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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 ddynaViTE 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 rdynaViTE 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       0 2.30  3.4853597      2
#> 2         1       -1       -1       1 2.08  2.2569355      2
#> 3         1       -1       -1       1 0.40  0.3302620      1
#> 4         1       -1       -1       1 3.26 -3.9183327      1
#> 5         1       -1       -1       1 0.56 -2.3116713      1
#> 6         1       -1        1       0 1.15  0.9843176      2
# \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 528 rows containing non-finite outside the scale range
#> (`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 0.243 
#> 2      1       0         2 0.0299
#> 3      1       1         1 0.273 
#> 4      1       1         2 0.115 
#> 5      2       0         1 0.225 
#> 6      2       0         2 0.145 
# \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       0 2.04   4.267875424      2
#> 2            1       -1       -1       1 0.63   0.914295457      2
#> 3            1       -1       -1       1 0.76   4.769735786      2
#> 4            1       -1       -1       1 1.78   1.555391197      2
#> 5            1       -1        1       0 0.37   0.098636713      1
#> 6            1       -1        1       0 1.18  -2.058116315      1
#> 7            1       -1       -1       1 0.80   5.385895689      2
#> 8            1       -1        1       0 1.02   2.051085802      2
#> 9            1       -1       -1       1 0.80   0.957099562      2
#> 10           1       -1        1       0 1.78  -0.026325621      1
#> 11           1       -1        1       0 1.20  -0.992264127      1
#> 12           1       -1       -1       1 2.59   2.365750863      2
#> 13           1       -1        1       0 1.21  -1.407845331      1
#> 14           1       -1        1       0 0.38   0.050036496      1
#> 15           1       -1       -1       1 1.52  -1.010724386      1
#> 16           1       -1       -1       1 1.18   4.907178792      2
#> 17           1       -1       -1       1 0.53   3.134339531      2
#> 18           1       -1        1       0 0.84   2.927771059      2
#> 19           1       -1        1       0 0.68  -1.466770771      1
#> 20           1       -1       -1       1 0.65   2.956292575      2
#> 21           1       -1        1       0 1.76   3.573749569      2
#> 22           1       -1       -1       1 0.52   1.747406855      2
#> 23           1       -1       -1       1 0.93  -4.569327434      1
#> 24           1       -1       -1       1 1.08  -0.348177547      1
#> 25           1       -1       -1       1 2.72  -4.714173669      1
#> 26           1       -1       -1       1 1.48  -6.377694329      1
#> 27           1       -1        1       0 2.36   6.852215847      2
#> 28           1       -1        1       0 0.43  -3.496921184      1
#> 29           1       -1        1       0 3.30  -6.039197414      1
#> 30           1       -1        1       0 2.18   3.004469435      2
#> 31           1       -1        1       0 1.39   3.517835130      2
#> 32           1       -1        1       0 1.41  -0.266002984      1
#> 33           1       -1        1       0 1.26   5.169748923      2
#> 34           1       -1        1       0 0.94  -2.013906269      1
#> 35           1       -1        1       0 0.71  -0.595183218      1
#> 36           1       -1        1       0 0.77  -2.101883971      1
#> 37           1       -1       -1       1 0.71  -5.136167362      1
#> 38           1       -1        1       0 0.44   1.747795561      2
#> 39           1       -1       -1       1 1.46   1.161125519      2
#> 40           1       -1        1       0 1.85  -0.626021473      1
#> 41           1       -1       -1       1 2.66  -4.472966133      1
#> 42           1       -1        1       0 1.81   7.615847898      2
#> 43           1       -1       -1       1 0.67   4.386134304      2
#> 44           1       -1        1       0 0.25   0.573766299      1
#> 45           1       -1        1       0 1.45   0.792621372      1
#> 46           1       -1        1       0 3.29   2.048598671      2
#> 47           1       -1       -1       1 1.65  -4.575280462      1
#> 48           1       -1        1       0 2.03  -5.683485667      1
#> 49           1       -1        1       0 0.54   0.146482135      1
#> 50           1       -1       -1       1 1.14  -2.279074646      1
#> 51           1       -1        1       0 1.07  -0.498153948      1
#> 52           1       -1       -1       1 2.07  -4.966449855      1
#> 53           1       -1       -1       1 1.66   2.109768269      2
#> 54           1       -1        1       0 0.84   1.280640818      2
#> 55           1       -1       -1       1 1.31   5.277440362      2
#> 56           1       -1       -1       1 0.89   2.007347373      2
#> 57           1       -1       -1       1 1.62   1.524082897      2
#> 58           1       -1       -1       1 1.42   2.322662340      2
#> 59           1       -1       -1       1 0.98   6.521046269      2
#> 60           1       -1        1       0 1.02   3.254118357      2
#> 61           1       -1       -1       1 1.66   1.614637781      2
#> 62           1       -1       -1       1 1.68   1.618526039      2
#> 63           1       -1        1       0 0.69   0.846210068      2
#> 64           1       -1        1       0 2.81   5.991578888      2
#> 65           1       -1       -1       1 1.88   3.365593936      2
#> 66           1       -1        1       0 0.89  -1.351565923      1
#> 67           1       -1        1       0 0.55  -0.192694091      1
#> 68           1       -1        1       0 0.84   4.041121667      2
#> 69           1       -1       -1       1 2.43  -1.244792340      1
#> 70           1       -1        1       0 0.51   3.146417380      2
#> 71           1       -1       -1       1 1.43   0.307342519      1
#> 72           1       -1       -1       1 1.68   4.097020229      2
#> 73           1       -1       -1       1 1.49   3.462452887      2
#> 74           1       -1       -1       1 0.85   1.572859033      2
#> 75           1       -1        1       0 8.20   2.610327048      2
#> 76           1       -1       -1       1 0.57  -2.236303053      1
#> 77           1       -1       -1       1 4.15  -4.277712206      1
#> 78           1       -1       -1       1 0.58  -1.484442958      1
#> 79           1       -1        1       0 1.31   1.846671275      2
#> 80           1       -1        1       0 1.36  -3.788292787      1
#> 81           1       -1        1       0 2.05   3.124241135      2
#> 82           1       -1        1       0 0.36   4.635544684      2
#> 83           1       -1       -1       1 1.91   3.195684317      2
#> 84           1       -1        1       0 0.35  -1.426007013      1
#> 85           1       -1        1       0 3.23   4.395324269      2
#> 86           1       -1       -1       1 1.13   1.456172015      2
#> 87           1       -1       -1       1 0.32   1.154919925      2
#> 88           1       -1       -1       1 8.36  12.722898480      2
#> 89           1       -1        1       0 0.83  -3.429641082      1
#> 90           1       -1       -1       1 4.78   8.893242249      2
#> 91           1       -1        1       0 0.64   2.722800376      2
#> 92           1       -1        1       0 0.29  -2.196803285      1
#> 93           1       -1       -1       1 1.55  -3.987750431      1
#> 94           1       -1       -1       1 0.45   3.064746441      2
#> 95           1       -1       -1       1 1.87  -4.245741799      1
#> 96           1       -1       -1       1 0.58  -1.551762246      1
#> 97           1       -1        1       0 2.70  -4.419065173      1
#> 98           1       -1       -1       1 3.51   0.347693068      1
#> 99           1       -1       -1       1 3.67 -12.526726139      1
#> 100          1       -1       -1       1 1.31  -0.522672769      1
#> 101          1       -1        1       0 0.82   1.002821645      2
#> 102          1       -1        1       0 1.84   0.221901694      1
#> 103          1       -1        1       0 0.71   4.040890398      2
#> 104          1       -1        1       0 0.88   0.307076503      1
#> 105          1       -1       -1       1 3.48  -1.666683508      1
#> 106          1       -1        1       0 0.67  -1.354097407      1
#> 107          1       -1       -1       1 1.89   1.400084315      2
#> 108          1       -1       -1       1 0.48  -1.118617261      1
#> 109          1       -1       -1       1 0.54   1.432325494      2
#> 110          1       -1        1       0 1.06   3.629743748      2
#> 111          1       -1        1       0 0.59  -5.404753752      1
#> 112          1       -1        1       0 2.60   0.343756038      1
#> 113          1       -1       -1       1 1.46  -1.373472310      1
#> 114          1       -1        1       0 0.81   0.932298621      2
#> 115          1       -1       -1       1 0.40  -2.132183342      1
#> 116          1       -1        1       0 0.66   2.002448260      2
#> 117          1       -1        1       0 2.18  -1.594473649      1
#> 118          1       -1        1       0 2.33   5.131260546      2
#> 119          1       -1        1       0 4.44   5.569106575      2
#> 120          1       -1       -1       1 0.85   4.800156402      2
#> 121          1       -1        1       0 0.91   2.278290981      2
#> 122          1       -1        1       0 1.87   0.317262177      1
#> 123          1       -1       -1       1 0.90  -4.848075755      1
#> 124          1       -1        1       0 0.72  -1.993322444      1
#> 125          1       -1        1       0 2.00   6.316626404      2
#> 126          1       -1       -1       1 0.69  -1.059066341      1
#> 127          1       -1        1       0 0.58  -0.862927713      1
#> 128          1       -1        1       0 0.62  -0.826504752      1
#> 129          1       -1        1       0 0.42  -1.080938953      1
#> 130          1       -1       -1       1 0.76   3.119597453      2
#> 131          1       -1        1       0 1.53   6.133932311      2
#> 132          1       -1        1       0 0.41  -1.548130407      1
#> 133          1       -1        1       0 2.88   4.231713885      2
#> 134          1       -1       -1       1 0.81  -4.676186006      1
#> 135          1       -1        1       0 1.77  -0.868314889      1
#> 136          1       -1       -1       1 1.57  -2.216465775      1
#> 137          1       -1       -1       1 0.55   4.220740817      2
#> 138          1       -1       -1       1 3.88   4.142045627      2
#> 139          1       -1       -1       1 0.41  -5.898892131      1
#> 140          1       -1        1       0 0.51   1.625149552      2
#> 141          1       -1        1       0 1.39   4.210044680      2
#> 142          1       -1       -1       1 1.52   1.560932822      2
#> 143          1       -1        1       0 0.34  -3.901499005      1
#> 144          1       -1        1       0 3.04   6.289796461      2
#> 145          1       -1        1       0 1.36   2.947618515      2
#> 146          1       -1        1       0 3.58  -3.546946392      1
#> 147          1       -1        1       0 0.52   6.293681722      2
#> 148          1       -1        1       0 0.38  -0.884039316      1
#> 149          1       -1        1       0 0.60   0.741550454      1
#> 150          1       -1        1       0 3.87   5.290924491      2
#> 151          1       -1        1       0 0.65  -2.616382572      1
#> 152          1       -1        1       0 2.53  -3.017070169      1
#> 153          1       -1       -1       1 1.37   2.764022518      2
#> 154          1       -1       -1       1 1.16   2.291091884      2
#> 155          1       -1       -1       1 1.28  -5.756270698      1
#> 156          1       -1        1       0 0.87  -1.728061139      1
#> 157          1       -1       -1       1 0.95   4.968942180      2
#> 158          1       -1       -1       1 1.28  -2.296864806      1
#> 159          1       -1       -1       1 1.14  -3.858922345      1
#> 160          1       -1        1       0 0.39   1.997150123      2
#> 161          1       -1        1       0 1.47   2.155936786      2
#> 162          1       -1       -1       1 0.61   2.442043702      2
#> 163          1       -1       -1       1 1.14   1.533348511      2
#> 164          1       -1       -1       1 0.95   1.909077683      2
#> 165          1       -1        1       0 0.34  -2.476195664      1
#> 166          1       -1        1       0 1.21   3.338391791      2
#> 167          1       -1        1       0 0.65  -2.288240527      1
#> 168          1       -1        1       0 4.06   1.441388179      2
#> 169          1       -1       -1       1 0.59   5.836789780      2
#> 170          1       -1       -1       1 0.89   4.872536466      2
#> 171          1       -1       -1       1 0.39   3.306109793      2
#> 172          1       -1       -1       1 0.61   2.005649826      2
#> 173          1       -1       -1       1 1.39   6.690363900      2
#> 174          1       -1       -1       1 1.40   2.974832886      2
#> 175          1       -1       -1       1 1.38   1.116162761      2
#> 176          1       -1       -1       1 3.29   4.673612806      2
#> 177          1       -1       -1       1 2.45  -5.242181493      1
#> 178          1       -1       -1       1 3.97  -4.587901488      1
#> 179          1       -1       -1       1 0.42   1.727252482      2
#> 180          1       -1       -1       1 1.00   0.304318399      1
#> 181          1       -1        1       0 0.55   1.527180430      2
#> 182          1       -1        1       0 0.33   0.360607469      1
#> 183          1       -1       -1       1 3.16  -3.577757433      1
#> 184          1       -1        1       0 1.25  -1.072912078      1
#> 185          1       -1        1       0 0.53  -6.478047472      1
#> 186          1       -1       -1       1 0.55   0.802284789      2
#> 187          1       -1       -1       1 7.53   9.221029354      2
#> 188          1       -1        1       0 0.63   5.189343891      2
#> 189          1       -1       -1       1 2.20   2.662498279      2
#> 190          1       -1       -1       1 1.48   2.854270456      2
#> 191          1       -1       -1       1 1.76   0.342446448      1
#> 192          1       -1        1       0 0.84   2.043068307      2
#> 193          1       -1        1       0 1.15   1.777295464      2
#> 194          1       -1        1       0 0.73   3.360927797      2
#> 195          1       -1        1       0 0.79   4.959155466      2
#> 196          1       -1       -1       1 0.58   0.087554225      1
#> 197          1       -1        1       0 1.08   2.676350283      2
#> 198          1       -1        1       0 1.36   2.385069952      2
#> 199          1       -1        1       0 0.59   3.578115479      2
#> 200          1       -1       -1       1 1.39   5.165957587      2
#> 201          1       -1       -1       1 1.81   7.278965530      2
#> 202          1       -1        1       0 0.57  -4.043617828      1
#> 203          1       -1       -1       1 0.69   0.831589327      2
#> 204          1       -1        1       0 0.49   2.392710573      2
#> 205          1       -1        1       0 0.75  -0.665928831      1
#> 206          1       -1       -1       1 3.19   0.338812338      1
#> 207          1       -1       -1       1 3.62   0.731236252      1
#> 208          1       -1       -1       1 2.46   2.786621378      2
#> 209          1       -1        1       0 0.71  -5.171720844      1
#> 210          1       -1       -1       1 6.81  -3.053865094      1
#> 211          1       -1        1       0 0.54  -0.522982953      1
#> 212          1       -1       -1       1 0.37   3.419559575      2
#> 213          1       -1        1       0 1.01  -2.890989823      1
#> 214          1       -1        1       0 1.67   4.650486313      2
#> 215          1       -1        1       0 1.59   1.366412698      2
#> 216          1       -1        1       0 0.84  -0.355389080      1
#> 217          1       -1       -1       1 1.96   2.608223331      2
#> 218          1       -1        1       0 0.65  -3.347597289      1
#> 219          1       -1        1       0 0.65   0.137935047      1
#> 220          1       -1       -1       1 0.77  -0.473690905      1
#> 221          1       -1        1       0 0.56   2.390049010      2
#> 222          1       -1       -1       1 1.50   3.927476036      2
#> 223          1       -1        1       0 0.47   0.647391781      1
#> 224          1       -1       -1       1 1.33  -9.178831671      1
#> 225          1       -1       -1       1 0.85   1.534605203      2
#> 226          1       -1        1       0 2.47  -6.781091521      1
#> 227          1       -1        1       0 1.83   1.808950670      2
#> 228          1       -1       -1       1 1.06   7.306856956      2
#> 229          1       -1       -1       1 0.76   0.179077505      1
#> 230          1       -1       -1       1 1.24   6.478149087      2
#> 231          1       -1       -1       1 0.33  -1.430031310      1
#> 232          1       -1       -1       1 4.02  -3.402533993      1
#> 233          1       -1       -1       1 0.70   1.143022340      2
#> 234          1       -1        1       0 0.48  -5.237014442      1
#> 235          1       -1        1       0 1.57  -1.171123762      1
#> 236          1       -1       -1       1 2.83  -4.473363386      1
#> 237          1       -1       -1       1 1.27  -0.120197048      1
#> 238          1       -1       -1       1 0.85   2.159679268      2
#> 239          1       -1        1       0 0.64   3.909924492      2
#> 240          1       -1        1       0 0.82  -1.475060198      1
#> 241          1       -1        1       0 0.53   0.323184196      1
#> 242          1       -1       -1       1 1.66  -1.858322935      1
#> 243          1       -1       -1       1 0.49   1.052607758      2
#> 244          1       -1        1       0 1.89  -0.895559510      1
#> 245          1       -1       -1       1 1.79   4.189797085      2
#> 246          1       -1       -1       1 0.60  -2.477721333      1
#> 247          1       -1       -1       1 2.76  -0.034751386      1
#> 248          1       -1       -1       1 0.61  -1.687185612      1
#> 249          1       -1       -1       1 0.63   1.467788292      2
#> 250          1       -1        1       0 0.93   3.309594484      2
#> 251          1       -1        1       0 3.85  -0.798550713      1
#> 252          1       -1        1       0 0.66   4.389469288      2
#> 253          1       -1       -1       1 0.76  -1.601986731      1
#> 254          1       -1        1       0 1.38  -5.210197287      1
#> 255          1       -1       -1       1 0.39   1.332800258      2
#> 256          1       -1        1       0 0.43   2.162295454      2
#> 257          1       -1        1       0 5.53  -3.318776391      1
#> 258          1       -1        1       0 0.28   0.721183998      1
#> 259          1       -1        1       0 1.18  -3.015308698      1
#> 260          1       -1       -1       1 2.19   2.237403742      2
#> 261          1       -1       -1       1 2.57   1.363204447      2
#> 262          1       -1       -1       1 0.44   1.721408867      2
#> 263          1       -1       -1       1 2.47   0.338196418      1
#> 264          1       -1       -1       1 3.93   3.637050284      2
#> 265          1       -1       -1       1 0.87  -2.750351258      1
#> 266          1       -1        1       0 1.95  -0.777783795      1
#> 267          1       -1       -1       1 2.03  -0.110947257      1
#> 268          1       -1       -1       1 0.48   0.380927968      1
#> 269          1       -1       -1       1 1.27   2.210761180      2
#> 270          1       -1       -1       1 2.58  -5.711707888      1
#> 271          1       -1       -1       1 0.32   3.223742048      2
#> 272          1       -1        1       0 1.12   0.154631112      1
#> 273          1       -1        1       0 2.16  -0.697897863      1
#> 274          1       -1        1       0 1.27   0.448091167      1
#> 275          1       -1        1       0 2.88  -7.863178688      1
#> 276          1       -1       -1       1 5.85  -1.043163120      1
#> 277          1       -1       -1       1 1.09  -3.198392728      1
#> 278          1       -1       -1       1 1.86  -5.357826448      1
#> 279          1       -1        1       0 0.72   0.611927080      1
#> 280          1       -1       -1       1 3.66   7.694010820      2
#> 281          1       -1        1       0 1.00   2.700424687      2
#> 282          1       -1        1       0 1.73   0.709201368      1
#> 283          1       -1        1       0 2.12   7.211537365      2
#> 284          1       -1        1       0 0.30   0.474349335      1
#> 285          1       -1       -1       1 1.03  -0.857815798      1
#> 286          1       -1       -1       1 1.87  -3.100635915      1
#> 287          1       -1        1       0 0.30   0.798830565      1
#> 288          1       -1       -1       1 0.91  -1.117328338      1
#> 289          1       -1        1       0 1.09  -0.419749848      1
#> 290          1       -1       -1       1 1.81   0.344480665      1
#> 291          1       -1        1       0 0.32   1.974051330      2
#> 292          1       -1       -1       1 0.58   2.320362488      2
#> 293          1       -1        1       0 1.47   4.404289995      2
#> 294          1       -1       -1       1 1.32  -4.913960797      1
#> 295          1       -1        1       0 1.30  -2.426193611      1
#> 296          1       -1       -1       1 1.76   2.132719301      2
#> 297          1       -1       -1       1 1.55   0.313866160      1
#> 298          1       -1        1       0 0.83  -0.395833281      1
#> 299          1       -1       -1       1 0.75   0.973457917      2
#> 300          1       -1        1       0 0.41   0.921860530      2
#> 301          1       -1       -1       1 1.63  -3.762656600      1
#> 302          1       -1       -1       1 1.27   3.634684882      2
#> 303          1       -1        1       0 0.45  -1.833380431      1
#> 304          1       -1       -1       1 2.41  -0.475259140      1
#> 305          1       -1        1       0 2.72   4.727962729      2
#> 306          1       -1        1       0 2.81   3.130582441      2
#> 307          1       -1       -1       1 0.67   1.131920223      2
#> 308          1       -1       -1       1 1.32   3.124735509      2
#> 309          1       -1       -1       1 0.93   3.384497776      2
#> 310          1       -1        1       0 5.69 -10.523854247      1
#> 311          1       -1        1       0 2.43  10.104282055      2
#> 312          1       -1        1       0 0.52   1.783549737      2
#> 313          1       -1        1       0 0.33   0.568601421      1
#> 314          1       -1        1       0 0.29   2.020830794      2
#> 315          1       -1       -1       1 1.97  -0.910568124      1
#> 316          1       -1       -1       1 0.67   1.148874874      2
#> 317          1       -1        1       0 1.28  -3.105359749      1
#> 318          1       -1        1       0 1.29  -2.816444358      1
#> 319          1       -1       -1       1 4.71  -6.035072008      1
#> 320          1       -1        1       0 0.29   2.947161440      2
#> 321          1       -1       -1       1 0.87   1.445116210      2
#> 322          1       -1        1       0 0.41   2.227818045      2
#> 323          1       -1       -1       1 1.69   0.057862567      1
#> 324          1       -1       -1       1 0.63   3.247680346      2
#> 325          1       -1        1       0 1.35   2.120455722      2
#> 326          1       -1       -1       1 2.68   4.596413562      2
#> 327          1       -1       -1       1 2.03  -4.805151429      1
#> 328          1       -1        1       0 1.59   1.066274639      2
#> 329          1       -1       -1       1 1.60   0.314023291      1
#> 330          1       -1       -1       1 0.54   5.480193190      2
#> 331          1       -1        1       0 0.37  -3.076656263      1
#> 332          1       -1        1       0 0.98  -2.651732137      1
#> 333          1       -1       -1       1 1.54   1.069015682      2
#> 334          1       -1       -1       1 1.70   1.529742410      2
#> 335          1       -1        1       0 0.91  -2.781882715      1
#> 336          1       -1        1       0 0.47  -0.173581979      1
#> 337          1       -1        1       0 1.67   2.706160885      2
#> 338          1       -1        1       0 0.50   1.092621723      2
#> 339          1       -1       -1       1 1.30   3.057439004      2
#> 340          1       -1       -1       1 0.75   5.543077211      2
#> 341          1       -1       -1       1 0.96   1.157505410      2
#> 342          1       -1        1       0 3.19   4.110163536      2
#> 343          1       -1       -1       1 0.41  -1.016246187      1
#> 344          1       -1       -1       1 1.04  -3.604051182      1
#> 345          1       -1        1       0 0.68  -4.008919698      1
#> 346          1       -1       -1       1 0.74  -0.738207943      1
#> 347          1       -1       -1       1 1.15   0.252628249      1
#> 348          1       -1        1       0 1.15   1.411287835      2
#> 349          1       -1       -1       1 0.93   2.383851746      2
#> 350          1       -1       -1       1 0.32  -0.187475249      1
#> 351          1       -1       -1       1 1.22  -7.372126372      1
#> 352          1       -1        1       0 0.43  -2.344462257      1
#> 353          1       -1       -1       1 2.38   5.807540273      2
#> 354          1       -1        1       0 1.88   2.624044740      2
#> 355          1       -1       -1       1 2.04   8.248003898      2
#> 356          1       -1        1       0 0.88   0.036467158      1
#> 357          1       -1        1       0 1.60   5.582378568      2
#> 358          1       -1       -1       1 1.52  -3.418278771      1
#> 359          1       -1       -1       1 1.37  -3.194630367      1
#> 360          1       -1       -1       1 0.56  -0.680266971      1
#> 361          1       -1        1       0 0.69  -0.321348854      1
#> 362          1       -1       -1       1 6.01   1.260797023      2
#> 363          1       -1       -1       1 1.05   6.441350026      2
#> 364          1       -1        1       0 0.77  -3.386333196      1
#> 365          1       -1       -1       1 1.01  -0.055741478      1
#> 366          1       -1       -1       1 3.13  -4.483026767      1
#> 367          1       -1        1       0 4.23   0.661908741      1
#> 368          1       -1       -1       1 0.48   0.415518698      1
#> 369          1       -1        1       0 1.72   3.621526732      2
#> 370          1       -1        1       0 1.19  -3.662497171      1
#> 371          1       -1       -1       1 2.80   2.413986799      2
#> 372          1       -1       -1       1 0.79   3.363010142      2
#> 373          1       -1       -1       1 2.06  -2.160721010      1
#> 374          1       -1       -1       1 0.54   0.040147916      1
#> 375          1       -1        1       0 1.38   1.552137138      2
#> 376          1       -1        1       0 2.23   3.846542897      2
#> 377          1       -1        1       0 1.40  -2.486589060      1
#> 378          1       -1        1       0 0.72  -0.365723826      1
#> 379          1       -1        1       0 1.00   6.245533951      2
#> 380          1       -1       -1       1 3.52   1.672482970      2
#> 381          1       -1        1       0 0.77  -1.776500484      1
#> 382          1       -1        1       0 0.54   1.471978551      2
#> 383          1       -1        1       0 1.87   0.930801444      2
#> 384          1       -1        1       0 1.82   3.629557809      2
#> 385          1       -1        1       0 0.91   0.399718990      1
#> 386          1       -1       -1       1 0.58  -2.119711664      1
#> 387          1       -1       -1       1 2.13   7.730339739      2
#> 388          1       -1        1       0 0.94   0.872473489      2
#> 389          1       -1        1       0 1.08  -0.612318158      1
#> 390          1       -1       -1       1 0.67   0.638752084      1
#> 391          1       -1        1       0 1.85  -0.906833418      1
#> 392          1       -1        1       0 0.96   1.544017840      2
#> 393          1       -1        1       0 0.52   1.055622626      2
#> 394          1       -1       -1       1 1.02   6.169549758      2
#> 395          1       -1       -1       1 0.54   3.905587771      2
#> 396          1       -1        1       0 0.96  -0.205817651      1
#> 397          1       -1        1       0 0.32  -1.954288942      1
#> 398          1       -1        1       0 1.11  -3.529342845      1
#> 399          1       -1       -1       1 2.94   8.307826334      2
#> 400          1       -1        1       0 1.10   3.003943220      2
#> 401          2       -1       -1       1 1.54   1.225551287      2
#> 402          2       -1       -1       1 0.57   4.658618316      2
#> 403          2       -1       -1       1 0.35   5.018434909      2
#> 404          2       -1       -1       1 0.86   5.594119058      2
#> 405          2       -1       -1       1 0.78   6.662973782      2
#> 406          2       -1       -1       1 0.45   5.592163171      2
#> 407          2       -1       -1       1 0.67   2.894009194      2
#> 408          2       -1       -1       1 0.73   6.647534570      2
#> 409          2       -1       -1       1 0.48   6.005683584      2
#> 410          2       -1        1       0 1.15   0.710625571      1
#> 411          2       -1        1       0 0.45   3.070864684      2
#> 412          2       -1        1       0 0.46  -3.661399866      1
#> 413          2       -1        1       0 0.57   2.159756447      2
#> 414          2       -1       -1       1 0.94  -2.517365059      1
#> 415          2       -1       -1       1 0.91   1.520450399      2
#> 416          2       -1       -1       1 1.58   6.023554456      2
#> 417          2       -1        1       0 3.77  15.863294657      2
#> 418          2       -1       -1       1 0.76   5.202368783      2
#> 419          2       -1       -1       1 3.21   2.146605892      2
#> 420          2       -1       -1       1 1.20   4.024346659      2
#> 421          2       -1       -1       1 0.36   6.057732074      2
#> 422          2       -1       -1       1 1.17   4.883828824      2
#> 423          2       -1        1       0 4.37  14.724319568      2
#> 424          2       -1       -1       1 1.41  -0.996509605      1
#> 425          2       -1       -1       1 1.32   9.260471046      2
#> 426          2       -1       -1       1 0.23   3.658149529      2
#> 427          2       -1       -1       1 1.11  -1.584282845      1
#> 428          2       -1       -1       1 0.83   5.648932005      2
#> 429          2       -1        1       0 0.36   7.376540750      2
#> 430          2       -1       -1       1 0.29   2.453780249      2
#> 431          2       -1       -1       1 0.57   3.663261539      2
#> 432          2       -1        1       0 1.39   1.231630126      2
#> 433          2       -1       -1       1 0.95   1.455171018      2
#> 434          2       -1       -1       1 0.54   2.376584950      2
#> 435          2       -1       -1       1 0.70   4.363635798      2
#> 436          2       -1       -1       1 0.45   2.050645692      2
#> 437          2       -1       -1       1 1.87   0.077386621      1
#> 438          2       -1        1       0 0.44   1.932191163      2
#> 439          2       -1       -1       1 0.86   3.093509633      2
#> 440          2       -1       -1       1 2.07   2.950140817      2
#> 441          2       -1       -1       1 0.78   7.284924763      2
#> 442          2       -1       -1       1 1.08   7.337373684      2
#> 443          2       -1       -1       1 0.70   1.202199455      2
#> 444          2       -1       -1       1 0.40   2.876360643      2
#> 445          2       -1       -1       1 3.88   3.606774515      2
#> 446          2       -1       -1       1 2.35   8.004023651      2
#> 447          2       -1       -1       1 1.06   2.112765416      2
#> 448          2       -1       -1       1 1.95  12.589967910      2
#> 449          2       -1       -1       1 0.46   6.848840859      2
#> 450          2       -1       -1       1 0.74   6.357761349      2
#> 451          2       -1       -1       1 1.03   4.763606931      2
#> 452          2       -1       -1       1 0.50   7.192810509      2
#> 453          2       -1        1       0 1.17   1.871114760      2
#> 454          2       -1       -1       1 1.12   1.450892409      2
#> 455          2       -1       -1       1 0.96   7.651935838      2
#> 456          2       -1       -1       1 0.61   6.204557045      2
#> 457          2       -1        1       0 0.52   0.054523888      1
#> 458          2       -1       -1       1 1.09   3.659763696      2
#> 459          2       -1       -1       1 0.31   2.089602846      2
#> 460          2       -1       -1       1 4.86   4.336237500      2
#> 461          2       -1        1       0 1.51   9.238179357      2
#> 462          2       -1       -1       1 1.09   2.912660003      2
#> 463          2       -1       -1       1 0.78  10.412101844      2
#> 464          2       -1        1       0 0.62  -1.062130767      1
#> 465          2       -1       -1       1 0.56   6.321856753      2
#> 466          2       -1        1       0 2.42   5.772984247      2
#> 467          2       -1       -1       1 0.94   1.394027317      2
#> 468          2       -1       -1       1 0.53   7.088513516      2
#> 469          2       -1       -1       1 1.59   0.809451674      2
#> 470          2       -1        1       0 0.75   4.150143258      2
#> 471          2       -1        1       0 1.57  15.214416019      2
#> 472          2       -1       -1       1 2.59   7.225284961      2
#> 473          2       -1       -1       1 0.62  -0.079410592      1
#> 474          2       -1        1       0 1.06   2.224685933      2
#> 475          2       -1       -1       1 0.41   1.101423555      2
#> 476          2       -1       -1       1 0.61   2.366989168      2
#> 477          2       -1       -1       1 1.13   7.351223784      2
#> 478          2       -1       -1       1 0.52  -0.099257575      1
#> 479          2       -1       -1       1 3.52   5.535048751      2
#> 480          2       -1        1       0 0.92  -0.318614652      1
#> 481          2       -1       -1       1 1.64   6.684042648      2
#> 482          2       -1       -1       1 0.92   6.812191267      2
#> 483          2       -1       -1       1 0.28   9.134468471      2
#> 484          2       -1        1       0 1.15   5.855882345      2
#> 485          2       -1       -1       1 0.59   2.469776304      2
#> 486          2       -1       -1       1 0.74   6.356929171      2
#> 487          2       -1       -1       1 1.30   4.717519295      2
#> 488          2       -1       -1       1 0.33   3.881214256      2
#> 489          2       -1        1       0 0.68   3.642194746      2
#> 490          2       -1        1       0 1.41   4.682247317      2
#> 491          2       -1        1       0 1.30   3.687319002      2
#> 492          2       -1       -1       1 0.69   5.236253799      2
#> 493          2       -1        1       0 0.75   1.387017697      2
#> 494          2       -1       -1       1 0.45   0.714476338      1
#> 495          2       -1       -1       1 1.54   5.473121321      2
#> 496          2       -1       -1       1 0.87   1.540224154      2
#> 497          2       -1        1       0 1.05   1.290354452      2
#> 498          2       -1       -1       1 0.52   0.449565235      1
#> 499          2       -1       -1       1 2.81   3.240943302      2
#> 500          2       -1       -1       1 0.64   5.818627348      2
#> 501          2       -1       -1       1 1.54   5.374498873      2
#> 502          2       -1       -1       1 2.57   3.226135371      2
#> 503          2       -1       -1       1 0.52   4.091805875      2
#> 504          2       -1       -1       1 1.78   4.810826975      2
#> 505          2       -1       -1       1 0.46   5.619321987      2
#> 506          2       -1        1       0 2.05   2.146841614      2
#> 507          2       -1       -1       1 1.01  -0.398233312      1
#> 508          2       -1       -1       1 0.95   3.018259663      2
#> 509          2       -1       -1       1 0.36   4.997997542      2
#> 510          2       -1       -1       1 0.88   3.894539099      2
#> 511          2       -1        1       0 0.35   1.609779450      2
#> 512          2       -1       -1       1 0.83   4.308518253      2
#> 513          2       -1       -1       1 0.33   2.440193501      2
#> 514          2       -1       -1       1 2.21   3.409032459      2
#> 515          2       -1       -1       1 0.57   2.228665579      2
#> 516          2       -1       -1       1 0.80   1.930029696      2
#> 517          2       -1        1       0 0.86   6.558896537      2
#> 518          2       -1       -1       1 0.51   1.652999603      2
#> 519          2       -1       -1       1 0.77   2.870757474      2
#> 520          2       -1       -1       1 0.50   3.381652328      2
#> 521          2       -1       -1       1 0.72  10.148204941      2
#> 522          2       -1       -1       1 1.71  -2.036497695      1
#> 523          2       -1       -1       1 1.28   0.574356151      1
#> 524          2       -1       -1       1 1.08   0.176955906      1
#> 525          2       -1        1       0 0.82   2.031310249      2
#> 526          2       -1       -1       1 0.35  -0.890589334      1
#> 527          2       -1       -1       1 0.27   7.060906377      2
#> 528          2       -1       -1       1 1.38   2.859630501      2
#> 529          2       -1       -1       1 1.38   7.873588422      2
#> 530          2       -1       -1       1 5.00  19.667829545      2
#> 531          2       -1       -1       1 1.12   4.526665108      2
#> 532          2       -1       -1       1 1.76   1.790917128      2
#> 533          2       -1       -1       1 1.83   6.664333221      2
#> 534          2       -1       -1       1 0.43   4.310511690      2
#> 535          2       -1       -1       1 2.04   8.489525417      2
#> 536          2       -1       -1       1 0.53   2.153728537      2
#> 537          2       -1       -1       1 1.14   6.751833938      2
#> 538          2       -1        1       0 0.61   2.124442855      2
#> 539          2       -1       -1       1 1.37   3.923052761      2
#> 540          2       -1       -1       1 2.03   5.324799503      2
#> 541          2       -1        1       0 3.15   3.913635156      2
#> 542          2       -1       -1       1 0.78   2.762609587      2
#> 543          2       -1       -1       1 0.42   4.034881591      2
#> 544          2       -1       -1       1 3.02  10.252050757      2
#> 545          2       -1        1       0 0.99  -1.354268511      1
#> 546          2       -1       -1       1 0.92   3.403596944      2
#> 547          2       -1       -1       1 0.80   6.550652133      2
#> 548          2       -1       -1       1 1.66   2.352390678      2
#> 549          2       -1       -1       1 0.94   7.857399306      2
#> 550          2       -1       -1       1 1.00   2.205151563      2
#> 551          2       -1       -1       1 0.47   7.949117128      2
#> 552          2       -1       -1       1 0.81   3.217110017      2
#> 553          2       -1       -1       1 1.03   5.629145540      2
#> 554          2       -1       -1       1 0.66   3.824887718      2
#> 555          2       -1       -1       1 0.44   3.538984043      2
#> 556          2       -1        1       0 1.81  -1.964917571      1
#> 557          2       -1       -1       1 1.23   7.445735061      2
#> 558          2       -1       -1       1 0.85   6.942851622      2
#> 559          2       -1       -1       1 2.11  -0.103651631      1
#> 560          2       -1        1       0 2.95   8.006543055      2
#> 561          2       -1        1       0 3.07  13.637546533      2
#> 562          2       -1       -1       1 1.26   1.722769393      2
#> 563          2       -1        1       0 1.28   5.625535316      2
#> 564          2       -1       -1       1 0.50   5.220776878      2
#> 565          2       -1        1       0 2.04   9.122536815      2
#> 566          2       -1       -1       1 1.73   5.159371449      2
#> 567          2       -1       -1       1 0.43   3.200018048      2
#> 568          2       -1       -1       1 0.65   6.642913083      2
#> 569          2       -1        1       0 0.36   4.774091920      2
#> 570          2       -1       -1       1 1.22   5.685980384      2
#> 571          2       -1       -1       1 1.12   8.749479917      2
#> 572          2       -1       -1       1 0.33  -0.198228633      1
#> 573          2       -1       -1       1 1.54   1.628996424      2
#> 574          2       -1        1       0 3.07   3.739871558      2
#> 575          2       -1       -1       1 0.43   7.343975791      2
#> 576          2       -1        1       0 0.33   4.117662685      2
#> 577          2       -1       -1       1 6.42  -4.418346170      1
#> 578          2       -1       -1       1 0.59   2.503141930      2
#> 579          2       -1       -1       1 1.02   2.048822780      2
#> 580          2       -1        1       0 0.35   0.400210479      1
#> 581          2       -1       -1       1 0.83   3.075381992      2
#> 582          2       -1       -1       1 0.71   8.671413724      2
#> 583          2       -1       -1       1 1.10   0.458901569      1
#> 584          2       -1        1       0 0.25  -2.924470086      1
#> 585          2       -1       -1       1 1.74  -2.228107306      1
#> 586          2       -1       -1       1 2.81   4.541901373      2
#> 587          2       -1       -1       1 0.65   5.865176422      2
#> 588          2       -1       -1       1 0.82   7.783588078      2
#> 589          2       -1       -1       1 1.06   2.649741966      2
#> 590          2       -1       -1       1 1.25   9.101790252      2
#> 591          2       -1       -1       1 1.08   4.027383369      2
#> 592          2       -1       -1       1 1.99   3.357330843      2
#> 593          2       -1       -1       1 1.02   5.993714729      2
#> 594          2       -1       -1       1 1.98   5.664998667      2
#> 595          2       -1       -1       1 1.80   8.190595813      2
#> 596          2       -1       -1       1 0.31   3.153382618      2
#> 597          2       -1       -1       1 0.70   6.919466090      2
#> 598          2       -1        1       0 2.47   9.438415791      2
#> 599          2       -1        1       0 0.91   0.283895900      1
#> 600          2       -1       -1       1 0.62   0.738776261      1
#> 601          2       -1        1       0 1.98  -1.868071908      1
#> 602          2       -1       -1       1 0.37   5.737905870      2
#> 603          2       -1       -1       1 1.83   1.362814131      2
#> 604          2       -1       -1       1 1.42   6.034382374      2
#> 605          2       -1        1       0 3.35  10.733062737      2
#> 606          2       -1       -1       1 3.01   8.864820978      2
#> 607          2       -1        1       0 0.92   3.267022967      2
#> 608          2       -1       -1       1 2.20   3.112156864      2
#> 609          2       -1       -1       1 0.48   4.547093325      2
#> 610          2       -1        1       0 1.23   0.905998097      2
#> 611          2       -1        1       0 2.10   3.447130570      2
#> 612          2       -1        1       0 1.07   7.171537340      2
#> 613          2       -1       -1       1 1.29   4.088085950      2
#> 614          2       -1       -1       1 3.56  12.485497882      2
#> 615          2       -1       -1       1 1.04   3.395427148      2
#> 616          2       -1       -1       1 1.67   3.944043986      2
#> 617          2       -1       -1       1 0.52  -0.441451795      1
#> 618          2       -1       -1       1 1.13   6.790244285      2
#> 619          2       -1       -1       1 1.69   1.334113512      2
#> 620          2       -1       -1       1 0.42   2.759791944      2
#> 621          2       -1        1       0 1.82   3.501929038      2
#> 622          2       -1        1       0 1.73   5.751257780      2
#> 623          2       -1       -1       1 0.82   4.997884564      2
#> 624          2       -1       -1       1 2.26   7.276041353      2
#> 625          2       -1       -1       1 4.18   5.859571998      2
#> 626          2       -1       -1       1 0.61   2.306693807      2
#> 627          2       -1       -1       1 0.74   5.992780646      2
#> 628          2       -1        1       0 1.52   7.627244945      2
#> 629          2       -1       -1       1 0.49   3.311170163      2
#> 630          2       -1       -1       1 0.66   4.357914467      2
#> 631          2       -1       -1       1 0.93   6.824802410      2
#> 632          2       -1       -1       1 0.84   4.597803668      2
#> 633          2       -1        1       0 0.35   1.752370346      2
#> 634          2       -1       -1       1 1.29   2.139185220      2
#> 635          2       -1       -1       1 0.30   3.249135921      2
#> 636          2       -1        1       0 0.56   2.357758278      2
#> 637          2       -1       -1       1 0.82   7.457032449      2
#> 638          2       -1       -1       1 0.90   8.785783195      2
#> 639          2       -1       -1       1 2.34   6.580120834      2
#> 640          2       -1        1       0 0.51   3.106155319      2
#> 641          2       -1       -1       1 0.88   6.230294211      2
#> 642          2       -1       -1       1 0.57   5.297586438      2
#> 643          2       -1        1       0 0.23   2.353328967      2
#> 644          2       -1       -1       1 1.98   6.784602688      2
#> 645          2       -1       -1       1 0.69   3.556578061      2
#> 646          2       -1       -1       1 1.72   3.227844980      2
#> 647          2       -1       -1       1 1.04   2.125683797      2
#> 648          2       -1       -1       1 1.79   7.251422687      2
#> 649          2       -1       -1       1 3.27   2.893416690      2
#> 650          2       -1       -1       1 2.42  -0.722383947      1
#> 651          2       -1        1       0 1.36   5.891229221      2
#> 652          2       -1        1       0 1.06  -0.263090952      1
#> 653          2       -1       -1       1 0.50   8.032956552      2
#> 654          2       -1        1       0 0.53   1.818332053      2
#> 655          2       -1       -1       1 0.93   4.091455310      2
#> 656          2       -1       -1       1 0.64   2.766176416      2
#> 657          2       -1       -1       1 0.60  -2.586841437      1
#> 658          2       -1       -1       1 0.90   5.178382249      2
#> 659          2       -1       -1       1 1.01  -0.058471923      1
#> 660          2       -1        1       0 0.91   5.717166525      2
#> 661          2       -1       -1       1 0.38   6.147996947      2
#> 662          2       -1       -1       1 0.59   0.321558266      1
#> 663          2       -1       -1       1 0.69   3.909276329      2
#> 664          2       -1        1       0 2.82   8.329742954      2
#> 665          2       -1        1       0 2.02   2.064829380      2
#> 666          2       -1        1       0 1.02   3.183194293      2
#> 667          2       -1       -1       1 0.92   9.605140397      2
#> 668          2       -1       -1       1 0.65   0.004968883      1
#> 669          2       -1        1       0 0.34   2.121478907      2
#> 670          2       -1       -1       1 0.56   2.154159900      2
#> 671          2       -1       -1       1 0.54   4.693967285      2
#> 672          2       -1       -1       1 0.63   6.819024532      2
#> 673          2       -1       -1       1 1.42   2.305356732      2
#> 674          2       -1       -1       1 1.76   0.268324952      1
#> 675          2       -1       -1       1 0.71   6.281126718      2
#> 676          2       -1       -1       1 6.43  11.216047264      2
#> 677          2       -1        1       0 0.31   2.006387696      2
#> 678          2       -1       -1       1 2.33   9.075901879      2
#> 679          2       -1       -1       1 1.24   0.065395022      1
#> 680          2       -1       -1       1 0.42   1.026589881      2
#> 681          2       -1       -1       1 1.67  -2.096478211      1
#> 682          2       -1       -1       1 1.48   4.585996027      2
#> 683          2       -1        1       0 0.62  -0.491345525      1
#> 684          2       -1       -1       1 2.43   6.070020060      2
#> 685          2       -1       -1       1 0.65   6.234436036      2
#> 686          2       -1       -1       1 0.84   4.551727904      2
#> 687          2       -1        1       0 7.72  16.535110085      2
#> 688          2       -1       -1       1 1.44   5.400127278      2
#> 689          2       -1        1       0 0.79   4.305719077      2
#> 690          2       -1        1       0 0.45   5.032906980      2
#> 691          2       -1       -1       1 1.43  10.645760776      2
#> 692          2       -1       -1       1 0.52   7.901511873      2
#> 693          2       -1        1       0 1.90   6.738857911      2
#> 694          2       -1       -1       1 1.28   8.024125371      2
#> 695          2       -1       -1       1 0.96  12.268934149      2
#> 696          2       -1       -1       1 0.35   5.093502788      2
#> 697          2       -1       -1       1 0.29   1.630554354      2
#> 698          2       -1       -1       1 4.34   0.055167040      1
#> 699          2       -1       -1       1 0.51   0.704244246      1
#> 700          2       -1       -1       1 0.75   7.219971611      2
#> 701          2       -1       -1       1 1.01  11.391680491      2
#> 702          2       -1       -1       1 0.38   2.255261168      2
#> 703          2       -1        1       0 0.44   6.606601076      2
#> 704          2       -1        1       0 3.97  10.339439491      2
#> 705          2       -1       -1       1 1.30   5.960818048      2
#> 706          2       -1        1       0 0.95   6.066336500      2
#> 707          2       -1       -1       1 1.05   7.549470770      2
#> 708          2       -1       -1       1 0.51   1.641553639      2
#> 709          2       -1        1       0 0.98   1.918298668      2
#> 710          2       -1       -1       1 1.05   2.988014792      2
#> 711          2       -1       -1       1 3.54  14.206018482      2
#> 712          2       -1       -1       1 1.87   3.958010515      2
#> 713          2       -1       -1       1 0.57   3.037886425      2
#> 714          2       -1        1       0 1.33   2.851606791      2
#> 715          2       -1       -1       1 2.18  -0.113265898      1
#> 716          2       -1        1       0 0.40   5.896699821      2
#> 717          2       -1       -1       1 0.53   7.843984778      2
#> 718          2       -1       -1       1 1.02   2.597335610      2
#> 719          2       -1       -1       1 1.58   3.439406025      2
#> 720          2       -1       -1       1 1.70   1.746589178      2
#> 721          2       -1       -1       1 1.41   6.778734768      2
#> 722          2       -1        1       0 2.71   0.786487062      1
#> 723          2       -1       -1       1 1.36   7.179368050      2
#> 724          2       -1       -1       1 0.66   6.060961458      2
#> 725          2       -1       -1       1 1.76   3.951003498      2
#> 726          2       -1       -1       1 3.25   8.833536841      2
#> 727          2       -1       -1       1 0.57   2.171859485      2
#> 728          2       -1       -1       1 0.41   4.369276527      2
#> 729          2       -1       -1       1 0.82   2.470913717      2
#> 730          2       -1       -1       1 1.08   2.055703936      2
#> 731          2       -1       -1       1 1.11   8.521283891      2
#> 732          2       -1       -1       1 0.61   5.312807438      2
#> 733          2       -1        1       0 0.60   1.401194366      2
#> 734          2       -1        1       0 2.19   6.034622747      2
#> 735          2       -1       -1       1 0.71   3.726996389      2
#> 736          2       -1       -1       1 0.40  -1.942835081      1
#> 737          2       -1        1       0 1.55   4.701766732      2
#> 738          2       -1        1       0 0.22   5.444548688      2
#> 739          2       -1        1       0 1.48  11.456093375      2
#> 740          2       -1       -1       1 1.22   8.579870944      2
#> 741          2       -1       -1       1 4.03   4.143882157      2
#> 742          2       -1       -1       1 0.52   3.822237017      2
#> 743          2       -1       -1       1 3.46   9.173227049      2
#> 744          2       -1       -1       1 1.42   0.514775642      1
#> 745          2       -1        1       0 0.37   5.729612473      2
#> 746          2       -1        1       0 0.32   0.644514111      1
#> 747          2       -1       -1       1 0.64   5.603146295      2
#> 748          2       -1       -1       1 1.85   5.209127274      2
#> 749          2       -1       -1       1 0.45   6.439482594      2
#> 750          2       -1       -1       1 1.29   1.055100899      2
#> 751          2       -1       -1       1 1.61  11.726028488      2
#> 752          2       -1       -1       1 0.77   0.448491279      1
#> 753          2       -1       -1       1 0.53   5.697933925      2
#> 754          2       -1       -1       1 0.75   4.573641037      2
#> 755          2       -1        1       0 0.62   0.452473452      1
#> 756          2       -1       -1       1 1.82   3.727485231      2
#> 757          2       -1       -1       1 0.95   9.125740022      2
#> 758          2       -1       -1       1 0.40   4.667153430      2
#> 759          2       -1       -1       1 0.82  10.500806214      2
#> 760          2       -1       -1       1 0.92   5.455945303      2
#> 761          2       -1       -1       1 0.54   6.662178743      2
#> 762          2       -1        1       0 1.75   6.752403118      2
#> 763          2       -1       -1       1 2.04   7.232964956      2
#> 764          2       -1       -1       1 0.84   5.406622747      2
#> 765          2       -1       -1       1 0.36   3.538677683      2
#> 766          2       -1       -1       1 0.28   3.096258681      2
#> 767          2       -1       -1       1 3.61   1.856750841      2
#> 768          2       -1       -1       1 2.21   4.007333226      2
#> 769          2       -1       -1       1 0.61   6.770868173      2
#> 770          2       -1        1       0 1.26  -0.759385897      1
#> 771          2       -1       -1       1 2.08   4.840062179      2
#> 772          2       -1       -1       1 1.26  -2.287955755      1
#> 773          2       -1       -1       1 2.79   6.745563631      2
#> 774          2       -1       -1       1 0.94   3.972143874      2
#> 775          2       -1       -1       1 0.70   4.791516536      2
#> 776          2       -1       -1       1 0.35   6.185453064      2
#> 777          2       -1       -1       1 0.82   5.843926933      2
#> 778          2       -1       -1       1 0.79   3.916064696      2
#> 779          2       -1       -1       1 0.85   5.202360232      2
#> 780          2       -1       -1       1 1.43   4.031219944      2
#> 781          2       -1        1       0 0.50   3.654400775      2
#> 782          2       -1        1       0 1.19   3.495012345      2
#> 783          2       -1        1       0 2.73   9.209212565      2
#> 784          2       -1       -1       1 0.48   5.194065052      2
#> 785          2       -1       -1       1 0.55   3.856570719      2
#> 786          2       -1       -1       1 0.66   3.351615931      2
#> 787          2       -1       -1       1 0.81   6.229538917      2
#> 788          2       -1       -1       1 0.95   3.849698550      2
#> 789          2       -1       -1       1 0.73   5.497359370      2
#> 790          2       -1       -1       1 1.52   6.748174801      2
#> 791          2       -1       -1       1 0.32   3.430305279      2
#> 792          2       -1       -1       1 1.70   4.065967538      2
#> 793          2       -1       -1       1 1.14   5.793748714      2
#> 794          2       -1       -1       1 1.57   6.906177586      2
#> 795          2       -1       -1       1 0.76   0.578886609      1
#> 796          2       -1       -1       1 1.86   7.089149177      2
#> 797          2       -1       -1       1 2.30   8.904023079      2
#> 798          2       -1        1       0 0.62   3.595255256      2
#> 799          2       -1       -1       1 1.21  -0.369211796      1
#> 800          2       -1       -1       1 0.65   9.886882563      2
#> 801          1        1       -1       0 1.84   1.566044011      2
#> 802          1        1        1       1 2.30  -2.859599436      1
#> 803          1        1        1       1 0.37   3.471328462      2
#> 804          1        1        1       1 2.79   5.740462245      2
#> 805          1        1        1       1 1.33  -1.313642522      1
#> 806          1        1        1       1 3.06  -4.451485028      1
#> 807          1        1        1       1 0.65  -0.293172417      1
#> 808          1        1        1       1 0.61  -1.758096255      1
#> 809          1        1        1       1 0.59   1.479864036      2
#> 810          1        1       -1       0 0.85   0.986755832      2
#> 811          1        1       -1       0 1.88   3.108426368      2
#> 812          1        1       -1       0 2.28  -1.220022550      1
#> 813          1        1       -1       0 0.48   1.195148329      2
#> 814          1        1        1       1 0.57   0.798700488      1
#> 815          1        1        1       1 0.36  -2.693431999      1
#> 816          1        1       -1       0 0.92   1.727739140      2
#> 817          1        1       -1       0 1.19   2.044679821      2
#> 818          1        1       -1       0 0.97  -1.671396891      1
#> 819          1        1        1       1 1.47   3.599568789      2
#> 820          1        1        1       1 1.62  -0.503115554      1
#> 821          1        1        1       1 1.21   2.194321202      2
#> 822          1        1        1       1 0.93   0.642938754      1
#> 823          1        1        1       1 1.48   7.214065530      2
#> 824          1        1       -1       0 1.10  -2.317868409      1
#> 825          1        1       -1       0 1.25   6.180191071      2
#> 826          1        1        1       1 0.72  -4.197508602      1
#> 827          1        1       -1       0 0.84  -0.876233231      1
#> 828          1        1       -1       0 1.39   1.575199443      2
#> 829          1        1       -1       0 1.85  -4.262846780      1
#> 830          1        1       -1       0 1.51   2.089290837      2
#> 831          1        1        1       1 0.66   0.238302761      1
#> 832          1        1        1       1 0.54   4.714870160      2
#> 833          1        1        1       1 0.95  -2.405595946      1
#> 834          1        1       -1       0 6.90  13.318621991      2
#> 835          1        1        1       1 0.80   1.818785750      2
#> 836          1        1       -1       0 1.23  -5.539414440      1
#> 837          1        1        1       1 1.62  -5.861877053      1
#> 838          1        1        1       1 0.65   0.237499803      1
#> 839          1        1        1       1 0.32  -3.051185900      1
#> 840          1        1        1       1 3.63  -5.841377442      1
#> 841          1        1        1       1 0.90  -0.522118687      1
#> 842          1        1       -1       0 1.55   3.912820572      2
#> 843          1        1        1       1 0.91   2.554708448      2
#> 844          1        1       -1       0 3.22   3.553547997      2
#> 845          1        1        1       1 0.44   1.111127448      2
#> 846          1        1        1       1 1.79   5.550205138      2
#> 847          1        1        1       1 0.70  -1.357548657      1
#> 848          1        1        1       1 1.22   2.128422194      2
#> 849          1        1       -1       0 0.52   3.922596526      2
#> 850          1        1       -1       0 1.89   2.729407630      2
#> 851          1        1       -1       0 2.67   3.282360053      2
#> 852          1        1       -1       0 1.80  -1.544022891      1
#> 853          1        1        1       1 0.33   2.670589478      2
#> 854          1        1       -1       0 4.30  -8.798583378      1
#> 855          1        1        1       1 1.75  -1.863975463      1
#> 856          1        1        1       1 1.67   1.108995000      2
#> 857          1        1        1       1 0.75  -2.222862757      1
#> 858          1        1       -1       0 1.08   2.651152323      2
#> 859          1        1       -1       0 1.89   3.174137787      2
#> 860          1        1       -1       0 0.99   5.672739459      2
#> 861          1        1        1       1 7.61 -10.486887235      1
#> 862          1        1       -1       0 0.30   0.286625734      1
#> 863          1        1        1       1 0.29   3.133499436      2
#> 864          1        1       -1       0 3.57   3.946416358      2
#> 865          1        1        1       1 3.39   2.465876723      2
#> 866          1        1        1       1 2.23   4.627359442      2
#> 867          1        1        1       1 1.34  -3.383621917      1
#> 868          1        1        1       1 0.37   3.474556798      2
#> 869          1        1        1       1 0.84  -1.553258005      1
#> 870          1        1       -1       0 0.57  -2.091617396      1
#> 871          1        1        1       1 1.28  -3.275577993      1
#> 872          1        1        1       1 1.51  -3.426818785      1
#> 873          1        1        1       1 0.63   1.164878762      2
#> 874          1        1        1       1 1.25   4.794149814      2
#> 875          1        1        1       1 0.80   0.087352336      1
#> 876          1        1        1       1 1.95   2.601748462      2
#> 877          1        1        1       1 3.79  -2.093913665      1
#> 878          1        1        1       1 0.60  -4.523091419      1
#> 879          1        1       -1       0 3.83  -2.904875219      1
#> 880          1        1        1       1 2.04   6.824818426      2
#> 881          1        1       -1       0 1.06  -1.267296333      1
#> 882          1        1        1       1 8.10   0.200934844      1
#> 883          1        1       -1       0 0.44   0.456623111      1
#> 884          1        1       -1       0 6.50   4.399164429      2
#> 885          1        1       -1       0 1.37  -1.930567587      1
#> 886          1        1        1       1 1.52  -6.618258210      1
#> 887          1        1        1       1 0.65  -2.578492352      1
#> 888          1        1       -1       0 2.50  -3.728762458      1
#> 889          1        1        1       1 1.37  -1.124633057      1
#> 890          1        1        1       1 0.64  -1.217870916      1
#> 891          1        1       -1       0 3.11   2.875221781      2
#> 892          1        1        1       1 0.30  -3.105748529      1
#> 893          1        1        1       1 0.94   2.456717826      2
#> 894          1        1        1       1 1.53   3.375676668      2
#> 895          1        1       -1       0 0.72   3.756587461      2
#> 896          1        1        1       1 1.27  -4.343745451      1
#> 897          1        1        1       1 0.91   1.837331038      2
#> 898          1        1        1       1 0.77   1.069434408      2
#> 899          1        1       -1       0 3.56  -1.601601161      1
#> 900          1        1       -1       0 1.09  -0.272273443      1
#> 901          1        1        1       1 1.68  -3.416991436      1
#> 902          1        1        1       1 0.74   3.621625905      2
#> 903          1        1        1       1 1.84   2.847490155      2
#> 904          1        1       -1       0 6.68  -4.982174894      1
#> 905          1        1        1       1 3.42   4.893250740      2
#> 906          1        1        1       1 0.82  -3.052125175      1
#> 907          1        1        1       1 0.94   0.112924653      1
#> 908          1        1        1       1 0.53  -2.371497295      1
#> 909          1        1        1       1 1.62  -0.471421251      1
#> 910          1        1        1       1 0.54  -2.350541998      1
#> 911          1        1        1       1 0.89   0.131534356      1
#> 912          1        1        1       1 0.76   5.497913333      2
#> 913          1        1        1       1 0.34   0.122864894      1
#> 914          1        1        1       1 0.47  -2.196598227      1
#> 915          1        1       -1       0 1.20   3.808791766      2
#> 916          1        1       -1       0 1.68  -5.643804750      1
#> 917          1        1       -1       0 2.12  -1.487625331      1
#> 918          1        1       -1       0 1.05  -1.322221870      1
#> 919          1        1        1       1 0.21  -3.198670244      1
#> 920          1        1        1       1 0.73   1.210891734      2
#> 921          1        1       -1       0 1.01   1.674194174      2
#> 922          1        1       -1       0 0.94   1.136087451      2
#> 923          1        1        1       1 2.19  -3.452260185      1
#> 924          1        1        1       1 1.05  -3.199939104      1
#> 925          1        1        1       1 1.00  -4.180918827      1
#> 926          1        1        1       1 1.87  -2.446246448      1
#> 927          1        1        1       1 2.21  -2.736629065      1
#> 928          1        1       -1       0 0.68  -2.120580878      1
#> 929          1        1        1       1 1.12   2.550473756      2
#> 930          1        1       -1       0 0.93   3.702912706      2
#> 931          1        1       -1       0 1.60   0.308282255      1
#> 932          1        1       -1       0 1.02   0.675637539      1
#> 933          1        1        1       1 1.22   1.557013372      2
#> 934          1        1       -1       0 3.79  -1.398966627      1
#> 935          1        1        1       1 2.50   0.784913200      1
#> 936          1        1       -1       0 1.17   3.301463006      2
#> 937          1        1       -1       0 1.12  -1.666360877      1
#> 938          1        1        1       1 0.54   0.869323330      2
#> 939          1        1       -1       0 0.67   2.242007174      2
#> 940          1        1        1       1 0.55   3.365983171      2
#> 941          1        1        1       1 4.25   6.961819754      2
#> 942          1        1       -1       0 2.71   0.212692932      1
#> 943          1        1       -1       0 4.13  -1.767610343      1
#> 944          1        1       -1       0 2.15   2.410645945      2
#> 945          1        1       -1       0 0.49  -2.318893621      1
#> 946          1        1       -1       0 6.04   5.422448727      2
#> 947          1        1       -1       0 0.96   1.924743557      2
#> 948          1        1       -1       0 1.57  -6.871713603      1
#> 949          1        1        1       1 4.36  -3.663609681      1
#> 950          1        1        1       1 0.53  -3.211770709      1
#> 951          1        1       -1       0 1.16   0.798742337      1
#> 952          1        1        1       1 1.08  -7.552404952      1
#> 953          1        1        1       1 0.38  -2.102351146      1
#> 954          1        1        1       1 1.78   5.868300708      2
#> 955          1        1       -1       0 2.08   0.399173136      1
#> 956          1        1       -1       0 2.71   0.831173560      2
#> 957          1        1        1       1 0.98  -0.050558558      1
#> 958          1        1        1       1 0.94   2.856375808      2
#> 959          1        1        1       1 1.14  -2.557396128      1
#> 960          1        1       -1       0 0.86   0.458706427      1
#> 961          1        1        1       1 0.56  -3.744088266      1
#> 962          1        1        1       1 1.45  -3.427571549      1
#> 963          1        1        1       1 0.42  -1.192762030      1
#> 964          1        1        1       1 0.40  -2.611456124      1
#> 965          1        1       -1       0 2.27  -6.789210038      1
#> 966          1        1        1       1 0.28   1.422489429      2
#> 967          1        1       -1       0 0.54  -0.295177583      1
#> 968          1        1       -1       0 0.84  -1.644131871      1
#> 969          1        1        1       1 0.94  -1.683474526      1
#> 970          1        1        1       1 5.32   5.538215020      2
#> 971          1        1        1       1 0.91  -4.075914891      1
#> 972          1        1       -1       0 1.90   1.180224160      2
#> 973          1        1       -1       0 0.79  -3.203613515      1
#> 974          1        1        1       1 3.72   3.013848031      2
#> 975          1        1       -1       0 1.12   1.912092409      2
#> 976          1        1       -1       0 0.57  -4.138888524      1
#> 977          1        1        1       1 0.34   2.029824725      2
#> 978          1        1        1       1 0.46  -0.304268973      1
#> 979          1        1       -1       0 1.79  -0.012487247      1
#> 980          1        1        1       1 2.44   3.826313203      2
#> 981          1        1        1       1 0.62   0.283821016      1
#> 982          1        1       -1       0 0.63   1.071998982      2
#> 983          1        1       -1       0 1.92   5.036044606      2
#> 984          1        1        1       1 3.51   0.645594135      1
#> 985          1        1       -1       0 0.67  -3.602730164      1
#> 986          1        1        1       1 1.52  -1.557117210      1
#> 987          1        1        1       1 1.61  -3.113280267      1
#> 988          1        1       -1       0 0.35   0.925005767      2
#> 989          1        1       -1       0 1.81   0.620737078      1
#> 990          1        1        1       1 0.71   0.627623500      1
#> 991          1        1        1       1 2.23  -2.619908019      1
#> 992          1        1       -1       0 3.44  -3.456814540      1
#> 993          1        1       -1       0 2.12   1.775577332      2
#> 994          1        1        1       1 1.19   2.513135184      2
#> 995          1        1       -1       0 3.80  -2.029955240      1
#> 996          1        1       -1       0 0.46   3.000486277      2
#> 997          1        1        1       1 0.81   1.895250368      2
#> 998          1        1       -1       0 2.61  -8.418385436      1
#> 999          1        1        1       1 0.93  -0.593954092      1
#> 1000         1        1       -1       0 0.62   3.540702243      2
#> 1001         1        1        1       1 0.50  -0.704433327      1
#> 1002         1        1        1       1 0.81   0.377752978      1
#> 1003         1        1       -1       0 1.74   4.367720886      2
#> 1004         1        1        1       1 2.67  -2.184586205      1
#> 1005         1        1        1       1 6.84  -2.435462822      1
#> 1006         1        1        1       1 0.59   3.758808672      2
#> 1007         1        1       -1       0 1.51   1.335980837      2
#> 1008         1        1        1       1 5.06   3.571192736      2
#> 1009         1        1        1       1 0.54  -3.291602515      1
#> 1010         1        1       -1       0 1.02   0.874066405      2
#> 1011         1        1        1       1 0.95   1.487178576      2
#> 1012         1        1       -1       0 1.38   2.729720820      2
#> 1013         1        1        1       1 0.81   6.347192022      2
#> 1014         1        1        1       1 3.14  -3.150847079      1
#> 1015         1        1       -1       0 1.61   2.154896050      2
#> 1016         1        1        1       1 0.38  -3.081032767      1
#> 1017         1        1       -1       0 2.44   3.568152286      2
#> 1018         1        1       -1       0 0.49   4.164610364      2
#> 1019         1        1       -1       0 1.60   4.335533118      2
#> 1020         1        1        1       1 1.21   0.489289197      1
#> 1021         1        1        1       1 0.48  -2.132508514      1
#> 1022         1        1        1       1 0.38   0.749088692      1
#> 1023         1        1        1       1 0.50   1.572112649      2
#> 1024         1        1       -1       0 0.99  -3.074608150      1
#> 1025         1        1       -1       0 0.98  -1.694011235      1
#> 1026         1        1       -1       0 1.04  -0.902431917      1
#> 1027         1        1       -1       0 1.36   2.276407762      2
#> 1028         1        1        1       1 0.54   2.057943478      2
#> 1029         1        1       -1       0 1.58  -5.220151964      1
#> 1030         1        1       -1       0 1.32   1.589846408      2
#> 1031         1        1       -1       0 1.46   3.999430140      2
#> 1032         1        1       -1       0 4.49   4.448122663      2
#> 1033         1        1       -1       0 2.50  -2.774112413      1
#> 1034         1        1        1       1 0.93   4.479629681      2
#> 1035         1        1       -1       0 0.95  -1.003546111      1
#> 1036         1        1       -1       0 1.32   4.235371533      2
#> 1037         1        1        1       1 1.38  -3.128821757      1
#> 1038         1        1       -1       0 1.08   0.609659063      1
#> 1039         1        1       -1       0 0.69  -1.479064012      1
#> 1040         1        1       -1       0 0.71   1.153314272      2
#> 1041         1        1        1       1 0.50  -1.226964646      1
#> 1042         1        1        1       1 1.51   0.044090340      1
#> 1043         1        1       -1       0 0.63   0.197401464      1
#> 1044         1        1       -1       0 1.88   3.371495269      2
#> 1045         1        1        1       1 0.80   0.310891721      1
#> 1046         1        1       -1       0 0.70  -3.350216509      1
#> 1047         1        1       -1       0 3.15   3.634939258      2
#> 1048         1        1       -1       0 2.41   1.004614714      2
#> 1049         1        1        1       1 0.55   2.932547605      2
#> 1050         1        1        1       1 0.78  -1.746553887      1
#> 1051         1        1        1       1 1.03  -5.074261071      1
#> 1052         1        1        1       1 0.36   4.656447900      2
#> 1053         1        1        1       1 0.57  -0.345968847      1
#> 1054         1        1       -1       0 1.45   3.976920901      2
#> 1055         1        1        1       1 1.89  -0.945813126      1
#> 1056         1        1       -1       0 2.03   2.666089959      2
#> 1057         1        1        1       1 1.16  -4.674720920      1
#> 1058         1        1       -1       0 0.86  -1.286021022      1
#> 1059         1        1        1       1 0.59  -3.851315184      1
#> 1060         1        1       -1       0 1.65  -6.315977165      1
#> 1061         1        1       -1       0 2.85   3.933289831      2
#> 1062         1        1        1       1 0.43  -1.766167445      1
#> 1063         1        1        1       1 0.38  -0.624376333      1
#> 1064         1        1        1       1 0.67   3.113670838      2
#> 1065         1        1       -1       0 2.07  -6.716760872      1
#> 1066         1        1        1       1 2.42   3.901737969      2
#> 1067         1        1        1       1 1.62   2.506088381      2
#> 1068         1        1       -1       0 0.59  -1.359091922      1
#> 1069         1        1        1       1 0.54   3.722954844      2
#> 1070         1        1        1       1 0.69  -2.778274454      1
#> 1071         1        1        1       1 1.01   6.029417658      2
#> 1072         1        1        1       1 1.46   1.082214804      2
#> 1073         1        1       -1       0 2.11   2.180767317      2
#> 1074         1        1        1       1 0.56   2.789000764      2
#> 1075         1        1       -1       0 1.23   5.951593753      2
#> 1076         1        1        1       1 2.03  -1.293102706      1
#> 1077         1        1        1       1 2.16   5.649154318      2
#> 1078         1        1        1       1 1.19   3.609460925      2
#> 1079         1        1       -1       0 0.31  -0.649710737      1
#> 1080         1        1        1       1 1.57   3.282158736      2
#> 1081         1        1        1       1 1.13   1.933776083      2
#> 1082         1        1        1       1 0.34   0.818103980      2
#> 1083         1        1        1       1 0.27   4.460940866      2
#> 1084         1        1        1       1 3.57  -4.349712890      1
#> 1085         1        1        1       1 0.97  -1.907403900      1
#> 1086         1        1       -1       0 0.34   0.905297323      2
#> 1087         1        1       -1       0 0.58   3.947816608      2
#> 1088         1        1       -1       0 1.58   1.932358229      2
#> 1089         1        1        1       1 0.27   0.994307920      2
#> 1090         1        1        1       1 1.62   0.231045214      1
#> 1091         1        1       -1       0 0.59  -2.288849919      1
#> 1092         1        1        1       1 0.51   3.824733086      2
#> 1093         1        1       -1       0 1.60   4.870896002      2
#> 1094         1        1        1       1 0.51  -4.476935299      1
#> 1095         1        1        1       1 0.32  -0.584233684      1
#> 1096         1        1        1       1 0.81  -0.783712858      1
#> 1097         1        1       -1       0 2.01  -0.338452544      1
#> 1098         1        1        1       1 1.18   0.427074695      1
#> 1099         1        1       -1       0 1.76  10.762546448      2
#> 1100         1        1        1       1 0.84  -2.487119346      1
#> 1101         1        1        1       1 0.26  -2.486639076      1
#> 1102         1        1        1       1 1.12  -3.574938315      1
#> 1103         1        1       -1       0 0.43  -3.730869076      1
#> 1104         1        1        1       1 1.44  -0.860236556      1
#> 1105         1        1        1       1 1.09   0.091823869      1
#> 1106         1        1        1       1 1.43   2.928311317      2
#> 1107         1        1        1       1 2.50  -5.530714994      1
#> 1108         1        1        1       1 1.45   0.899605355      2
#> 1109         1        1        1       1 1.24   3.013364775      2
#> 1110         1        1       -1       0 0.49   2.474598382      2
#> 1111         1        1       -1       0 2.31  10.946673491      2
#> 1112         1        1       -1       0 0.63   4.055418010      2
#> 1113         1        1       -1       0 2.46   1.342986177      2
#> 1114         1        1       -1       0 1.18   1.778256980      2
#> 1115         1        1       -1       0 1.52   3.821125578      2
#> 1116         1        1       -1       0 1.39   5.837349002      2
#> 1117         1        1        1       1 0.28   0.821017246      2
#> 1118         1        1        1       1 1.86   5.705681696      2
#> 1119         1        1       -1       0 1.26   2.175671665      2
#> 1120         1        1        1       1 0.28   2.073662476      2
#> 1121         1        1       -1       0 0.94  -1.092472477      1
#> 1122         1        1       -1       0 1.65  -1.523685809      1
#> 1123         1        1       -1       0 1.99   6.350437536      2
#> 1124         1        1        1       1 1.57   7.095353888      2
#> 1125         1        1        1       1 1.61  -2.461531710      1
#> 1126         1        1        1       1 0.64   2.636101415      2
#> 1127         1        1        1       1 0.40  -3.470545214      1
#> 1128         1        1        1       1 0.38  -1.630378739      1
#> 1129         1        1        1       1 0.45   7.282448743      2
#> 1130         1        1       -1       0 0.34   1.413229889      2
#> 1131         1        1       -1       0 1.24   1.576429253      2
#> 1132         1        1       -1       0 1.29  -0.465978632      1
#> 1133         1        1        1       1 0.51   2.993348658      2
#> 1134         1        1       -1       0 0.75   4.899300583      2
#> 1135         1        1       -1       0 1.66  -4.003458951      1
#> 1136         1        1       -1       0 0.89   1.290589566      2
#> 1137         1        1        1       1 0.46  -0.342110272      1
#> 1138         1        1        1       1 1.06   3.000056754      2
#> 1139         1        1        1       1 0.32   1.020092002      2
#> 1140         1        1        1       1 1.10   0.641872770      1
#> 1141         1        1        1       1 0.77   3.918362183      2
#> 1142         1        1        1       1 1.16   1.352369015      2
#> 1143         1        1       -1       0 1.45  -4.703329494      1
#> 1144         1        1        1       1 2.43  -8.227086354      1
#> 1145         1        1        1       1 0.55   5.359492657      2
#> 1146         1        1        1       1 0.53   1.127866491      2
#> 1147         1        1        1       1 3.02  -2.008565760      1
#> 1148         1        1       -1       0 3.16  -4.541277359      1
#> 1149         1        1        1       1 0.47   1.684026057      2
#> 1150         1        1        1       1 2.33   5.242453755      2
#> 1151         1        1        1       1 0.39   5.865671803      2
#> 1152         1        1       -1       0 2.12  -4.463771480      1
#> 1153         1        1        1       1 0.63   3.576325156      2
#> 1154         1        1       -1       0 2.19   2.366247634      2
#> 1155         1        1       -1       0 1.40   5.790024180      2
#> 1156         1        1       -1       0 1.42  -3.198202164      1
#> 1157         1        1       -1       0 1.57   0.099593368      1
#> 1158         1        1        1       1 0.89  -2.179614782      1
#> 1159         1        1       -1       0 0.44   0.749542061      1
#> 1160         1        1       -1       0 2.11   4.013196854      2
#> 1161         1        1        1       1 0.76   4.175235125      2
#> 1162         1        1        1       1 1.51  -0.592507879      1
#> 1163         1        1       -1       0 4.19   6.605814463      2
#> 1164         1        1       -1       0 0.81  -2.831067546      1
#> 1165         1        1        1       1 0.47   2.249563762      2
#> 1166         1        1       -1       0 1.35  -4.364797237      1
#> 1167         1        1        1       1 0.74   6.225166833      2
#> 1168         1        1       -1       0 0.51   1.202306256      2
#> 1169         1        1        1       1 0.24   5.586749083      2
#> 1170         1        1        1       1 2.36   8.911959844      2
#> 1171         1        1        1       1 0.84   4.106177518      2
#> 1172         1        1        1       1 0.55   1.339483355      2
#> 1173         1        1       -1       0 1.49   0.594849958      1
#> 1174         1        1       -1       0 1.18   1.559961618      2
#> 1175         1        1        1       1 0.67   4.905679555      2
#> 1176         1        1       -1       0 0.38  -2.549385281      1
#> 1177         1        1       -1       0 1.35   1.344533192      2
#> 1178         1        1        1       1 0.47  -1.195262145      1
#> 1179         1        1       -1       0 2.07  -2.853374249      1
#> 1180         1        1        1       1 0.57   0.213454796      1
#> 1181         1        1        1       1 1.33   3.697201215      2
#> 1182         1        1       -1       0 1.31   2.150304289      2
#> 1183         1        1        1       1 0.98   3.312327551      2
#> 1184         1        1        1       1 1.23  -1.336418604      1
#> 1185         1        1        1       1 0.37  -2.285014045      1
#> 1186         1        1        1       1 1.41  -1.419716110      1
#> 1187         1        1       -1       0 0.93  -6.254971339      1
#> 1188         1        1        1       1 0.61   4.133980542      2
#> 1189         1        1        1       1 2.06   7.041134640      2
#> 1190         1        1        1       1 1.32  -2.136530070      1
#> 1191         1        1       -1       0 1.88   0.814732642      2
#> 1192         1        1       -1       0 0.62  -0.937317578      1
#> 1193         1        1       -1       0 1.48   3.641281720      2
#> 1194         1        1       -1       0 3.16  -6.241948997      1
#> 1195         1        1       -1       0 0.49   1.053237301      2
#> 1196         1        1        1       1 2.44 -10.030909078      1
#> 1197         1        1        1       1 0.83   3.021335621      2
#> 1198         1        1       -1       0 2.26   3.790609604      2
#> 1199         1        1        1       1 0.40   2.071243095      2
#> 1200         1        1        1       1 1.33  -3.206854054      1
#> 1201         2        1        1       1 0.41   6.151560607      2
#> 1202         2        1        1       1 2.67   1.210741104      2
#> 1203         2        1        1       1 1.05   7.400994635      2
#> 1204         2        1        1       1 1.58   2.756014394      2
#> 1205         2        1        1       1 0.83   3.249764462      2
#> 1206         2        1        1       1 0.31   0.177575662      1
#> 1207         2        1        1       1 0.63   3.592235623      2
#> 1208         2        1        1       1 0.37   5.965375840      2
#> 1209         2        1        1       1 1.48   5.876352574      2
#> 1210         2        1       -1       0 0.73   4.748021721      2
#> 1211         2        1        1       1 1.04   3.934353155      2
#> 1212         2        1        1       1 0.98   5.520557839      2
#> 1213         2        1        1       1 1.33   4.625562732      2
#> 1214         2        1        1       1 0.79   0.857527346      2
#> 1215         2        1        1       1 0.65  -0.173664344      1
#> 1216         2        1        1       1 1.28   3.377663914      2
#> 1217         2        1        1       1 0.57   2.750046020      2
#> 1218         2        1       -1       0 0.61   3.887559481      2
#> 1219         2        1        1       1 1.82   5.029257016      2
#> 1220         2        1       -1       0 1.06   6.014024317      2
#> 1221         2        1       -1       0 1.35   7.611182333      2
#> 1222         2        1        1       1 0.54   3.117517623      2
#> 1223         2        1        1       1 2.62   7.780873444      2
#> 1224         2        1        1       1 0.47   5.916766973      2
#> 1225         2        1        1       1 1.44   4.360121768      2
#> 1226         2        1        1       1 1.23   3.152373306      2
#> 1227         2        1        1       1 0.54   1.023417461      2
#> 1228         2        1        1       1 3.50   7.992788600      2
#> 1229         2        1        1       1 0.72   7.706552937      2
#> 1230         2        1        1       1 2.05   7.222891098      2
#> 1231         2        1        1       1 0.36   5.471516352      2
#> 1232         2        1        1       1 0.49   3.369469113      2
#> 1233         2        1        1       1 0.22   4.711757559      2
#> 1234         2        1        1       1 0.37   8.465829408      2
#> 1235         2        1        1       1 0.44   1.692556404      2
#> 1236         2        1       -1       0 1.62   4.433945887      2
#> 1237         2        1       -1       0 1.24   5.928632947      2
#> 1238         2        1        1       1 1.71   2.694963765      2
#> 1239         2        1       -1       0 1.72   3.833793426      2
#> 1240         2        1        1       1 1.12   5.883000148      2
#> 1241         2        1        1       1 0.82   3.527548049      2
#> 1242         2        1        1       1 0.98   2.034955861      2
#> 1243         2        1       -1       0 1.02   5.593794517      2
#> 1244         2        1        1       1 0.23   2.003335555      2
#> 1245         2        1        1       1 0.90   0.281127583      1
#> 1246         2        1        1       1 0.32   2.104613888      2
#> 1247         2        1        1       1 1.94   5.488332797      2
#> 1248         2        1        1       1 1.25   2.838313903      2
#> 1249         2        1        1       1 0.33   0.382965416      1
#> 1250         2        1        1       1 1.87   6.214147740      2
#> 1251         2        1        1       1 0.96   6.657861758      2
#> 1252         2        1        1       1 1.59   4.660872949      2
#> 1253         2        1       -1       0 1.29   5.524013271      2
#> 1254         2        1        1       1 0.69   7.364279470      2
#> 1255         2        1        1       1 0.99   4.289375428      2
#> 1256         2        1        1       1 1.14   7.524160852      2
#> 1257         2        1        1       1 2.76   4.161038569      2
#> 1258         2        1        1       1 0.86   6.537246302      2
#> 1259         2        1        1       1 0.48   0.063570433      1
#> 1260         2        1        1       1 6.79  20.376535529      2
#> 1261         2        1        1       1 0.72   4.014578220      2
#> 1262         2        1        1       1 1.12   6.327226293      2
#> 1263         2        1        1       1 1.05   7.160536940      2
#> 1264         2        1        1       1 0.66   2.560173341      2
#> 1265         2        1        1       1 1.06   5.835175630      2
#> 1266         2        1        1       1 0.88  -3.261573727      1
#> 1267         2        1       -1       0 0.46  -0.301407960      1
#> 1268         2        1        1       1 3.39   4.052942942      2
#> 1269         2        1        1       1 0.42   7.595177371      2
#> 1270         2        1        1       1 0.31   1.871915988      2
#> 1271         2        1        1       1 1.16   7.025600521      2
#> 1272         2        1        1       1 0.36   7.985391828      2
#> 1273         2        1       -1       0 1.74   4.836619841      2
#> 1274         2        1       -1       0 1.63   5.247461140      2
#> 1275         2        1        1       1 0.67   3.328751649      2
#> 1276         2        1        1       1 0.90   4.621608480      2
#> 1277         2        1        1       1 0.51   2.717366523      2
#> 1278         2        1        1       1 1.52   0.578242238      1
#> 1279         2        1        1       1 0.46   1.797181267      2
#> 1280         2        1        1       1 2.71   3.960277474      2
#> 1281         2        1        1       1 1.17   0.899573441      2
#> 1282         2        1        1       1 0.63  10.065264329      2
#> 1283         2        1        1       1 0.72   8.759945603      2
#> 1284         2        1        1       1 0.66   3.168747983      2
#> 1285         2        1        1       1 0.42   6.037678456      2
#> 1286         2        1        1       1 0.98   4.047689888      2
#> 1287         2        1        1       1 0.37   2.314761809      2
#> 1288         2        1        1       1 0.61   3.345970595      2
#> 1289         2        1        1       1 0.79   0.393185054      1
#> 1290         2        1       -1       0 0.41   5.182589081      2
#> 1291         2        1        1       1 0.33   2.808788292      2
#> 1292         2        1        1       1 0.30   7.169298603      2
#> 1293         2        1        1       1 0.28   1.615346114      2
#> 1294         2        1        1       1 0.70   5.714936897      2
#> 1295         2        1        1       1 0.60   3.843436944      2
#> 1296         2        1        1       1 2.30   4.579630473      2
#> 1297         2        1        1       1 0.93   6.120697855      2
#> 1298         2        1        1       1 0.86   1.049377746      2
#> 1299         2        1        1       1 1.87   1.926642324      2
#> 1300         2        1        1       1 1.35   4.981380004      2
#> 1301         2        1        1       1 0.58   4.588160299      2
#> 1302         2        1        1       1 9.76  29.010435784      2
#> 1303         2        1        1       1 0.90   8.086579618      2
#> 1304         2        1       -1       0 6.66   8.629096802      2
#> 1305         2        1        1       1 0.33   0.703691449      1
#> 1306         2        1        1       1 0.31   5.954922761      2
#> 1307         2        1        1       1 1.04   1.316717737      2
#> 1308         2        1        1       1 0.55  -0.510737701      1
#> 1309         2        1        1       1 3.55   8.372521664      2
#> 1310         2        1        1       1 3.49   5.316716452      2
#> 1311         2        1        1       1 0.90   3.371626253      2
#> 1312         2        1        1       1 0.91   3.424627249      2
#> 1313         2        1        1       1 0.66   3.645192133      2
#> 1314         2        1        1       1 0.35   5.258173892      2
#> 1315         2        1        1       1 0.31   4.383294620      2
#> 1316         2        1        1       1 0.45   3.825844822      2
#> 1317         2        1        1       1 0.75   3.472911425      2
#> 1318         2        1        1       1 1.37   4.392574620      2
#> 1319         2        1       -1       0 1.74   5.608980968      2
#> 1320         2        1        1       1 0.34   1.319221712      2
#> 1321         2        1        1       1 0.38   3.733265752      2
#> 1322         2        1        1       1 2.83  -1.709571726      1
#> 1323         2        1        1       1 1.63  -1.162616289      1
#> 1324         2        1        1       1 0.33   6.401386786      2
#> 1325         2        1        1       1 1.56   8.955432761      2
#> 1326         2        1        1       1 2.19   1.662469906      2
#> 1327         2        1        1       1 1.36   2.103664075      2
#> 1328         2        1        1       1 0.46   4.609751605      2
#> 1329         2        1       -1       0 5.10   8.763363438      2
#> 1330         2        1       -1       0 4.17  12.542947264      2
#> 1331         2        1        1       1 1.02   3.654027863      2
#> 1332         2        1        1       1 0.86   1.576839956      2
#> 1333         2        1        1       1 0.34   4.509064855      2
#> 1334         2        1        1       1 0.20   6.540055822      2
#> 1335         2        1        1       1 2.15   7.314652695      2
#> 1336         2        1        1       1 2.01   1.875256493      2
#> 1337         2        1        1       1 0.90   4.564335003      2
#> 1338         2        1        1       1 0.43   2.095413219      2
#> 1339         2        1        1       1 0.24   6.878135296      2
#> 1340         2        1        1       1 0.69  -0.467429015      1
#> 1341         2        1        1       1 0.78   0.471743581      1
#> 1342         2        1       -1       0 2.06   2.290955476      2
#> 1343         2        1        1       1 1.82   6.230689892      2
#> 1344         2        1        1       1 1.70   5.191875345      2
#> 1345         2        1        1       1 0.37   7.936373415      2
#> 1346         2        1        1       1 1.02   4.919758597      2
#> 1347         2        1        1       1 1.64   4.601579319      2
#> 1348         2        1       -1       0 6.71   1.420320977      2
#> 1349         2        1       -1       0 2.88   6.597228841      2
#> 1350         2        1        1       1 1.99  -2.383526219      1
#> 1351         2        1       -1       0 1.34   5.464093188      2
#> 1352         2        1        1       1 1.27   7.871850796      2
#> 1353         2        1        1       1 0.41   7.361109752      2
#> 1354         2        1        1       1 1.07   8.975849776      2
#> 1355         2        1       -1       0 1.08   1.890060148      2
#> 1356         2        1       -1       0 1.03   0.209544785      1
#> 1357         2        1        1       1 0.39   1.776986263      2
#> 1358         2        1        1       1 1.29   4.107140782      2
#> 1359         2        1        1       1 1.21   5.197233575      2
#> 1360         2        1        1       1 0.98  10.402961711      2
#> 1361         2        1        1       1 0.67   2.900222503      2
#> 1362         2        1       -1       0 2.16  10.552275607      2
#> 1363         2        1        1       1 0.62   2.264357626      2
#> 1364         2        1        1       1 0.27   5.378088570      2
#> 1365         2        1        1       1 1.56   0.868248190      2
#> 1366         2        1        1       1 0.32   2.461814526      2
#> 1367         2        1        1       1 0.84   1.317494225      2
#> 1368         2        1        1       1 0.39   2.534339567      2
#> 1369         2        1        1       1 0.38   7.516045345      2
#> 1370         2        1        1       1 1.75   6.594616258      2
#> 1371         2        1       -1       0 0.95   1.063152509      2
#> 1372         2        1        1       1 0.68   5.811538808      2
#> 1373         2        1        1       1 0.74   5.800572291      2
#> 1374         2        1        1       1 1.32   1.308299093      2
#> 1375         2        1       -1       0 1.00   3.577809531      2
#> 1376         2        1        1       1 0.39   1.196757129      2
#> 1377         2        1        1       1 0.81   4.817848281      2
#> 1378         2        1        1       1 0.69   4.134955999      2
#> 1379         2        1        1       1 0.22   2.427008490      2
#> 1380         2        1        1       1 0.78  10.222514128      2
#> 1381         2        1       -1       0 3.51   1.874221554      2
#> 1382         2        1        1       1 2.39   5.871769093      2
#> 1383         2        1        1       1 0.29   2.156300456      2
#> 1384         2        1        1       1 1.15   3.685906056      2
#> 1385         2        1       -1       0 1.21   4.882179909      2
#> 1386         2        1        1       1 0.86   1.407249637      2
#> 1387         2        1        1       1 1.80  10.208153935      2
#> 1388         2        1        1       1 1.22   8.612198517      2
#> 1389         2        1        1       1 0.97   5.695852521      2
#> 1390         2        1        1       1 0.81  -0.627293767      1
#> 1391         2        1        1       1 2.04   2.247180770      2
#> 1392         2        1        1       1 1.40   3.851809356      2
#> 1393         2        1        1       1 0.37   5.135688797      2
#> 1394         2        1        1       1 3.18  11.108333496      2
#> 1395         2        1        1       1 0.59   2.901426333      2
#> 1396         2        1        1       1 0.69   3.943657843      2
#> 1397         2        1       -1       0 1.23   5.974001837      2
#> 1398         2        1        1       1 1.38   3.305787486      2
#> 1399         2        1        1       1 0.71   5.334514566      2
#> 1400         2        1        1       1 1.05   1.172857462      2
#> 1401         2        1        1       1 0.78   1.861254552      2
#> 1402         2        1       -1       0 0.66   0.090811281      1
#> 1403         2        1       -1       0 1.34  14.086442521      2
#> 1404         2        1        1       1 1.83  -0.257327697      1
#> 1405         2        1        1       1 0.80   4.130094785      2
#> 1406         2        1       -1       0 0.99   5.695619889      2
#> 1407         2        1        1       1 0.40  -1.240727592      1
#> 1408         2        1       -1       0 0.99  -1.097265618      1
#> 1409         2        1       -1       0 0.58   4.552609263      2
#> 1410         2        1       -1       0 2.95   5.587285964      2
#> 1411         2        1        1       1 0.24   0.862133998      2
#> 1412         2        1        1       1 0.65   6.743856092      2
#> 1413         2        1        1       1 0.89  -0.082337208      1
#> 1414         2        1        1       1 0.91   9.128071588      2
#> 1415         2        1       -1       0 0.44   2.579412772      2
#> 1416         2        1        1       1 3.05   5.051573988      2
#> 1417         2        1        1       1 1.30  11.824289126      2
#> 1418         2        1        1       1 0.41   3.213242574      2
#> 1419         2        1        1       1 0.45  -0.868841972      1
#> 1420         2        1        1       1 0.48   6.121345489      2
#> 1421         2        1        1       1 0.50   1.086187549      2
#> 1422         2        1        1       1 2.42  -0.528631828      1
#> 1423         2        1       -1       0 2.22  -0.710843788      1
#> 1424         2        1        1       1 0.79   4.804825065      2
#> 1425         2        1       -1       0 0.48   2.509996616      2
#> 1426         2        1        1       1 0.44   4.795874440      2
#> 1427         2        1       -1       0 0.43   2.754812964      2
#> 1428         2        1        1       1 0.42   8.295019884      2
#> 1429         2        1        1       1 1.18   5.695443544      2
#> 1430         2        1        1       1 1.13   1.146903106      2
#> 1431         2        1        1       1 1.00   4.485276068      2
#> 1432         2        1        1       1 0.25   3.115740461      2
#> 1433         2        1        1       1 3.23   4.061865825      2
#> 1434         2        1       -1       0 0.78   6.091342632      2
#> 1435         2        1       -1       0 0.84   0.094457589      1
#> 1436         2        1       -1       0 2.60   9.158278946      2
#> 1437         2        1        1       1 0.72   2.435056655      2
#> 1438         2        1        1       1 0.87   3.895316293      2
#> 1439         2        1        1       1 1.51   3.869612530      2
#> 1440         2        1       -1       0 1.88   7.386594889      2
#> 1441         2        1        1       1 0.77   4.026310308      2
#> 1442         2        1        1       1 0.21   6.270497350      2
#> 1443         2        1       -1       0 0.83   7.002548493      2
#> 1444         2        1        1       1 2.01   4.887646762      2
#> 1445         2        1       -1       0 1.61   8.037503029      2
#> 1446         2        1       -1       0 2.49  -0.246030003      1
#> 1447         2        1        1       1 4.34   6.922440826      2
#> 1448         2        1       -1       0 0.46   2.563722407      2
#> 1449         2        1        1       1 1.40   1.764962756      2
#> 1450         2        1        1       1 0.56  -3.137788007      1
#> 1451         2        1        1       1 0.85   2.062582773      2
#> 1452         2        1        1       1 0.86  -2.939035708      1
#> 1453         2        1        1       1 0.62   4.331378653      2
#> 1454         2        1        1       1 0.64   5.499608457      2
#> 1455         2        1        1       1 0.51   4.637091199      2
#> 1456         2        1        1       1 0.34   6.196899496      2
#> 1457         2        1        1       1 0.85   1.700351827      2
#> 1458         2        1       -1       0 1.73   5.533835039      2
#> 1459         2        1        1       1 1.38   1.702150370      2
#> 1460         2        1        1       1 1.40   0.611287466      1
#> 1461         2        1        1       1 0.59   1.138279828      2
#> 1462         2        1        1       1 0.40   4.287965904      2
#> 1463         2        1        1       1 1.29   9.180672207      2
#> 1464         2        1        1       1 0.66   4.250064812      2
#> 1465         2        1        1       1 0.33  -0.285983580      1
#> 1466         2        1        1       1 0.78   3.642870667      2
#> 1467         2        1        1       1 2.95   1.055630884      2
#> 1468         2        1        1       1 0.25   5.279729129      2
#> 1469         2        1        1       1 0.33   1.363736868      2
#> 1470         2        1        1       1 0.81   9.169952001      2
#> 1471         2        1        1       1 2.89   6.051093544      2
#> 1472         2        1        1       1 1.13   6.288596848      2
#> 1473         2        1       -1       0 0.31  -0.220521556      1
#> 1474         2        1        1       1 0.96   1.424336688      2
#> 1475         2        1        1       1 0.47   2.072023390      2
#> 1476         2        1        1       1 1.10   1.157963453      2
#> 1477         2        1        1       1 0.43   0.627064351      1
#> 1478         2        1        1       1 0.53   5.772003595      2
#> 1479         2        1        1       1 0.42  -0.347549654      1
#> 1480         2        1        1       1 0.73   0.151577825      1
#> 1481         2        1        1       1 0.62   5.805815818      2
#> 1482         2        1        1       1 0.82   1.420383225      2
#> 1483         2        1        1       1 1.43   5.841829000      2
#> 1484         2        1       -1       0 2.15   8.255664174      2
#> 1485         2        1        1       1 0.98   8.516955571      2
#> 1486         2        1        1       1 1.10  -0.408684877      1
#> 1487         2        1        1       1 0.58   2.064522647      2
#> 1488         2        1        1       1 0.38   4.466509109      2
#> 1489         2        1        1       1 0.41   6.710853489      2
#> 1490         2        1        1       1 0.41   0.945515478      2
#> 1491         2        1       -1       0 4.66   0.315156611      1
#> 1492         2        1        1       1 0.88   6.370265383      2
#> 1493         2        1        1       1 1.53   6.510277082      2
#> 1494         2        1        1       1 0.65   6.781251877      2
#> 1495         2        1        1       1 1.00  -2.944878460      1
#> 1496         2        1        1       1 0.30   6.552291123      2
#> 1497         2        1        1       1 0.30  -0.701902509      1
#> 1498         2        1        1       1 1.24  10.542124007      2
#> 1499         2        1        1       1 2.15  -5.243875094      1
#> 1500         2        1        1       1 0.52   0.763772602      1
#> 1501         2        1        1       1 0.78   1.151304487      2
#> 1502         2        1       -1       0 1.72   2.044783965      2
#> 1503         2        1        1       1 0.92   4.669448697      2
#> 1504         2        1        1       1 0.33   2.815752935      2
#> 1505         2        1       -1       0 1.17   2.614287800      2
#> 1506         2        1        1       1 4.28  10.578483103      2
#> 1507         2        1        1       1 0.84   0.922271984      2
#> 1508         2        1       -1       0 2.91  -0.195083850      1
#> 1509         2        1        1       1 0.69   1.825072693      2
#> 1510         2        1       -1       0 0.94   2.659094037      2
#> 1511         2        1        1       1 1.35   2.420062370      2
#> 1512         2        1        1       1 0.67  -0.426627267      1
#> 1513         2        1        1       1 0.54   5.635021040      2
#> 1514         2        1        1       1 0.28   2.080426637      2
#> 1515         2        1        1       1 0.54   7.887106115      2
#> 1516         2        1        1       1 0.57   3.279002630      2
#> 1517         2        1        1       1 1.07  -2.567393221      1
#> 1518         2        1        1       1 0.75   2.586154047      2
#> 1519         2        1        1       1 0.71   0.880411158      2
#> 1520         2        1        1       1 0.57   0.772608789      1
#> 1521         2        1        1       1 0.84   3.305417070      2
#> 1522         2        1        1       1 0.39   2.559533736      2
#> 1523         2        1       -1       0 2.28   8.712109766      2
#> 1524         2        1        1       1 0.42   1.305471757      2
#> 1525         2        1       -1       0 0.84   9.657091686      2
#> 1526         2        1        1       1 0.38   3.238299326      2
#> 1527         2        1        1       1 1.28  11.309728086      2
#> 1528         2        1        1       1 1.64   6.442919108      2
#> 1529         2        1        1       1 2.04   4.523894815      2
#> 1530         2        1        1       1 0.61   6.673632678      2
#> 1531         2        1       -1       0 1.70  -1.578483479      1
#> 1532         2        1        1       1 1.05   3.543213417      2
#> 1533         2        1        1       1 0.47   7.615661211      2
#> 1534         2        1        1       1 6.51  19.342081847      2
#> 1535         2        1       -1       0 0.67   3.227089153      2
#> 1536         2        1        1       1 0.91   7.317974750      2
#> 1537         2        1        1       1 1.52   2.369746614      2
#> 1538         2        1        1       1 0.64   1.942337481      2
#> 1539         2        1        1       1 8.33  35.018950292      2
#> 1540         2        1       -1       0 1.36   2.452215989      2
#> 1541         2        1       -1       0 1.29   0.793292821      1
#> 1542         2        1        1       1 0.83   5.266716998      2
#> 1543         2        1        1       1 0.48   1.909576308      2
#> 1544         2        1        1       1 0.29   2.914321697      2
#> 1545         2        1        1       1 1.42   2.260068785      2
#> 1546         2        1       -1       0 3.09  11.431894500      2
#> 1547         2        1        1       1 1.89   2.241000028      2
#> 1548         2        1        1       1 0.77   4.534492120      2
#> 1549         2        1        1       1 0.52   2.271800089      2
#> 1550         2        1        1       1 0.42   5.833083238      2
#> 1551         2        1        1       1 1.32  -0.142972826      1
#> 1552         2        1        1       1 0.81   5.367342349      2
#> 1553         2        1        1       1 0.55   3.906886976      2
#> 1554         2        1       -1       0 1.26  -2.322889198      1
#> 1555         2        1       -1       0 0.49   4.572263950      2
#> 1556         2        1        1       1 0.50   0.938722422      2
#> 1557         2        1        1       1 2.59   6.821231382      2
#> 1558         2        1       -1       0 0.73   0.715986814      1
#> 1559         2        1        1       1 0.58   3.735457589      2
#> 1560         2        1       -1       0 5.52   5.208325801      2
#> 1561         2        1        1       1 0.34   4.345032960      2
#> 1562         2        1        1       1 0.44   4.807078627      2
#> 1563         2        1        1       1 1.47   7.624588358      2
#> 1564         2        1        1       1 0.62   2.321814588      2
#> 1565         2        1        1       1 0.67   3.580439139      2
#> 1566         2        1        1       1 0.51   4.332164311      2
#> 1567         2        1        1       1 1.69   3.869088356      2
#> 1568         2        1       -1       0 1.86   1.463282386      2
#> 1569         2        1        1       1 0.69   4.888805292      2
#> 1570         2        1        1       1 0.72   2.667287862      2
#> 1571         2        1        1       1 0.43   5.036357234      2
#> 1572         2        1        1       1 1.19   3.541069230      2
#> 1573         2        1       -1       0 2.31   2.312062578      2
#> 1574         2        1        1       1 0.31   0.211642304      1
#> 1575         2        1        1       1 3.12   3.939110473      2
#> 1576         2        1        1       1 0.71   5.526818463      2
#> 1577         2        1       -1       0 0.41   1.576395064      2
#> 1578         2        1        1       1 0.93  -1.259577547      1
#> 1579         2        1        1       1 0.57   0.884178730      2
#> 1580         2        1        1       1 0.33   9.014591422      2
#> 1581         2        1        1       1 0.46   3.088151757      2
#> 1582         2        1        1       1 0.83   3.315053880      2
#> 1583         2        1        1       1 0.32   3.299858727      2
#> 1584         2        1        1       1 0.55   2.521445912      2
#> 1585         2        1        1       1 1.03   4.320653780      2
#> 1586         2        1        1       1 1.62   3.642122301      2
#> 1587         2        1        1       1 1.68   2.985029344      2
#> 1588         2        1        1       1 0.65   0.204574835      1
#> 1589         2        1        1       1 1.56   5.732080178      2
#> 1590         2        1        1       1 0.87   3.795110260      2
#> 1591         2        1        1       1 0.32   2.654762582      2
#> 1592         2        1        1       1 0.65   1.473242737      2
#> 1593         2        1        1       1 0.78   2.778786087      2
#> 1594         2        1       -1       0 2.50  -4.518234401      1
#> 1595         2        1        1       1 1.51   0.222180404      1
#> 1596         2        1       -1       0 1.28   1.009976368      2
#> 1597         2        1        1       1 1.94   3.073831287      2
#> 1598         2        1        1       1 0.26  10.279686713      2
#> 1599         2        1        1       1 0.47   4.736438695      2
#> 1600         2        1        1       1 0.67  -0.544772700      1
#> 
#> $gamma
#> $gamma$condition
#> # A tibble: 2 × 2
#>   correct Gamma
#>     <dbl> <dbl>
#> 1       0 0.610
#> 2       1 0.757
#> 
#> $gamma$rt
#> # A tibble: 2 × 2
#>   correct  Gamma
#>     <dbl>  <dbl>
#> 1       0  0.139
#> 2       1 -0.113
#> 
#> $gamma$correct
#> # A tibble: 2 × 2
#>   condition    Gamma
#>       <int>    <dbl>
#> 1         1 -0.00367
#> 2         2  0.271  
#> 
#> $gamma$rt_bycondition
#> # A tibble: 2 × 2
#>   condition  Gamma
#>       <int>  <dbl>
#> 1         1 0.0301
#> 2         2 0.0147
#> 
#> $gamma$rt_byconditionbycorrect
#> # A tibble: 4 × 3
#>   condition correct    Gamma
#>       <int>   <dbl>    <dbl>
#> 1         1       0  0.154  
#> 2         1       1 -0.0757 
#> 3         2       0  0.145  
#> 4         2       1 -0.00285
#> 
#> 
# }