma rank correlation between the confidence ratings and condition
(task difficulty), reaction times and accuracy in the simulated output.
Basically, this function is a wrapper for rMTLNR
for application in confidence experiments with manipulation of specific parameters.
Usage
simulateMTLNR(paramDf, n = 10000, gamma = FALSE, agg_simus = FALSE,
stimulus = c(1, 2), seed = NULL)Arguments
- paramDf
a list or data frame with one row. Column names should match the following names (see dMTLNR): For different stimulus quality/mean drift rates, names should be
v1,v2,v3,.... (corresponding to the mean parameter for the accumulation rate for the stimulus-corresponding accumulator, thereforemu_v1andmu_v2are not used in this context but replaced by the parameterv);mu_d1andmu_d2correspond to the mean parameters for boundary distance of the two accumulators;s1ands2correspond to the variance parameters of the first and second boundary hitting time;rhocorresponds to the correlation of boundary hitting times. Note thats_v1,s_v2,rho_v,s_d1,s_d2, andrho_dare not used in this context, although the accumulation rate-related parameters can be used to replace the above-mentioned variance parameters. Additionally, the confidence thresholds should be given by names withthetaUpper1,thetaUpper2,...,thetaLower1,... or, for symmetric thresholds only bytheta1,theta2,.... (see Details for the correspondence to the data)- n
integer. The number of samples (per condition and stimulus direction) generated. Total number of samples is
n*nConditions*length(stimulus).- gamma
logical. If TRUE, the gamma correlation between confidence ratings, rt and accuracy is computed.
- agg_simus
logical. Simulation is done on a trial basis with RTs outcome. If TRUE, the simulations will be aggregated over RTs to return only the distribution of response and confidence ratings. Default: FALSE.
- stimulus
numeric vector. Either 1, 2 or c(1,2) (default). Together with condition represents the experimental situation. In a binary decision task the presented stimulus belongs to one of two categories. In the default setting trials with both categories presented are simulated but one can choose to simulate only trials with the stimulus coming from one category (1 for the category that is associated with positive drift in the decision process where 1 responses are considered correct and 2 correspondingly for negative drifts and 2 correct decisions).
- seed
numerical. Seeding for non-random data generation.
Value
Depending on gamma and agg_simus.
If gamma is FALSE, returns a data.frame with columns: condition,
stimulus, response, correct, rt, conf (the continuous confidence
measure) and rating (the discrete confidence rating), and dec and vis
(only if process_results=TRUE) for the final states of accumulators in the
simulation or
(if agg_simus=TRUE): condition, stimulus,response, correct,
rating and p (for the probability of a response and rating, given
the condition and stimulus).
If gamma is TRUE, returns a list with elements:
simus (the simulated data frame) and gamma, which is again a list with elements
condition, rt and correct, each a tibble with two columns (see details for more
information).
Details
Simulation is done by simulating normally distributed logarithms of boundary crossing times for both accumulators based on the MTLNR model. The smaller time determines decision time and response (i.e. the winning accumulator). The confidence variable is computed based on the log-ratio of the loosing boundary crossing time over the winning boundary crossing time.
The confidence values are then binned according to the given thresholds.
The output of the fitting function fitRTConf with the respective model
fits the argument paramDf for simulation.
The Gamma coefficients are computed separately for correct/incorrect responses for the
correlation of confidence ratings with condition and rt and separately for conditions
for the correlation of accuracy and confidence. The
resulting data frames in the output thus have two columns. One for the grouping variable
and one for the Gamma coefficient.
Note
Different parameters for different conditions are only allowed for drift rate,
v.
All other parameters are used for all conditions.
References
Reynolds, A., Kvam, P. D., Osth, A. F., & Heathcote, A. (2020). Correlated racing evidence accumulator models. Journal of Mathematical Psychology, 96, 102331. doi: doi: 10.1016/j.jmp.2020.102331
Examples
# 1. Define some parameter set in a data.frame
paramDf <- data.frame(v1=0.5, v2=1.0, t0=0.1, st0=0,
mu_d1=1, mu_d2=1,
s1=0.5, s2=0.5, rho=0.2,
theta1=0.8, theta2=1.5)
# 2. Simulate trials for both stimulus categories and all conditions (2)
simus <- simulateMTLNR(paramDf)
head(simus)
#> condition stimulus response correct rt conf rating
#> 1 1 1 1 1 1.687185 0.2124857 1
#> 2 1 1 1 1 2.296011 0.2804984 1
#> 3 1 1 1 1 0.906513 0.5317095 1
#> 4 1 1 2 0 1.731989 0.5154095 1
#> 5 1 1 1 1 2.239842 0.9710568 2
#> 6 1 1 1 1 2.045295 0.5622597 1
# \donttest{
library(ggplot2)
simus <- simus[simus$response != 0, ]
simus$rating <- factor(simus$rating, labels = c("unsure", "medium", "sure"))
ggplot(simus, aes(x = rt, group = interaction(correct, rating),
color = as.factor(correct), linetype = rating)) +
geom_density(linewidth = 1.2, na.rm=TRUE) + xlim(c(0, 5)) +
facet_grid(rows = vars(condition), labeller = "label_both")
#> Warning: Groups with fewer than two data points have been dropped.
# }
# automatically aggregate simulation distribution
# to get only accuracy x confidence rating distribution for
# all conditions
agg_simus <- simulateMTLNR(paramDf, agg_simus = TRUE)
head(agg_simus)
#> # A tibble: 6 × 4
#> rating correct condition p
#> <dbl> <dbl> <int> <dbl>
#> 1 1 0 1 0.189
#> 2 1 0 2 0.0564
#> 3 1 1 1 0.472
#> 4 1 1 2 0.316
#> 5 2 0 1 0.0190
#> 6 2 0 2 0.00245
# \donttest{
agg_simus$rating <- factor(agg_simus$rating, labels = c("unsure", "medium", "sure"))
library(ggplot2)
ggplot(agg_simus, aes(x = rating, group = correct, fill = as.factor(correct), y = p)) +
geom_bar(stat = "identity", position = "dodge") +
facet_grid(cols = vars(condition), labeller = "label_both")
# }
# \donttest{
# Compute Gamma correlation coefficients between
# confidence and other behavioral measures
# output will be a list
simu_list <- simulateMTLNR(paramDf, n = 400, gamma = TRUE)
simu_list
#> $simus
#> condition stimulus response correct rt conf rating
#> 1 1 1 1 1 4.0702190 0.102730338 1
#> 2 1 1 1 1 0.9999850 0.909667186 2
#> 3 1 1 1 1 0.4303316 2.225510259 3
#> 4 1 1 1 1 2.2057150 0.596610875 1
#> 5 1 1 2 0 1.2722365 0.143638106 1
#> 6 1 1 1 1 0.9217556 1.924474169 3
#> 7 1 1 1 1 0.9432780 1.844942483 3
#> 8 1 1 1 1 1.4706448 0.301784678 1
#> 9 1 1 1 1 2.2066922 0.344062438 1
#> 10 1 1 1 1 0.7103493 1.000077655 2
#> 11 1 1 1 1 2.3841616 0.292368835 1
#> 12 1 1 1 1 1.6902937 1.168514424 2
#> 13 1 1 1 1 1.7118866 0.058601415 1
#> 14 1 1 1 1 2.5374932 0.927062831 2
#> 15 1 1 1 1 1.0615851 1.054763997 2
#> 16 1 1 1 1 2.5884084 0.206772153 1
#> 17 1 1 1 1 1.1303802 0.054953046 1
#> 18 1 1 1 1 0.8392644 1.116777503 2
#> 19 1 1 1 1 1.9346456 0.565402863 1
#> 20 1 1 1 1 1.9398483 1.119759539 2
#> 21 1 1 1 1 1.1634079 0.760425458 1
#> 22 1 1 1 1 4.2092342 0.022454973 1
#> 23 1 1 2 0 1.0830676 0.728877779 1
#> 24 1 1 2 0 2.5987671 0.291918176 1
#> 25 1 1 2 0 1.4213595 0.186014262 1
#> 26 1 1 1 1 1.5645056 0.914455143 2
#> 27 1 1 2 0 2.3662526 0.131329849 1
#> 28 1 1 1 1 0.9237143 1.688551879 3
#> 29 1 1 1 1 0.8770257 1.758319899 3
#> 30 1 1 1 1 2.2225760 0.112554646 1
#> 31 1 1 1 1 1.5141777 0.368686764 1
#> 32 1 1 1 1 2.2908659 0.874745755 2
#> 33 1 1 1 1 1.8109926 0.536008749 1
#> 34 1 1 1 1 2.5266926 0.235282028 1
#> 35 1 1 1 1 0.8502631 1.651464998 3
#> 36 1 1 1 1 3.3443430 0.666528062 1
#> 37 1 1 1 1 1.8022604 0.912268978 2
#> 38 1 1 2 0 1.1290491 0.283897902 1
#> 39 1 1 1 1 1.0971010 1.305478813 2
#> 40 1 1 1 1 1.1186545 1.302869893 2
#> 41 1 1 1 1 1.3768126 1.190654919 2
#> 42 1 1 1 1 0.9535631 2.035386758 3
#> 43 1 1 1 1 2.1340249 0.776966293 1
#> 44 1 1 1 1 1.9595850 0.585684133 1
#> 45 1 1 1 1 3.7578757 0.793954898 1
#> 46 1 1 2 0 2.4747248 0.521618137 1
#> 47 1 1 1 1 2.4917826 0.557120482 1
#> 48 1 1 1 1 0.9705216 0.348272274 1
#> 49 1 1 1 1 2.0232314 0.913494111 2
#> 50 1 1 1 1 0.9619829 0.597119159 1
#> 51 1 1 2 0 0.9624853 0.599725498 1
#> 52 1 1 1 1 1.0938060 1.438862364 2
#> 53 1 1 2 0 1.6063018 0.526123426 1
#> 54 1 1 1 1 1.1822137 1.200542490 2
#> 55 1 1 1 1 1.4585904 0.729818650 1
#> 56 1 1 1 1 1.5512210 0.861372417 2
#> 57 1 1 1 1 1.3528333 1.098462274 2
#> 58 1 1 1 1 2.0049429 0.665554015 1
#> 59 1 1 2 0 3.5524099 0.031424684 1
#> 60 1 1 1 1 1.7858516 0.814786593 2
#> 61 1 1 1 1 2.6910669 0.027768327 1
#> 62 1 1 1 1 1.0648627 0.079881631 1
#> 63 1 1 1 1 1.2340532 0.234301016 1
#> 64 1 1 1 1 1.4508947 1.022826443 2
#> 65 1 1 1 1 2.2171391 0.509678562 1
#> 66 1 1 1 1 1.2027175 1.403094730 2
#> 67 1 1 2 0 3.3904034 0.339623509 1
#> 68 1 1 1 1 3.8809003 0.632933798 1
#> 69 1 1 2 0 1.9708845 0.844269127 2
#> 70 1 1 1 1 1.2598070 0.737611387 1
#> 71 1 1 1 1 3.2171727 0.874818390 2
#> 72 1 1 1 1 1.5981144 0.212459672 1
#> 73 1 1 1 1 1.8454376 0.072404009 1
#> 74 1 1 1 1 1.5488353 0.473210113 1
#> 75 1 1 1 1 2.9137726 1.301531883 2
#> 76 1 1 1 1 1.7320469 0.346620458 1
#> 77 1 1 1 1 0.8356941 1.238599364 2
#> 78 1 1 1 1 3.4014711 0.522743493 1
#> 79 1 1 1 1 3.1230071 1.029963887 2
#> 80 1 1 1 1 2.4967381 1.062399305 2
#> 81 1 1 2 0 2.1556463 0.261737014 1
#> 82 1 1 1 1 0.9552014 1.843151054 3
#> 83 1 1 1 1 0.4350927 2.069182512 3
#> 84 1 1 1 1 1.2226853 0.294930156 1
#> 85 1 1 2 0 1.9592045 0.036257463 1
#> 86 1 1 1 1 1.5098899 0.751888905 1
#> 87 1 1 1 1 2.5243535 0.779201178 1
#> 88 1 1 1 1 1.1567924 0.684539573 1
#> 89 1 1 1 1 1.9615559 0.998323714 2
#> 90 1 1 2 0 3.0747948 0.369269375 1
#> 91 1 1 1 1 1.9929971 0.235397785 1
#> 92 1 1 1 1 1.2090029 1.580877951 3
#> 93 1 1 1 1 0.7565229 1.043509009 2
#> 94 1 1 1 1 0.8571134 0.718718070 1
#> 95 1 1 1 1 0.8817663 1.709282555 3
#> 96 1 1 1 1 1.7849370 0.250518721 1
#> 97 1 1 2 0 2.9374240 0.294911244 1
#> 98 1 1 2 0 2.7821378 0.147147724 1
#> 99 1 1 2 0 2.1001609 0.249505639 1
#> 100 1 1 1 1 1.4597924 0.788801669 1
#> 101 1 1 1 1 1.4060716 0.014414449 1
#> 102 1 1 1 1 2.6633363 0.728497970 1
#> 103 1 1 1 1 2.4946882 0.437249674 1
#> 104 1 1 1 1 4.9094588 0.684611094 1
#> 105 1 1 2 0 2.0835123 0.363370496 1
#> 106 1 1 1 1 1.2278401 1.278803482 2
#> 107 1 1 2 0 1.3660982 0.221778968 1
#> 108 1 1 1 1 3.1566996 0.052922156 1
#> 109 1 1 1 1 1.4366592 0.957828328 2
#> 110 1 1 1 1 1.8909742 0.885632551 2
#> 111 1 1 1 1 1.3828202 0.114291031 1
#> 112 1 1 1 1 1.1629635 0.390185517 1
#> 113 1 1 1 1 1.2965866 0.903606212 2
#> 114 1 1 1 1 1.6090985 0.458336768 1
#> 115 1 1 1 1 1.7986135 0.543041499 1
#> 116 1 1 1 1 1.6541933 0.939387887 2
#> 117 1 1 1 1 0.9102699 0.147812885 1
#> 118 1 1 1 1 1.2890707 0.446005953 1
#> 119 1 1 1 1 1.4389298 0.748291172 1
#> 120 1 1 1 1 0.9796267 1.729800603 3
#> 121 1 1 1 1 2.1946100 0.326135065 1
#> 122 1 1 1 1 1.3829322 0.833571126 2
#> 123 1 1 1 1 1.7011901 1.388995360 2
#> 124 1 1 2 0 1.4108346 0.183918228 1
#> 125 1 1 1 1 2.3327418 0.133164395 1
#> 126 1 1 2 0 1.7498453 0.414378395 1
#> 127 1 1 2 0 2.2614485 0.066693771 1
#> 128 1 1 2 0 2.5078626 0.582176708 1
#> 129 1 1 1 1 1.6257914 0.534772470 1
#> 130 1 1 2 0 0.8948342 1.093415823 2
#> 131 1 1 1 1 1.2446710 1.495369446 2
#> 132 1 1 2 0 1.7334320 0.164794930 1
#> 133 1 1 1 1 1.3796884 1.093742543 2
#> 134 1 1 2 0 2.3916231 0.482329758 1
#> 135 1 1 1 1 1.3539756 0.193773172 1
#> 136 1 1 2 0 1.5818568 0.172944126 1
#> 137 1 1 1 1 1.4918362 0.882864537 2
#> 138 1 1 1 1 1.1760530 0.577694756 1
#> 139 1 1 2 0 1.1011515 0.870590194 2
#> 140 1 1 2 0 1.0240947 0.410376998 1
#> 141 1 1 1 1 0.9570075 0.498779260 1
#> 142 1 1 2 0 2.8764014 0.106780092 1
#> 143 1 1 1 1 2.2031915 0.256546258 1
#> 144 1 1 2 0 3.2439197 0.251831776 1
#> 145 1 1 1 1 3.2184442 0.079401274 1
#> 146 1 1 1 1 1.3957334 1.199844820 2
#> 147 1 1 2 0 1.2511592 0.578450775 1
#> 148 1 1 1 1 1.4945549 1.362722002 2
#> 149 1 1 1 1 2.0510363 0.642476160 1
#> 150 1 1 1 1 1.0934565 0.702935923 1
#> 151 1 1 1 1 1.1165991 1.328174292 2
#> 152 1 1 1 1 1.4466870 1.306592560 2
#> 153 1 1 1 1 1.7922118 1.275847142 2
#> 154 1 1 2 0 2.1830776 0.551138132 1
#> 155 1 1 2 0 2.4029231 0.063301208 1
#> 156 1 1 1 1 2.4544807 0.450414003 1
#> 157 1 1 1 1 1.0974810 0.254245550 1
#> 158 1 1 2 0 2.0200949 0.066664349 1
#> 159 1 1 2 0 3.4398827 0.020005603 1
#> 160 1 1 2 0 3.6661957 0.152717492 1
#> 161 1 1 1 1 2.1914980 0.034560279 1
#> 162 1 1 1 1 1.3017302 0.242174857 1
#> 163 1 1 2 0 0.9605874 0.130530354 1
#> 164 1 1 1 1 2.7928154 0.497758436 1
#> 165 1 1 1 1 1.0374286 1.158550132 2
#> 166 1 1 1 1 1.4441628 0.360216031 1
#> 167 1 1 1 1 1.7483449 0.575658971 1
#> 168 1 1 1 1 2.1857613 0.228479660 1
#> 169 1 1 2 0 1.8741630 0.200296921 1
#> 170 1 1 1 1 1.6970707 1.255766636 2
#> 171 1 1 1 1 1.7499514 0.347490466 1
#> 172 1 1 1 1 1.4739748 1.611300880 3
#> 173 1 1 1 1 2.1676771 0.307984298 1
#> 174 1 1 2 0 2.2679387 0.009283612 1
#> 175 1 1 1 1 1.4771773 0.463542730 1
#> 176 1 1 1 1 2.1838737 0.418627891 1
#> 177 1 1 1 1 1.3652508 0.091526748 1
#> 178 1 1 1 1 1.7257000 0.065193891 1
#> 179 1 1 1 1 1.9475957 0.566834588 1
#> 180 1 1 1 1 1.3439588 0.908560322 2
#> 181 1 1 1 1 1.3954834 1.160161950 2
#> 182 1 1 1 1 1.2348208 0.520008072 1
#> 183 1 1 1 1 2.1439899 0.254085531 1
#> 184 1 1 2 0 2.4436727 0.301384935 1
#> 185 1 1 1 1 0.7505154 1.970688931 3
#> 186 1 1 1 1 1.5962182 0.572921304 1
#> 187 1 1 1 1 1.5540784 0.760265644 1
#> 188 1 1 1 1 1.1504611 1.474304705 2
#> 189 1 1 1 1 1.9144746 0.695658783 1
#> 190 1 1 1 1 1.3543194 0.564723025 1
#> 191 1 1 1 1 1.7960865 0.673086530 1
#> 192 1 1 1 1 2.3916169 1.103652332 2
#> 193 1 1 1 1 1.7306164 1.355395898 2
#> 194 1 1 1 1 0.8581741 2.045430972 3
#> 195 1 1 2 0 3.4721073 0.154647174 1
#> 196 1 1 1 1 1.8008480 0.632595861 1
#> 197 1 1 1 1 1.8306446 0.527731140 1
#> 198 1 1 1 1 0.7172483 1.642940668 3
#> 199 1 1 1 1 2.0761038 0.194779129 1
#> 200 1 1 1 1 1.7089463 0.162940238 1
#> 201 1 1 1 1 0.5613784 0.536461269 1
#> 202 1 1 1 1 2.3728138 0.144021770 1
#> 203 1 1 2 0 3.0635911 0.007714504 1
#> 204 1 1 1 1 1.4826881 0.679164820 1
#> 205 1 1 1 1 1.6147404 0.691834309 1
#> 206 1 1 2 0 2.0751231 0.324894009 1
#> 207 1 1 1 1 1.7718545 0.656647064 1
#> 208 1 1 1 1 5.3854257 0.108133121 1
#> 209 1 1 1 1 0.8508301 0.755608210 1
#> 210 1 1 1 1 1.6270000 0.957370596 2
#> 211 1 1 1 1 2.8664420 0.315937944 1
#> 212 1 1 2 0 2.3135964 0.164090118 1
#> 213 1 1 1 1 1.8539249 1.350678456 2
#> 214 1 1 1 1 1.4248487 0.884181782 2
#> 215 1 1 2 0 0.6817173 1.123654897 2
#> 216 1 1 1 1 1.4111465 0.768001252 1
#> 217 1 1 1 1 0.9842319 1.583748792 3
#> 218 1 1 1 1 1.0859248 1.124601801 2
#> 219 1 1 1 1 1.7914210 0.084589493 1
#> 220 1 1 1 1 0.7174722 2.150476697 3
#> 221 1 1 2 0 2.3298517 0.426297313 1
#> 222 1 1 1 1 1.1933554 1.032469775 2
#> 223 1 1 1 1 4.4776077 0.378912177 1
#> 224 1 1 2 0 1.9241472 0.062193362 1
#> 225 1 1 1 1 2.4984082 0.253528397 1
#> 226 1 1 1 1 2.5557026 0.681266018 1
#> 227 1 1 1 1 3.3387738 0.951326533 2
#> 228 1 1 1 1 1.3484139 0.607133790 1
#> 229 1 1 1 1 1.4401720 0.206293228 1
#> 230 1 1 1 1 2.3792822 0.665287293 1
#> 231 1 1 1 1 1.4823001 0.396383578 1
#> 232 1 1 1 1 2.7036230 1.078688834 2
#> 233 1 1 1 1 0.6699472 1.275104519 2
#> 234 1 1 1 1 1.6922411 0.653366895 1
#> 235 1 1 1 1 1.3824847 0.233382867 1
#> 236 1 1 1 1 1.1097372 0.889523587 2
#> 237 1 1 1 1 1.8181705 0.089082668 1
#> 238 1 1 1 1 1.9975951 0.031031907 1
#> 239 1 1 2 0 2.4251557 0.402892072 1
#> 240 1 1 1 1 0.6073567 1.721635898 3
#> 241 1 1 2 0 1.3442310 0.004742791 1
#> 242 1 1 1 1 1.5198908 1.268539265 2
#> 243 1 1 1 1 0.9490606 0.429977647 1
#> 244 1 1 1 1 1.4962889 1.540413895 3
#> 245 1 1 1 1 1.4905204 1.055961683 2
#> 246 1 1 1 1 1.3034405 0.478217309 1
#> 247 1 1 1 1 1.0972516 1.060206019 2
#> 248 1 1 1 1 1.7000061 0.898700293 2
#> 249 1 1 2 0 2.1203596 0.204495644 1
#> 250 1 1 1 1 0.6652888 1.846169846 3
#> 251 1 1 1 1 1.1150820 1.220787140 2
#> 252 1 1 2 0 1.2180334 0.181700769 1
#> 253 1 1 1 1 1.1748726 1.222625584 2
#> 254 1 1 1 1 1.1696029 0.929407101 2
#> 255 1 1 1 1 3.0118070 0.510868049 1
#> 256 1 1 1 1 1.8022316 0.465197874 1
#> 257 1 1 2 0 5.0045963 0.095145810 1
#> 258 1 1 1 1 1.9674415 0.544206735 1
#> 259 1 1 2 0 2.0317683 0.226565934 1
#> 260 1 1 1 1 3.0973354 0.143221117 1
#> 261 1 1 1 1 1.8720220 1.394603354 2
#> 262 1 1 1 1 0.6224240 1.408656149 2
#> 263 1 1 1 1 1.7230034 0.934710947 2
#> 264 1 1 1 1 0.5962695 2.484217342 3
#> 265 1 1 2 0 1.7096815 0.283302998 1
#> 266 1 1 2 0 1.8044100 0.129184317 1
#> 267 1 1 1 1 2.2446019 0.901482123 2
#> 268 1 1 2 0 1.8748972 0.018017551 1
#> 269 1 1 2 0 1.1282746 0.273993288 1
#> 270 1 1 1 1 1.3521383 0.350605838 1
#> 271 1 1 1 1 1.8003597 0.588066696 1
#> 272 1 1 2 0 2.8402492 0.092270866 1
#> 273 1 1 1 1 1.4604924 1.227356588 2
#> 274 1 1 1 1 1.2806790 0.624251715 1
#> 275 1 1 2 0 2.4535834 0.190115053 1
#> 276 1 1 2 0 1.1195914 0.176379699 1
#> 277 1 1 1 1 1.0103196 0.897548967 2
#> 278 1 1 1 1 1.5189463 1.118066971 2
#> 279 1 1 1 1 1.0761711 0.900283515 2
#> 280 1 1 2 0 1.6022960 0.849285271 2
#> 281 1 1 2 0 2.2676122 0.017184582 1
#> 282 1 1 1 1 1.4136065 0.350729100 1
#> 283 1 1 1 1 3.1553823 0.521321963 1
#> 284 1 1 2 0 1.2705578 0.027828519 1
#> 285 1 1 1 1 2.2324665 0.456420548 1
#> 286 1 1 1 1 3.8295620 0.378145010 1
#> 287 1 1 1 1 1.0126790 1.537952460 3
#> 288 1 1 2 0 0.9338013 0.353584763 1
#> 289 1 1 2 0 2.6025358 0.371849864 1
#> 290 1 1 1 1 2.0420354 0.381687789 1
#> 291 1 1 1 1 1.9775226 0.699838875 1
#> 292 1 1 2 0 2.6702191 0.005509006 1
#> 293 1 1 2 0 2.1921912 0.459635647 1
#> 294 1 1 1 1 0.6908401 1.855033678 3
#> 295 1 1 1 1 1.2237544 1.432046487 2
#> 296 1 1 1 1 2.1386905 0.946249255 2
#> 297 1 1 1 1 0.9738540 1.619554338 3
#> 298 1 1 2 0 1.8639840 0.152655710 1
#> 299 1 1 1 1 1.3100617 0.801683148 2
#> 300 1 1 1 1 2.0139621 0.776791042 1
#> 301 1 1 2 0 2.2243841 0.439194153 1
#> 302 1 1 1 1 2.9146799 0.370658535 1
#> 303 1 1 1 1 2.0551473 0.630963118 1
#> 304 1 1 1 1 1.0731227 1.075377111 2
#> 305 1 1 1 1 0.9408407 1.445486588 2
#> 306 1 1 1 1 1.1027328 0.829524149 2
#> 307 1 1 1 1 1.1272900 0.882242841 2
#> 308 1 1 1 1 1.3503519 0.738180247 1
#> 309 1 1 2 0 2.1042401 0.268123959 1
#> 310 1 1 1 1 1.2668184 1.120455431 2
#> 311 1 1 1 1 0.9047038 1.194856395 2
#> 312 1 1 1 1 0.7042838 1.615531520 3
#> 313 1 1 1 1 2.0675811 0.095252385 1
#> 314 1 1 1 1 3.2963196 0.068480714 1
#> 315 1 1 2 0 2.9978679 0.078014306 1
#> 316 1 1 1 1 1.0076427 1.783868988 3
#> 317 1 1 1 1 2.3179260 0.554345263 1
#> 318 1 1 1 1 2.3129890 0.516719793 1
#> 319 1 1 1 1 2.6328659 0.235036948 1
#> 320 1 1 2 0 1.7160514 0.316854399 1
#> 321 1 1 2 0 2.9232419 0.125309129 1
#> 322 1 1 2 0 1.7250432 0.001238718 1
#> 323 1 1 1 1 2.0529363 0.574946607 1
#> 324 1 1 1 1 1.8950711 0.741455374 1
#> 325 1 1 2 0 0.8139023 0.989930190 2
#> 326 1 1 1 1 0.9164527 1.465897784 2
#> 327 1 1 1 1 1.4228676 0.332128587 1
#> 328 1 1 2 0 1.6179993 0.272506161 1
#> 329 1 1 1 1 1.3145042 0.928117539 2
#> 330 1 1 2 0 3.6950020 0.135208769 1
#> 331 1 1 1 1 1.3921817 0.921974866 2
#> 332 1 1 1 1 1.4846084 0.989991190 2
#> 333 1 1 2 0 3.4324782 0.194874101 1
#> 334 1 1 1 1 2.4207252 0.436961108 1
#> 335 1 1 1 1 1.1015964 0.734455325 1
#> 336 1 1 1 1 1.0927449 0.526311643 1
#> 337 1 1 2 0 2.2470215 0.021280618 1
#> 338 1 1 1 1 2.4601831 0.492446358 1
#> 339 1 1 1 1 1.2518859 1.036197143 2
#> 340 1 1 1 1 2.3851567 1.433327987 2
#> 341 1 1 1 1 3.0070840 0.175752856 1
#> 342 1 1 1 1 2.3863198 0.492923589 1
#> 343 1 1 1 1 0.7456850 1.249264809 2
#> 344 1 1 1 1 1.1839023 0.817498094 2
#> 345 1 1 2 0 1.4164074 0.348801723 1
#> 346 1 1 2 0 1.7606390 1.337439003 2
#> 347 1 1 1 1 1.6148070 0.899178834 2
#> 348 1 1 1 1 2.2963513 0.598091251 1
#> 349 1 1 1 1 1.3729536 0.033516091 1
#> 350 1 1 1 1 2.1656485 0.461271726 1
#> 351 1 1 1 1 1.4792486 1.377991098 2
#> 352 1 1 2 0 1.5461582 0.449493482 1
#> 353 1 1 2 0 1.4101711 0.759211829 1
#> 354 1 1 2 0 2.5721616 0.346863732 1
#> 355 1 1 1 1 0.7651486 0.968034608 2
#> 356 1 1 2 0 3.6482295 0.308624803 1
#> 357 1 1 1 1 1.3073835 0.611601124 1
#> 358 1 1 1 1 0.5176602 1.256630638 2
#> 359 1 1 1 1 2.5644916 0.521499052 1
#> 360 1 1 2 0 2.2310977 0.411678550 1
#> 361 1 1 2 0 0.7472087 0.570869964 1
#> 362 1 1 2 0 1.9009091 0.913851666 2
#> 363 1 1 1 1 2.3070035 0.784487464 1
#> 364 1 1 2 0 3.6150299 0.642837664 1
#> 365 1 1 1 1 0.6085895 1.145371383 2
#> 366 1 1 1 1 1.2384864 1.158102099 2
#> 367 1 1 1 1 1.6187430 0.419373287 1
#> 368 1 1 2 0 2.0961586 0.243402279 1
#> 369 1 1 1 1 2.3716719 0.242861299 1
#> 370 1 1 1 1 1.2605142 1.838146813 3
#> 371 1 1 1 1 2.2386847 0.511269550 1
#> 372 1 1 1 1 1.3661679 0.916430767 2
#> 373 1 1 1 1 2.8555468 0.434822594 1
#> 374 1 1 1 1 2.7212787 0.379685108 1
#> 375 1 1 1 1 1.9761328 1.445412177 2
#> 376 1 1 1 1 1.5148856 0.726349351 1
#> 377 1 1 1 1 2.2463077 0.171586256 1
#> 378 1 1 1 1 1.3722890 0.279319307 1
#> 379 1 1 1 1 2.0139784 0.387303027 1
#> 380 1 1 1 1 2.1319351 0.412494696 1
#> 381 1 1 1 1 1.4860006 0.067651507 1
#> 382 1 1 1 1 1.4999209 0.642182896 1
#> 383 1 1 1 1 2.2038866 0.818731079 2
#> 384 1 1 1 1 2.0507862 0.161342281 1
#> 385 1 1 1 1 3.2867363 0.128086015 1
#> 386 1 1 1 1 0.9812050 1.620829894 3
#> 387 1 1 1 1 1.8387559 0.754226275 1
#> 388 1 1 1 1 1.8325843 0.568053332 1
#> 389 1 1 1 1 1.0811083 1.134609321 2
#> 390 1 1 1 1 3.6681913 0.736173153 1
#> 391 1 1 1 1 1.0481960 0.846429773 2
#> 392 1 1 1 1 1.6136210 0.750387541 1
#> 393 1 1 2 0 3.0159282 0.033446172 1
#> 394 1 1 1 1 2.6413685 0.481691230 1
#> 395 1 1 1 1 2.3331827 0.006326243 1
#> 396 1 1 2 0 1.7132285 0.317516162 1
#> 397 1 1 1 1 2.0890713 0.408675329 1
#> 398 1 1 1 1 1.5303580 1.677385806 3
#> 399 1 1 2 0 1.6683922 0.502877807 1
#> 400 1 1 1 1 1.5611131 0.018717007 1
#> 401 2 1 1 1 0.9933948 1.968310403 3
#> 402 2 1 1 1 0.8083529 0.828167191 2
#> 403 2 1 1 1 1.1731083 0.550389274 1
#> 404 2 1 1 1 0.8918154 1.679837923 3
#> 405 2 1 1 1 0.5798794 1.129017822 2
#> 406 2 1 1 1 0.9189372 2.216265007 3
#> 407 2 1 1 1 1.2111944 0.121794131 1
#> 408 2 1 1 1 0.9203313 1.220534768 2
#> 409 2 1 1 1 1.1259378 0.984772901 2
#> 410 2 1 1 1 0.8431586 0.993287868 2
#> 411 2 1 1 1 1.2290633 0.818377393 2
#> 412 2 1 1 1 0.7892464 2.288810217 3
#> 413 2 1 1 1 0.5185525 1.165610108 2
#> 414 2 1 1 1 0.7184270 1.197894768 2
#> 415 2 1 1 1 1.3762716 0.979999794 2
#> 416 2 1 1 1 1.3426762 0.820011833 2
#> 417 2 1 1 1 1.9175121 0.728213006 1
#> 418 2 1 1 1 0.4541462 1.704296497 3
#> 419 2 1 1 1 1.5823527 0.645911778 1
#> 420 2 1 1 1 0.9421281 1.412357320 2
#> 421 2 1 1 1 1.1580430 1.005577382 2
#> 422 2 1 1 1 1.6064738 0.573749578 1
#> 423 2 1 1 1 1.1557811 0.928154116 2
#> 424 2 1 1 1 1.1136982 1.577841091 3
#> 425 2 1 1 1 0.3891446 2.381037151 3
#> 426 2 1 1 1 0.5983628 1.656337067 3
#> 427 2 1 1 1 1.1334105 0.908282064 2
#> 428 2 1 1 1 0.8555792 1.996109361 3
#> 429 2 1 1 1 0.7789248 2.020179667 3
#> 430 2 1 1 1 0.5676833 1.353276658 2
#> 431 2 1 1 1 0.9052000 0.686233894 1
#> 432 2 1 1 1 0.9755013 0.284854191 1
#> 433 2 1 1 1 0.8421352 0.899187204 2
#> 434 2 1 1 1 0.7626281 1.194421532 2
#> 435 2 1 1 1 0.8078380 1.353441773 2
#> 436 2 1 1 1 0.8861503 1.038920107 2
#> 437 2 1 1 1 0.8340529 1.125188872 2
#> 438 2 1 1 1 2.5025513 1.190254455 2
#> 439 2 1 1 1 0.4786105 2.184317863 3
#> 440 2 1 1 1 0.8699014 1.564626793 3
#> 441 2 1 1 1 1.3299906 1.178673521 2
#> 442 2 1 1 1 1.1489706 0.168015322 1
#> 443 2 1 1 1 0.6819062 1.823278790 3
#> 444 2 1 2 0 1.3355771 0.489594677 1
#> 445 2 1 2 0 1.8928916 0.034140316 1
#> 446 2 1 1 1 0.9966739 1.068882160 2
#> 447 2 1 1 1 1.1341308 1.275370672 2
#> 448 2 1 1 1 1.5079262 0.911957214 2
#> 449 2 1 1 1 0.6434027 1.323406842 2
#> 450 2 1 1 1 1.1342034 0.495548475 1
#> 451 2 1 1 1 0.6521331 1.837787243 3
#> 452 2 1 1 1 0.8435919 0.892648335 2
#> 453 2 1 1 1 1.0336578 1.241361778 2
#> 454 2 1 1 1 1.3776425 0.058683121 1
#> 455 2 1 1 1 0.6128513 1.656983306 3
#> 456 2 1 1 1 1.2483026 1.129204344 2
#> 457 2 1 1 1 0.6931672 1.946332158 3
#> 458 2 1 1 1 1.0541883 1.815441008 3
#> 459 2 1 1 1 1.1726685 0.497199995 1
#> 460 2 1 1 1 0.6657506 0.826424295 2
#> 461 2 1 1 1 1.2661917 0.747151052 1
#> 462 2 1 1 1 0.6367404 1.283798552 2
#> 463 2 1 1 1 3.2223484 0.439112804 1
#> 464 2 1 1 1 0.4218523 1.696770604 3
#> 465 2 1 1 1 0.8309051 0.443497229 1
#> 466 2 1 1 1 0.8064681 1.320141968 2
#> 467 2 1 1 1 1.6856433 0.838281962 2
#> 468 2 1 1 1 0.5987316 1.482130449 2
#> 469 2 1 1 1 2.2810649 1.166517862 2
#> 470 2 1 1 1 1.6020592 1.069024543 2
#> 471 2 1 1 1 1.1723287 0.849496777 2
#> 472 2 1 1 1 1.2983827 1.303621146 2
#> 473 2 1 1 1 0.8072876 2.006127077 3
#> 474 2 1 1 1 0.8560699 0.861191980 2
#> 475 2 1 1 1 0.8035098 1.533245041 3
#> 476 2 1 1 1 1.5167851 0.100569076 1
#> 477 2 1 1 1 0.9854889 1.453970274 2
#> 478 2 1 1 1 1.1711627 0.538710500 1
#> 479 2 1 1 1 1.3813859 1.119632045 2
#> 480 2 1 1 1 0.7465949 0.965233893 2
#> 481 2 1 1 1 3.2550835 0.127991409 1
#> 482 2 1 1 1 0.5035196 2.165435950 3
#> 483 2 1 1 1 0.7468484 1.286296974 2
#> 484 2 1 1 1 3.7115097 0.244474147 1
#> 485 2 1 2 0 1.5156027 0.009420621 1
#> 486 2 1 1 1 1.6535039 0.383722409 1
#> 487 2 1 1 1 1.8384298 0.659936881 1
#> 488 2 1 1 1 0.9273922 1.187787098 2
#> 489 2 1 1 1 1.2629216 1.706070732 3
#> 490 2 1 1 1 1.5180093 1.420164110 2
#> 491 2 1 1 1 2.2294768 0.913265828 2
#> 492 2 1 1 1 0.9511100 0.930432706 2
#> 493 2 1 1 1 1.2628432 0.016708950 1
#> 494 2 1 1 1 0.7529276 0.964799462 2
#> 495 2 1 1 1 1.4633001 0.496826608 1
#> 496 2 1 1 1 1.5550458 0.809752469 2
#> 497 2 1 1 1 1.1270551 0.775288632 1
#> 498 2 1 1 1 1.1821711 0.529439808 1
#> 499 2 1 1 1 1.2706798 1.264688237 2
#> 500 2 1 1 1 1.7239384 0.934749683 2
#> 501 2 1 1 1 1.6193964 0.553214753 1
#> 502 2 1 1 1 1.9185840 0.435068662 1
#> 503 2 1 1 1 1.1265587 0.772522796 1
#> 504 2 1 1 1 0.5312152 2.121663655 3
#> 505 2 1 1 1 0.6991610 1.640855150 3
#> 506 2 1 1 1 2.3321573 0.131988860 1
#> 507 2 1 1 1 3.1000614 0.117454004 1
#> 508 2 1 1 1 2.7830404 0.387637501 1
#> 509 2 1 1 1 1.0119678 0.874272717 2
#> 510 2 1 1 1 1.2862058 0.747548630 1
#> 511 2 1 2 0 1.4115168 0.987824233 2
#> 512 2 1 1 1 2.1049036 0.046256736 1
#> 513 2 1 1 1 0.8482220 1.075669717 2
#> 514 2 1 2 0 1.3354298 0.191969542 1
#> 515 2 1 1 1 1.8011775 1.146569475 2
#> 516 2 1 1 1 0.6242717 1.813259116 3
#> 517 2 1 1 1 1.7013128 0.465508618 1
#> 518 2 1 1 1 0.6077986 2.051926725 3
#> 519 2 1 1 1 1.2373655 1.170450128 2
#> 520 2 1 1 1 0.6301299 1.555601224 3
#> 521 2 1 1 1 0.7559646 1.315380669 2
#> 522 2 1 1 1 0.3943984 1.779746523 3
#> 523 2 1 1 1 0.6849894 1.586231897 3
#> 524 2 1 1 1 0.6441883 1.263094904 2
#> 525 2 1 1 1 0.8315872 1.185833391 2
#> 526 2 1 1 1 0.8217101 1.992033259 3
#> 527 2 1 1 1 1.4052886 0.238649023 1
#> 528 2 1 1 1 0.8751640 1.256230232 2
#> 529 2 1 1 1 0.9458271 0.611670243 1
#> 530 2 1 1 1 2.6860478 0.930852070 2
#> 531 2 1 1 1 0.7296522 1.370562409 2
#> 532 2 1 1 1 0.8931561 1.015634834 2
#> 533 2 1 1 1 1.8061740 0.793343449 1
#> 534 2 1 1 1 1.3101364 1.009914584 2
#> 535 2 1 1 1 0.5323157 1.159828585 2
#> 536 2 1 1 1 1.3760009 1.230498632 2
#> 537 2 1 1 1 1.2423834 1.887794330 3
#> 538 2 1 1 1 1.1710411 1.302933281 2
#> 539 2 1 1 1 3.2107725 1.427069937 2
#> 540 2 1 1 1 0.6103853 1.455125242 2
#> 541 2 1 1 1 0.8229718 1.057576049 2
#> 542 2 1 1 1 1.2371525 1.150747253 2
#> 543 2 1 1 1 1.3963793 1.144887132 2
#> 544 2 1 1 1 0.7388433 1.016780667 2
#> 545 2 1 1 1 0.7656773 0.684732678 1
#> 546 2 1 1 1 1.8525107 0.516192618 1
#> 547 2 1 1 1 1.0599917 0.580079101 1
#> 548 2 1 1 1 0.9627507 1.036913063 2
#> 549 2 1 1 1 1.1060341 1.382758903 2
#> 550 2 1 1 1 0.3320932 2.774558882 3
#> 551 2 1 1 1 0.8252333 0.766076496 1
#> 552 2 1 1 1 1.2716201 0.260184559 1
#> 553 2 1 1 1 1.0207451 0.928818187 2
#> 554 2 1 1 1 0.9805535 0.883791005 2
#> 555 2 1 1 1 0.5519849 1.716347683 3
#> 556 2 1 1 1 0.9440090 1.308156495 2
#> 557 2 1 1 1 1.1963560 0.959930288 2
#> 558 2 1 1 1 1.2649254 0.453680375 1
#> 559 2 1 1 1 1.5126314 0.354394916 1
#> 560 2 1 1 1 0.7720312 0.910888264 2
#> 561 2 1 1 1 0.8391439 1.727141998 3
#> 562 2 1 1 1 0.7630313 1.490408588 2
#> 563 2 1 1 1 1.0144776 1.948344311 3
#> 564 2 1 1 1 0.9529050 1.284049105 2
#> 565 2 1 1 1 0.7484809 0.906203186 2
#> 566 2 1 1 1 0.9876804 0.833817409 2
#> 567 2 1 1 1 1.0555738 1.572155419 3
#> 568 2 1 1 1 2.4445472 1.024595150 2
#> 569 2 1 1 1 0.9455835 0.953472910 2
#> 570 2 1 2 0 1.9753319 0.012621431 1
#> 571 2 1 1 1 0.8090435 1.062180457 2
#> 572 2 1 1 1 1.2238607 2.339937427 3
#> 573 2 1 1 1 0.7009809 0.414905539 1
#> 574 2 1 1 1 1.1047623 0.478056810 1
#> 575 2 1 1 1 1.9364610 0.911413951 2
#> 576 2 1 1 1 0.9541853 0.184510551 1
#> 577 2 1 1 1 0.8021932 0.150935829 1
#> 578 2 1 1 1 0.6720247 1.414134787 2
#> 579 2 1 1 1 0.7254089 1.705675450 3
#> 580 2 1 1 1 0.9788424 1.658888466 3
#> 581 2 1 1 1 1.2359326 0.729124991 1
#> 582 2 1 1 1 0.5124992 1.171172897 2
#> 583 2 1 1 1 0.8959366 1.701836774 3
#> 584 2 1 1 1 1.5241302 0.586824606 1
#> 585 2 1 1 1 0.6822217 1.551921972 3
#> 586 2 1 1 1 1.0096198 0.655107659 1
#> 587 2 1 1 1 1.6405491 1.568693752 3
#> 588 2 1 1 1 0.9898517 0.677729563 1
#> 589 2 1 1 1 0.9977751 0.970233747 2
#> 590 2 1 1 1 1.2192992 0.757508532 1
#> 591 2 1 1 1 1.6101807 0.905740117 2
#> 592 2 1 1 1 1.7576279 0.311656272 1
#> 593 2 1 1 1 1.9304866 1.337756030 2
#> 594 2 1 1 1 1.0730895 1.679822798 3
#> 595 2 1 1 1 0.8323945 0.714654560 1
#> 596 2 1 1 1 0.8155545 1.491026599 2
#> 597 2 1 1 1 0.6707991 2.427746022 3
#> 598 2 1 1 1 0.6538300 0.452473931 1
#> 599 2 1 1 1 0.6713771 1.804474642 3
#> 600 2 1 1 1 1.9841459 1.516183784 3
#> 601 2 1 1 1 0.6181059 1.596505969 3
#> 602 2 1 1 1 0.8722479 1.875335988 3
#> 603 2 1 1 1 0.8043939 0.521770623 1
#> 604 2 1 1 1 1.0954691 1.135031149 2
#> 605 2 1 1 1 3.0422552 0.970169063 2
#> 606 2 1 1 1 1.0874069 1.306208540 2
#> 607 2 1 1 1 1.6523586 0.833927340 2
#> 608 2 1 1 1 1.0235793 1.025547632 2
#> 609 2 1 1 1 1.0461044 1.286587789 2
#> 610 2 1 1 1 1.0809896 1.543515313 3
#> 611 2 1 1 1 1.2233956 1.904835637 3
#> 612 2 1 1 1 2.1341711 0.532798886 1
#> 613 2 1 1 1 1.0747833 1.594137299 3
#> 614 2 1 2 0 0.7749264 0.571616473 1
#> 615 2 1 1 1 0.4806197 1.470464876 2
#> 616 2 1 1 1 0.9183502 1.543330724 3
#> 617 2 1 2 0 0.7980723 0.494504537 1
#> 618 2 1 1 1 1.3696480 0.984334990 2
#> 619 2 1 1 1 0.8366891 1.791849087 3
#> 620 2 1 1 1 1.2007741 1.276304697 2
#> 621 2 1 1 1 1.0898016 1.549006387 3
#> 622 2 1 1 1 0.7126644 0.561152317 1
#> 623 2 1 1 1 1.2036139 0.722586491 1
#> 624 2 1 1 1 1.7445784 0.024699074 1
#> 625 2 1 1 1 0.8803406 1.774713983 3
#> 626 2 1 2 0 3.0909385 0.344864692 1
#> 627 2 1 1 1 1.6407344 0.851121254 2
#> 628 2 1 1 1 0.8374978 1.157776864 2
#> 629 2 1 1 1 0.9415122 1.073397957 2
#> 630 2 1 1 1 1.1389570 1.338898700 2
#> 631 2 1 1 1 1.0885478 0.926619195 2
#> 632 2 1 1 1 0.8312609 1.401340457 2
#> 633 2 1 1 1 1.0495287 0.885545042 2
#> 634 2 1 1 1 2.0450092 0.422285585 1
#> 635 2 1 1 1 1.1832071 0.798677464 1
#> 636 2 1 1 1 1.3110832 1.557575179 3
#> 637 2 1 1 1 0.8200561 1.314418381 2
#> 638 2 1 1 1 1.3650593 0.217320092 1
#> 639 2 1 1 1 1.5747229 0.574156270 1
#> 640 2 1 1 1 1.1518274 1.420593539 2
#> 641 2 1 1 1 1.6500184 1.027335931 2
#> 642 2 1 1 1 3.3928559 0.236885993 1
#> 643 2 1 1 1 1.6073688 0.113784628 1
#> 644 2 1 1 1 2.8494284 0.056819961 1
#> 645 2 1 1 1 1.8795430 1.068894576 2
#> 646 2 1 1 1 0.6949957 1.444048102 2
#> 647 2 1 1 1 1.8694721 0.488518309 1
#> 648 2 1 1 1 1.0293740 1.052698612 2
#> 649 2 1 1 1 1.0741670 0.433785244 1
#> 650 2 1 1 1 0.8769388 1.101320570 2
#> 651 2 1 1 1 1.0466866 0.967708201 2
#> 652 2 1 1 1 1.4465003 1.170079122 2
#> 653 2 1 1 1 0.9494355 1.534465883 3
#> 654 2 1 1 1 1.5852737 0.658477943 1
#> 655 2 1 1 1 1.4583915 0.477060821 1
#> 656 2 1 1 1 0.9525903 1.016546247 2
#> 657 2 1 1 1 0.3828350 2.039213788 3
#> 658 2 1 1 1 1.0141769 1.551149817 3
#> 659 2 1 1 1 0.6659175 0.754101139 1
#> 660 2 1 1 1 1.3252631 0.108550548 1
#> 661 2 1 1 1 1.2514281 0.943272954 2
#> 662 2 1 1 1 1.4993561 0.727065140 1
#> 663 2 1 1 1 1.9077267 1.426803287 2
#> 664 2 1 1 1 0.7781153 0.554990207 1
#> 665 2 1 1 1 0.5384810 1.425165177 2
#> 666 2 1 1 1 1.0465898 0.692585821 1
#> 667 2 1 1 1 0.9004803 0.627026125 1
#> 668 2 1 1 1 1.6318038 0.444111882 1
#> 669 2 1 1 1 1.7717276 0.453474722 1
#> 670 2 1 2 0 1.5959664 0.071933137 1
#> 671 2 1 1 1 0.7332131 0.738062491 1
#> 672 2 1 1 1 1.7507552 0.178711929 1
#> 673 2 1 1 1 1.7617620 0.406842973 1
#> 674 2 1 1 1 0.7742879 1.722130622 3
#> 675 2 1 2 0 1.7613302 0.124884556 1
#> 676 2 1 1 1 0.9376757 2.488745557 3
#> 677 2 1 1 1 1.0669417 1.202575113 2
#> 678 2 1 1 1 1.2119623 0.917734683 2
#> 679 2 1 1 1 1.0717121 1.671376888 3
#> 680 2 1 1 1 1.0602764 1.863440041 3
#> 681 2 1 1 1 0.8833455 1.301181790 2
#> 682 2 1 2 0 1.8093055 0.050157104 1
#> 683 2 1 1 1 1.6657569 0.822077209 2
#> 684 2 1 1 1 0.4681841 1.943692637 3
#> 685 2 1 1 1 2.3402729 0.322131139 1
#> 686 2 1 1 1 1.3815508 0.312112959 1
#> 687 2 1 1 1 1.1901243 0.830067604 2
#> 688 2 1 1 1 1.0857805 1.430088416 2
#> 689 2 1 2 0 1.3883398 0.227135811 1
#> 690 2 1 1 1 0.5384606 2.692505265 3
#> 691 2 1 1 1 0.5539763 1.892866400 3
#> 692 2 1 1 1 0.5228217 1.397530831 2
#> 693 2 1 1 1 1.0661376 0.731776455 1
#> 694 2 1 1 1 0.5774960 2.100293267 3
#> 695 2 1 1 1 1.8170707 0.921057303 2
#> 696 2 1 1 1 1.4255894 0.230821694 1
#> 697 2 1 1 1 2.2889713 0.276015250 1
#> 698 2 1 1 1 0.9272299 1.520227270 3
#> 699 2 1 1 1 1.3943260 1.138388695 2
#> 700 2 1 1 1 1.1504650 0.721051469 1
#> 701 2 1 1 1 0.4761393 0.929300865 2
#> 702 2 1 1 1 0.4391644 2.031259847 3
#> 703 2 1 1 1 0.9092234 0.988130936 2
#> 704 2 1 1 1 0.6626416 0.449394918 1
#> 705 2 1 1 1 0.9897942 1.036151227 2
#> 706 2 1 1 1 0.6720279 2.379931373 3
#> 707 2 1 1 1 0.4798942 1.631019190 3
#> 708 2 1 1 1 1.8497046 1.047381128 2
#> 709 2 1 1 1 0.7277955 1.212174259 2
#> 710 2 1 1 1 0.4920221 2.284174432 3
#> 711 2 1 1 1 0.9138043 0.553357630 1
#> 712 2 1 1 1 1.6383358 0.557046320 1
#> 713 2 1 1 1 0.5533528 1.478201575 2
#> 714 2 1 1 1 0.9409613 1.923903900 3
#> 715 2 1 1 1 0.7221480 1.728419528 3
#> 716 2 1 1 1 1.0878152 0.089839402 1
#> 717 2 1 1 1 1.1790485 1.600716499 3
#> 718 2 1 1 1 0.8927145 1.650468114 3
#> 719 2 1 1 1 1.3139024 1.282977740 2
#> 720 2 1 1 1 1.7760349 0.505995353 1
#> 721 2 1 2 0 1.5452312 0.498278226 1
#> 722 2 1 1 1 2.0470808 1.170547322 2
#> 723 2 1 1 1 0.8583998 0.146018564 1
#> 724 2 1 1 1 0.9998604 1.292476872 2
#> 725 2 1 1 1 0.7498903 0.382266852 1
#> 726 2 1 1 1 0.6892912 0.789776358 1
#> 727 2 1 1 1 1.2865003 1.218938084 2
#> 728 2 1 1 1 0.8941052 0.903332328 2
#> 729 2 1 2 0 0.9711663 0.165794995 1
#> 730 2 1 1 1 0.8860154 1.446888323 2
#> 731 2 1 1 1 1.3307675 0.031340741 1
#> 732 2 1 1 1 0.8206671 1.678882127 3
#> 733 2 1 2 0 1.8598507 0.050113803 1
#> 734 2 1 1 1 1.1690938 0.689387216 1
#> 735 2 1 1 1 0.6300140 1.226083951 2
#> 736 2 1 1 1 0.7607906 1.567909770 3
#> 737 2 1 1 1 2.5238703 0.114262439 1
#> 738 2 1 1 1 0.4820595 2.593803251 3
#> 739 2 1 1 1 0.9400946 0.391904174 1
#> 740 2 1 1 1 0.8025327 1.670053229 3
#> 741 2 1 2 0 1.5564066 0.458054277 1
#> 742 2 1 1 1 1.0095181 1.102956956 2
#> 743 2 1 1 1 1.4137442 0.832810565 2
#> 744 2 1 1 1 1.0799211 1.631169402 3
#> 745 2 1 1 1 0.4729124 1.953408874 3
#> 746 2 1 1 1 0.7042936 1.280857708 2
#> 747 2 1 1 1 1.3506396 0.835782741 2
#> 748 2 1 1 1 1.0966303 1.062126454 2
#> 749 2 1 1 1 3.7269879 0.575559012 1
#> 750 2 1 1 1 1.3170137 0.913334377 2
#> 751 2 1 2 0 0.9364074 0.170314628 1
#> 752 2 1 1 1 0.8595931 0.852920485 2
#> 753 2 1 1 1 0.9778208 1.180912817 2
#> 754 2 1 1 1 1.0160648 0.258494099 1
#> 755 2 1 1 1 0.9798253 0.895620473 2
#> 756 2 1 2 0 3.1235473 0.083789305 1
#> 757 2 1 1 1 0.8961649 1.518823959 3
#> 758 2 1 1 1 0.9314436 1.738464296 3
#> 759 2 1 1 1 1.2311402 1.113456216 2
#> 760 2 1 1 1 1.9797844 0.386268925 1
#> 761 2 1 1 1 0.7455619 1.196291611 2
#> 762 2 1 1 1 1.2415145 0.026679568 1
#> 763 2 1 1 1 1.2032984 1.702685702 3
#> 764 2 1 1 1 1.3903380 0.922768605 2
#> 765 2 1 1 1 1.4403035 1.966454144 3
#> 766 2 1 1 1 2.1117740 0.554249196 1
#> 767 2 1 1 1 1.9853355 0.681598406 1
#> 768 2 1 1 1 2.1304477 0.993895360 2
#> 769 2 1 1 1 1.2373618 0.074168163 1
#> 770 2 1 2 0 1.3139918 0.690429234 1
#> 771 2 1 1 1 1.2318542 1.107520536 2
#> 772 2 1 1 1 1.6198109 0.625427916 1
#> 773 2 1 1 1 1.2522531 0.633657653 1
#> 774 2 1 1 1 1.1212740 1.783450475 3
#> 775 2 1 1 1 1.6797437 1.476953407 2
#> 776 2 1 1 1 0.7319232 1.541621978 3
#> 777 2 1 1 1 1.3764859 0.859693391 2
#> 778 2 1 1 1 0.9760925 0.717610035 1
#> 779 2 1 1 1 2.5450378 0.824201741 2
#> 780 2 1 1 1 1.6543654 1.371538497 2
#> 781 2 1 1 1 1.0877232 0.500064156 1
#> 782 2 1 1 1 1.3696784 0.934339131 2
#> 783 2 1 1 1 1.3950524 0.974534048 2
#> 784 2 1 1 1 1.6978664 0.257219515 1
#> 785 2 1 1 1 0.5850063 1.601761509 3
#> 786 2 1 1 1 1.2173711 0.915873256 2
#> 787 2 1 2 0 2.0143288 0.077451648 1
#> 788 2 1 1 1 1.1119846 0.545208989 1
#> 789 2 1 1 1 2.4899675 0.613304277 1
#> 790 2 1 1 1 0.7623455 1.664700159 3
#> 791 2 1 1 1 0.7380993 0.220165043 1
#> 792 2 1 1 1 1.4498300 0.070759937 1
#> 793 2 1 1 1 1.7648133 0.990764526 2
#> 794 2 1 1 1 0.7168671 2.081764937 3
#> 795 2 1 1 1 0.5020204 1.013460579 2
#> 796 2 1 1 1 1.4366150 0.144151362 1
#> 797 2 1 1 1 1.0615520 1.501753338 3
#> 798 2 1 1 1 1.6988223 0.711342719 1
#> 799 2 1 1 1 0.7948382 0.649586544 1
#> 800 2 1 1 1 1.3255203 0.372360325 1
#> 801 1 2 1 0 2.7560771 0.061547837 1
#> 802 1 2 2 1 2.5132952 0.139660573 1
#> 803 1 2 1 0 4.5045398 0.570634386 1
#> 804 1 2 2 1 4.8871907 0.415513254 1
#> 805 1 2 1 0 1.8547769 0.544217932 1
#> 806 1 2 2 1 1.9864454 0.416589089 1
#> 807 1 2 2 1 2.3715178 0.378761153 1
#> 808 1 2 2 1 2.9567089 0.377757182 1
#> 809 1 2 2 1 0.9128565 1.470611032 2
#> 810 1 2 1 0 1.1476428 0.388784860 1
#> 811 1 2 2 1 0.7542498 1.492777697 2
#> 812 1 2 2 1 1.6634472 0.037313326 1
#> 813 1 2 2 1 2.1648203 0.668143137 1
#> 814 1 2 2 1 1.7915936 0.589001479 1
#> 815 1 2 2 1 1.3303846 0.989354401 2
#> 816 1 2 2 1 2.7365526 0.035520292 1
#> 817 1 2 2 1 2.0982285 1.234248740 2
#> 818 1 2 2 1 0.9947824 0.241457859 1
#> 819 1 2 2 1 3.0112350 0.090096001 1
#> 820 1 2 2 1 1.0803619 2.006485810 3
#> 821 1 2 2 1 1.3869465 0.366615371 1
#> 822 1 2 2 1 2.3525743 0.019489140 1
#> 823 1 2 2 1 2.3095287 0.346068462 1
#> 824 1 2 2 1 1.0054441 1.722991185 3
#> 825 1 2 2 1 1.3738486 0.440987050 1
#> 826 1 2 2 1 1.6860280 0.073144263 1
#> 827 1 2 2 1 2.1343085 0.583080132 1
#> 828 1 2 2 1 1.0193719 0.973915018 2
#> 829 1 2 1 0 1.1494116 0.255382121 1
#> 830 1 2 2 1 2.0545415 0.269105793 1
#> 831 1 2 2 1 1.0294364 1.021515358 2
#> 832 1 2 1 0 1.8786357 0.210084503 1
#> 833 1 2 2 1 1.4884581 0.954206272 2
#> 834 1 2 2 1 1.6015690 0.607081310 1
#> 835 1 2 2 1 1.6356057 0.428728900 1
#> 836 1 2 2 1 1.3856759 0.081959110 1
#> 837 1 2 2 1 1.6210685 1.718171240 3
#> 838 1 2 2 1 1.7626837 1.146983725 2
#> 839 1 2 2 1 2.1865321 0.118012068 1
#> 840 1 2 1 0 1.9041656 0.089378189 1
#> 841 1 2 2 1 1.1652951 0.453726999 1
#> 842 1 2 2 1 2.4076753 0.380284891 1
#> 843 1 2 2 1 1.7982218 1.400049628 2
#> 844 1 2 1 0 3.3715561 0.147969797 1
#> 845 1 2 2 1 1.5568658 0.346555374 1
#> 846 1 2 2 1 1.4849931 0.522049168 1
#> 847 1 2 2 1 0.8598297 0.698968757 1
#> 848 1 2 1 0 1.2525292 0.300134102 1
#> 849 1 2 2 1 1.9516163 0.563118013 1
#> 850 1 2 1 0 1.2780106 0.076477003 1
#> 851 1 2 2 1 1.7334717 1.028347335 2
#> 852 1 2 1 0 2.8192557 0.459270227 1
#> 853 1 2 2 1 1.1571972 1.693212981 3
#> 854 1 2 2 1 1.1115839 0.343983700 1
#> 855 1 2 2 1 1.3872641 0.688534500 1
#> 856 1 2 2 1 1.9663306 0.214181729 1
#> 857 1 2 2 1 1.7147875 0.319761560 1
#> 858 1 2 2 1 1.9738315 0.440122572 1
#> 859 1 2 2 1 1.0013132 0.482110888 1
#> 860 1 2 1 0 2.2920715 0.067162978 1
#> 861 1 2 2 1 1.2725874 0.986307080 2
#> 862 1 2 2 1 0.9346710 0.944970650 2
#> 863 1 2 2 1 1.1343218 0.496533683 1
#> 864 1 2 2 1 1.1992976 1.356973591 2
#> 865 1 2 1 0 1.5421716 0.970945808 2
#> 866 1 2 2 1 1.3712999 0.996492623 2
#> 867 1 2 2 1 1.8387396 0.911510016 2
#> 868 1 2 2 1 1.0300050 0.936205799 2
#> 869 1 2 1 0 1.0655978 0.490190331 1
#> 870 1 2 2 1 0.7679936 0.715453367 1
#> 871 1 2 2 1 1.1381984 1.012600080 2
#> 872 1 2 2 1 1.4309733 0.652792519 1
#> 873 1 2 2 1 2.1024828 0.453714669 1
#> 874 1 2 2 1 3.0845947 0.176411801 1
#> 875 1 2 2 1 1.9422917 0.085008154 1
#> 876 1 2 2 1 1.8788441 0.164120955 1
#> 877 1 2 1 0 2.7010598 0.118849707 1
#> 878 1 2 2 1 1.5053115 1.104499112 2
#> 879 1 2 2 1 1.0819306 1.614047250 3
#> 880 1 2 2 1 1.9053239 0.738850589 1
#> 881 1 2 2 1 1.3780372 0.337254183 1
#> 882 1 2 2 1 1.2927425 1.011040075 2
#> 883 1 2 2 1 1.7435543 0.010619002 1
#> 884 1 2 2 1 1.5273033 0.476851234 1
#> 885 1 2 2 1 1.0261571 0.555557805 1
#> 886 1 2 2 1 1.5031745 0.495401401 1
#> 887 1 2 2 1 0.9902160 0.125104810 1
#> 888 1 2 2 1 1.5333381 0.986531205 2
#> 889 1 2 2 1 2.0329840 0.473011886 1
#> 890 1 2 2 1 1.5279680 0.109706768 1
#> 891 1 2 1 0 1.4168849 0.230430276 1
#> 892 1 2 2 1 1.7213306 0.622844722 1
#> 893 1 2 2 1 1.3218797 0.482269273 1
#> 894 1 2 2 1 1.5352530 0.653610260 1
#> 895 1 2 2 1 2.1680323 0.134206231 1
#> 896 1 2 2 1 1.0446054 0.907076758 2
#> 897 1 2 2 1 0.5032815 1.837948794 3
#> 898 1 2 2 1 1.2562405 0.014418422 1
#> 899 1 2 2 1 0.7342587 1.015046418 2
#> 900 1 2 2 1 0.9643179 1.178538878 2
#> 901 1 2 2 1 1.5203117 1.076568610 2
#> 902 1 2 2 1 4.1026887 0.810594015 2
#> 903 1 2 2 1 1.2714933 0.018451066 1
#> 904 1 2 2 1 2.2047761 0.937043527 2
#> 905 1 2 2 1 1.0012884 0.981231979 2
#> 906 1 2 2 1 1.0970644 1.073569750 2
#> 907 1 2 2 1 1.5203010 0.850643736 2
#> 908 1 2 2 1 1.2206350 0.174296616 1
#> 909 1 2 1 0 2.2153433 0.100481820 1
#> 910 1 2 2 1 1.6369579 0.065733494 1
#> 911 1 2 2 1 1.0047771 1.833670167 3
#> 912 1 2 2 1 3.7095117 0.205611361 1
#> 913 1 2 2 1 1.0399711 1.490724618 2
#> 914 1 2 1 0 1.4826817 0.150366846 1
#> 915 1 2 2 1 1.1321595 0.918733511 2
#> 916 1 2 2 1 1.2425353 0.434446251 1
#> 917 1 2 2 1 1.1342445 0.983255661 2
#> 918 1 2 2 1 1.4450142 1.352124722 2
#> 919 1 2 2 1 1.4370438 1.113789947 2
#> 920 1 2 2 1 2.1750477 0.169568493 1
#> 921 1 2 2 1 1.5838057 1.620530081 3
#> 922 1 2 2 1 2.7643761 0.098990435 1
#> 923 1 2 2 1 1.8742965 0.111307685 1
#> 924 1 2 2 1 1.2642351 1.793426149 3
#> 925 1 2 2 1 1.8930312 0.230126489 1
#> 926 1 2 2 1 2.9479273 0.143713896 1
#> 927 1 2 1 0 2.9284932 0.322425657 1
#> 928 1 2 2 1 1.8348361 0.672343440 1
#> 929 1 2 1 0 1.7552067 0.473338453 1
#> 930 1 2 1 0 1.9209932 0.024969285 1
#> 931 1 2 1 0 1.2241427 0.710044189 1
#> 932 1 2 2 1 2.2870222 0.120247396 1
#> 933 1 2 2 1 1.9531897 0.724960147 1
#> 934 1 2 2 1 1.1636127 0.629665446 1
#> 935 1 2 2 1 1.2477893 1.487970475 2
#> 936 1 2 1 0 2.3299060 0.326804285 1
#> 937 1 2 2 1 2.6564714 0.292374310 1
#> 938 1 2 1 0 2.5605349 0.374718519 1
#> 939 1 2 2 1 2.0879823 0.717967682 1
#> 940 1 2 2 1 1.9496962 0.909709419 2
#> 941 1 2 2 1 1.6791585 0.757180575 1
#> 942 1 2 1 0 1.8774906 0.004589835 1
#> 943 1 2 2 1 1.1130662 0.661057675 1
#> 944 1 2 1 0 1.5342446 0.583782164 1
#> 945 1 2 1 0 2.1304647 0.428864203 1
#> 946 1 2 1 0 2.7317125 0.481216819 1
#> 947 1 2 2 1 0.7604290 0.980401369 2
#> 948 1 2 2 1 1.3171479 0.598231728 1
#> 949 1 2 1 0 1.6693102 0.482184875 1
#> 950 1 2 2 1 0.9820095 1.374536063 2
#> 951 1 2 2 1 1.6107478 0.659995414 1
#> 952 1 2 1 0 1.3838259 0.166781359 1
#> 953 1 2 2 1 4.5129834 0.181734694 1
#> 954 1 2 2 1 5.0151691 0.123992632 1
#> 955 1 2 2 1 1.5087272 0.170019050 1
#> 956 1 2 2 1 2.1002881 0.583072343 1
#> 957 1 2 2 1 1.4138057 0.539539210 1
#> 958 1 2 2 1 2.1223221 0.758804101 1
#> 959 1 2 2 1 3.3008004 0.498813003 1
#> 960 1 2 2 1 1.1220252 0.929175768 2
#> 961 1 2 2 1 1.6561513 0.256938467 1
#> 962 1 2 2 1 3.6172844 0.084268269 1
#> 963 1 2 2 1 1.7908333 0.436373389 1
#> 964 1 2 2 1 1.0946634 1.901327140 3
#> 965 1 2 2 1 0.9571896 0.430785818 1
#> 966 1 2 2 1 1.8211028 0.715944334 1
#> 967 1 2 2 1 0.9089728 0.625912167 1
#> 968 1 2 2 1 2.6003521 0.146637407 1
#> 969 1 2 2 1 2.4138549 0.596647865 1
#> 970 1 2 2 1 1.1108338 0.497191129 1
#> 971 1 2 2 1 1.0492319 0.327978369 1
#> 972 1 2 2 1 1.5302352 0.811467515 2
#> 973 1 2 1 0 1.7750999 0.058720589 1
#> 974 1 2 2 1 1.2021138 0.771373828 1
#> 975 1 2 2 1 0.9647485 1.114442776 2
#> 976 1 2 2 1 1.2409895 1.085866286 2
#> 977 1 2 1 0 4.8345194 0.543287478 1
#> 978 1 2 2 1 2.1186190 1.402846461 2
#> 979 1 2 2 1 2.2626083 0.175787394 1
#> 980 1 2 1 0 1.0438423 1.030087405 2
#> 981 1 2 2 1 1.4463812 0.141717274 1
#> 982 1 2 2 1 1.6595715 0.451268969 1
#> 983 1 2 1 0 2.2489941 0.149632270 1
#> 984 1 2 2 1 0.7579846 1.119487859 2
#> 985 1 2 2 1 1.8299911 0.318260456 1
#> 986 1 2 2 1 0.9151585 1.093502109 2
#> 987 1 2 2 1 1.7827302 0.027063884 1
#> 988 1 2 2 1 2.0672413 0.727794860 1
#> 989 1 2 2 1 1.2691675 0.908493369 2
#> 990 1 2 2 1 1.2045611 1.058360495 2
#> 991 1 2 2 1 0.7981860 1.591046936 3
#> 992 1 2 2 1 1.0903356 0.888681476 2
#> 993 1 2 2 1 2.2537600 0.121050425 1
#> 994 1 2 2 1 1.2038103 1.490090464 2
#> 995 1 2 1 0 1.1255143 0.582873842 1
#> 996 1 2 2 1 1.9662739 0.150955640 1
#> 997 1 2 2 1 1.6419399 0.619255525 1
#> 998 1 2 2 1 1.7714046 0.799557755 1
#> 999 1 2 2 1 1.2374632 1.395407946 2
#> 1000 1 2 2 1 3.0948596 0.074004253 1
#> 1001 1 2 2 1 1.4056353 0.596319613 1
#> 1002 1 2 2 1 1.3091336 1.135387668 2
#> 1003 1 2 2 1 1.7315683 0.945131932 2
#> 1004 1 2 2 1 0.5635286 2.257612132 3
#> 1005 1 2 2 1 3.5142697 0.223376449 1
#> 1006 1 2 2 1 1.3121385 0.812664868 2
#> 1007 1 2 1 0 1.1265926 0.462182429 1
#> 1008 1 2 1 0 1.0570021 0.107676566 1
#> 1009 1 2 1 0 2.5360986 0.003973438 1
#> 1010 1 2 2 1 1.9389993 1.105108419 2
#> 1011 1 2 2 1 1.4172228 0.739574101 1
#> 1012 1 2 2 1 1.4761369 0.405277951 1
#> 1013 1 2 1 0 0.9683392 0.010498487 1
#> 1014 1 2 2 1 0.9907123 0.204913833 1
#> 1015 1 2 2 1 1.2527967 0.772805112 1
#> 1016 1 2 2 1 2.6747112 0.498713175 1
#> 1017 1 2 2 1 2.4847539 0.973997064 2
#> 1018 1 2 1 0 0.8486965 0.775809474 1
#> 1019 1 2 2 1 1.7579201 0.172906030 1
#> 1020 1 2 2 1 2.3295243 0.579296865 1
#> 1021 1 2 2 1 1.2480561 0.348999901 1
#> 1022 1 2 2 1 2.2956344 0.138198846 1
#> 1023 1 2 2 1 1.3139565 0.032897312 1
#> 1024 1 2 2 1 1.3256463 0.630761938 1
#> 1025 1 2 2 1 1.0420608 1.079616762 2
#> 1026 1 2 1 0 2.0089964 0.029402717 1
#> 1027 1 2 2 1 1.0996076 1.006889625 2
#> 1028 1 2 2 1 2.2787081 0.923021109 2
#> 1029 1 2 1 0 1.9294898 0.715658520 1
#> 1030 1 2 2 1 1.3106326 0.493868300 1
#> 1031 1 2 1 0 1.2628559 0.980294326 2
#> 1032 1 2 2 1 1.1731850 1.009996655 2
#> 1033 1 2 2 1 4.4225405 0.150737850 1
#> 1034 1 2 2 1 0.9290143 0.841549078 2
#> 1035 1 2 2 1 1.7599877 0.286705909 1
#> 1036 1 2 2 1 1.1657651 0.449498405 1
#> 1037 1 2 1 0 1.2865523 0.892889916 2
#> 1038 1 2 1 0 1.6717101 0.514265765 1
#> 1039 1 2 2 1 1.6580949 0.053456632 1
#> 1040 1 2 2 1 1.3609006 1.613777866 3
#> 1041 1 2 1 0 2.4854298 0.011439279 1
#> 1042 1 2 2 1 2.2612962 0.926762110 2
#> 1043 1 2 1 0 2.6183107 0.088544700 1
#> 1044 1 2 2 1 1.1971295 0.521914943 1
#> 1045 1 2 1 0 1.5089312 0.297901851 1
#> 1046 1 2 2 1 1.2940256 1.527397370 3
#> 1047 1 2 1 0 2.7169505 0.337157369 1
#> 1048 1 2 2 1 2.2097037 0.640644324 1
#> 1049 1 2 2 1 1.8573017 0.736505726 1
#> 1050 1 2 2 1 2.3792331 0.339512451 1
#> 1051 1 2 1 0 1.2189136 0.002030374 1
#> 1052 1 2 1 0 1.3693905 0.632427623 1
#> 1053 1 2 1 0 1.4309370 0.149462063 1
#> 1054 1 2 2 1 1.2843068 1.218085252 2
#> 1055 1 2 2 1 1.2409890 1.084875947 2
#> 1056 1 2 2 1 0.6623855 2.973975437 3
#> 1057 1 2 2 1 1.3584813 0.669591366 1
#> 1058 1 2 2 1 2.1120135 1.281879589 2
#> 1059 1 2 2 1 1.2693844 0.214806789 1
#> 1060 1 2 1 0 2.9705317 0.007417111 1
#> 1061 1 2 2 1 2.3408739 0.426435716 1
#> 1062 1 2 2 1 2.6687154 0.155570396 1
#> 1063 1 2 2 1 1.4059349 0.467669743 1
#> 1064 1 2 1 0 1.7756880 0.466305503 1
#> 1065 1 2 1 0 1.7462576 0.179533613 1
#> 1066 1 2 2 1 2.6653192 0.792457860 1
#> 1067 1 2 2 1 1.8346671 1.586022465 3
#> 1068 1 2 2 1 3.0973719 0.431895914 1
#> 1069 1 2 2 1 1.0882570 1.065730733 2
#> 1070 1 2 1 0 1.2055879 0.099266910 1
#> 1071 1 2 2 1 1.6528378 0.818879223 2
#> 1072 1 2 1 0 1.8576523 0.164061981 1
#> 1073 1 2 1 0 1.4024262 0.319409022 1
#> 1074 1 2 2 1 5.1037263 0.001541083 1
#> 1075 1 2 2 1 1.3704911 0.450820399 1
#> 1076 1 2 2 1 1.0231355 1.422068755 2
#> 1077 1 2 2 1 1.9084810 0.643623862 1
#> 1078 1 2 2 1 1.8664625 0.317291799 1
#> 1079 1 2 2 1 2.7600813 0.426596761 1
#> 1080 1 2 1 0 2.3660932 0.042955497 1
#> 1081 1 2 1 0 2.4077289 0.276166766 1
#> 1082 1 2 2 1 1.3139097 1.116518165 2
#> 1083 1 2 2 1 1.2099745 0.834091893 2
#> 1084 1 2 2 1 1.1510809 0.871941998 2
#> 1085 1 2 2 1 1.8622007 0.676076935 1
#> 1086 1 2 2 1 1.0543830 1.093925731 2
#> 1087 1 2 2 1 1.5952638 0.041933599 1
#> 1088 1 2 2 1 0.8260967 1.572448112 3
#> 1089 1 2 2 1 2.8086108 0.186964436 1
#> 1090 1 2 2 1 1.0927782 0.442391008 1
#> 1091 1 2 2 1 1.6573553 0.581697262 1
#> 1092 1 2 2 1 1.4082782 0.418876471 1
#> 1093 1 2 2 1 1.7485039 0.029746974 1
#> 1094 1 2 2 1 1.1408828 0.407402674 1
#> 1095 1 2 1 0 2.5768013 0.191338285 1
#> 1096 1 2 2 1 1.4023146 0.766598369 1
#> 1097 1 2 1 0 1.7236461 0.495570448 1
#> 1098 1 2 2 1 3.1706023 0.276268086 1
#> 1099 1 2 1 0 0.7285805 1.628853905 3
#> 1100 1 2 2 1 1.5008540 0.575279259 1
#> 1101 1 2 2 1 1.2851958 0.920401386 2
#> 1102 1 2 1 0 0.7122006 0.822048510 2
#> 1103 1 2 2 1 1.6150888 0.363662028 1
#> 1104 1 2 2 1 0.9331841 1.827980450 3
#> 1105 1 2 2 1 1.8808796 0.161993978 1
#> 1106 1 2 2 1 2.1448999 0.585056343 1
#> 1107 1 2 2 1 1.3953169 0.716903613 1
#> 1108 1 2 2 1 1.1491417 0.642760723 1
#> 1109 1 2 2 1 0.9872281 0.443291377 1
#> 1110 1 2 2 1 1.8549389 0.764843664 1
#> 1111 1 2 1 0 2.2222673 0.592155528 1
#> 1112 1 2 2 1 2.2720519 1.066936356 2
#> 1113 1 2 2 1 1.8046855 0.048733914 1
#> 1114 1 2 2 1 2.0882272 0.453600214 1
#> 1115 1 2 2 1 1.3841786 0.093024258 1
#> 1116 1 2 2 1 1.9009758 0.245713904 1
#> 1117 1 2 2 1 2.7785936 0.954448736 2
#> 1118 1 2 2 1 0.6708912 0.890130113 2
#> 1119 1 2 2 1 0.9010791 1.328372534 2
#> 1120 1 2 2 1 1.7365389 0.340949691 1
#> 1121 1 2 2 1 2.3518365 1.040806186 2
#> 1122 1 2 2 1 2.6566825 0.485618401 1
#> 1123 1 2 2 1 1.2614866 0.961970238 2
#> 1124 1 2 2 1 1.8984602 0.652305699 1
#> 1125 1 2 2 1 2.5207466 0.395959990 1
#> 1126 1 2 2 1 1.4379983 1.240114116 2
#> 1127 1 2 2 1 2.8571436 0.271545754 1
#> 1128 1 2 2 1 1.5084446 0.250264542 1
#> 1129 1 2 2 1 1.5670930 1.485417569 2
#> 1130 1 2 2 1 1.5252321 0.441062851 1
#> 1131 1 2 1 0 3.2473739 0.149924169 1
#> 1132 1 2 2 1 1.0522412 1.766111942 3
#> 1133 1 2 2 1 0.6216720 0.761165460 1
#> 1134 1 2 2 1 2.2368824 0.132733719 1
#> 1135 1 2 2 1 1.9237378 1.137800538 2
#> 1136 1 2 1 0 2.0641420 0.199406301 1
#> 1137 1 2 2 1 2.4992110 0.588023557 1
#> 1138 1 2 2 1 1.5623274 0.451842652 1
#> 1139 1 2 1 0 1.1327566 0.251195184 1
#> 1140 1 2 2 1 0.9352807 1.522751910 3
#> 1141 1 2 2 1 0.7635669 1.332023202 2
#> 1142 1 2 1 0 3.7302563 0.410666405 1
#> 1143 1 2 1 0 2.7125449 0.063281381 1
#> 1144 1 2 2 1 3.2739630 0.903036473 2
#> 1145 1 2 1 0 1.3262082 0.450806098 1
#> 1146 1 2 1 0 1.8661266 1.073785119 2
#> 1147 1 2 2 1 1.2326068 1.281259739 2
#> 1148 1 2 2 1 1.3139691 0.649337888 1
#> 1149 1 2 1 0 2.1529145 0.223309629 1
#> 1150 1 2 1 0 2.2361719 0.101587177 1
#> 1151 1 2 2 1 1.7392144 0.834440884 2
#> 1152 1 2 2 1 2.2603669 0.556261226 1
#> 1153 1 2 2 1 1.7252497 0.310832011 1
#> 1154 1 2 2 1 2.3117227 0.262770515 1
#> 1155 1 2 1 0 1.9895915 0.116679783 1
#> 1156 1 2 1 0 1.2595526 0.076608583 1
#> 1157 1 2 1 0 3.2938962 0.523132774 1
#> 1158 1 2 2 1 0.9412318 1.045419658 2
#> 1159 1 2 1 0 1.8506327 0.191392863 1
#> 1160 1 2 2 1 2.0219406 0.519941202 1
#> 1161 1 2 2 1 2.6866642 0.324413010 1
#> 1162 1 2 2 1 1.9057180 0.091051692 1
#> 1163 1 2 2 1 1.0394396 0.986652129 2
#> 1164 1 2 1 0 1.9948627 0.106650223 1
#> 1165 1 2 2 1 1.2846028 0.522146080 1
#> 1166 1 2 1 0 3.7017227 0.022377134 1
#> 1167 1 2 2 1 1.2824330 0.955558074 2
#> 1168 1 2 2 1 1.5133675 1.206140236 2
#> 1169 1 2 2 1 1.1947257 0.305081453 1
#> 1170 1 2 2 1 2.0876165 0.652490941 1
#> 1171 1 2 1 0 1.5615615 0.312881939 1
#> 1172 1 2 1 0 2.1414921 0.432955173 1
#> 1173 1 2 2 1 1.6344781 1.325787975 2
#> 1174 1 2 2 1 1.5157331 1.813744785 3
#> 1175 1 2 2 1 1.7396660 0.506665136 1
#> 1176 1 2 2 1 1.0236882 1.728384439 3
#> 1177 1 2 1 0 1.8108307 0.105100099 1
#> 1178 1 2 2 1 1.1628450 0.834044000 2
#> 1179 1 2 2 1 0.6468129 1.281385777 2
#> 1180 1 2 2 1 1.0822153 1.830672084 3
#> 1181 1 2 2 1 1.7383315 0.924594024 2
#> 1182 1 2 2 1 1.7733855 0.789299536 1
#> 1183 1 2 2 1 2.2035379 0.615709286 1
#> 1184 1 2 1 0 2.2643390 0.181237786 1
#> 1185 1 2 2 1 1.2095070 0.682496544 1
#> 1186 1 2 1 0 1.3510468 0.066725533 1
#> 1187 1 2 2 1 1.9347866 0.560203004 1
#> 1188 1 2 2 1 2.0539720 0.567071364 1
#> 1189 1 2 2 1 1.7912782 0.415731229 1
#> 1190 1 2 2 1 1.4354363 1.791616916 3
#> 1191 1 2 1 0 2.8664046 0.072969952 1
#> 1192 1 2 2 1 1.3465844 1.844034215 3
#> 1193 1 2 2 1 1.3595796 0.495988560 1
#> 1194 1 2 2 1 1.4911412 1.403851822 2
#> 1195 1 2 2 1 1.8842480 1.203808269 2
#> 1196 1 2 2 1 1.5504564 0.954572032 2
#> 1197 1 2 2 1 1.0936200 0.687332722 1
#> 1198 1 2 2 1 1.2743694 1.022965028 2
#> 1199 1 2 2 1 1.5316889 1.007135887 2
#> 1200 1 2 1 0 2.1436669 0.450531851 1
#> 1201 2 2 2 1 1.5055943 1.716786744 3
#> 1202 2 2 2 1 0.9151841 0.219782509 1
#> 1203 2 2 2 1 1.4298686 0.792555624 1
#> 1204 2 2 2 1 2.0361090 0.634033038 1
#> 1205 2 2 2 1 1.1341671 0.911547550 2
#> 1206 2 2 2 1 0.4743796 2.494734176 3
#> 1207 2 2 2 1 1.3834901 0.838573644 2
#> 1208 2 2 2 1 0.5272554 1.174187276 2
#> 1209 2 2 2 1 3.5137762 0.728169343 1
#> 1210 2 2 2 1 1.2043184 0.946406485 2
#> 1211 2 2 2 1 1.0472890 0.462408374 1
#> 1212 2 2 2 1 0.9927440 0.794158969 1
#> 1213 2 2 2 1 0.9624319 0.798660641 1
#> 1214 2 2 2 1 1.6370286 1.991101382 3
#> 1215 2 2 1 0 1.2089362 0.601384312 1
#> 1216 2 2 2 1 1.4957568 0.382312918 1
#> 1217 2 2 2 1 0.8324322 1.092001959 2
#> 1218 2 2 2 1 1.5771674 0.304817340 1
#> 1219 2 2 2 1 1.0827492 1.762239018 3
#> 1220 2 2 2 1 1.5351651 1.926304587 3
#> 1221 2 2 2 1 0.6759190 1.494483834 2
#> 1222 2 2 2 1 1.0393224 0.558670540 1
#> 1223 2 2 2 1 0.9589328 0.470825742 1
#> 1224 2 2 2 1 1.1888926 1.411434348 2
#> 1225 2 2 2 1 1.6247283 0.020841057 1
#> 1226 2 2 2 1 1.1140462 1.630946012 3
#> 1227 2 2 2 1 0.9402614 0.576872362 1
#> 1228 2 2 2 1 0.8894643 1.596845647 3
#> 1229 2 2 2 1 0.9420286 1.989656449 3
#> 1230 2 2 2 1 1.1413731 0.909511650 2
#> 1231 2 2 2 1 1.0565432 0.053796349 1
#> 1232 2 2 2 1 1.0546735 1.267665446 2
#> 1233 2 2 2 1 0.6196237 1.576162044 3
#> 1234 2 2 2 1 0.7206937 1.876471348 3
#> 1235 2 2 2 1 1.5826278 0.520335625 1
#> 1236 2 2 2 1 0.8557028 0.616757742 1
#> 1237 2 2 1 0 1.1109607 0.078673657 1
#> 1238 2 2 2 1 1.7002174 1.846105552 3
#> 1239 2 2 2 1 0.5831901 1.724470314 3
#> 1240 2 2 2 1 1.4295392 0.210014405 1
#> 1241 2 2 2 1 2.2944320 0.377535666 1
#> 1242 2 2 2 1 1.0983697 1.194986381 2
#> 1243 2 2 2 1 2.9817648 1.150641497 2
#> 1244 2 2 2 1 1.8244935 0.829049968 2
#> 1245 2 2 2 1 0.9478535 1.558463793 3
#> 1246 2 2 2 1 0.5553340 1.590460811 3
#> 1247 2 2 2 1 1.1188612 0.928484929 2
#> 1248 2 2 2 1 1.8363898 0.192796664 1
#> 1249 2 2 1 0 1.1017197 0.341076735 1
#> 1250 2 2 2 1 1.0671462 1.072815020 2
#> 1251 2 2 2 1 0.9683243 1.364754766 2
#> 1252 2 2 2 1 0.5342682 1.949233538 3
#> 1253 2 2 1 0 1.3247307 0.251608989 1
#> 1254 2 2 2 1 1.1512078 1.373744082 2
#> 1255 2 2 1 0 1.1981102 0.757361565 1
#> 1256 2 2 2 1 1.0366236 1.034448815 2
#> 1257 2 2 2 1 1.0711514 0.969248380 2
#> 1258 2 2 2 1 0.8947728 0.680033889 1
#> 1259 2 2 2 1 1.0030825 0.563321036 1
#> 1260 2 2 1 0 1.7393577 0.073063429 1
#> 1261 2 2 2 1 1.2775479 0.834718912 2
#> 1262 2 2 2 1 1.1955725 0.467375284 1
#> 1263 2 2 2 1 3.1284191 0.418263682 1
#> 1264 2 2 2 1 0.7403671 1.249230783 2
#> 1265 2 2 2 1 0.2779735 2.195875830 3
#> 1266 2 2 2 1 0.7175019 0.783493231 1
#> 1267 2 2 2 1 2.7549490 1.012497057 2
#> 1268 2 2 2 1 2.2732293 0.238704857 1
#> 1269 2 2 2 1 1.4551954 1.300920197 2
#> 1270 2 2 2 1 0.9572692 1.094978311 2
#> 1271 2 2 1 0 1.7240010 0.297185161 1
#> 1272 2 2 2 1 1.3570131 0.829874800 2
#> 1273 2 2 2 1 0.6766638 1.318408121 2
#> 1274 2 2 2 1 1.3226769 0.964300100 2
#> 1275 2 2 2 1 1.8472095 1.328642659 2
#> 1276 2 2 2 1 0.8236647 1.219060701 2
#> 1277 2 2 2 1 0.7500838 1.994294079 3
#> 1278 2 2 2 1 1.5418880 0.110828004 1
#> 1279 2 2 2 1 0.9292630 0.742266306 1
#> 1280 2 2 2 1 1.4835227 1.227245725 2
#> 1281 2 2 2 1 1.1334551 1.621857383 3
#> 1282 2 2 2 1 0.9363682 0.556944670 1
#> 1283 2 2 2 1 1.4837485 0.638535134 1
#> 1284 2 2 2 1 1.0117558 1.612492230 3
#> 1285 2 2 2 1 1.3582107 1.699840023 3
#> 1286 2 2 2 1 1.1774277 0.152367046 1
#> 1287 2 2 2 1 1.1167908 2.046006655 3
#> 1288 2 2 2 1 2.4831530 0.062896670 1
#> 1289 2 2 2 1 0.9870755 1.201697446 2
#> 1290 2 2 2 1 1.5216111 0.273209550 1
#> 1291 2 2 2 1 1.2825742 0.210959957 1
#> 1292 2 2 2 1 1.9092126 1.102548698 2
#> 1293 2 2 1 0 1.4406997 0.500258445 1
#> 1294 2 2 2 1 0.9408605 0.780195408 1
#> 1295 2 2 2 1 0.6826523 2.073453229 3
#> 1296 2 2 2 1 1.9156093 0.743919099 1
#> 1297 2 2 2 1 1.7899680 0.967799503 2
#> 1298 2 2 2 1 0.5587265 0.905150438 2
#> 1299 2 2 2 1 0.6835713 1.190567991 2
#> 1300 2 2 2 1 1.4914232 1.966861227 3
#> 1301 2 2 2 1 1.9331332 1.179971731 2
#> 1302 2 2 2 1 2.4895036 0.688933127 1
#> 1303 2 2 2 1 0.5336623 1.023027042 2
#> 1304 2 2 2 1 1.1761597 0.542504790 1
#> 1305 2 2 2 1 0.7446377 0.963482929 2
#> 1306 2 2 2 1 1.0551437 1.217157341 2
#> 1307 2 2 2 1 0.7968080 1.332699418 2
#> 1308 2 2 1 0 1.0068397 0.347687653 1
#> 1309 2 2 1 0 1.7651944 0.212415712 1
#> 1310 2 2 2 1 0.4596169 1.222898457 2
#> 1311 2 2 2 1 1.4388467 0.908102124 2
#> 1312 2 2 2 1 2.2935749 0.621483185 1
#> 1313 2 2 2 1 2.2138011 0.307958506 1
#> 1314 2 2 2 1 1.0788194 1.208861396 2
#> 1315 2 2 2 1 0.4814098 0.913944487 2
#> 1316 2 2 2 1 0.8470400 1.483585190 2
#> 1317 2 2 2 1 1.2466833 1.312429386 2
#> 1318 2 2 2 1 1.6924848 0.534666992 1
#> 1319 2 2 2 1 2.6797015 0.347436641 1
#> 1320 2 2 2 1 1.8303588 0.980366842 2
#> 1321 2 2 2 1 0.9428923 0.768589902 1
#> 1322 2 2 2 1 1.4631302 1.203137587 2
#> 1323 2 2 2 1 1.6043644 0.262978595 1
#> 1324 2 2 2 1 1.6396187 0.948277724 2
#> 1325 2 2 2 1 0.5676763 0.846322025 2
#> 1326 2 2 2 1 0.9626111 1.744676345 3
#> 1327 2 2 2 1 1.2204007 1.804323054 3
#> 1328 2 2 2 1 1.6197925 0.812946936 2
#> 1329 2 2 2 1 1.6478861 0.457982124 1
#> 1330 2 2 2 1 0.9424215 0.869654618 2
#> 1331 2 2 2 1 3.2828692 0.211594452 1
#> 1332 2 2 2 1 0.5305083 1.841679462 3
#> 1333 2 2 2 1 0.4912448 1.691875134 3
#> 1334 2 2 2 1 0.9239374 1.000418593 2
#> 1335 2 2 2 1 1.8412989 0.480554996 1
#> 1336 2 2 2 1 1.5433832 1.090328188 2
#> 1337 2 2 2 1 0.7241419 1.622264163 3
#> 1338 2 2 2 1 0.6089260 1.568734846 3
#> 1339 2 2 2 1 1.8917777 0.817427379 2
#> 1340 2 2 2 1 1.1781314 1.843988974 3
#> 1341 2 2 2 1 1.8370938 0.164299636 1
#> 1342 2 2 2 1 2.3106422 0.221876685 1
#> 1343 2 2 2 1 0.3533425 2.660681998 3
#> 1344 2 2 2 1 0.3100045 2.684241605 3
#> 1345 2 2 2 1 0.7586941 1.288471078 2
#> 1346 2 2 2 1 0.7261649 1.428498732 2
#> 1347 2 2 2 1 1.4672956 0.900764835 2
#> 1348 2 2 2 1 0.9241138 0.982519831 2
#> 1349 2 2 2 1 0.5554078 1.993880638 3
#> 1350 2 2 1 0 0.8340835 0.595213152 1
#> 1351 2 2 2 1 0.6354213 1.283039185 2
#> 1352 2 2 1 0 2.3402138 0.039836019 1
#> 1353 2 2 2 1 0.8926722 1.509130993 3
#> 1354 2 2 2 1 0.7269393 0.506959960 1
#> 1355 2 2 2 1 1.0834571 1.440172332 2
#> 1356 2 2 2 1 1.5382625 1.050991787 2
#> 1357 2 2 2 1 0.8647331 1.003695505 2
#> 1358 2 2 2 1 1.3539504 0.788511618 1
#> 1359 2 2 2 1 1.9894604 0.765565865 1
#> 1360 2 2 2 1 1.3501425 0.540279424 1
#> 1361 2 2 2 1 1.0531398 1.356600556 2
#> 1362 2 2 2 1 0.8147181 0.553454365 1
#> 1363 2 2 2 1 1.7347455 1.231755756 2
#> 1364 2 2 1 0 1.1238960 0.435300090 1
#> 1365 2 2 2 1 0.8441656 2.294550247 3
#> 1366 2 2 2 1 0.5869475 2.024175043 3
#> 1367 2 2 2 1 1.0885351 0.282088586 1
#> 1368 2 2 2 1 1.3613185 1.203631528 2
#> 1369 2 2 2 1 0.7985817 1.298465460 2
#> 1370 2 2 2 1 1.0139747 1.983064113 3
#> 1371 2 2 2 1 0.8718111 1.292081674 2
#> 1372 2 2 2 1 0.7298472 1.857768006 3
#> 1373 2 2 2 1 1.1411338 1.702854814 3
#> 1374 2 2 2 1 0.6283743 2.071910008 3
#> 1375 2 2 2 1 0.9362082 1.033854330 2
#> 1376 2 2 2 1 1.1137690 1.244722471 2
#> 1377 2 2 2 1 1.6866124 0.637257267 1
#> 1378 2 2 2 1 1.8583699 0.117651532 1
#> 1379 2 2 2 1 1.0789637 0.719987058 1
#> 1380 2 2 2 1 1.1886531 1.432801726 2
#> 1381 2 2 2 1 1.0593415 0.954306400 2
#> 1382 2 2 2 1 1.2334911 0.717556090 1
#> 1383 2 2 2 1 1.5830366 0.306110219 1
#> 1384 2 2 1 0 1.4052449 0.079812657 1
#> 1385 2 2 2 1 0.6134805 1.063193010 2
#> 1386 2 2 2 1 0.9801455 1.170547324 2
#> 1387 2 2 2 1 1.3035600 0.046106053 1
#> 1388 2 2 2 1 1.1812448 0.186211133 1
#> 1389 2 2 2 1 2.8383624 0.069576153 1
#> 1390 2 2 2 1 1.0014950 0.761333104 1
#> 1391 2 2 1 0 0.9663529 0.365644338 1
#> 1392 2 2 2 1 0.8815587 1.265552763 2
#> 1393 2 2 2 1 0.6860742 0.897863111 2
#> 1394 2 2 2 1 1.0746493 1.364524271 2
#> 1395 2 2 2 1 0.8270948 0.828848649 2
#> 1396 2 2 2 1 2.1349058 0.570649600 1
#> 1397 2 2 2 1 0.7890410 1.535102208 3
#> 1398 2 2 2 1 1.9525588 0.632052000 1
#> 1399 2 2 2 1 1.2611183 0.112305787 1
#> 1400 2 2 2 1 1.5687231 1.256624358 2
#> 1401 2 2 2 1 1.1253488 0.134365337 1
#> 1402 2 2 2 1 1.1779623 1.186105047 2
#> 1403 2 2 2 1 0.6787373 1.856839307 3
#> 1404 2 2 2 1 1.1773681 1.104001754 2
#> 1405 2 2 2 1 1.2405468 1.338102705 2
#> 1406 2 2 2 1 1.9923372 0.123910625 1
#> 1407 2 2 2 1 0.9509019 1.170681007 2
#> 1408 2 2 2 1 2.0284259 0.788597100 1
#> 1409 2 2 2 1 1.0459189 1.273481362 2
#> 1410 2 2 2 1 0.4793487 0.988276561 2
#> 1411 2 2 2 1 1.9919863 0.296835269 1
#> 1412 2 2 2 1 0.8683522 0.564977285 1
#> 1413 2 2 2 1 0.9716259 0.176098602 1
#> 1414 2 2 2 1 1.3746918 0.788570426 1
#> 1415 2 2 2 1 0.9859646 0.565655345 1
#> 1416 2 2 2 1 1.3970178 0.586974281 1
#> 1417 2 2 2 1 0.5524179 1.205210107 2
#> 1418 2 2 2 1 0.9813485 0.650512337 1
#> 1419 2 2 2 1 1.6315371 1.504412696 3
#> 1420 2 2 2 1 1.5739645 1.305073392 2
#> 1421 2 2 2 1 0.9371982 1.352131028 2
#> 1422 2 2 2 1 0.6843515 1.129112550 2
#> 1423 2 2 2 1 0.6246058 1.572270020 3
#> 1424 2 2 2 1 0.7357220 2.179372494 3
#> 1425 2 2 2 1 0.8818017 1.575594190 3
#> 1426 2 2 2 1 1.2740137 1.026534926 2
#> 1427 2 2 2 1 1.2968758 0.756047455 1
#> 1428 2 2 2 1 1.3448758 0.310296869 1
#> 1429 2 2 2 1 1.6592455 0.674561264 1
#> 1430 2 2 2 1 2.1548583 0.619063494 1
#> 1431 2 2 2 1 1.9899440 0.955359139 2
#> 1432 2 2 2 1 1.3980111 1.207338457 2
#> 1433 2 2 2 1 1.4255407 1.279477750 2
#> 1434 2 2 2 1 0.9973342 1.245923525 2
#> 1435 2 2 2 1 1.2958904 1.221453899 2
#> 1436 2 2 2 1 1.0880550 0.628743541 1
#> 1437 2 2 2 1 0.8603171 1.390891173 2
#> 1438 2 2 2 1 0.6377653 0.891740267 2
#> 1439 2 2 2 1 0.7250767 1.570787605 3
#> 1440 2 2 2 1 1.8681596 0.569113491 1
#> 1441 2 2 2 1 1.8269411 0.269167111 1
#> 1442 2 2 2 1 1.1261633 0.465291596 1
#> 1443 2 2 2 1 2.8788719 0.816717170 2
#> 1444 2 2 2 1 1.1386928 0.856832185 2
#> 1445 2 2 1 0 2.5127078 0.052011851 1
#> 1446 2 2 2 1 2.6251421 0.604231339 1
#> 1447 2 2 2 1 0.8931645 1.206466676 2
#> 1448 2 2 2 1 1.1171086 1.234105966 2
#> 1449 2 2 2 1 1.4593998 0.402956783 1
#> 1450 2 2 2 1 1.1885476 0.526664630 1
#> 1451 2 2 2 1 1.7465162 0.296041918 1
#> 1452 2 2 2 1 0.8383574 1.189456690 2
#> 1453 2 2 2 1 0.9097501 1.023969990 2
#> 1454 2 2 2 1 1.2297121 1.108694669 2
#> 1455 2 2 2 1 0.6300651 0.656643233 1
#> 1456 2 2 2 1 0.9999566 0.963314228 2
#> 1457 2 2 2 1 2.4854724 1.946692426 3
#> 1458 2 2 2 1 1.0200823 1.786236225 3
#> 1459 2 2 2 1 1.1195783 0.337587418 1
#> 1460 2 2 2 1 1.9670143 1.082089026 2
#> 1461 2 2 2 1 3.2821178 0.195902521 1
#> 1462 2 2 2 1 1.5515470 0.457944781 1
#> 1463 2 2 2 1 1.0241185 1.187553069 2
#> 1464 2 2 2 1 2.9155031 0.522152896 1
#> 1465 2 2 2 1 0.9533114 1.153663921 2
#> 1466 2 2 2 1 1.3882937 0.748282352 1
#> 1467 2 2 2 1 1.2196951 0.651395606 1
#> 1468 2 2 2 1 2.6321667 0.598754833 1
#> 1469 2 2 2 1 1.0146774 1.768447875 3
#> 1470 2 2 2 1 1.4392577 1.217450703 2
#> 1471 2 2 2 1 1.3202189 0.720894856 1
#> 1472 2 2 2 1 1.3315891 1.929997677 3
#> 1473 2 2 2 1 0.7232945 1.995539100 3
#> 1474 2 2 2 1 1.3940686 0.775507383 1
#> 1475 2 2 2 1 1.0307650 0.860538651 2
#> 1476 2 2 1 0 2.0509510 0.490796540 1
#> 1477 2 2 2 1 1.0527251 0.693336098 1
#> 1478 2 2 2 1 2.6327885 0.463270443 1
#> 1479 2 2 2 1 1.3627528 1.253646767 2
#> 1480 2 2 2 1 1.3885168 0.572051479 1
#> 1481 2 2 2 1 1.9284808 0.131264813 1
#> 1482 2 2 2 1 0.4535081 1.977751601 3
#> 1483 2 2 2 1 1.9027701 0.448635802 1
#> 1484 2 2 2 1 1.1592631 1.267480777 2
#> 1485 2 2 2 1 0.6363847 1.751411569 3
#> 1486 2 2 2 1 0.7493299 0.308808697 1
#> 1487 2 2 2 1 0.5713762 1.578803924 3
#> 1488 2 2 2 1 0.5386498 0.772310139 1
#> 1489 2 2 2 1 0.9572936 1.261917382 2
#> 1490 2 2 2 1 0.4969444 1.744753162 3
#> 1491 2 2 2 1 1.7499814 0.473280769 1
#> 1492 2 2 2 1 1.4962096 0.238893706 1
#> 1493 2 2 2 1 1.4583630 1.020391078 2
#> 1494 2 2 2 1 1.2083743 0.324261977 1
#> 1495 2 2 2 1 1.0888389 1.841089378 3
#> 1496 2 2 2 1 1.9136390 0.230119849 1
#> 1497 2 2 2 1 1.0343408 0.282640060 1
#> 1498 2 2 2 1 1.1639332 0.571297945 1
#> 1499 2 2 2 1 1.2344498 1.336615534 2
#> 1500 2 2 2 1 1.9874479 0.233994958 1
#> 1501 2 2 2 1 0.5969158 1.255769583 2
#> 1502 2 2 2 1 1.1611739 1.207711847 2
#> 1503 2 2 2 1 1.1527973 1.141923625 2
#> 1504 2 2 2 1 1.5097278 1.428326951 2
#> 1505 2 2 1 0 1.1412793 0.385157906 1
#> 1506 2 2 2 1 0.8709334 1.324649147 2
#> 1507 2 2 2 1 1.1029530 1.426810529 2
#> 1508 2 2 2 1 1.9548807 0.235022161 1
#> 1509 2 2 2 1 0.9394649 1.024328958 2
#> 1510 2 2 2 1 1.5853711 1.271343913 2
#> 1511 2 2 2 1 0.4442549 2.269219201 3
#> 1512 2 2 2 1 0.6948793 0.762300154 1
#> 1513 2 2 2 1 0.8078033 0.804729833 2
#> 1514 2 2 2 1 1.9210055 0.045104602 1
#> 1515 2 2 2 1 1.1288328 0.693406604 1
#> 1516 2 2 2 1 1.0915509 1.306991261 2
#> 1517 2 2 2 1 0.7464028 1.151154796 2
#> 1518 2 2 2 1 0.4241522 1.769664272 3
#> 1519 2 2 2 1 2.0595420 0.070770080 1
#> 1520 2 2 2 1 0.5220166 1.975408892 3
#> 1521 2 2 2 1 0.8005746 0.973488776 2
#> 1522 2 2 2 1 1.3204039 0.224922712 1
#> 1523 2 2 2 1 1.1226696 0.822204321 2
#> 1524 2 2 2 1 1.3133524 0.432926723 1
#> 1525 2 2 2 1 0.6142548 1.962152252 3
#> 1526 2 2 2 1 0.8623941 1.076453939 2
#> 1527 2 2 2 1 0.7675348 0.918807104 2
#> 1528 2 2 2 1 1.4803134 0.850758334 2
#> 1529 2 2 2 1 0.7912468 1.753900002 3
#> 1530 2 2 2 1 0.9186669 1.454881620 2
#> 1531 2 2 2 1 0.8125700 1.907345419 3
#> 1532 2 2 2 1 1.0494215 0.287897905 1
#> 1533 2 2 2 1 1.5661523 1.078079489 2
#> 1534 2 2 2 1 0.9779800 1.057619283 2
#> 1535 2 2 2 1 0.9858365 1.695228162 3
#> 1536 2 2 2 1 0.5488024 1.471231976 2
#> 1537 2 2 2 1 1.6672155 0.389784537 1
#> 1538 2 2 2 1 0.3274982 2.104326287 3
#> 1539 2 2 2 1 0.9317784 0.616251490 1
#> 1540 2 2 2 1 2.5022613 0.123265331 1
#> 1541 2 2 2 1 1.6692082 0.744985025 1
#> 1542 2 2 2 1 0.9092079 1.698889942 3
#> 1543 2 2 2 1 0.6312497 1.087688790 2
#> 1544 2 2 2 1 0.6050290 1.657511281 3
#> 1545 2 2 2 1 0.9016881 1.445518244 2
#> 1546 2 2 1 0 0.9911568 0.193045711 1
#> 1547 2 2 2 1 1.1817348 0.476924826 1
#> 1548 2 2 2 1 0.8215538 1.576940093 3
#> 1549 2 2 2 1 0.7397256 1.550523193 3
#> 1550 2 2 2 1 1.6604951 0.288760299 1
#> 1551 2 2 2 1 2.8266487 0.017573957 1
#> 1552 2 2 2 1 1.8157765 0.281890341 1
#> 1553 2 2 2 1 0.9433577 1.195173214 2
#> 1554 2 2 2 1 2.9644081 0.283933044 1
#> 1555 2 2 2 1 0.8675627 0.331282072 1
#> 1556 2 2 2 1 1.4259008 0.737940439 1
#> 1557 2 2 2 1 2.0225447 0.497351078 1
#> 1558 2 2 1 0 1.2961015 0.071065395 1
#> 1559 2 2 2 1 1.1845983 0.947773575 2
#> 1560 2 2 2 1 1.4099438 1.435453818 2
#> 1561 2 2 2 1 1.5192664 0.974841460 2
#> 1562 2 2 1 0 1.1510454 0.148984128 1
#> 1563 2 2 2 1 1.3287662 1.258624602 2
#> 1564 2 2 2 1 1.1907946 1.228232162 2
#> 1565 2 2 2 1 1.0647931 0.941957225 2
#> 1566 2 2 2 1 0.7592127 1.355607092 2
#> 1567 2 2 2 1 0.8534541 1.071329424 2
#> 1568 2 2 2 1 2.5166117 0.091424204 1
#> 1569 2 2 2 1 1.0768373 1.223738175 2
#> 1570 2 2 2 1 0.6625572 1.270892319 2
#> 1571 2 2 2 1 1.9105430 0.399142075 1
#> 1572 2 2 1 0 1.2560269 0.225865967 1
#> 1573 2 2 2 1 1.3979896 0.376913591 1
#> 1574 2 2 2 1 0.5093979 2.320927246 3
#> 1575 2 2 2 1 1.0567959 0.966490694 2
#> 1576 2 2 2 1 1.4143970 1.471133352 2
#> 1577 2 2 2 1 0.7412927 2.072246241 3
#> 1578 2 2 2 1 1.1475843 1.586093504 3
#> 1579 2 2 2 1 0.8741877 1.424099192 2
#> 1580 2 2 2 1 0.9719783 0.450893193 1
#> 1581 2 2 2 1 0.7741258 1.482690965 2
#> 1582 2 2 2 1 1.5526288 1.525056612 3
#> 1583 2 2 2 1 2.1198287 0.017657153 1
#> 1584 2 2 2 1 1.2054276 1.226470191 2
#> 1585 2 2 2 1 0.7138922 1.673330311 3
#> 1586 2 2 2 1 0.9868327 1.112815395 2
#> 1587 2 2 2 1 1.0007747 1.315622331 2
#> 1588 2 2 2 1 1.2167490 0.136544335 1
#> 1589 2 2 2 1 1.2414077 0.756801168 1
#> 1590 2 2 2 1 2.8803658 0.554635203 1
#> 1591 2 2 2 1 0.9320909 1.008290455 2
#> 1592 2 2 2 1 1.6242621 1.106095751 2
#> 1593 2 2 2 1 1.3479724 0.169123000 1
#> 1594 2 2 2 1 0.9218243 0.326862260 1
#> 1595 2 2 2 1 2.0889186 0.944039067 2
#> 1596 2 2 2 1 0.7751124 1.334362055 2
#> 1597 2 2 2 1 0.6331524 2.360260805 3
#> 1598 2 2 2 1 1.8859416 0.609260138 1
#> 1599 2 2 2 1 0.7963244 2.489180902 3
#> 1600 2 2 2 1 1.4799099 1.610455125 3
#>
#> $gamma
#> $gamma$condition
#> # A tibble: 2 × 2
#> correct Gamma
#> <dbl> <dbl>
#> 1 0 -0.581
#> 2 1 0.430
#>
#> $gamma$rt
#> # A tibble: 2 × 2
#> correct Gamma
#> <dbl> <dbl>
#> 1 0 -0.555
#> 2 1 -0.547
#>
#> $gamma$correct
#> # A tibble: 2 × 2
#> condition Gamma
#> <int> <dbl>
#> 1 1 0.770
#> 2 2 0.975
#>
#> $gamma$rt_bycondition
#> # A tibble: 2 × 2
#> condition Gamma
#> <int> <dbl>
#> 1 1 -0.556
#> 2 2 -0.489
#>
#> $gamma$rt_byconditionbycorrect
#> # A tibble: 4 × 3
#> condition correct Gamma
#> <int> <dbl> <dbl>
#> 1 1 0 -0.645
#> 2 1 1 -0.535
#> 3 2 0 0.0952
#> 4 2 1 -0.483
#>
#>
# }
# Example with asymmetric confidence thresholds
paramDf_asym <- data.frame(v1=0.5, v2=1.0, t0=0.1, st0=0,
mu_d1=1, mu_d2=1,
s1=0.5, s2=0.5, rho=0.2,
thetaLower1=0.5, thetaLower2=1.2,
thetaUpper1=0.7, thetaUpper2=1.8)
simus_asym <- simulateMTLNR(paramDf_asym, n = 1000)
head(simus_asym)
#> condition stimulus response correct rt conf rating
#> 1 1 1 1 1 0.5779173 1.6740727 3
#> 2 1 1 1 1 1.2819034 0.3705010 1
#> 3 1 1 1 1 1.3291772 0.5004981 2
#> 4 1 1 1 1 2.1619971 0.3630607 1
#> 5 1 1 1 1 1.2035659 1.3037903 3
#> 6 1 1 1 1 0.8965865 0.8046391 2
# Example with multiple conditions
paramDf_multi <- data.frame(v1=0.3, v2=0.6, v3=1.2, t0=0.1, st0=0,
mu_d1=1, mu_d2=1,
s1=0.5, s2=0.5, rho=0.2,
theta1=0.8, theta2=1.5)
simus_multi <- simulateMTLNR(paramDf_multi, n = 1000)
table(simus_multi$condition, simus_multi$correct)
#>
#> 0 1
#> 1 636 1364
#> 2 329 1671
#> 3 60 1940