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Simulates the decision responses and reaction times together with a discrete confidence judgment in the dynaViTE model, the 2DSD model (Pleskac & Busemeyer, 2010) and the dynWEV model (Hellmann et al., 2023), given specific parameter constellations. See dWEV and d2DSD 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 rWEV and r2DSD for application in confidence experiments with manipulation of specific parameters.

Usage

simulateWEV(paramDf, n = 10000, model = "dynWEV", simult_conf = FALSE,
  gamma = FALSE, agg_simus = FALSE, stimulus = c(-1, 1), delta = 0.01,
  maxrt = 15, seed = NULL, process_results = FALSE)

Arguments

paramDf

a list or dataframe with one row. Column names should match the names of dynaViTE and 2DSD model specific parameter names. For different stimulus quality/mean drift rates, names should be v1, v2, v3,.... Different sv and/or s parameters are possible with sv1, sv2, sv3... (s1, s2, s3,... respectively) with equally many steps as for drift rates. Additionally, the confidence thresholds should be given by names with thetaUpper1, thetaUpper2,..., thetaLower1,... or, for symmetric thresholds only by theta1, theta2,....

n

integer. The number of samples (per condition and stimulus direction) generated. Total number of samples is n*nConditions*length(stimulus).

model

character scalar. One of "dynaViTE", "dynWEV", or "2DSD".

simult_conf

logical. TRUE, if in the experiment confidence was reported simultaneously with the decision, as then decision and confidence judgment are assumed to have happened subsequent before response and tau is added to the simulated decision time. If FALSE returned response time will only be decision time plus non-judgment time component.

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, -1 or c(-1, 1) (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 "upper"/1 responses are considered correct and -1 correspondingly for negative drifts and "lower"/-1 correct decisions).

delta

numeric. Discretization steps for simulations with the stochastic process.

maxrt

numeric. Maximum reaction time returned. If the simulation of the stochastic process exceeds a rt of maxrt, the response will be set to 0 and maxrt will be returned as rt.

seed

numerical. Seeding for non-random data generation.

process_results

logical. Whether the output simulations should contain the final state of the decision (and visibility) process as additional column. Default is FALSE, meaning that no additional columns for the final process states are returned.

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 of response and decision times is done by simulating normal variables in discretized steps until the lower or upper boundary is met (or the maximal rt is reached). Afterwards, a confidence measure is simulated according to the respective model.

The confidence outputs 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, drift rate variability, sv and diffusion constant s. All other parameters are used for all conditions.

References

Hellmann, S., Zehetleitner, M., & Rausch, M. (2023). Simultaneous modeling of choice, confidence and response time in visual perception. Psychological Review 2023 Mar 13. doi: 10.1037/rev0000411. Epub ahead of print. PMID: 36913292.

Author

Sebastian Hellmann.

Examples

# Examples for "dynWEV" model (equivalent applicable
# for "2DSD" model (with less parameters))
# 1. Define some parameter set in a data.frame
paramDf <- data.frame(a=2.5,v1=0.1, v2=1, t0=0.1,z=0.55,
                      sz=0.3,sv=0.8, st0=0,  tau=3, w=0.1,
                      theta1=0.8, svis=0.5, sigvis=0.8)

# 2. Simulate trials for both stimulus categories and all conditions (2)
simus <- simulateWEV(paramDf, model="dynWEV")
head(simus)
#>   condition stimulus response correct   rt        conf rating
#> 1         1       -1       -1       1 2.80  5.08238845      2
#> 2         1       -1        1       0 1.11  0.68638307      1
#> 3         1       -1        1       0 2.89 -0.39273888      1
#> 4         1       -1        1       0 1.67  2.35864785      2
#> 5         1       -1        1       0 3.47 -6.47991498      1
#> 6         1       -1        1       0 1.11  0.05319711      1
# \donttest{
  library(ggplot2)
  simus <- simus[simus$response!=0,]
  simus$rating <- factor(simus$rating, labels=c("unsure", "sure"))
  ggplot(simus, aes(x=rt, group=interaction(correct, rating),
                    color=as.factor(correct), linetype=rating))+
    geom_density(size=1.2)+xlim(c(0,5))+
    facet_grid(rows=vars(condition), labeller = "label_both")
#> Warning: Removed 544 rows containing non-finite values (`stat_density()`).

# }

# automatically aggregate simulation distribution
# to get only accuracy x confidence rating distribution for
# all conditions
agg_simus <- simulateWEV(paramDf, model="dynWEV", agg_simus = TRUE)
head(agg_simus)
#> # A tibble: 6 × 4
#>   rating correct condition      p
#>    <dbl>   <dbl>     <int>  <dbl>
#> 1      1       0         1 0.234 
#> 2      1       0         2 0.0314
#> 3      1       1         1 0.278 
#> 4      1       1         2 0.114 
#> 5      2       0         1 0.227 
#> 6      2       0         2 0.148 
# \donttest{
  agg_simus$rating <- factor(agg_simus$rating, labels=c("unsure", "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 <- simulateWEV(paramDf,n = 400, model="dynWEV", gamma=TRUE)
  simu_list
#> $simus
#>      condition stimulus response correct   rt          conf rating
#> 1            1       -1       -1       1 0.83  -0.063430213      1
#> 2            1       -1        1       0 0.68  -0.343373909      1
#> 3            1       -1       -1       1 0.82  -0.154013734      1
#> 4            1       -1        1       0 0.46  -0.073920011      1
#> 5            1       -1        1       0 2.09  -3.750670516      1
#> 6            1       -1       -1       1 0.30  -1.800756719      1
#> 7            1       -1       -1       1 1.67   1.998427208      2
#> 8            1       -1       -1       1 0.65   0.752351122      1
#> 9            1       -1        1       0 0.90   1.116079943      2
#> 10           1       -1       -1       1 0.79  -1.348789362      1
#> 11           1       -1       -1       1 2.15  -1.606138029      1
#> 12           1       -1        1       0 0.30  -0.951043779      1
#> 13           1       -1       -1       1 1.48   4.110959563      2
#> 14           1       -1       -1       1 0.68   4.131310506      2
#> 15           1       -1       -1       1 1.62   0.575068957      1
#> 16           1       -1       -1       1 0.92  -2.144914410      1
#> 17           1       -1       -1       1 0.67   4.311694644      2
#> 18           1       -1        1       0 0.75   3.042978407      2
#> 19           1       -1        1       0 1.87   3.624570410      2
#> 20           1       -1       -1       1 1.22   1.378770732      2
#> 21           1       -1       -1       1 0.39   4.879686233      2
#> 22           1       -1       -1       1 1.74  -3.173973722      1
#> 23           1       -1        1       0 0.69   5.153981223      2
#> 24           1       -1       -1       1 0.69  -0.860744969      1
#> 25           1       -1       -1       1 1.19   4.468189862      2
#> 26           1       -1        1       0 0.42  -1.585332036      1
#> 27           1       -1       -1       1 0.56  -2.335449031      1
#> 28           1       -1       -1       1 1.58   5.186123411      2
#> 29           1       -1        1       0 1.89   2.378689264      2
#> 30           1       -1       -1       1 0.81   2.903208123      2
#> 31           1       -1       -1       1 0.41  -0.610512393      1
#> 32           1       -1       -1       1 1.69   0.559116264      1
#> 33           1       -1        1       0 0.96  -0.221477243      1
#> 34           1       -1        1       0 0.99   1.232455214      2
#> 35           1       -1        1       0 0.28  -0.323015722      1
#> 36           1       -1        1       0 2.47   6.961123359      2
#> 37           1       -1       -1       1 4.04  -4.315136273      1
#> 38           1       -1       -1       1 1.10  -0.890909481      1
#> 39           1       -1       -1       1 1.16  -0.305293552      1
#> 40           1       -1        1       0 0.43   1.908738207      2
#> 41           1       -1        1       0 1.33   4.623350666      2
#> 42           1       -1       -1       1 1.18  -1.030838554      1
#> 43           1       -1        1       0 0.87   1.378387633      2
#> 44           1       -1        1       0 2.45  -0.732619667      1
#> 45           1       -1        1       0 2.79   4.738091758      2
#> 46           1       -1        1       0 0.51   2.708040217      2
#> 47           1       -1       -1       1 1.08   0.223843405      1
#> 48           1       -1        1       0 2.91  -2.892639857      1
#> 49           1       -1        1       0 1.29  -1.092067251      1
#> 50           1       -1        1       0 0.66   1.016304469      2
#> 51           1       -1        1       0 1.05   5.979854149      2
#> 52           1       -1       -1       1 1.57   4.061882198      2
#> 53           1       -1        1       0 1.84  -0.115235655      1
#> 54           1       -1        1       0 0.68   0.223436793      1
#> 55           1       -1        1       0 0.28   2.792330848      2
#> 56           1       -1       -1       1 1.25  -0.509763488      1
#> 57           1       -1       -1       1 2.13   5.391378023      2
#> 58           1       -1       -1       1 3.25   3.638391159      2
#> 59           1       -1       -1       1 1.61   1.706050761      2
#> 60           1       -1        1       0 6.48  -4.474280808      1
#> 61           1       -1       -1       1 1.03  -2.870544276      1
#> 62           1       -1       -1       1 1.05   6.093305545      2
#> 63           1       -1        1       0 2.44  -6.470239924      1
#> 64           1       -1       -1       1 0.43   4.474374551      2
#> 65           1       -1        1       0 0.73  -2.966663652      1
#> 66           1       -1        1       0 1.86  -2.502522402      1
#> 67           1       -1        1       0 2.09  -1.015480131      1
#> 68           1       -1       -1       1 0.96   2.885363823      2
#> 69           1       -1       -1       1 0.47   1.752095413      2
#> 70           1       -1       -1       1 3.06  -2.371125520      1
#> 71           1       -1        1       0 0.79   2.083671756      2
#> 72           1       -1       -1       1 1.51   2.415160687      2
#> 73           1       -1        1       0 1.25  -3.539021468      1
#> 74           1       -1       -1       1 0.74   0.729447651      1
#> 75           1       -1        1       0 0.39  -1.463631257      1
#> 76           1       -1       -1       1 1.71   0.650093924      1
#> 77           1       -1        1       0 0.74   1.588036385      2
#> 78           1       -1       -1       1 1.39  -2.935983712      1
#> 79           1       -1       -1       1 0.32   2.681541925      2
#> 80           1       -1       -1       1 0.63   3.164052175      2
#> 81           1       -1        1       0 2.35   7.725926082      2
#> 82           1       -1       -1       1 0.91   7.032082228      2
#> 83           1       -1        1       0 0.25   2.882088676      2
#> 84           1       -1        1       0 1.46   2.167606849      2
#> 85           1       -1       -1       1 1.11   1.900370497      2
#> 86           1       -1        1       0 3.62   1.110533768      2
#> 87           1       -1        1       0 3.59  -4.375575501      1
#> 88           1       -1       -1       1 1.01  -1.408858313      1
#> 89           1       -1       -1       1 0.90   5.407274003      2
#> 90           1       -1        1       0 0.67   1.134850053      2
#> 91           1       -1       -1       1 2.62   8.359227960      2
#> 92           1       -1        1       0 0.54   1.047190026      2
#> 93           1       -1       -1       1 2.95  -5.019210004      1
#> 94           1       -1        1       0 3.07  -2.790254253      1
#> 95           1       -1        1       0 0.52   6.688119647      2
#> 96           1       -1        1       0 0.26  -1.755118602      1
#> 97           1       -1       -1       1 1.54   2.816411394      2
#> 98           1       -1        1       0 1.34   2.546137301      2
#> 99           1       -1       -1       1 0.26  -3.929630133      1
#> 100          1       -1       -1       1 0.74   3.972196241      2
#> 101          1       -1        1       0 0.55   0.831460663      2
#> 102          1       -1       -1       1 2.44  -5.503383696      1
#> 103          1       -1       -1       1 0.50   4.827853782      2
#> 104          1       -1       -1       1 1.51   2.462043346      2
#> 105          1       -1        1       0 2.62   2.976390856      2
#> 106          1       -1       -1       1 1.96  -1.924512886      1
#> 107          1       -1       -1       1 2.70  -3.769565023      1
#> 108          1       -1       -1       1 0.51   4.897386003      2
#> 109          1       -1        1       0 0.62   3.503225599      2
#> 110          1       -1        1       0 0.90   1.201708138      2
#> 111          1       -1        1       0 2.30  -3.779754545      1
#> 112          1       -1        1       0 0.77  -2.071490236      1
#> 113          1       -1       -1       1 3.35  -0.227274098      1
#> 114          1       -1        1       0 0.97  -2.380693055      1
#> 115          1       -1        1       0 3.69   6.673760289      2
#> 116          1       -1       -1       1 1.44  -0.357800908      1
#> 117          1       -1       -1       1 2.44   4.817841814      2
#> 118          1       -1       -1       1 1.23   0.845588776      2
#> 119          1       -1        1       0 0.84   1.066233281      2
#> 120          1       -1       -1       1 0.61   3.681941054      2
#> 121          1       -1        1       0 1.09   4.095383675      2
#> 122          1       -1       -1       1 0.60   2.916392305      2
#> 123          1       -1        1       0 0.82   0.382368661      1
#> 124          1       -1       -1       1 3.22   4.368661970      2
#> 125          1       -1        1       0 4.31   3.872296320      2
#> 126          1       -1        1       0 2.17  -6.367124184      1
#> 127          1       -1       -1       1 1.15   0.020964319      1
#> 128          1       -1       -1       1 1.20   2.119701483      2
#> 129          1       -1        1       0 3.62   7.075219633      2
#> 130          1       -1        1       0 1.88   0.410545040      1
#> 131          1       -1        1       0 2.97  -4.789746357      1
#> 132          1       -1       -1       1 0.78  -1.787699301      1
#> 133          1       -1       -1       1 1.16   2.356728656      2
#> 134          1       -1        1       0 0.41  -0.056438223      1
#> 135          1       -1       -1       1 2.23   0.052780008      1
#> 136          1       -1        1       0 0.38  -0.318878154      1
#> 137          1       -1        1       0 1.20   2.507360455      2
#> 138          1       -1        1       0 1.06  -2.616672205      1
#> 139          1       -1        1       0 0.90   5.071123303      2
#> 140          1       -1        1       0 1.53  -1.863213168      1
#> 141          1       -1        1       0 2.09   4.065320089      2
#> 142          1       -1       -1       1 1.49   1.671610436      2
#> 143          1       -1        1       0 6.70   3.931513001      2
#> 144          1       -1       -1       1 2.23  -2.625569603      1
#> 145          1       -1        1       0 1.79  -0.535774611      1
#> 146          1       -1       -1       1 1.70   4.195170696      2
#> 147          1       -1        1       0 0.99   3.719739148      2
#> 148          1       -1       -1       1 1.76   5.999407408      2
#> 149          1       -1       -1       1 0.35   2.718756433      2
#> 150          1       -1       -1       1 1.74  -4.979426429      1
#> 151          1       -1       -1       1 1.62   0.026298753      1
#> 152          1       -1       -1       1 0.74   1.495635047      2
#> 153          1       -1       -1       1 2.36  -3.897392892      1
#> 154          1       -1        1       0 0.87  -1.172832782      1
#> 155          1       -1        1       0 0.50  -4.888781630      1
#> 156          1       -1        1       0 1.25   4.493258131      2
#> 157          1       -1        1       0 1.79   3.912769577      2
#> 158          1       -1       -1       1 1.54   2.052985767      2
#> 159          1       -1        1       0 0.71  -0.843854862      1
#> 160          1       -1        1       0 0.82   5.791345112      2
#> 161          1       -1       -1       1 1.66  -0.266532625      1
#> 162          1       -1       -1       1 1.26   1.015420727      2
#> 163          1       -1        1       0 2.59   1.490598037      2
#> 164          1       -1        1       0 0.66   1.898126446      2
#> 165          1       -1       -1       1 0.37   1.125278975      2
#> 166          1       -1        1       0 5.06   0.978437646      2
#> 167          1       -1       -1       1 0.90   0.571324088      1
#> 168          1       -1        1       0 0.52   3.440299622      2
#> 169          1       -1        1       0 0.93   1.591131863      2
#> 170          1       -1        1       0 0.80   2.376034113      2
#> 171          1       -1       -1       1 0.41   3.644098873      2
#> 172          1       -1       -1       1 1.70  -1.227954065      1
#> 173          1       -1       -1       1 1.15   6.491069578      2
#> 174          1       -1       -1       1 1.02  -1.622560868      1
#> 175          1       -1       -1       1 0.71  -2.298317980      1
#> 176          1       -1        1       0 0.72  -5.634106325      1
#> 177          1       -1       -1       1 1.01   4.218103580      2
#> 178          1       -1        1       0 5.13   0.845444044      2
#> 179          1       -1        1       0 1.39   2.382055343      2
#> 180          1       -1       -1       1 1.83   3.110042315      2
#> 181          1       -1        1       0 0.73  -2.605060192      1
#> 182          1       -1       -1       1 0.93   0.157573669      1
#> 183          1       -1       -1       1 0.78   7.558763346      2
#> 184          1       -1       -1       1 1.39   0.148334893      1
#> 185          1       -1        1       0 0.94   4.508887088      2
#> 186          1       -1       -1       1 0.46   0.713782275      1
#> 187          1       -1       -1       1 0.52  -1.630396903      1
#> 188          1       -1       -1       1 1.18  -3.264652895      1
#> 189          1       -1        1       0 1.19  -1.868054741      1
#> 190          1       -1       -1       1 0.78   1.113215290      2
#> 191          1       -1       -1       1 0.73  -3.373357017      1
#> 192          1       -1       -1       1 1.70   3.001558961      2
#> 193          1       -1       -1       1 0.51   1.612966197      2
#> 194          1       -1       -1       1 1.25  -2.982586775      1
#> 195          1       -1       -1       1 0.53  -1.089978717      1
#> 196          1       -1       -1       1 2.19  -1.498317200      1
#> 197          1       -1       -1       1 0.46  -2.431439577      1
#> 198          1       -1       -1       1 1.42   6.882090852      2
#> 199          1       -1        1       0 2.20   4.159216364      2
#> 200          1       -1        1       0 0.75  -1.993219931      1
#> 201          1       -1       -1       1 1.90   1.941787436      2
#> 202          1       -1       -1       1 0.77   0.161865744      1
#> 203          1       -1       -1       1 1.41  -1.888848102      1
#> 204          1       -1       -1       1 1.11  -0.151769398      1
#> 205          1       -1       -1       1 1.58   6.556276663      2
#> 206          1       -1       -1       1 4.75   2.615174705      2
#> 207          1       -1       -1       1 1.20  -3.594668113      1
#> 208          1       -1       -1       1 0.64  -0.994573892      1
#> 209          1       -1        1       0 3.41   3.750444374      2
#> 210          1       -1       -1       1 1.03  -5.824852747      1
#> 211          1       -1        1       0 2.87  -9.222036546      1
#> 212          1       -1        1       0 2.29   1.303437357      2
#> 213          1       -1        1       0 1.05  -1.436420555      1
#> 214          1       -1       -1       1 1.10  -0.444923771      1
#> 215          1       -1        1       0 4.03   5.920398952      2
#> 216          1       -1       -1       1 0.94  -3.293135121      1
#> 217          1       -1        1       0 1.34   5.007509525      2
#> 218          1       -1        1       0 3.68  -2.941129701      1
#> 219          1       -1        1       0 0.98  -2.437430710      1
#> 220          1       -1       -1       1 2.19  -1.287007097      1
#> 221          1       -1        1       0 1.85  -1.835083346      1
#> 222          1       -1        1       0 0.38  -3.822984550      1
#> 223          1       -1        1       0 1.30   2.700918042      2
#> 224          1       -1        1       0 0.78  -3.767233908      1
#> 225          1       -1        1       0 3.84   9.609974290      2
#> 226          1       -1        1       0 0.30  -0.004692537      1
#> 227          1       -1       -1       1 1.43   3.097078244      2
#> 228          1       -1       -1       1 0.68  -1.142673951      1
#> 229          1       -1       -1       1 2.41  -0.895826071      1
#> 230          1       -1       -1       1 0.40  -0.445526367      1
#> 231          1       -1        1       0 0.94  -4.542361420      1
#> 232          1       -1       -1       1 7.58   3.383317579      2
#> 233          1       -1       -1       1 1.02  -0.574692532      1
#> 234          1       -1        1       0 0.83   0.378772280      1
#> 235          1       -1       -1       1 0.83   1.749232487      2
#> 236          1       -1        1       0 1.05  -2.226158786      1
#> 237          1       -1       -1       1 1.71   2.180806782      2
#> 238          1       -1        1       0 1.67  -1.389599102      1
#> 239          1       -1       -1       1 1.05  -2.155338769      1
#> 240          1       -1       -1       1 1.30   4.042454414      2
#> 241          1       -1        1       0 0.84   0.448960759      1
#> 242          1       -1        1       0 0.69   3.922528447      2
#> 243          1       -1       -1       1 1.59   5.501209040      2
#> 244          1       -1        1       0 1.69   0.998844889      2
#> 245          1       -1        1       0 2.98   3.547078093      2
#> 246          1       -1       -1       1 0.55  -0.167928572      1
#> 247          1       -1       -1       1 0.95  -4.242943900      1
#> 248          1       -1       -1       1 1.68   0.848620835      2
#> 249          1       -1       -1       1 1.56   1.131611421      2
#> 250          1       -1        1       0 0.19  -0.762185221      1
#> 251          1       -1        1       0 0.33   0.429708932      1
#> 252          1       -1       -1       1 2.66  -3.166789736      1
#> 253          1       -1        1       0 0.39   3.111367078      2
#> 254          1       -1        1       0 0.78  -2.438047653      1
#> 255          1       -1        1       0 0.19   1.142887774      2
#> 256          1       -1        1       0 0.76   3.923057237      2
#> 257          1       -1       -1       1 0.71   4.583936918      2
#> 258          1       -1        1       0 0.47  -0.323363142      1
#> 259          1       -1       -1       1 0.67   1.010930100      2
#> 260          1       -1       -1       1 1.05   2.464242589      2
#> 261          1       -1       -1       1 0.90   1.082069492      2
#> 262          1       -1       -1       1 1.06   1.879986322      2
#> 263          1       -1       -1       1 0.90  -2.033621411      1
#> 264          1       -1       -1       1 0.87  -0.283123378      1
#> 265          1       -1        1       0 1.77   1.636750434      2
#> 266          1       -1       -1       1 2.13  -4.851395159      1
#> 267          1       -1        1       0 0.54   6.084537690      2
#> 268          1       -1       -1       1 0.30  -2.118956246      1
#> 269          1       -1        1       0 0.65   1.563584946      2
#> 270          1       -1        1       0 0.79   2.073207265      2
#> 271          1       -1        1       0 0.55  -2.055353109      1
#> 272          1       -1        1       0 2.78  -2.584629640      1
#> 273          1       -1        1       0 2.11   2.744681055      2
#> 274          1       -1       -1       1 0.57  -0.516573108      1
#> 275          1       -1       -1       1 1.44   5.467514334      2
#> 276          1       -1        1       0 0.88  -1.515465179      1
#> 277          1       -1       -1       1 0.33   1.293133257      2
#> 278          1       -1       -1       1 0.56  -1.712571269      1
#> 279          1       -1       -1       1 0.38   0.339370916      1
#> 280          1       -1        1       0 0.59  -3.469128488      1
#> 281          1       -1        1       0 1.03   2.279001292      2
#> 282          1       -1       -1       1 0.48  -2.056267034      1
#> 283          1       -1       -1       1 0.49  -3.448519441      1
#> 284          1       -1       -1       1 1.39  -1.275262962      1
#> 285          1       -1       -1       1 0.93   0.114937654      1
#> 286          1       -1       -1       1 1.78   2.430920458      2
#> 287          1       -1       -1       1 0.92   0.697671929      1
#> 288          1       -1        1       0 2.18   7.244818590      2
#> 289          1       -1        1       0 1.66  -1.895127304      1
#> 290          1       -1       -1       1 0.76   4.872926838      2
#> 291          1       -1       -1       1 0.60   0.118108376      1
#> 292          1       -1       -1       1 2.99   0.861290591      2
#> 293          1       -1        1       0 5.03  -2.651288746      1
#> 294          1       -1        1       0 1.49   0.943401891      2
#> 295          1       -1       -1       1 0.92  -4.320092507      1
#> 296          1       -1       -1       1 1.22   2.337083017      2
#> 297          1       -1        1       0 2.93   1.817766800      2
#> 298          1       -1       -1       1 1.25   5.052863105      2
#> 299          1       -1       -1       1 1.13  -3.304449074      1
#> 300          1       -1       -1       1 0.64   3.473980566      2
#> 301          1       -1       -1       1 0.52  -3.685589862      1
#> 302          1       -1       -1       1 0.53   0.706227552      1
#> 303          1       -1        1       0 0.42   6.901885953      2
#> 304          1       -1       -1       1 0.70  -1.443759980      1
#> 305          1       -1        1       0 1.33  -1.337778174      1
#> 306          1       -1       -1       1 0.75   0.013794101      1
#> 307          1       -1        1       0 0.62   1.829355727      2
#> 308          1       -1        1       0 0.63  -4.089792063      1
#> 309          1       -1        1       0 2.16   7.019569792      2
#> 310          1       -1        1       0 0.73   2.243919528      2
#> 311          1       -1       -1       1 0.63   1.566970837      2
#> 312          1       -1       -1       1 1.58  -8.305917268      1
#> 313          1       -1        1       0 0.51   1.213766753      2
#> 314          1       -1       -1       1 0.45   1.419207366      2
#> 315          1       -1        1       0 0.63  -5.859691970      1
#> 316          1       -1       -1       1 1.99  -3.649866962      1
#> 317          1       -1       -1       1 0.70   2.198297124      2
#> 318          1       -1       -1       1 1.37   2.578407697      2
#> 319          1       -1       -1       1 0.79  -0.567640458      1
#> 320          1       -1       -1       1 1.82  -0.406894379      1
#> 321          1       -1       -1       1 2.16  -0.149002048      1
#> 322          1       -1        1       0 1.43   4.143873352      2
#> 323          1       -1        1       0 0.33  -3.838064462      1
#> 324          1       -1        1       0 0.74   1.677960179      2
#> 325          1       -1        1       0 0.57   0.161970296      1
#> 326          1       -1       -1       1 1.11   5.245035750      2
#> 327          1       -1       -1       1 0.38   0.857671327      2
#> 328          1       -1       -1       1 1.59  -2.620631581      1
#> 329          1       -1        1       0 1.66   5.420293002      2
#> 330          1       -1        1       0 0.42   1.431882632      2
#> 331          1       -1       -1       1 0.58  -0.383950238      1
#> 332          1       -1       -1       1 0.60   0.358219945      1
#> 333          1       -1       -1       1 0.57  -0.757600900      1
#> 334          1       -1        1       0 0.55   2.657750979      2
#> 335          1       -1       -1       1 0.69   0.985836066      2
#> 336          1       -1       -1       1 0.46   1.621049522      2
#> 337          1       -1       -1       1 1.36  -0.620527000      1
#> 338          1       -1        1       0 0.61   2.839413244      2
#> 339          1       -1       -1       1 1.05   4.999713940      2
#> 340          1       -1        1       0 6.13   2.204189371      2
#> 341          1       -1        1       0 0.36  -1.686345443      1
#> 342          1       -1       -1       1 0.52   3.082259543      2
#> 343          1       -1       -1       1 1.76  -5.524668146      1
#> 344          1       -1        1       0 0.97  -1.208258053      1
#> 345          1       -1       -1       1 0.69   2.180517026      2
#> 346          1       -1       -1       1 0.76  -1.628906750      1
#> 347          1       -1       -1       1 1.48   0.837216140      2
#> 348          1       -1       -1       1 1.12   0.153807151      1
#> 349          1       -1       -1       1 1.08   1.855731597      2
#> 350          1       -1       -1       1 0.74   2.089187436      2
#> 351          1       -1        1       0 1.96  -0.527283377      1
#> 352          1       -1        1       0 1.53   3.595656017      2
#> 353          1       -1       -1       1 2.72   4.745607591      2
#> 354          1       -1       -1       1 1.80  -2.559194299      1
#> 355          1       -1        1       0 0.38   0.511597388      1
#> 356          1       -1       -1       1 1.21   8.447649121      2
#> 357          1       -1        1       0 0.84   3.193052381      2
#> 358          1       -1        1       0 0.97   1.898946564      2
#> 359          1       -1        1       0 0.36   2.697081339      2
#> 360          1       -1        1       0 0.34   2.638097700      2
#> 361          1       -1       -1       1 2.35  -8.057511602      1
#> 362          1       -1       -1       1 2.81   3.471125929      2
#> 363          1       -1        1       0 0.56   0.694484552      1
#> 364          1       -1       -1       1 0.62  -4.530388680      1
#> 365          1       -1       -1       1 2.50   2.700135520      2
#> 366          1       -1       -1       1 0.57   0.979349165      2
#> 367          1       -1       -1       1 1.14  -0.742503983      1
#> 368          1       -1       -1       1 1.10   0.061810652      1
#> 369          1       -1       -1       1 0.58   0.900314575      2
#> 370          1       -1        1       0 0.94  -2.996137652      1
#> 371          1       -1        1       0 1.03   3.132344851      2
#> 372          1       -1        1       0 1.12   1.288417915      2
#> 373          1       -1       -1       1 1.00   1.161770443      2
#> 374          1       -1        1       0 2.75   4.001576589      2
#> 375          1       -1       -1       1 2.20   1.342437826      2
#> 376          1       -1        1       0 2.24   4.639936457      2
#> 377          1       -1       -1       1 4.68   3.953194066      2
#> 378          1       -1       -1       1 1.19  -3.770120617      1
#> 379          1       -1        1       0 0.64  -0.653423088      1
#> 380          1       -1       -1       1 1.66   5.903704813      2
#> 381          1       -1       -1       1 0.88   2.609710818      2
#> 382          1       -1        1       0 1.12   4.174909290      2
#> 383          1       -1       -1       1 1.21   0.032924568      1
#> 384          1       -1        1       0 2.34   1.097821754      2
#> 385          1       -1       -1       1 1.03   3.150643719      2
#> 386          1       -1        1       0 1.55  -1.306504972      1
#> 387          1       -1       -1       1 1.86   1.566314223      2
#> 388          1       -1        1       0 2.70   1.547940219      2
#> 389          1       -1       -1       1 1.78   0.402666690      1
#> 390          1       -1       -1       1 5.04   2.118928157      2
#> 391          1       -1       -1       1 1.37  -6.444073888      1
#> 392          1       -1       -1       1 0.62   2.013444613      2
#> 393          1       -1       -1       1 4.11  -5.352099554      1
#> 394          1       -1       -1       1 1.30  -0.152826306      1
#> 395          1       -1       -1       1 0.42   3.520038851      2
#> 396          1       -1       -1       1 1.21  -2.370028032      1
#> 397          1       -1        1       0 0.25   0.229091475      1
#> 398          1       -1        1       0 1.05   3.666826601      2
#> 399          1       -1       -1       1 0.74   0.642865669      1
#> 400          1       -1       -1       1 1.01   0.721005807      1
#> 401          2       -1       -1       1 0.67   6.390961891      2
#> 402          2       -1       -1       1 2.04   9.419872395      2
#> 403          2       -1       -1       1 1.87   1.081743171      2
#> 404          2       -1       -1       1 1.05   6.878410548      2
#> 405          2       -1       -1       1 0.82   6.960120463      2
#> 406          2       -1       -1       1 1.44   8.482276685      2
#> 407          2       -1       -1       1 1.03   5.377967075      2
#> 408          2       -1       -1       1 1.14   3.597358047      2
#> 409          2       -1       -1       1 0.57   3.549595729      2
#> 410          2       -1       -1       1 1.49   2.829745615      2
#> 411          2       -1       -1       1 1.43   6.852282928      2
#> 412          2       -1       -1       1 0.33  -1.337170811      1
#> 413          2       -1       -1       1 1.66   4.589253444      2
#> 414          2       -1       -1       1 1.39   3.713446192      2
#> 415          2       -1       -1       1 0.67   6.323128989      2
#> 416          2       -1       -1       1 0.73   2.151311106      2
#> 417          2       -1        1       0 2.12   8.074586878      2
#> 418          2       -1       -1       1 6.51  12.348116688      2
#> 419          2       -1       -1       1 2.01   4.533644461      2
#> 420          2       -1       -1       1 1.94   0.109375569      1
#> 421          2       -1       -1       1 1.37  -0.566482554      1
#> 422          2       -1       -1       1 0.31   8.488326569      2
#> 423          2       -1        1       0 0.51   4.887125077      2
#> 424          2       -1        1       0 2.15  -0.435693726      1
#> 425          2       -1       -1       1 2.64  -0.018451342      1
#> 426          2       -1       -1       1 0.46  -0.417398932      1
#> 427          2       -1       -1       1 1.46   4.404937043      2
#> 428          2       -1       -1       1 0.68  -0.602897579      1
#> 429          2       -1       -1       1 1.03  -0.329191795      1
#> 430          2       -1        1       0 0.99   1.472516779      2
#> 431          2       -1       -1       1 1.83   0.033759537      1
#> 432          2       -1       -1       1 0.81   6.289832757      2
#> 433          2       -1        1       0 0.45   3.223139592      2
#> 434          2       -1       -1       1 1.28  -2.367946248      1
#> 435          2       -1        1       0 0.69   2.792417619      2
#> 436          2       -1       -1       1 0.46   4.505938426      2
#> 437          2       -1       -1       1 2.47   4.851581684      2
#> 438          2       -1       -1       1 1.51   6.864868782      2
#> 439          2       -1        1       0 5.00  19.735073962      2
#> 440          2       -1       -1       1 1.04   5.262631087      2
#> 441          2       -1       -1       1 1.90   4.876220174      2
#> 442          2       -1       -1       1 0.47   6.652417948      2
#> 443          2       -1       -1       1 1.79   5.171052941      2
#> 444          2       -1       -1       1 0.35   2.592828026      2
#> 445          2       -1       -1       1 1.01   8.714757153      2
#> 446          2       -1       -1       1 3.13  -4.735872756      1
#> 447          2       -1       -1       1 0.73   2.495150096      2
#> 448          2       -1       -1       1 1.01   6.176676763      2
#> 449          2       -1        1       0 0.40   0.896284260      2
#> 450          2       -1        1       0 0.93   4.710456281      2
#> 451          2       -1       -1       1 0.53  -1.653275168      1
#> 452          2       -1       -1       1 0.43   9.331427267      2
#> 453          2       -1       -1       1 1.41   3.094096892      2
#> 454          2       -1        1       0 2.20   5.386079300      2
#> 455          2       -1       -1       1 1.60   0.712829518      1
#> 456          2       -1       -1       1 0.81   2.974831923      2
#> 457          2       -1       -1       1 2.75  10.999953818      2
#> 458          2       -1        1       0 2.96   0.445978278      1
#> 459          2       -1       -1       1 2.77   2.000763496      2
#> 460          2       -1       -1       1 1.22   4.719583321      2
#> 461          2       -1       -1       1 1.09   1.419454511      2
#> 462          2       -1        1       0 4.61   0.370966778      1
#> 463          2       -1       -1       1 1.94   9.345566747      2
#> 464          2       -1       -1       1 1.42   2.533413025      2
#> 465          2       -1       -1       1 1.46  -2.906112723      1
#> 466          2       -1       -1       1 0.31   5.524755755      2
#> 467          2       -1       -1       1 0.95   2.286556081      2
#> 468          2       -1       -1       1 1.27   7.865410014      2
#> 469          2       -1       -1       1 1.66   9.751084061      2
#> 470          2       -1       -1       1 0.31   2.097298754      2
#> 471          2       -1       -1       1 0.44   2.500771933      2
#> 472          2       -1       -1       1 1.06  -1.600133382      1
#> 473          2       -1       -1       1 1.00   3.281801946      2
#> 474          2       -1       -1       1 0.32   4.589740567      2
#> 475          2       -1       -1       1 4.40   7.652011878      2
#> 476          2       -1       -1       1 0.41   5.205557293      2
#> 477          2       -1       -1       1 1.83   5.404312094      2
#> 478          2       -1       -1       1 1.42   5.624723549      2
#> 479          2       -1        1       0 0.90  -0.628030493      1
#> 480          2       -1       -1       1 0.44   6.433891035      2
#> 481          2       -1        1       0 0.41   2.594366283      2
#> 482          2       -1        1       0 3.60  10.755140885      2
#> 483          2       -1       -1       1 1.45   1.774452044      2
#> 484          2       -1       -1       1 0.55   6.028761141      2
#> 485          2       -1       -1       1 0.60   1.677415853      2
#> 486          2       -1       -1       1 0.57   1.259197404      2
#> 487          2       -1       -1       1 0.69  -0.038769767      1
#> 488          2       -1        1       0 5.47  12.644298825      2
#> 489          2       -1        1       0 0.79   4.450036379      2
#> 490          2       -1       -1       1 2.78   8.835100909      2
#> 491          2       -1       -1       1 2.56  14.069112366      2
#> 492          2       -1       -1       1 1.24   7.805294253      2
#> 493          2       -1       -1       1 1.18   5.721454833      2
#> 494          2       -1       -1       1 0.72   4.672595516      2
#> 495          2       -1        1       0 1.93   7.319675649      2
#> 496          2       -1       -1       1 4.89  13.118032872      2
#> 497          2       -1       -1       1 0.55   8.877434958      2
#> 498          2       -1       -1       1 0.79   7.590224348      2
#> 499          2       -1       -1       1 0.71   5.103922522      2
#> 500          2       -1       -1       1 1.70   3.024990925      2
#> 501          2       -1       -1       1 1.79  10.844910347      2
#> 502          2       -1       -1       1 0.95   0.125020809      1
#> 503          2       -1       -1       1 0.27   0.674703062      1
#> 504          2       -1        1       0 0.63  -0.410722800      1
#> 505          2       -1        1       0 3.64   8.955505104      2
#> 506          2       -1       -1       1 0.58   2.626690388      2
#> 507          2       -1       -1       1 1.52   4.973463894      2
#> 508          2       -1       -1       1 0.99   6.961307825      2
#> 509          2       -1       -1       1 0.41   0.842810959      2
#> 510          2       -1       -1       1 1.00   3.839175896      2
#> 511          2       -1        1       0 0.21   3.429220271      2
#> 512          2       -1        1       0 1.60   1.423000407      2
#> 513          2       -1       -1       1 0.79   8.271030731      2
#> 514          2       -1        1       0 1.39   3.799421880      2
#> 515          2       -1       -1       1 0.50   3.456530188      2
#> 516          2       -1        1       0 0.88   6.037720350      2
#> 517          2       -1       -1       1 0.56   5.668171094      2
#> 518          2       -1       -1       1 1.77   5.449784086      2
#> 519          2       -1       -1       1 1.09   3.118884599      2
#> 520          2       -1       -1       1 2.66  14.038328761      2
#> 521          2       -1       -1       1 0.51   4.674594201      2
#> 522          2       -1       -1       1 1.72   3.009990192      2
#> 523          2       -1       -1       1 2.05   9.143222479      2
#> 524          2       -1       -1       1 0.54   3.399973940      2
#> 525          2       -1        1       0 0.38   6.397031126      2
#> 526          2       -1       -1       1 2.63   7.747775700      2
#> 527          2       -1        1       0 2.42   7.502475523      2
#> 528          2       -1       -1       1 5.97   5.926469670      2
#> 529          2       -1       -1       1 2.02  -1.023160851      1
#> 530          2       -1       -1       1 0.99   6.085256822      2
#> 531          2       -1       -1       1 1.43   2.411672477      2
#> 532          2       -1       -1       1 1.34   3.362393136      2
#> 533          2       -1       -1       1 1.73   9.754219547      2
#> 534          2       -1       -1       1 1.33   7.812102640      2
#> 535          2       -1       -1       1 0.29   7.073225538      2
#> 536          2       -1       -1       1 1.14   7.852641571      2
#> 537          2       -1        1       0 1.45   6.195084344      2
#> 538          2       -1       -1       1 1.24   1.934549646      2
#> 539          2       -1       -1       1 0.34   5.938879087      2
#> 540          2       -1       -1       1 1.27   4.768123038      2
#> 541          2       -1       -1       1 0.43   5.041802478      2
#> 542          2       -1       -1       1 0.51   3.165802705      2
#> 543          2       -1       -1       1 1.34   2.561563695      2
#> 544          2       -1       -1       1 1.24   9.031530916      2
#> 545          2       -1       -1       1 0.43   2.656483418      2
#> 546          2       -1        1       0 1.79  -3.097598038      1
#> 547          2       -1       -1       1 1.39  12.483693446      2
#> 548          2       -1       -1       1 2.25   2.088367649      2
#> 549          2       -1       -1       1 0.41   4.858835609      2
#> 550          2       -1       -1       1 0.61   1.964768106      2
#> 551          2       -1       -1       1 0.56   4.257513768      2
#> 552          2       -1        1       0 3.58   2.292165953      2
#> 553          2       -1       -1       1 1.30  -1.299598589      1
#> 554          2       -1       -1       1 0.45   1.921638998      2
#> 555          2       -1        1       0 2.59  -1.048032315      1
#> 556          2       -1       -1       1 0.37   5.262297449      2
#> 557          2       -1       -1       1 1.46   3.794850229      2
#> 558          2       -1        1       0 0.84   6.386808240      2
#> 559          2       -1        1       0 0.33   4.069739940      2
#> 560          2       -1       -1       1 0.88   3.425452927      2
#> 561          2       -1       -1       1 2.98  12.083864511      2
#> 562          2       -1       -1       1 1.56   4.152106699      2
#> 563          2       -1       -1       1 2.00  -0.604607461      1
#> 564          2       -1        1       0 1.06   6.206889707      2
#> 565          2       -1       -1       1 3.02  10.122551904      2
#> 566          2       -1       -1       1 3.02  10.405932504      2
#> 567          2       -1       -1       1 1.07   2.750041008      2
#> 568          2       -1        1       0 1.05   4.821185353      2
#> 569          2       -1       -1       1 0.86  -0.475087570      1
#> 570          2       -1       -1       1 0.43  -0.120257929      1
#> 571          2       -1       -1       1 0.34   5.051940807      2
#> 572          2       -1        1       0 0.52   4.203003059      2
#> 573          2       -1       -1       1 0.83   6.979148291      2
#> 574          2       -1       -1       1 1.23   0.989508638      2
#> 575          2       -1        1       0 0.88   1.975715911      2
#> 576          2       -1       -1       1 0.68   4.153029341      2
#> 577          2       -1       -1       1 0.67   3.632247931      2
#> 578          2       -1       -1       1 0.46   2.099651279      2
#> 579          2       -1       -1       1 0.35   1.449557295      2
#> 580          2       -1       -1       1 1.11   4.805052821      2
#> 581          2       -1       -1       1 0.88   1.510465357      2
#> 582          2       -1       -1       1 0.33   9.090900373      2
#> 583          2       -1       -1       1 0.45   4.790678863      2
#> 584          2       -1       -1       1 2.00   2.063888820      2
#> 585          2       -1       -1       1 0.83   7.235012573      2
#> 586          2       -1        1       0 2.60   2.277606093      2
#> 587          2       -1       -1       1 5.33   5.786481371      2
#> 588          2       -1       -1       1 0.60  -1.777999844      1
#> 589          2       -1       -1       1 3.15  11.224818736      2
#> 590          2       -1       -1       1 0.55   1.267668256      2
#> 591          2       -1        1       0 0.83   4.610971953      2
#> 592          2       -1       -1       1 2.06   8.577934210      2
#> 593          2       -1       -1       1 1.09   5.468102072      2
#> 594          2       -1       -1       1 3.50   8.764204906      2
#> 595          2       -1       -1       1 0.61   6.553457624      2
#> 596          2       -1        1       0 6.88  10.535073969      2
#> 597          2       -1       -1       1 2.84   4.997186713      2
#> 598          2       -1        1       0 0.85   3.510409226      2
#> 599          2       -1       -1       1 1.09   0.297563445      1
#> 600          2       -1       -1       1 1.11   8.244281391      2
#> 601          2       -1       -1       1 2.54   1.761899949      2
#> 602          2       -1        1       0 3.38   7.943744352      2
#> 603          2       -1       -1       1 1.02   5.190255565      2
#> 604          2       -1       -1       1 1.71   4.689616939      2
#> 605          2       -1        1       0 0.68   2.404914595      2
#> 606          2       -1       -1       1 0.96   1.446479214      2
#> 607          2       -1       -1       1 1.14   4.051800758      2
#> 608          2       -1       -1       1 0.51   3.735609892      2
#> 609          2       -1       -1       1 0.49   3.077858088      2
#> 610          2       -1       -1       1 1.14   5.666878713      2
#> 611          2       -1       -1       1 0.52   2.605272190      2
#> 612          2       -1       -1       1 0.78   0.718454864      1
#> 613          2       -1       -1       1 1.41   3.911736638      2
#> 614          2       -1       -1       1 1.00  -0.571394222      1
#> 615          2       -1       -1       1 3.81  11.241818574      2
#> 616          2       -1       -1       1 1.05   5.656873428      2
#> 617          2       -1        1       0 0.49   1.874943466      2
#> 618          2       -1       -1       1 1.46   2.903488146      2
#> 619          2       -1        1       0 1.89   2.390754206      2
#> 620          2       -1        1       0 0.46   1.044655417      2
#> 621          2       -1       -1       1 0.51  -0.350854907      1
#> 622          2       -1       -1       1 0.58   4.775886473      2
#> 623          2       -1       -1       1 0.48   4.885487697      2
#> 624          2       -1       -1       1 0.88   1.455855653      2
#> 625          2       -1        1       0 0.33   7.171072317      2
#> 626          2       -1       -1       1 0.55   2.396489332      2
#> 627          2       -1       -1       1 2.47   2.331585254      2
#> 628          2       -1       -1       1 0.84   4.267360058      2
#> 629          2       -1       -1       1 1.13   4.864040946      2
#> 630          2       -1       -1       1 1.10   5.335454583      2
#> 631          2       -1        1       0 1.15   6.265792873      2
#> 632          2       -1       -1       1 1.13   6.568746683      2
#> 633          2       -1       -1       1 0.41   3.883510189      2
#> 634          2       -1       -1       1 0.94   5.843903880      2
#> 635          2       -1       -1       1 0.46  -2.974400745      1
#> 636          2       -1        1       0 1.06   6.871262003      2
#> 637          2       -1       -1       1 0.99   7.278516657      2
#> 638          2       -1       -1       1 0.52   3.069723055      2
#> 639          2       -1       -1       1 0.53   2.012277688      2
#> 640          2       -1        1       0 2.23   2.756566867      2
#> 641          2       -1       -1       1 0.47   2.756599708      2
#> 642          2       -1        1       0 1.75   6.114867817      2
#> 643          2       -1       -1       1 0.50   0.780635385      1
#> 644          2       -1       -1       1 0.64   3.372875136      2
#> 645          2       -1       -1       1 1.47   3.944849211      2
#> 646          2       -1       -1       1 4.00   5.415934593      2
#> 647          2       -1       -1       1 2.42  14.140949635      2
#> 648          2       -1       -1       1 0.61   6.610733164      2
#> 649          2       -1       -1       1 0.60   2.660614823      2
#> 650          2       -1       -1       1 0.72   9.026884743      2
#> 651          2       -1       -1       1 1.69   5.513737937      2
#> 652          2       -1       -1       1 0.38   4.940385586      2
#> 653          2       -1       -1       1 0.36  -2.074393326      1
#> 654          2       -1       -1       1 1.45   2.728684920      2
#> 655          2       -1        1       0 0.58   4.947566016      2
#> 656          2       -1       -1       1 1.75   5.120648490      2
#> 657          2       -1        1       0 0.55   2.735798612      2
#> 658          2       -1       -1       1 1.05   5.414462135      2
#> 659          2       -1        1       0 1.64   6.348216079      2
#> 660          2       -1       -1       1 0.58   5.715381815      2
#> 661          2       -1       -1       1 0.35  -0.220487393      1
#> 662          2       -1       -1       1 2.41   2.249836722      2
#> 663          2       -1       -1       1 3.17   2.972386738      2
#> 664          2       -1       -1       1 1.74   2.764012940      2
#> 665          2       -1       -1       1 0.97   1.619402918      2
#> 666          2       -1       -1       1 0.45   2.900024917      2
#> 667          2       -1       -1       1 2.88   5.314984723      2
#> 668          2       -1       -1       1 2.32   6.269152026      2
#> 669          2       -1       -1       1 0.37   6.652811930      2
#> 670          2       -1       -1       1 2.15   2.502932216      2
#> 671          2       -1       -1       1 3.39   3.247879553      2
#> 672          2       -1       -1       1 0.83   5.551047816      2
#> 673          2       -1       -1       1 0.88   5.008875189      2
#> 674          2       -1        1       0 0.56   3.116024597      2
#> 675          2       -1       -1       1 0.79   9.988664923      2
#> 676          2       -1        1       0 0.36  -1.403500900      1
#> 677          2       -1        1       0 2.16   2.462043046      2
#> 678          2       -1       -1       1 2.70  15.713236565      2
#> 679          2       -1       -1       1 0.57   1.911883302      2
#> 680          2       -1        1       0 0.30   2.949734989      2
#> 681          2       -1       -1       1 1.65   0.464251054      1
#> 682          2       -1       -1       1 4.04   2.761663152      2
#> 683          2       -1        1       0 3.52   6.442746312      2
#> 684          2       -1       -1       1 4.29   2.000160686      2
#> 685          2       -1       -1       1 2.02   2.568520635      2
#> 686          2       -1       -1       1 0.95   4.134757414      2
#> 687          2       -1       -1       1 6.08   0.470688906      1
#> 688          2       -1       -1       1 0.84  -1.268966603      1
#> 689          2       -1       -1       1 0.48   1.652643234      2
#> 690          2       -1        1       0 1.38   7.577989908      2
#> 691          2       -1       -1       1 0.23   1.527607734      2
#> 692          2       -1       -1       1 0.76   1.201828015      2
#> 693          2       -1       -1       1 2.02   7.094638843      2
#> 694          2       -1       -1       1 0.63   5.851591336      2
#> 695          2       -1       -1       1 0.55   6.515183076      2
#> 696          2       -1       -1       1 3.24   6.743728335      2
#> 697          2       -1       -1       1 0.91   7.362452682      2
#> 698          2       -1       -1       1 1.69   1.597378166      2
#> 699          2       -1       -1       1 1.94   4.862642702      2
#> 700          2       -1       -1       1 1.28   1.632999161      2
#> 701          2       -1        1       0 0.37   1.709516882      2
#> 702          2       -1       -1       1 4.12  10.771441003      2
#> 703          2       -1       -1       1 2.50  11.664686880      2
#> 704          2       -1       -1       1 2.14   7.292305663      2
#> 705          2       -1        1       0 0.85  -0.983938575      1
#> 706          2       -1       -1       1 1.31   6.487674582      2
#> 707          2       -1       -1       1 1.13   7.280083484      2
#> 708          2       -1        1       0 0.19   1.564121135      2
#> 709          2       -1        1       0 1.05   5.363550963      2
#> 710          2       -1       -1       1 1.50   4.350445269      2
#> 711          2       -1       -1       1 2.19   3.596790111      2
#> 712          2       -1       -1       1 0.98   2.541388536      2
#> 713          2       -1       -1       1 0.44   1.769669750      2
#> 714          2       -1       -1       1 0.59   6.607187737      2
#> 715          2       -1       -1       1 0.38   4.026077323      2
#> 716          2       -1       -1       1 0.67   5.376165841      2
#> 717          2       -1       -1       1 0.47   6.061961194      2
#> 718          2       -1       -1       1 1.52   4.639489159      2
#> 719          2       -1       -1       1 0.35   5.569814976      2
#> 720          2       -1       -1       1 0.23   2.413744105      2
#> 721          2       -1       -1       1 1.42  -2.290985700      1
#> 722          2       -1       -1       1 0.66   2.372141431      2
#> 723          2       -1        1       0 0.40   4.126603225      2
#> 724          2       -1       -1       1 0.87  -5.016180697      1
#> 725          2       -1       -1       1 0.46   1.821989160      2
#> 726          2       -1       -1       1 0.72   8.814286320      2
#> 727          2       -1       -1       1 3.33   5.059495195      2
#> 728          2       -1        1       0 1.49  12.091400279      2
#> 729          2       -1       -1       1 0.86   4.029209840      2
#> 730          2       -1        1       0 1.21   2.164183160      2
#> 731          2       -1       -1       1 0.96   4.384014918      2
#> 732          2       -1       -1       1 0.78  -1.005080708      1
#> 733          2       -1       -1       1 1.93   0.646972964      1
#> 734          2       -1       -1       1 1.23   3.456529082      2
#> 735          2       -1       -1       1 0.76  -5.387097338      1
#> 736          2       -1       -1       1 0.69   2.301299536      2
#> 737          2       -1       -1       1 1.23   2.648057880      2
#> 738          2       -1       -1       1 0.82   1.332778574      2
#> 739          2       -1       -1       1 2.96   6.185584683      2
#> 740          2       -1       -1       1 0.78   2.105516654      2
#> 741          2       -1       -1       1 1.49   9.227362028      2
#> 742          2       -1       -1       1 1.33   3.017648801      2
#> 743          2       -1       -1       1 2.76   9.322326769      2
#> 744          2       -1       -1       1 1.08   4.362344323      2
#> 745          2       -1       -1       1 1.04   7.200057373      2
#> 746          2       -1       -1       1 0.66   6.372847834      2
#> 747          2       -1        1       0 2.66   2.504407086      2
#> 748          2       -1       -1       1 0.59   5.035438275      2
#> 749          2       -1       -1       1 0.90  -0.625837108      1
#> 750          2       -1       -1       1 0.46   2.796442692      2
#> 751          2       -1       -1       1 0.54  -0.888639494      1
#> 752          2       -1       -1       1 0.72   4.902644594      2
#> 753          2       -1       -1       1 0.54  11.582713890      2
#> 754          2       -1       -1       1 0.74   3.896743375      2
#> 755          2       -1        1       0 0.47   5.179226350      2
#> 756          2       -1       -1       1 1.08   1.719349946      2
#> 757          2       -1        1       0 2.57   7.597350085      2
#> 758          2       -1       -1       1 2.28   7.830230737      2
#> 759          2       -1       -1       1 0.48   7.729513777      2
#> 760          2       -1        1       0 2.24   5.512805273      2
#> 761          2       -1       -1       1 1.40   9.890819943      2
#> 762          2       -1       -1       1 5.41  12.322301025      2
#> 763          2       -1       -1       1 1.42  12.437643820      2
#> 764          2       -1       -1       1 6.27  11.319901155      2
#> 765          2       -1       -1       1 0.41   3.931859836      2
#> 766          2       -1       -1       1 0.71  -0.564258878      1
#> 767          2       -1       -1       1 1.31   5.992133123      2
#> 768          2       -1       -1       1 2.06  -0.450683605      1
#> 769          2       -1        1       0 0.99   5.610529539      2
#> 770          2       -1       -1       1 1.49   1.840504083      2
#> 771          2       -1       -1       1 2.52   1.337840044      2
#> 772          2       -1        1       0 2.29   2.065381237      2
#> 773          2       -1       -1       1 0.76   4.719713016      2
#> 774          2       -1       -1       1 0.87   1.306391425      2
#> 775          2       -1        1       0 0.67   3.773188717      2
#> 776          2       -1       -1       1 0.63   3.783295569      2
#> 777          2       -1       -1       1 1.42   3.699493597      2
#> 778          2       -1       -1       1 2.23   6.839692880      2
#> 779          2       -1       -1       1 0.63   5.926505886      2
#> 780          2       -1       -1       1 0.57   2.049406851      2
#> 781          2       -1       -1       1 0.84   2.232212198      2
#> 782          2       -1       -1       1 2.14   7.088665411      2
#> 783          2       -1       -1       1 1.62   7.168287142      2
#> 784          2       -1        1       0 2.10  -0.774240224      1
#> 785          2       -1       -1       1 0.82   1.975260447      2
#> 786          2       -1       -1       1 0.81   2.160026866      2
#> 787          2       -1       -1       1 0.54   0.261563230      1
#> 788          2       -1       -1       1 0.82   0.032724598      1
#> 789          2       -1       -1       1 1.42  -1.718671281      1
#> 790          2       -1       -1       1 0.92   4.852998135      2
#> 791          2       -1       -1       1 0.78   0.414620340      1
#> 792          2       -1       -1       1 0.35   2.961929906      2
#> 793          2       -1        1       0 1.07   3.367836000      2
#> 794          2       -1       -1       1 0.50   1.796908753      2
#> 795          2       -1       -1       1 2.40   6.163532166      2
#> 796          2       -1       -1       1 0.88   7.969636510      2
#> 797          2       -1       -1       1 1.11   5.801166889      2
#> 798          2       -1       -1       1 1.33   0.126562673      1
#> 799          2       -1       -1       1 1.03   2.433727481      2
#> 800          2       -1       -1       1 2.72   4.964848177      2
#> 801          1        1        1       1 0.36   2.768097176      2
#> 802          1        1       -1       0 1.29   0.231415654      1
#> 803          1        1        1       1 1.04  -1.912398608      1
#> 804          1        1        1       1 2.72   2.559086865      2
#> 805          1        1        1       1 1.78   2.209746736      2
#> 806          1        1       -1       0 1.02   1.393837396      2
#> 807          1        1       -1       0 8.00   1.847911616      2
#> 808          1        1       -1       0 0.99  -1.829582456      1
#> 809          1        1        1       1 1.27   2.866200300      2
#> 810          1        1        1       1 0.70   2.300639392      2
#> 811          1        1        1       1 1.10   3.819364681      2
#> 812          1        1        1       1 0.91   3.271379523      2
#> 813          1        1        1       1 3.09  -0.111049348      1
#> 814          1        1        1       1 0.50  -0.531583035      1
#> 815          1        1        1       1 0.48   1.146935022      2
#> 816          1        1        1       1 0.55   0.019340420      1
#> 817          1        1        1       1 2.47  -2.771867320      1
#> 818          1        1        1       1 3.60   3.172347501      2
#> 819          1        1        1       1 4.71  -3.596848500      1
#> 820          1        1        1       1 2.15   2.146574099      2
#> 821          1        1        1       1 0.65   1.544239089      2
#> 822          1        1        1       1 1.02  -3.633147422      1
#> 823          1        1        1       1 1.17   0.192383285      1
#> 824          1        1        1       1 0.67   1.438567224      2
#> 825          1        1        1       1 0.24  -1.810350103      1
#> 826          1        1        1       1 1.18  -2.201320912      1
#> 827          1        1       -1       0 0.83   7.208590996      2
#> 828          1        1       -1       0 1.61  -0.607243575      1
#> 829          1        1        1       1 0.96   0.521512456      1
#> 830          1        1        1       1 0.27   5.078877205      2
#> 831          1        1       -1       0 1.60   1.945805309      2
#> 832          1        1        1       1 0.34   2.901102356      2
#> 833          1        1        1       1 0.46   3.555192468      2
#> 834          1        1       -1       0 2.61   7.912839161      2
#> 835          1        1        1       1 3.41   0.461226391      1
#> 836          1        1        1       1 0.84   0.375998540      1
#> 837          1        1       -1       0 1.24  -0.438920202      1
#> 838          1        1       -1       0 1.22   3.074128363      2
#> 839          1        1       -1       0 3.25  -2.213589289      1
#> 840          1        1       -1       0 2.26  -7.102155559      1
#> 841          1        1        1       1 1.92   1.213426286      2
#> 842          1        1       -1       0 1.03   0.440197279      1
#> 843          1        1       -1       0 4.68  -0.812528510      1
#> 844          1        1        1       1 2.91   2.548385554      2
#> 845          1        1       -1       0 1.00  -0.008155388      1
#> 846          1        1        1       1 2.02  -3.600017754      1
#> 847          1        1        1       1 0.45  -1.776612123      1
#> 848          1        1       -1       0 2.70   2.601616700      2
#> 849          1        1       -1       0 0.58   2.400531287      2
#> 850          1        1        1       1 1.10   1.661819468      2
#> 851          1        1        1       1 0.70   0.818767600      2
#> 852          1        1        1       1 2.53   5.624634436      2
#> 853          1        1       -1       0 0.36   2.574414751      2
#> 854          1        1        1       1 1.95  -1.488207609      1
#> 855          1        1       -1       0 0.62   4.051156697      2
#> 856          1        1        1       1 0.76  -0.226298390      1
#> 857          1        1       -1       0 1.55   3.015788609      2
#> 858          1        1       -1       0 0.97  -0.180332684      1
#> 859          1        1       -1       0 1.20  -3.377945817      1
#> 860          1        1       -1       0 0.97  -2.596495062      1
#> 861          1        1        1       1 1.55   1.501829903      2
#> 862          1        1        1       1 1.48  -0.065258413      1
#> 863          1        1       -1       0 0.79  -5.620869302      1
#> 864          1        1        1       1 0.46  -0.489422790      1
#> 865          1        1        1       1 1.85  -1.352919367      1
#> 866          1        1        1       1 0.94  -1.832881935      1
#> 867          1        1       -1       0 1.27   1.440355916      2
#> 868          1        1        1       1 0.26   2.153020232      2
#> 869          1        1        1       1 1.16   0.238062860      1
#> 870          1        1        1       1 0.51   0.152110149      1
#> 871          1        1        1       1 0.81   4.743472596      2
#> 872          1        1        1       1 1.17   0.312321805      1
#> 873          1        1        1       1 1.28  -1.546034055      1
#> 874          1        1       -1       0 1.22   1.021405811      2
#> 875          1        1       -1       0 0.62  -0.870366638      1
#> 876          1        1        1       1 0.80   3.094015469      2
#> 877          1        1        1       1 2.06   5.777731004      2
#> 878          1        1        1       1 0.51  -2.266811666      1
#> 879          1        1        1       1 1.35  -3.784618497      1
#> 880          1        1       -1       0 4.10   0.307971969      1
#> 881          1        1        1       1 0.24  -1.090205846      1
#> 882          1        1        1       1 2.25   0.383274759      1
#> 883          1        1       -1       0 1.31  -0.839848616      1
#> 884          1        1       -1       0 2.35   1.367991717      2
#> 885          1        1       -1       0 0.74  -2.775461902      1
#> 886          1        1        1       1 0.45   3.397339762      2
#> 887          1        1        1       1 0.74   2.098708598      2
#> 888          1        1       -1       0 1.33  -6.545986059      1
#> 889          1        1        1       1 0.28  -0.208118134      1
#> 890          1        1        1       1 1.57  -2.000165965      1
#> 891          1        1       -1       0 0.90  -0.496409104      1
#> 892          1        1       -1       0 1.25  -1.270734902      1
#> 893          1        1        1       1 1.87  -4.527484520      1
#> 894          1        1        1       1 1.16   2.036950930      2
#> 895          1        1        1       1 1.41   1.481645977      2
#> 896          1        1        1       1 0.44   2.111483570      2
#> 897          1        1       -1       0 0.81   2.765782945      2
#> 898          1        1       -1       0 0.94  -2.769592771      1
#> 899          1        1        1       1 0.39  -1.340220118      1
#> 900          1        1        1       1 0.83  -0.657517402      1
#> 901          1        1        1       1 1.23  -1.077066405      1
#> 902          1        1        1       1 2.06   1.881387905      2
#> 903          1        1       -1       0 1.45  -1.050713077      1
#> 904          1        1        1       1 0.26  -0.505233646      1
#> 905          1        1        1       1 0.19   2.326525269      2
#> 906          1        1       -1       0 0.94   1.501305160      2
#> 907          1        1       -1       0 0.48   1.325250138      2
#> 908          1        1        1       1 0.41   1.035044565      2
#> 909          1        1       -1       0 1.52   0.549373238      1
#> 910          1        1       -1       0 1.06   4.760109857      2
#> 911          1        1        1       1 1.13   2.674036783      2
#> 912          1        1        1       1 0.42   0.459366310      1
#> 913          1        1        1       1 1.64  -3.107584630      1
#> 914          1        1       -1       0 1.04  -0.844106280      1
#> 915          1        1        1       1 1.77   1.409074793      2
#> 916          1        1       -1       0 7.02   2.689852160      2
#> 917          1        1       -1       0 1.53  -0.923994226      1
#> 918          1        1       -1       0 1.25   2.177127560      2
#> 919          1        1        1       1 0.36   0.537792282      1
#> 920          1        1        1       1 0.77   3.195504095      2
#> 921          1        1       -1       0 6.98  -4.412315899      1
#> 922          1        1       -1       0 2.06  -3.004050466      1
#> 923          1        1       -1       0 1.00   2.541366080      2
#> 924          1        1       -1       0 0.45   2.828714313      2
#> 925          1        1       -1       0 2.23  -0.339462606      1
#> 926          1        1        1       1 0.85   0.894178791      2
#> 927          1        1       -1       0 1.04  -0.420362943      1
#> 928          1        1       -1       0 0.95   1.435007326      2
#> 929          1        1        1       1 0.57  -0.585145561      1
#> 930          1        1        1       1 2.40   1.820045526      2
#> 931          1        1       -1       0 0.84  -1.137454900      1
#> 932          1        1        1       1 0.80   4.026332061      2
#> 933          1        1        1       1 0.26  -2.282571222      1
#> 934          1        1        1       1 1.07   5.605616759      2
#> 935          1        1       -1       0 1.06  -0.266545649      1
#> 936          1        1       -1       0 0.75   1.362073356      2
#> 937          1        1       -1       0 1.37  -2.133611715      1
#> 938          1        1       -1       0 0.38  -3.731598155      1
#> 939          1        1       -1       0 0.36  -1.230277903      1
#> 940          1        1       -1       0 0.47  -2.389425312      1
#> 941          1        1        1       1 1.50   3.845097821      2
#> 942          1        1        1       1 2.16  -3.787214812      1
#> 943          1        1       -1       0 0.52   0.837744194      2
#> 944          1        1       -1       0 0.46   5.113425515      2
#> 945          1        1        1       1 1.23   1.291378715      2
#> 946          1        1       -1       0 1.47   1.410352026      2
#> 947          1        1        1       1 1.00   0.775531313      1
#> 948          1        1        1       1 0.35   0.314023650      1
#> 949          1        1       -1       0 0.87   0.456218928      1
#> 950          1        1        1       1 0.92   5.606095078      2
#> 951          1        1        1       1 1.56   0.420464621      1
#> 952          1        1       -1       0 0.45   2.436614974      2
#> 953          1        1       -1       0 0.37  -5.774263206      1
#> 954          1        1       -1       0 1.75  -4.428487638      1
#> 955          1        1       -1       0 2.45   2.454645109      2
#> 956          1        1        1       1 0.41   2.839878029      2
#> 957          1        1        1       1 0.32   1.216611109      2
#> 958          1        1        1       1 0.85   3.345562477      2
#> 959          1        1        1       1 0.71   1.390218006      2
#> 960          1        1       -1       0 5.29  -3.523453745      1
#> 961          1        1       -1       0 0.93  -1.943619242      1
#> 962          1        1        1       1 0.41  -2.062507070      1
#> 963          1        1        1       1 2.06  -5.251291966      1
#> 964          1        1        1       1 0.39   1.073896748      2
#> 965          1        1        1       1 1.77   0.221995680      1
#> 966          1        1       -1       0 1.40  -4.389635394      1
#> 967          1        1        1       1 0.69  -1.755201962      1
#> 968          1        1        1       1 1.55   0.189421604      1
#> 969          1        1        1       1 0.98   5.362797237      2
#> 970          1        1        1       1 2.24   2.715724688      2
#> 971          1        1       -1       0 0.27  -2.217429023      1
#> 972          1        1       -1       0 0.32   3.238620373      2
#> 973          1        1       -1       0 1.42   6.114454351      2
#> 974          1        1        1       1 1.81   5.128042311      2
#> 975          1        1       -1       0 2.92   0.634281988      1
#> 976          1        1       -1       0 0.71  -2.094776364      1
#> 977          1        1       -1       0 0.68  -3.060270231      1
#> 978          1        1        1       1 1.11  -3.160107243      1
#> 979          1        1        1       1 0.87   0.364010108      1
#> 980          1        1        1       1 2.62  -2.682906572      1
#> 981          1        1       -1       0 3.70  -5.974664061      1
#> 982          1        1        1       1 1.07  -0.233369492      1
#> 983          1        1        1       1 0.40   2.405833435      2
#> 984          1        1       -1       0 1.62   3.440404137      2
#> 985          1        1       -1       0 1.96  -4.213775539      1
#> 986          1        1        1       1 0.91   2.724240345      2
#> 987          1        1        1       1 0.80  -2.747592718      1
#> 988          1        1        1       1 1.44   2.230672860      2
#> 989          1        1        1       1 1.05  -0.099787309      1
#> 990          1        1       -1       0 1.14   3.382125834      2
#> 991          1        1        1       1 1.32   4.266324590      2
#> 992          1        1        1       1 1.43   4.418594257      2
#> 993          1        1       -1       0 0.43   3.753407592      2
#> 994          1        1        1       1 0.92   7.012617796      2
#> 995          1        1        1       1 2.15  -4.406320489      1
#> 996          1        1        1       1 0.35  -3.683222339      1
#> 997          1        1        1       1 0.90   0.192718594      1
#> 998          1        1        1       1 0.68  -3.144194173      1
#> 999          1        1       -1       0 0.98  -2.388086412      1
#> 1000         1        1       -1       0 1.42  -5.708573915      1
#> 1001         1        1       -1       0 0.54  -1.604950729      1
#> 1002         1        1       -1       0 0.58  -0.981922317      1
#> 1003         1        1        1       1 1.65   3.357549322      2
#> 1004         1        1       -1       0 1.72  -2.882761332      1
#> 1005         1        1       -1       0 1.85  -1.852212091      1
#> 1006         1        1        1       1 2.88   1.404951112      2
#> 1007         1        1       -1       0 1.82   5.338496524      2
#> 1008         1        1       -1       0 2.19   5.447979574      2
#> 1009         1        1        1       1 2.78   3.368030764      2
#> 1010         1        1        1       1 0.85  -1.044043378      1
#> 1011         1        1        1       1 0.52   2.448531981      2
#> 1012         1        1        1       1 0.50  -0.680230925      1
#> 1013         1        1       -1       0 0.80  -2.037009427      1
#> 1014         1        1        1       1 1.21   2.325366055      2
#> 1015         1        1        1       1 1.11   1.369340598      2
#> 1016         1        1       -1       0 0.62   2.599269860      2
#> 1017         1        1        1       1 0.67   3.145066044      2
#> 1018         1        1        1       1 0.26   1.094009760      2
#> 1019         1        1       -1       0 2.67  13.512510941      2
#> 1020         1        1        1       1 0.85  -4.930321643      1
#> 1021         1        1        1       1 1.19  -3.087457986      1
#> 1022         1        1        1       1 1.31  -4.883764457      1
#> 1023         1        1        1       1 0.83   6.247952118      2
#> 1024         1        1        1       1 1.01   5.722542211      2
#> 1025         1        1        1       1 0.67   4.191033110      2
#> 1026         1        1        1       1 0.59   2.710090353      2
#> 1027         1        1        1       1 1.02  -2.722873140      1
#> 1028         1        1        1       1 2.94   1.625933633      2
#> 1029         1        1        1       1 4.72  -0.572517635      1
#> 1030         1        1        1       1 0.89   3.329694161      2
#> 1031         1        1       -1       0 2.43   3.746505873      2
#> 1032         1        1        1       1 1.23   5.168523179      2
#> 1033         1        1        1       1 1.13  -0.041105481      1
#> 1034         1        1        1       1 0.54  -0.705735046      1
#> 1035         1        1       -1       0 1.90   3.777541760      2
#> 1036         1        1       -1       0 0.90   4.870150186      2
#> 1037         1        1       -1       0 0.91   1.669822913      2
#> 1038         1        1        1       1 0.92   2.164968046      2
#> 1039         1        1        1       1 8.36  16.500067188      2
#> 1040         1        1        1       1 0.67  -0.055928577      1
#> 1041         1        1        1       1 2.29   1.034429737      2
#> 1042         1        1        1       1 0.77   1.238101527      2
#> 1043         1        1       -1       0 4.84   1.905696133      2
#> 1044         1        1       -1       0 0.61  -1.082039342      1
#> 1045         1        1        1       1 2.08   4.198912864      2
#> 1046         1        1       -1       0 1.84   4.322745898      2
#> 1047         1        1        1       1 4.27  -0.331731787      1
#> 1048         1        1       -1       0 1.25   1.039017897      2
#> 1049         1        1        1       1 1.71  -0.096014140      1
#> 1050         1        1       -1       0 7.36   3.544208315      2
#> 1051         1        1        1       1 5.61  -0.411182128      1
#> 1052         1        1        1       1 1.27   3.630663141      2
#> 1053         1        1       -1       0 0.48  -4.279283466      1
#> 1054         1        1        1       1 3.20  -1.874531605      1
#> 1055         1        1        1       1 1.46  -2.658665986      1
#> 1056         1        1       -1       0 1.71   6.014329034      2
#> 1057         1        1        1       1 0.98   4.122113787      2
#> 1058         1        1       -1       0 0.88  -3.666141038      1
#> 1059         1        1        1       1 0.43   3.261434464      2
#> 1060         1        1        1       1 2.71  -0.583498511      1
#> 1061         1        1       -1       0 0.79  -3.573846297      1
#> 1062         1        1       -1       0 0.85   3.485873208      2
#> 1063         1        1        1       1 0.80   2.275520071      2
#> 1064         1        1        1       1 1.13   3.453040574      2
#> 1065         1        1        1       1 1.92  -2.183370055      1
#> 1066         1        1       -1       0 1.56   4.140103323      2
#> 1067         1        1       -1       0 1.42  -2.643887788      1
#> 1068         1        1        1       1 0.59   3.001941114      2
#> 1069         1        1        1       1 2.95  -0.634282081      1
#> 1070         1        1        1       1 1.07  -2.242055566      1
#> 1071         1        1       -1       0 5.70  -9.726328804      1
#> 1072         1        1       -1       0 2.10   7.755951560      2
#> 1073         1        1        1       1 2.15   7.899959935      2
#> 1074         1        1        1       1 0.91  -6.404885675      1
#> 1075         1        1        1       1 0.34   2.393610303      2
#> 1076         1        1        1       1 1.81   4.063299812      2
#> 1077         1        1        1       1 1.79   0.761345787      1
#> 1078         1        1        1       1 1.05  -5.550818037      1
#> 1079         1        1        1       1 0.44   0.146589595      1
#> 1080         1        1        1       1 0.66   3.591967723      2
#> 1081         1        1        1       1 0.26  -0.886003324      1
#> 1082         1        1        1       1 0.75  -0.743768127      1
#> 1083         1        1       -1       0 2.13   3.244115162      2
#> 1084         1        1        1       1 1.81   6.962249622      2
#> 1085         1        1        1       1 0.42  -3.611499493      1
#> 1086         1        1       -1       0 1.55   6.211436259      2
#> 1087         1        1        1       1 0.29  -3.395581791      1
#> 1088         1        1        1       1 0.58  -1.880516396      1
#> 1089         1        1       -1       0 3.97   4.476771974      2
#> 1090         1        1        1       1 2.13   1.866962686      2
#> 1091         1        1       -1       0 0.74   2.887525023      2
#> 1092         1        1        1       1 0.47  -0.898404801      1
#> 1093         1        1        1       1 1.25   0.803731854      2
#> 1094         1        1        1       1 1.19  -2.042185348      1
#> 1095         1        1        1       1 2.95   0.154736820      1
#> 1096         1        1        1       1 1.38  -4.450632150      1
#> 1097         1        1        1       1 1.74   0.734052034      1
#> 1098         1        1        1       1 1.18  -4.490145778      1
#> 1099         1        1        1       1 1.61   3.280832823      2
#> 1100         1        1        1       1 4.59 -16.199450074      1
#> 1101         1        1       -1       0 1.00   1.612365490      2
#> 1102         1        1       -1       0 2.81   5.142636744      2
#> 1103         1        1        1       1 2.06  -3.631733797      1
#> 1104         1        1       -1       0 1.02   2.742819971      2
#> 1105         1        1       -1       0 0.73  -1.192705536      1
#> 1106         1        1        1       1 3.73  -7.598334051      1
#> 1107         1        1       -1       0 0.90  -2.994667067      1
#> 1108         1        1        1       1 0.69   0.726203868      1
#> 1109         1        1       -1       0 5.49  15.565825204      2
#> 1110         1        1       -1       0 2.02   9.853501780      2
#> 1111         1        1        1       1 1.04   3.587117444      2
#> 1112         1        1       -1       0 1.35   2.143943246      2
#> 1113         1        1        1       1 1.43   7.377332651      2
#> 1114         1        1        1       1 1.06   5.695904658      2
#> 1115         1        1       -1       0 1.65   1.476482594      2
#> 1116         1        1        1       1 1.66   7.011682178      2
#> 1117         1        1       -1       0 1.56  -3.116750908      1
#> 1118         1        1       -1       0 1.20  -4.912546262      1
#> 1119         1        1        1       1 0.58  -1.132084519      1
#> 1120         1        1        1       1 2.28   4.050618135      2
#> 1121         1        1       -1       0 2.47   0.080946835      1
#> 1122         1        1        1       1 0.66   4.416526598      2
#> 1123         1        1       -1       0 1.16  -0.518661978      1
#> 1124         1        1        1       1 0.86   5.293789628      2
#> 1125         1        1       -1       0 0.44  -0.988547649      1
#> 1126         1        1       -1       0 1.11   5.111533625      2
#> 1127         1        1       -1       0 3.81   5.935471567      2
#> 1128         1        1       -1       0 0.48   4.545808988      2
#> 1129         1        1       -1       0 1.02  -0.405108810      1
#> 1130         1        1        1       1 0.28   0.923655664      2
#> 1131         1        1       -1       0 1.90   2.922190658      2
#> 1132         1        1       -1       0 1.22  -0.771887358      1
#> 1133         1        1        1       1 2.70   3.428063038      2
#> 1134         1        1        1       1 4.59   5.816427304      2
#> 1135         1        1       -1       0 0.38  -1.767866838      1
#> 1136         1        1        1       1 0.18   2.234838352      2
#> 1137         1        1       -1       0 1.43   0.010503772      1
#> 1138         1        1        1       1 1.14  -2.791864260      1
#> 1139         1        1        1       1 2.53  -0.443183495      1
#> 1140         1        1        1       1 1.31   0.294650776      1
#> 1141         1        1        1       1 1.61   4.533113693      2
#> 1142         1        1        1       1 1.61  -4.822374641      1
#> 1143         1        1       -1       0 0.71   1.749886470      2
#> 1144         1        1        1       1 0.56   0.269292857      1
#> 1145         1        1       -1       0 1.82   4.385068104      2
#> 1146         1        1       -1       0 1.23   0.397303165      1
#> 1147         1        1        1       1 2.38  -1.889846025      1
#> 1148         1        1        1       1 0.67   1.746043605      2
#> 1149         1        1       -1       0 2.69  -7.981676434      1
#> 1150         1        1        1       1 0.45  -0.058935378      1
#> 1151         1        1        1       1 2.14  -3.610412176      1
#> 1152         1        1        1       1 1.12   0.769228337      1
#> 1153         1        1       -1       0 2.89   4.924788976      2
#> 1154         1        1        1       1 0.48  -0.407312053      1
#> 1155         1        1       -1       0 0.67   1.365228365      2
#> 1156         1        1       -1       0 0.89   4.290485240      2
#> 1157         1        1        1       1 0.55   1.461736508      2
#> 1158         1        1        1       1 2.39   1.603572691      2
#> 1159         1        1       -1       0 1.82   1.859680459      2
#> 1160         1        1        1       1 0.72   1.817191435      2
#> 1161         1        1       -1       0 1.97  -1.112544188      1
#> 1162         1        1        1       1 1.16   2.394340042      2
#> 1163         1        1       -1       0 0.73   1.639297818      2
#> 1164         1        1        1       1 0.41   1.154884895      2
#> 1165         1        1        1       1 0.27   2.137012027      2
#> 1166         1        1        1       1 0.82  -5.763582604      1
#> 1167         1        1       -1       0 0.47   0.212664354      1
#> 1168         1        1       -1       0 2.46  -2.484177215      1
#> 1169         1        1       -1       0 3.77  -2.954918258      1
#> 1170         1        1       -1       0 0.69  -4.639253086      1
#> 1171         1        1        1       1 2.96  -4.320240994      1
#> 1172         1        1        1       1 0.31  -1.857140610      1
#> 1173         1        1        1       1 1.97   0.895361594      2
#> 1174         1        1        1       1 0.89   6.289715902      2
#> 1175         1        1        1       1 0.89   0.319424861      1
#> 1176         1        1       -1       0 3.29   6.757316911      2
#> 1177         1        1       -1       0 0.49   3.124094158      2
#> 1178         1        1        1       1 0.25   2.935841478      2
#> 1179         1        1        1       1 1.19   0.238406557      1
#> 1180         1        1        1       1 0.40   4.814002611      2
#> 1181         1        1        1       1 0.33   3.486729583      2
#> 1182         1        1       -1       0 1.92   2.675074399      2
#> 1183         1        1       -1       0 0.54   5.476797846      2
#> 1184         1        1       -1       0 0.65  -1.720302160      1
#> 1185         1        1       -1       0 2.09   3.770990657      2
#> 1186         1        1       -1       0 5.17  -2.338593927      1
#> 1187         1        1        1       1 2.37  -2.299921396      1
#> 1188         1        1       -1       0 1.98   7.827427392      2
#> 1189         1        1        1       1 2.18  -0.606333578      1
#> 1190         1        1       -1       0 1.34  -3.164696304      1
#> 1191         1        1        1       1 1.19   0.081058328      1
#> 1192         1        1        1       1 1.51   0.665892858      1
#> 1193         1        1        1       1 0.64  -2.264975043      1
#> 1194         1        1       -1       0 2.34  -1.353979642      1
#> 1195         1        1        1       1 4.19  -3.394487994      1
#> 1196         1        1       -1       0 1.19   1.840605217      2
#> 1197         1        1       -1       0 1.12   4.727017108      2
#> 1198         1        1       -1       0 1.04   7.417608303      2
#> 1199         1        1        1       1 0.43   1.083986630      2
#> 1200         1        1        1       1 5.16  10.559209053      2
#> 1201         2        1        1       1 0.48   2.576124392      2
#> 1202         2        1        1       1 0.70   3.269683367      2
#> 1203         2        1        1       1 1.13  -4.750445397      1
#> 1204         2        1        1       1 0.80   2.768981430      2
#> 1205         2        1        1       1 0.32   2.002323466      2
#> 1206         2        1        1       1 1.75   5.921975940      2
#> 1207         2        1        1       1 0.35   5.773668230      2
#> 1208         2        1        1       1 0.89   0.993200206      2
#> 1209         2        1       -1       0 4.40  13.402808089      2
#> 1210         2        1        1       1 0.36   1.907315565      2
#> 1211         2        1        1       1 0.49   3.126168738      2
#> 1212         2        1       -1       0 2.67   8.741654029      2
#> 1213         2        1        1       1 1.46   8.797090514      2
#> 1214         2        1        1       1 1.25   3.456396201      2
#> 1215         2        1       -1       0 2.94  -2.117349992      1
#> 1216         2        1        1       1 2.72   9.540374687      2
#> 1217         2        1        1       1 0.32   1.042523492      2
#> 1218         2        1        1       1 2.14   6.836394974      2
#> 1219         2        1       -1       0 2.05   9.785257928      2
#> 1220         2        1        1       1 0.99   5.956764802      2
#> 1221         2        1        1       1 2.67  -1.682442851      1
#> 1222         2        1        1       1 0.83  -0.793735167      1
#> 1223         2        1        1       1 0.90   3.490260859      2
#> 1224         2        1       -1       0 0.37   3.157568708      2
#> 1225         2        1        1       1 1.48   2.779443430      2
#> 1226         2        1       -1       0 0.58   4.066483449      2
#> 1227         2        1        1       1 1.50   4.890009520      2
#> 1228         2        1        1       1 2.01   0.080876392      1
#> 1229         2        1        1       1 0.31   1.912961423      2
#> 1230         2        1        1       1 0.80   3.092043979      2
#> 1231         2        1        1       1 0.30   1.345211158      2
#> 1232         2        1        1       1 0.88  -3.012870555      1
#> 1233         2        1        1       1 1.19   7.631025338      2
#> 1234         2        1        1       1 0.46   5.812385917      2
#> 1235         2        1        1       1 0.49  -0.653661421      1
#> 1236         2        1        1       1 2.06   3.001369600      2
#> 1237         2        1        1       1 0.93   8.460770078      2
#> 1238         2        1        1       1 0.31   2.928790317      2
#> 1239         2        1        1       1 0.36   1.041590315      2
#> 1240         2        1        1       1 1.31   6.605848227      2
#> 1241         2        1       -1       0 1.00  -3.397118330      1
#> 1242         2        1        1       1 0.90   1.306899142      2
#> 1243         2        1       -1       0 3.33   9.486037632      2
#> 1244         2        1        1       1 0.65   3.862774150      2
#> 1245         2        1        1       1 2.31   7.661523246      2
#> 1246         2        1        1       1 1.12  -3.574627357      1
#> 1247         2        1       -1       0 0.86   0.347722709      1
#> 1248         2        1        1       1 1.11   4.653137894      2
#> 1249         2        1        1       1 0.79   0.314602480      1
#> 1250         2        1        1       1 0.57   5.062867052      2
#> 1251         2        1        1       1 0.64   5.343214138      2
#> 1252         2        1        1       1 0.62   7.261868852      2
#> 1253         2        1       -1       0 0.75   1.276646813      2
#> 1254         2        1        1       1 0.75   1.773183775      2
#> 1255         2        1        1       1 0.77   4.488211969      2
#> 1256         2        1        1       1 0.54   4.284892755      2
#> 1257         2        1        1       1 1.44   7.431075347      2
#> 1258         2        1        1       1 0.66   4.665762728      2
#> 1259         2        1        1       1 0.30   0.623218848      1
#> 1260         2        1        1       1 2.05  -0.187638089      1
#> 1261         2        1        1       1 0.98   1.417064099      2
#> 1262         2        1        1       1 0.38   3.265488209      2
#> 1263         2        1       -1       0 2.15   6.764511282      2
#> 1264         2        1        1       1 2.41   3.523636191      2
#> 1265         2        1        1       1 0.86   1.754661781      2
#> 1266         2        1        1       1 0.61   2.530088774      2
#> 1267         2        1        1       1 0.61   3.519651235      2
#> 1268         2        1        1       1 0.66   8.983280686      2
#> 1269         2        1       -1       0 0.81   0.258371748      1
#> 1270         2        1       -1       0 0.97   2.808611767      2
#> 1271         2        1        1       1 2.14   6.129555987      2
#> 1272         2        1        1       1 0.43   3.827720623      2
#> 1273         2        1        1       1 1.01   1.225798605      2
#> 1274         2        1        1       1 1.00   2.022394124      2
#> 1275         2        1        1       1 0.46   3.778689108      2
#> 1276         2        1        1       1 0.25   2.165585061      2
#> 1277         2        1        1       1 0.38   2.514609958      2
#> 1278         2        1       -1       0 0.72   2.427511783      2
#> 1279         2        1        1       1 0.68  -2.246278674      1
#> 1280         2        1        1       1 1.45   1.435560728      2
#> 1281         2        1       -1       0 1.56   7.221172840      2
#> 1282         2        1        1       1 0.74   1.306741335      2
#> 1283         2        1        1       1 2.01  -1.905719432      1
#> 1284         2        1        1       1 0.93   2.331617392      2
#> 1285         2        1        1       1 3.00   7.472435428      2
#> 1286         2        1       -1       0 1.12  10.285964115      2
#> 1287         2        1        1       1 0.28   5.485884933      2
#> 1288         2        1       -1       0 0.53   9.369167915      2
#> 1289         2        1        1       1 1.01   7.238431983      2
#> 1290         2        1        1       1 0.54   3.452049867      2
#> 1291         2        1        1       1 0.86  -4.898109843      1
#> 1292         2        1        1       1 9.07   8.723409943      2
#> 1293         2        1        1       1 1.01   7.948538398      2
#> 1294         2        1        1       1 0.51  -1.595997133      1
#> 1295         2        1        1       1 0.60   1.772789236      2
#> 1296         2        1        1       1 1.29   4.192396971      2
#> 1297         2        1        1       1 1.03   6.127231992      2
#> 1298         2        1        1       1 0.59   2.963762833      2
#> 1299         2        1        1       1 0.57   5.071138059      2
#> 1300         2        1        1       1 0.35   6.072712946      2
#> 1301         2        1       -1       0 0.66   2.144481951      2
#> 1302         2        1        1       1 0.53   3.867213125      2
#> 1303         2        1        1       1 0.71   1.335065181      2
#> 1304         2        1        1       1 0.28   0.033947256      1
#> 1305         2        1       -1       0 0.24   4.558402668      2
#> 1306         2        1        1       1 0.56   1.011639373      2
#> 1307         2        1        1       1 1.08   4.358745055      2
#> 1308         2        1        1       1 0.39   3.816013037      2
#> 1309         2        1        1       1 0.34   1.945516400      2
#> 1310         2        1       -1       0 2.39   2.409225380      2
#> 1311         2        1        1       1 1.30   3.270834952      2
#> 1312         2        1        1       1 1.51   6.981037553      2
#> 1313         2        1        1       1 1.05  -2.999026696      1
#> 1314         2        1        1       1 0.50   1.431425870      2
#> 1315         2        1        1       1 1.74   3.371268232      2
#> 1316         2        1        1       1 0.43   3.878644218      2
#> 1317         2        1        1       1 1.13   1.180151720      2
#> 1318         2        1        1       1 2.36   5.422163397      2
#> 1319         2        1        1       1 0.35   5.958035156      2
#> 1320         2        1       -1       0 0.29   1.865160804      2
#> 1321         2        1        1       1 0.82   5.693784271      2
#> 1322         2        1        1       1 0.36   3.750688814      2
#> 1323         2        1        1       1 2.56  -2.018406231      1
#> 1324         2        1        1       1 3.17  13.920166016      2
#> 1325         2        1        1       1 0.48   8.113376402      2
#> 1326         2        1       -1       0 1.52   2.569122696      2
#> 1327         2        1        1       1 0.80  12.381399160      2
#> 1328         2        1       -1       0 2.93   3.486523142      2
#> 1329         2        1        1       1 1.18   6.013227571      2
#> 1330         2        1        1       1 2.92  17.646692277      2
#> 1331         2        1        1       1 0.53   2.360220694      2
#> 1332         2        1        1       1 0.77   4.417092167      2
#> 1333         2        1        1       1 0.58   8.100888161      2
#> 1334         2        1        1       1 1.50   4.456673978      2
#> 1335         2        1        1       1 0.26   5.321914445      2
#> 1336         2        1        1       1 0.45   2.479433746      2
#> 1337         2        1       -1       0 3.90   2.982724050      2
#> 1338         2        1        1       1 0.57   8.633854414      2
#> 1339         2        1       -1       0 0.73   0.931656366      2
#> 1340         2        1        1       1 0.56   3.129233812      2
#> 1341         2        1        1       1 0.62   3.090461517      2
#> 1342         2        1        1       1 2.36   4.898234397      2
#> 1343         2        1        1       1 3.40   0.339654390      1
#> 1344         2        1        1       1 0.66   5.231867500      2
#> 1345         2        1        1       1 0.92   6.594965738      2
#> 1346         2        1        1       1 0.38   4.922931536      2
#> 1347         2        1       -1       0 0.65   0.572217042      1
#> 1348         2        1        1       1 1.15   4.088690457      2
#> 1349         2        1        1       1 3.50   9.922586015      2
#> 1350         2        1        1       1 0.38   1.902502431      2
#> 1351         2        1        1       1 0.92   1.533594480      2
#> 1352         2        1        1       1 0.41  -0.823413401      1
#> 1353         2        1        1       1 2.62   3.835622195      2
#> 1354         2        1        1       1 0.48   5.875281490      2
#> 1355         2        1        1       1 0.73   3.765068067      2
#> 1356         2        1       -1       0 5.95   7.351194760      2
#> 1357         2        1        1       1 0.39   2.383248752      2
#> 1358         2        1        1       1 0.49   4.875149776      2
#> 1359         2        1        1       1 0.65   4.330094874      2
#> 1360         2        1        1       1 0.32   2.659090169      2
#> 1361         2        1        1       1 0.56   1.904835363      2
#> 1362         2        1        1       1 0.35   5.448193601      2
#> 1363         2        1        1       1 0.82   1.485579524      2
#> 1364         2        1       -1       0 0.99   2.537119276      2
#> 1365         2        1        1       1 0.97   3.674898038      2
#> 1366         2        1       -1       0 1.80  12.868403962      2
#> 1367         2        1        1       1 2.29  13.469461776      2
#> 1368         2        1        1       1 0.76   4.381048564      2
#> 1369         2        1        1       1 1.41   6.775814786      2
#> 1370         2        1        1       1 0.41   3.991258535      2
#> 1371         2        1        1       1 0.28   2.850698546      2
#> 1372         2        1        1       1 1.10   2.166271186      2
#> 1373         2        1       -1       0 2.05  10.559937773      2
#> 1374         2        1        1       1 0.42   1.381187442      2
#> 1375         2        1        1       1 4.38   8.724014945      2
#> 1376         2        1        1       1 0.56   6.910589251      2
#> 1377         2        1        1       1 0.49   0.414369269      1
#> 1378         2        1       -1       0 0.45   0.741451080      1
#> 1379         2        1        1       1 0.41   2.422938582      2
#> 1380         2        1        1       1 0.73   4.478462636      2
#> 1381         2        1       -1       0 8.34   9.886211776      2
#> 1382         2        1        1       1 2.77   2.574439379      2
#> 1383         2        1        1       1 1.15   0.518033596      1
#> 1384         2        1        1       1 0.52   7.554401868      2
#> 1385         2        1        1       1 0.69   5.526446105      2
#> 1386         2        1        1       1 1.47   2.341240712      2
#> 1387         2        1       -1       0 2.95   5.823348568      2
#> 1388         2        1        1       1 2.46   5.375469549      2
#> 1389         2        1        1       1 0.41   2.095736728      2
#> 1390         2        1        1       1 0.72   3.751156093      2
#> 1391         2        1        1       1 1.33   3.397784537      2
#> 1392         2        1        1       1 0.39   4.181412357      2
#> 1393         2        1        1       1 0.97   4.065791893      2
#> 1394         2        1       -1       0 0.74   5.794391195      2
#> 1395         2        1       -1       0 1.33   3.720761250      2
#> 1396         2        1        1       1 0.38   0.890154894      2
#> 1397         2        1       -1       0 0.91   0.438623991      1
#> 1398         2        1        1       1 0.90   7.265496324      2
#> 1399         2        1        1       1 0.23  -0.207652887      1
#> 1400         2        1        1       1 0.97   7.608286002      2
#> 1401         2        1        1       1 0.38   7.319645379      2
#> 1402         2        1        1       1 0.64   0.716096846      1
#> 1403         2        1       -1       0 1.13   6.345812779      2
#> 1404         2        1        1       1 0.86   6.092107661      2
#> 1405         2        1        1       1 0.51   1.778558357      2
#> 1406         2        1        1       1 0.60   2.863076486      2
#> 1407         2        1        1       1 1.41   6.985137275      2
#> 1408         2        1        1       1 0.42   2.903448281      2
#> 1409         2        1        1       1 1.21   2.262025069      2
#> 1410         2        1        1       1 0.66   3.451804742      2
#> 1411         2        1        1       1 2.37   4.470570339      2
#> 1412         2        1        1       1 0.92   4.494687540      2
#> 1413         2        1       -1       0 2.16   5.282853205      2
#> 1414         2        1        1       1 3.66   8.540637559      2
#> 1415         2        1        1       1 0.64   3.143177904      2
#> 1416         2        1        1       1 1.44   0.708509466      1
#> 1417         2        1        1       1 0.90   4.189955777      2
#> 1418         2        1        1       1 0.92   2.028722709      2
#> 1419         2        1        1       1 0.44   4.860007705      2
#> 1420         2        1        1       1 0.69   3.711468466      2
#> 1421         2        1        1       1 0.60   2.625172252      2
#> 1422         2        1        1       1 0.86   2.343217275      2
#> 1423         2        1        1       1 0.96   7.729424706      2
#> 1424         2        1       -1       0 1.06   2.986654454      2
#> 1425         2        1       -1       0 3.94   3.254890361      2
#> 1426         2        1       -1       0 1.10  10.835068128      2
#> 1427         2        1        1       1 0.50   1.136775391      2
#> 1428         2        1        1       1 0.47   3.651129564      2
#> 1429         2        1        1       1 0.82  -0.731360359      1
#> 1430         2        1        1       1 1.27   4.786315978      2
#> 1431         2        1        1       1 2.35  10.648177641      2
#> 1432         2        1        1       1 2.49   0.643412219      1
#> 1433         2        1        1       1 0.99   2.412034497      2
#> 1434         2        1       -1       0 0.50   4.270298800      2
#> 1435         2        1        1       1 0.69   4.018829953      2
#> 1436         2        1        1       1 0.73  -0.120062987      1
#> 1437         2        1        1       1 0.82   3.969699353      2
#> 1438         2        1        1       1 3.42   7.455228649      2
#> 1439         2        1        1       1 2.08   8.081992793      2
#> 1440         2        1        1       1 2.74   5.426022569      2
#> 1441         2        1        1       1 0.23   9.535867269      2
#> 1442         2        1        1       1 1.53   6.978927773      2
#> 1443         2        1        1       1 1.65  -0.508617060      1
#> 1444         2        1        1       1 0.18   2.903029523      2
#> 1445         2        1        1       1 0.46   5.891884167      2
#> 1446         2        1        1       1 0.39   1.643233786      2
#> 1447         2        1       -1       0 2.75   6.470443962      2
#> 1448         2        1        1       1 0.45   3.795011822      2
#> 1449         2        1        1       1 0.97  -0.083257965      1
#> 1450         2        1        1       1 0.76   7.802539747      2
#> 1451         2        1        1       1 3.05   6.978887784      2
#> 1452         2        1        1       1 0.43   2.293472985      2
#> 1453         2        1        1       1 0.60   2.627393944      2
#> 1454         2        1        1       1 0.51   3.868073782      2
#> 1455         2        1        1       1 0.27   7.218712064      2
#> 1456         2        1       -1       0 1.95   3.042712362      2
#> 1457         2        1        1       1 0.78   0.236153684      1
#> 1458         2        1        1       1 0.91   5.420626813      2
#> 1459         2        1       -1       0 1.15   2.517774499      2
#> 1460         2        1        1       1 0.71   1.940009962      2
#> 1461         2        1        1       1 0.75   3.937826536      2
#> 1462         2        1        1       1 0.31   4.563039925      2
#> 1463         2        1        1       1 0.58   6.441242534      2
#> 1464         2        1        1       1 1.50   4.027445255      2
#> 1465         2        1        1       1 2.18  11.368882126      2
#> 1466         2        1        1       1 1.36   1.147461687      2
#> 1467         2        1        1       1 0.35   1.932366105      2
#> 1468         2        1        1       1 0.34  -2.982099142      1
#> 1469         2        1        1       1 0.26   2.657727478      2
#> 1470         2        1        1       1 1.39   1.087288162      2
#> 1471         2        1       -1       0 0.54   3.192550759      2
#> 1472         2        1        1       1 7.75  17.522020627      2
#> 1473         2        1       -1       0 0.63   5.900163803      2
#> 1474         2        1        1       1 1.41   5.699866073      2
#> 1475         2        1        1       1 1.32   5.884616490      2
#> 1476         2        1        1       1 0.53   6.306173829      2
#> 1477         2        1        1       1 0.53   1.992982872      2
#> 1478         2        1       -1       0 1.16   4.352409745      2
#> 1479         2        1       -1       0 3.99   8.096454560      2
#> 1480         2        1        1       1 0.37   3.426057266      2
#> 1481         2        1       -1       0 1.56   6.075540885      2
#> 1482         2        1        1       1 0.95   4.696535638      2
#> 1483         2        1        1       1 0.48   0.130811081      1
#> 1484         2        1       -1       0 0.60   6.592709701      2
#> 1485         2        1        1       1 0.19   3.708593132      2
#> 1486         2        1        1       1 1.44   9.850047344      2
#> 1487         2        1       -1       0 0.50   0.851899658      2
#> 1488         2        1        1       1 0.31   4.703632987      2
#> 1489         2        1        1       1 0.65   5.356260670      2
#> 1490         2        1        1       1 2.93  16.170622013      2
#> 1491         2        1        1       1 0.48   4.595851237      2
#> 1492         2        1        1       1 0.32   4.450101926      2
#> 1493         2        1        1       1 0.21   5.462912245      2
#> 1494         2        1       -1       0 0.79   3.528665740      2
#> 1495         2        1        1       1 2.86   0.818968951      2
#> 1496         2        1       -1       0 0.40   1.371755332      2
#> 1497         2        1        1       1 0.94   1.089027673      2
#> 1498         2        1        1       1 1.18   6.853749996      2
#> 1499         2        1        1       1 1.44   4.941454227      2
#> 1500         2        1        1       1 1.83   4.137205093      2
#> 1501         2        1        1       1 0.55   1.476799940      2
#> 1502         2        1       -1       0 2.19   7.090783894      2
#> 1503         2        1        1       1 0.96  -0.900247324      1
#> 1504         2        1        1       1 1.17   4.354945805      2
#> 1505         2        1        1       1 0.61  -0.348402665      1
#> 1506         2        1        1       1 2.53  10.289775155      2
#> 1507         2        1       -1       0 1.18   5.023663508      2
#> 1508         2        1        1       1 1.09   4.000810664      2
#> 1509         2        1        1       1 2.59   8.512256010      2
#> 1510         2        1        1       1 0.52   2.202803947      2
#> 1511         2        1        1       1 0.38   1.848156866      2
#> 1512         2        1        1       1 1.14   3.475681811      2
#> 1513         2        1        1       1 1.08   6.091411057      2
#> 1514         2        1        1       1 0.62   1.373889446      2
#> 1515         2        1        1       1 0.41   3.176957207      2
#> 1516         2        1        1       1 0.68   3.230780187      2
#> 1517         2        1        1       1 2.35   5.960673141      2
#> 1518         2        1        1       1 1.61   3.467648961      2
#> 1519         2        1        1       1 0.56   2.102190324      2
#> 1520         2        1       -1       0 0.63   5.124716008      2
#> 1521         2        1        1       1 0.59   6.336794651      2
#> 1522         2        1        1       1 0.32   6.905630575      2
#> 1523         2        1        1       1 1.32  -0.080707233      1
#> 1524         2        1        1       1 0.56   0.326771593      1
#> 1525         2        1        1       1 0.64   4.655001615      2
#> 1526         2        1        1       1 1.48   4.249569568      2
#> 1527         2        1       -1       0 3.20  11.616265935      2
#> 1528         2        1        1       1 0.86   1.895455506      2
#> 1529         2        1        1       1 0.86   4.614613289      2
#> 1530         2        1        1       1 0.74   1.675994989      2
#> 1531         2        1        1       1 1.08  -1.435130534      1
#> 1532         2        1       -1       0 0.99   1.779710631      2
#> 1533         2        1        1       1 0.32   8.082891818      2
#> 1534         2        1        1       1 0.60   2.587879393      2
#> 1535         2        1        1       1 0.79   2.114918541      2
#> 1536         2        1        1       1 1.20   4.309771023      2
#> 1537         2        1        1       1 0.45  10.276318891      2
#> 1538         2        1        1       1 0.77  -1.478544332      1
#> 1539         2        1        1       1 0.89   3.145248720      2
#> 1540         2        1        1       1 0.60   7.616916751      2
#> 1541         2        1        1       1 1.36  -1.030802561      1
#> 1542         2        1        1       1 0.38   3.272872846      2
#> 1543         2        1        1       1 0.92   3.852573745      2
#> 1544         2        1        1       1 1.73   2.667275368      2
#> 1545         2        1        1       1 0.61   8.737495034      2
#> 1546         2        1        1       1 1.53  10.079389088      2
#> 1547         2        1        1       1 2.01  -2.318303305      1
#> 1548         2        1        1       1 0.57   2.206425097      2
#> 1549         2        1        1       1 0.50   1.153332959      2
#> 1550         2        1        1       1 0.65   3.127913133      2
#> 1551         2        1        1       1 1.01   2.325256317      2
#> 1552         2        1        1       1 0.64   8.709130690      2
#> 1553         2        1        1       1 0.37   6.164621742      2
#> 1554         2        1        1       1 0.46   6.553216913      2
#> 1555         2        1        1       1 2.47  -0.580262907      1
#> 1556         2        1        1       1 1.09   4.313355154      2
#> 1557         2        1        1       1 0.30   2.075352774      2
#> 1558         2        1        1       1 1.37   5.376483689      2
#> 1559         2        1        1       1 1.45   3.081808805      2
#> 1560         2        1       -1       0 2.13  15.750874612      2
#> 1561         2        1       -1       0 1.35   0.523717053      1
#> 1562         2        1        1       1 2.05   9.803063484      2
#> 1563         2        1        1       1 1.19   1.549253319      2
#> 1564         2        1       -1       0 2.90   5.920603229      2
#> 1565         2        1        1       1 3.72  -2.391630048      1
#> 1566         2        1        1       1 1.36   2.080120832      2
#> 1567         2        1        1       1 0.21   4.014373879      2
#> 1568         2        1        1       1 0.82   3.553292636      2
#> 1569         2        1        1       1 0.80  -0.719997835      1
#> 1570         2        1       -1       0 5.47  16.594612703      2
#> 1571         2        1       -1       0 2.02  10.843548035      2
#> 1572         2        1        1       1 0.55   0.831712180      2
#> 1573         2        1        1       1 0.60   5.792558380      2
#> 1574         2        1        1       1 0.50   6.163764540      2
#> 1575         2        1        1       1 0.69   6.328167205      2
#> 1576         2        1        1       1 0.26   1.647246862      2
#> 1577         2        1        1       1 0.56   4.617808709      2
#> 1578         2        1        1       1 0.23   7.589934415      2
#> 1579         2        1        1       1 3.25   8.095900817      2
#> 1580         2        1        1       1 1.53  11.710570514      2
#> 1581         2        1        1       1 0.45   4.730446249      2
#> 1582         2        1       -1       0 1.23   2.457619946      2
#> 1583         2        1        1       1 2.89  11.097251938      2
#> 1584         2        1        1       1 1.58   8.348190094      2
#> 1585         2        1        1       1 1.40   4.201424827      2
#> 1586         2        1        1       1 0.31  -0.987488033      1
#> 1587         2        1        1       1 0.54   1.081091263      2
#> 1588         2        1        1       1 0.85   4.812959558      2
#> 1589         2        1        1       1 0.46   5.544594060      2
#> 1590         2        1        1       1 0.88  -0.680145365      1
#> 1591         2        1        1       1 1.77   7.151890460      2
#> 1592         2        1        1       1 0.58   3.259535676      2
#> 1593         2        1        1       1 1.69   7.016429923      2
#> 1594         2        1       -1       0 1.42   4.335815664      2
#> 1595         2        1        1       1 2.36   1.075827084      2
#> 1596         2        1       -1       0 1.22   7.239744264      2
#> 1597         2        1        1       1 0.93   2.317478290      2
#> 1598         2        1        1       1 0.54  -1.206677626      1
#> 1599         2        1        1       1 0.52   3.871688657      2
#> 1600         2        1        1       1 0.33   3.182635573      2
#> 
#> $gamma
#> $gamma$condition
#> # A tibble: 2 × 2
#>   correct Gamma
#>     <dbl> <dbl>
#> 1       0 0.721
#> 2       1 0.728
#> 
#> $gamma$rt
#> # A tibble: 2 × 2
#>   correct   Gamma
#>     <dbl>   <dbl>
#> 1       0  0.0897
#> 2       1 -0.0828
#> 
#> $gamma$correct
#> # A tibble: 2 × 2
#>   condition   Gamma
#>       <int>   <dbl>
#> 1         1 -0.0841
#> 2         2 -0.0690
#> 
#> $gamma$rt_bycondition
#> # A tibble: 2 × 2
#>   condition   Gamma
#>       <int>   <dbl>
#> 1         1  0.0265
#> 2         2 -0.0207
#> 
#> $gamma$rt_byconditionbycorrect
#> # A tibble: 4 × 3
#>   condition correct    Gamma
#>       <int>   <dbl>    <dbl>
#> 1         1       0  0.107  
#> 2         1       1 -0.0393 
#> 3         2       0  0.00404
#> 4         2       1 -0.0293 
#> 
#> 
# }