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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 1.32 -5.3681957      1
#> 2         1       -1       -1       1 1.00  0.3435236      1
#> 3         1       -1        1       0 0.51 -3.6502434      1
#> 4         1       -1       -1       1 7.74 -2.3699030      1
#> 5         1       -1        1       0 0.58  2.1780792      2
#> 6         1       -1       -1       1 1.07  2.0461739      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(linewidth=1.2, na.rm=TRUE)+xlim(c(0,5))+
    facet_grid(rows=vars(condition), labeller = "label_both")

# }

# 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 0.237
#> 2      1       0         2 0.031
#> 3      1       1         1 0.276
#> 4      1       1         2 0.112
#> 5      2       0         1 0.218
#> 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 0.72   4.177089461      2
#> 2            1       -1        1       0 5.74   5.649473653      2
#> 3            1       -1        1       0 0.26  -0.820988485      1
#> 4            1       -1       -1       1 4.24   1.667103581      2
#> 5            1       -1       -1       1 1.29   0.448526599      1
#> 6            1       -1        1       0 1.28   1.525088744      2
#> 7            1       -1       -1       1 0.94  -0.667293966      1
#> 8            1       -1       -1       1 3.36   2.153099044      2
#> 9            1       -1       -1       1 0.41  -3.338631667      1
#> 10           1       -1       -1       1 0.61   1.358139693      2
#> 11           1       -1        1       0 0.99   3.673134446      2
#> 12           1       -1       -1       1 0.66   3.315896311      2
#> 13           1       -1       -1       1 1.90   5.379587194      2
#> 14           1       -1        1       0 1.11   2.965481775      2
#> 15           1       -1       -1       1 0.82  -1.299301587      1
#> 16           1       -1        1       0 2.88   6.873761798      2
#> 17           1       -1       -1       1 1.32  -2.090351250      1
#> 18           1       -1       -1       1 1.80   0.348815655      1
#> 19           1       -1       -1       1 1.24   3.433251858      2
#> 20           1       -1       -1       1 1.73   1.705315105      2
#> 21           1       -1        1       0 0.45  -1.203773067      1
#> 22           1       -1       -1       1 1.73  -4.268312954      1
#> 23           1       -1        1       0 3.46   2.550637701      2
#> 24           1       -1        1       0 1.46  -2.542545157      1
#> 25           1       -1       -1       1 3.24   4.039284386      2
#> 26           1       -1       -1       1 2.88   4.354067712      2
#> 27           1       -1        1       0 2.96   5.646542867      2
#> 28           1       -1        1       0 1.16   2.514421154      2
#> 29           1       -1        1       0 0.85   3.217142447      2
#> 30           1       -1        1       0 2.48  -3.339924565      1
#> 31           1       -1       -1       1 0.72  -0.082567303      1
#> 32           1       -1        1       0 1.26   5.456192112      2
#> 33           1       -1        1       0 0.38   2.632375905      2
#> 34           1       -1       -1       1 3.39  -6.775333090      1
#> 35           1       -1        1       0 0.42   1.338401051      2
#> 36           1       -1        1       0 0.66  -4.002893273      1
#> 37           1       -1        1       0 2.07   7.700106879      2
#> 38           1       -1       -1       1 0.86   6.709734272      2
#> 39           1       -1       -1       1 1.35   3.979763265      2
#> 40           1       -1       -1       1 2.38   1.348088686      2
#> 41           1       -1       -1       1 2.37   1.059070632      2
#> 42           1       -1        1       0 0.81   0.566594463      1
#> 43           1       -1       -1       1 2.37   4.406124401      2
#> 44           1       -1       -1       1 2.26   3.696193708      2
#> 45           1       -1        1       0 0.40  -1.632614869      1
#> 46           1       -1        1       0 1.97   2.307097130      2
#> 47           1       -1       -1       1 1.76   1.032196486      2
#> 48           1       -1       -1       1 1.03  -0.009184209      1
#> 49           1       -1       -1       1 4.98   1.107849166      2
#> 50           1       -1       -1       1 2.81   3.824859197      2
#> 51           1       -1        1       0 0.90   0.789474703      1
#> 52           1       -1       -1       1 2.00  -5.564315913      1
#> 53           1       -1        1       0 0.37  -2.230821834      1
#> 54           1       -1       -1       1 2.19  -3.208597132      1
#> 55           1       -1        1       0 3.10  -2.498542529      1
#> 56           1       -1       -1       1 2.63  -1.921388327      1
#> 57           1       -1       -1       1 1.32   2.054625722      2
#> 58           1       -1        1       0 0.55   2.394424740      2
#> 59           1       -1       -1       1 1.06  -3.480507417      1
#> 60           1       -1        1       0 2.02  -0.855502495      1
#> 61           1       -1       -1       1 0.54   0.563115407      1
#> 62           1       -1        1       0 0.65   1.016087195      2
#> 63           1       -1        1       0 0.24  -0.506664644      1
#> 64           1       -1        1       0 0.69   6.573459153      2
#> 65           1       -1        1       0 1.32  -3.747304053      1
#> 66           1       -1       -1       1 2.09  -5.101933651      1
#> 67           1       -1        1       0 2.26   1.270888844      2
#> 68           1       -1       -1       1 1.39   2.517562471      2
#> 69           1       -1        1       0 0.42   0.433003358      1
#> 70           1       -1       -1       1 0.82  -1.813404648      1
#> 71           1       -1       -1       1 1.00  -2.287706797      1
#> 72           1       -1        1       0 1.28   4.978265840      2
#> 73           1       -1       -1       1 1.22   1.573303903      2
#> 74           1       -1       -1       1 1.01  -1.504605443      1
#> 75           1       -1        1       0 0.22  -0.281457867      1
#> 76           1       -1       -1       1 0.60   2.098336119      2
#> 77           1       -1        1       0 0.25  -1.950588539      1
#> 78           1       -1       -1       1 2.39   2.446281786      2
#> 79           1       -1        1       0 0.50  -0.244875733      1
#> 80           1       -1        1       0 0.99  -1.288178726      1
#> 81           1       -1        1       0 0.36  -1.591727896      1
#> 82           1       -1        1       0 2.23  -0.480976817      1
#> 83           1       -1        1       0 0.74   2.265376846      2
#> 84           1       -1        1       0 0.78  -1.197830546      1
#> 85           1       -1        1       0 2.14  10.000194896      2
#> 86           1       -1        1       0 1.25   0.280088916      1
#> 87           1       -1        1       0 0.96   8.136004360      2
#> 88           1       -1        1       0 0.60  -2.073215879      1
#> 89           1       -1       -1       1 0.41  -1.246467689      1
#> 90           1       -1        1       0 1.74  -1.841727719      1
#> 91           1       -1       -1       1 3.15 -11.046179600      1
#> 92           1       -1       -1       1 2.63  -3.792078347      1
#> 93           1       -1        1       0 0.77  -1.621208313      1
#> 94           1       -1        1       0 1.08  -0.432419549      1
#> 95           1       -1       -1       1 0.41  -2.344504909      1
#> 96           1       -1        1       0 1.79   0.634153217      1
#> 97           1       -1        1       0 0.63   3.607483386      2
#> 98           1       -1       -1       1 1.21  -0.417822365      1
#> 99           1       -1        1       0 0.57   1.748751492      2
#> 100          1       -1       -1       1 2.05  -3.997608122      1
#> 101          1       -1        1       0 1.58  -3.446580280      1
#> 102          1       -1       -1       1 2.86   5.753054494      2
#> 103          1       -1       -1       1 1.77  -3.261829403      1
#> 104          1       -1        1       0 0.30   5.656221063      2
#> 105          1       -1       -1       1 2.41  -0.257592784      1
#> 106          1       -1       -1       1 0.44   2.443859277      2
#> 107          1       -1       -1       1 0.85  -5.544456448      1
#> 108          1       -1        1       0 0.39   1.132568808      2
#> 109          1       -1       -1       1 0.79  -1.638204632      1
#> 110          1       -1       -1       1 0.75  -0.701196694      1
#> 111          1       -1       -1       1 0.47  -0.046587067      1
#> 112          1       -1        1       0 1.28  -2.856028967      1
#> 113          1       -1       -1       1 1.02   0.381208175      1
#> 114          1       -1       -1       1 0.88  -1.526952839      1
#> 115          1       -1        1       0 0.26   0.234649543      1
#> 116          1       -1        1       0 0.81  -0.541596900      1
#> 117          1       -1       -1       1 0.66  -5.445721028      1
#> 118          1       -1       -1       1 0.81   2.496408791      2
#> 119          1       -1       -1       1 1.05  -1.147390968      1
#> 120          1       -1       -1       1 2.36   0.501116963      1
#> 121          1       -1        1       0 0.44  -3.314112615      1
#> 122          1       -1        1       0 2.93   0.711703556      1
#> 123          1       -1       -1       1 0.67   1.874393315      2
#> 124          1       -1       -1       1 0.84   3.997647118      2
#> 125          1       -1        1       0 1.16   2.596334377      2
#> 126          1       -1       -1       1 0.85  -5.325373699      1
#> 127          1       -1       -1       1 0.42  -1.316253436      1
#> 128          1       -1        1       0 1.62   2.510708315      2
#> 129          1       -1       -1       1 2.08  -2.964756863      1
#> 130          1       -1        1       0 0.67  -0.494242667      1
#> 131          1       -1       -1       1 1.50   0.258768655      1
#> 132          1       -1        1       0 0.74   6.768977741      2
#> 133          1       -1        1       0 0.34   1.527156070      2
#> 134          1       -1       -1       1 2.04   5.637025340      2
#> 135          1       -1        1       0 0.40   2.118689947      2
#> 136          1       -1       -1       1 0.81  -5.087488707      1
#> 137          1       -1       -1       1 1.35  -0.298140124      1
#> 138          1       -1        1       0 0.66  -3.753762790      1
#> 139          1       -1       -1       1 1.39  -3.810770698      1
#> 140          1       -1        1       0 1.61  -1.900252379      1
#> 141          1       -1        1       0 0.28  -4.224425963      1
#> 142          1       -1        1       0 1.12   0.921642072      2
#> 143          1       -1       -1       1 0.48   2.621869104      2
#> 144          1       -1        1       0 0.67  -1.177605751      1
#> 145          1       -1       -1       1 0.38   1.512206846      2
#> 146          1       -1        1       0 3.84   1.852131316      2
#> 147          1       -1       -1       1 1.39  -0.600942269      1
#> 148          1       -1       -1       1 4.12   1.288034301      2
#> 149          1       -1        1       0 0.39   0.839011416      2
#> 150          1       -1       -1       1 2.15   5.096430555      2
#> 151          1       -1        1       0 0.26  -1.209777113      1
#> 152          1       -1        1       0 0.51   3.286446511      2
#> 153          1       -1       -1       1 0.73   3.686981671      2
#> 154          1       -1       -1       1 0.73   5.677804988      2
#> 155          1       -1        1       0 2.10   4.029459166      2
#> 156          1       -1       -1       1 0.91   1.838688220      2
#> 157          1       -1       -1       1 0.69  -2.880576474      1
#> 158          1       -1       -1       1 1.64   2.763832377      2
#> 159          1       -1       -1       1 0.79   3.003821448      2
#> 160          1       -1        1       0 0.68   0.693021797      1
#> 161          1       -1       -1       1 0.80  -1.612202412      1
#> 162          1       -1       -1       1 0.77   0.408800507      1
#> 163          1       -1        1       0 2.46   0.951513950      2
#> 164          1       -1        1       0 1.20   3.716451626      2
#> 165          1       -1       -1       1 1.54  -2.314290372      1
#> 166          1       -1       -1       1 1.38  -3.164989907      1
#> 167          1       -1        1       0 0.71   1.026750311      2
#> 168          1       -1        1       0 1.44  -1.156970200      1
#> 169          1       -1       -1       1 1.11   5.113895298      2
#> 170          1       -1        1       0 0.95  -0.923343795      1
#> 171          1       -1       -1       1 1.29  -1.463001051      1
#> 172          1       -1        1       0 1.30  -0.388612278      1
#> 173          1       -1       -1       1 0.64  -1.827747620      1
#> 174          1       -1       -1       1 1.44  -2.302813800      1
#> 175          1       -1        1       0 1.84  -0.883004310      1
#> 176          1       -1        1       0 0.46   3.019685236      2
#> 177          1       -1       -1       1 3.67  -3.776435771      1
#> 178          1       -1        1       0 1.38   2.603445460      2
#> 179          1       -1       -1       1 3.09  -0.860452633      1
#> 180          1       -1        1       0 0.48   0.107110737      1
#> 181          1       -1       -1       1 1.89  -1.136522500      1
#> 182          1       -1        1       0 1.26   3.877007310      2
#> 183          1       -1       -1       1 0.88  -1.020255429      1
#> 184          1       -1        1       0 0.61   4.568541687      2
#> 185          1       -1        1       0 0.93   6.818136050      2
#> 186          1       -1        1       0 0.88   1.684968457      2
#> 187          1       -1        1       0 0.29   0.159405199      1
#> 188          1       -1        1       0 1.52  -0.447038985      1
#> 189          1       -1        1       0 0.43  -2.602621032      1
#> 190          1       -1        1       0 0.41   0.971229088      2
#> 191          1       -1       -1       1 0.21  -2.406071248      1
#> 192          1       -1        1       0 0.73   0.929716479      2
#> 193          1       -1        1       0 3.59 -12.254699245      1
#> 194          1       -1       -1       1 0.90   2.775032658      2
#> 195          1       -1       -1       1 0.41   2.525127215      2
#> 196          1       -1       -1       1 1.58   4.501855294      2
#> 197          1       -1        1       0 0.83   4.582290247      2
#> 198          1       -1        1       0 0.34   4.897614081      2
#> 199          1       -1       -1       1 0.72   3.066072135      2
#> 200          1       -1       -1       1 1.03   0.012106407      1
#> 201          1       -1       -1       1 0.44   0.260517409      1
#> 202          1       -1        1       0 1.05   5.464400152      2
#> 203          1       -1        1       0 0.37   0.610735999      1
#> 204          1       -1        1       0 0.97  -0.029588410      1
#> 205          1       -1       -1       1 5.05  -1.106948561      1
#> 206          1       -1       -1       1 1.74  -3.599491343      1
#> 207          1       -1       -1       1 0.73  -1.410434472      1
#> 208          1       -1        1       0 4.98  -1.049918828      1
#> 209          1       -1        1       0 0.78   1.015203870      2
#> 210          1       -1       -1       1 1.41  -1.127727868      1
#> 211          1       -1       -1       1 1.17   4.167656762      2
#> 212          1       -1       -1       1 0.55  -0.289674759      1
#> 213          1       -1        1       0 1.79   1.150500571      2
#> 214          1       -1       -1       1 3.13  -4.299515064      1
#> 215          1       -1       -1       1 1.16  -2.528154000      1
#> 216          1       -1       -1       1 1.51   5.401604991      2
#> 217          1       -1        1       0 0.89  -0.853404011      1
#> 218          1       -1       -1       1 0.49  -1.133191364      1
#> 219          1       -1        1       0 0.37   1.978161605      2
#> 220          1       -1       -1       1 0.40   2.429886517      2
#> 221          1       -1        1       0 0.41   0.995562339      2
#> 222          1       -1        1       0 1.03  -0.448068857      1
#> 223          1       -1       -1       1 1.17  -0.178243762      1
#> 224          1       -1       -1       1 1.32   1.864393617      2
#> 225          1       -1       -1       1 1.61   1.127217703      2
#> 226          1       -1       -1       1 3.88   4.413416780      2
#> 227          1       -1        1       0 1.11  -5.273399907      1
#> 228          1       -1        1       0 3.19  -3.371650893      1
#> 229          1       -1        1       0 0.37   0.424030730      1
#> 230          1       -1       -1       1 1.46   1.548454602      2
#> 231          1       -1       -1       1 0.60   3.907264857      2
#> 232          1       -1        1       0 0.47  -1.491492324      1
#> 233          1       -1       -1       1 2.14   4.208959060      2
#> 234          1       -1        1       0 1.18   0.952710481      2
#> 235          1       -1        1       0 2.35  -4.721070919      1
#> 236          1       -1        1       0 2.96   5.577449292      2
#> 237          1       -1       -1       1 2.17   1.621449960      2
#> 238          1       -1        1       0 3.17  -2.599156195      1
#> 239          1       -1       -1       1 0.70  -0.050420929      1
#> 240          1       -1       -1       1 1.23  -5.092967046      1
#> 241          1       -1       -1       1 0.51   2.862818669      2
#> 242          1       -1       -1       1 1.66  -1.105263895      1
#> 243          1       -1        1       0 0.93   3.877424926      2
#> 244          1       -1        1       0 1.04  -1.663691042      1
#> 245          1       -1       -1       1 0.65   1.391635627      2
#> 246          1       -1        1       0 2.18   2.181117653      2
#> 247          1       -1       -1       1 1.98   0.626308019      1
#> 248          1       -1       -1       1 1.09   4.549861099      2
#> 249          1       -1       -1       1 1.88   3.585615128      2
#> 250          1       -1        1       0 0.56   0.877796707      2
#> 251          1       -1        1       0 0.83   0.191429576      1
#> 252          1       -1        1       0 1.52  -1.570704272      1
#> 253          1       -1        1       0 0.35   3.787951946      2
#> 254          1       -1        1       0 1.21   1.377052010      2
#> 255          1       -1       -1       1 2.94   1.933485005      2
#> 256          1       -1        1       0 1.21  -2.889102038      1
#> 257          1       -1       -1       1 0.96  -1.618430684      1
#> 258          1       -1        1       0 4.29   5.013137371      2
#> 259          1       -1       -1       1 0.51  -0.491400298      1
#> 260          1       -1       -1       1 1.24   2.874666201      2
#> 261          1       -1       -1       1 1.51   2.592528478      2
#> 262          1       -1        1       0 1.10   1.206271219      2
#> 263          1       -1       -1       1 0.48  -2.336673899      1
#> 264          1       -1       -1       1 1.40  -2.443592548      1
#> 265          1       -1        1       0 0.40   3.181269265      2
#> 266          1       -1        1       0 3.87   4.718874884      2
#> 267          1       -1        1       0 0.48  -1.739008184      1
#> 268          1       -1       -1       1 0.71   2.265511620      2
#> 269          1       -1        1       0 0.62  -2.351992593      1
#> 270          1       -1        1       0 0.65   3.583778682      2
#> 271          1       -1       -1       1 2.52   3.502872106      2
#> 272          1       -1       -1       1 1.90   2.415064704      2
#> 273          1       -1        1       0 2.17  -2.156330156      1
#> 274          1       -1       -1       1 1.99  -2.186758813      1
#> 275          1       -1        1       0 1.89  -1.235297002      1
#> 276          1       -1       -1       1 1.15  -0.272177609      1
#> 277          1       -1        1       0 0.70   6.407432237      2
#> 278          1       -1       -1       1 1.45   6.501116399      2
#> 279          1       -1        1       0 0.74  -2.266297227      1
#> 280          1       -1        1       0 0.47  -1.517220021      1
#> 281          1       -1        1       0 0.74   1.521614368      2
#> 282          1       -1        1       0 0.37   2.928406863      2
#> 283          1       -1       -1       1 0.46   5.185658986      2
#> 284          1       -1        1       0 0.38   1.241468871      2
#> 285          1       -1       -1       1 0.51   5.402256691      2
#> 286          1       -1        1       0 0.73  -0.336603245      1
#> 287          1       -1        1       0 0.96  -0.454850902      1
#> 288          1       -1        1       0 1.33  -0.524839417      1
#> 289          1       -1       -1       1 0.53  -5.514619011      1
#> 290          1       -1       -1       1 0.68  -2.216758484      1
#> 291          1       -1       -1       1 1.37   3.120002097      2
#> 292          1       -1        1       0 3.16  -4.329860786      1
#> 293          1       -1        1       0 0.37  -1.624591824      1
#> 294          1       -1        1       0 0.87   0.926772628      2
#> 295          1       -1       -1       1 0.50  -2.152698572      1
#> 296          1       -1        1       0 2.58   6.764674516      2
#> 297          1       -1        1       0 1.24   1.973600499      2
#> 298          1       -1       -1       1 1.59  -3.523220666      1
#> 299          1       -1       -1       1 1.60  -2.435144697      1
#> 300          1       -1       -1       1 1.23   0.950217405      2
#> 301          1       -1       -1       1 1.35   2.254036358      2
#> 302          1       -1        1       0 0.29   3.731485422      2
#> 303          1       -1       -1       1 0.78   0.008799139      1
#> 304          1       -1        1       0 0.65   2.449975490      2
#> 305          1       -1       -1       1 0.46  -2.051111912      1
#> 306          1       -1        1       0 0.56   0.208001367      1
#> 307          1       -1        1       0 0.50  -0.312396878      1
#> 308          1       -1        1       0 0.79   2.426084767      2
#> 309          1       -1       -1       1 1.28  -0.741986590      1
#> 310          1       -1        1       0 0.44   2.958788636      2
#> 311          1       -1       -1       1 1.18  -2.803137860      1
#> 312          1       -1       -1       1 0.50   3.644750292      2
#> 313          1       -1       -1       1 1.38   1.715337553      2
#> 314          1       -1       -1       1 0.87   1.323563585      2
#> 315          1       -1       -1       1 0.63  -0.355693348      1
#> 316          1       -1        1       0 1.25  -4.376604486      1
#> 317          1       -1        1       0 2.71  -3.226117920      1
#> 318          1       -1        1       0 0.47   3.573414571      2
#> 319          1       -1        1       0 1.35   1.106594553      2
#> 320          1       -1       -1       1 0.80   2.670721360      2
#> 321          1       -1       -1       1 1.57  -2.626328555      1
#> 322          1       -1       -1       1 1.02  -1.392702227      1
#> 323          1       -1        1       0 0.64   2.686166177      2
#> 324          1       -1       -1       1 0.84   1.078454662      2
#> 325          1       -1        1       0 1.10   3.031281046      2
#> 326          1       -1       -1       1 2.39   0.285014018      1
#> 327          1       -1       -1       1 2.31  -5.326105166      1
#> 328          1       -1        1       0 0.72   0.604254523      1
#> 329          1       -1       -1       1 1.62   4.258503838      2
#> 330          1       -1        1       0 0.79  -0.882314686      1
#> 331          1       -1        1       0 1.01   2.154092594      2
#> 332          1       -1       -1       1 4.82  -0.491345603      1
#> 333          1       -1       -1       1 0.35   1.163162831      2
#> 334          1       -1       -1       1 1.24   1.403901143      2
#> 335          1       -1        1       0 1.46   1.010260354      2
#> 336          1       -1        1       0 0.89   2.397175201      2
#> 337          1       -1       -1       1 3.53   6.376441367      2
#> 338          1       -1        1       0 0.32  -2.102383050      1
#> 339          1       -1        1       0 0.64   3.205312864      2
#> 340          1       -1        1       0 1.17   5.457329594      2
#> 341          1       -1        1       0 3.46   4.292431344      2
#> 342          1       -1       -1       1 0.43  -2.491871312      1
#> 343          1       -1       -1       1 5.92  -3.878092842      1
#> 344          1       -1       -1       1 0.38  -4.468280913      1
#> 345          1       -1       -1       1 1.07   3.566596030      2
#> 346          1       -1        1       0 0.49   1.339926428      2
#> 347          1       -1        1       0 0.26  -0.224621984      1
#> 348          1       -1       -1       1 0.65  -3.950225593      1
#> 349          1       -1       -1       1 0.54  -1.541114127      1
#> 350          1       -1       -1       1 1.36  -5.506044740      1
#> 351          1       -1       -1       1 1.22   0.709150843      1
#> 352          1       -1        1       0 0.36  -1.305027364      1
#> 353          1       -1       -1       1 0.48  -1.494899629      1
#> 354          1       -1        1       0 0.54   2.062564608      2
#> 355          1       -1        1       0 4.34   8.516748820      2
#> 356          1       -1        1       0 0.88   1.927593148      2
#> 357          1       -1        1       0 0.73   2.533851319      2
#> 358          1       -1       -1       1 2.32  -5.633312663      1
#> 359          1       -1        1       0 1.63  -2.363424561      1
#> 360          1       -1       -1       1 2.90   6.489234617      2
#> 361          1       -1       -1       1 1.34   2.512269197      2
#> 362          1       -1        1       0 0.54  -0.278365012      1
#> 363          1       -1       -1       1 2.03   4.181936308      2
#> 364          1       -1        1       0 2.73  -1.388493544      1
#> 365          1       -1       -1       1 1.02   5.316781423      2
#> 366          1       -1       -1       1 2.90   1.661423865      2
#> 367          1       -1        1       0 2.99  -6.728499893      1
#> 368          1       -1       -1       1 1.27  -2.024426843      1
#> 369          1       -1        1       0 0.25  -0.667259011      1
#> 370          1       -1        1       0 2.70   7.727198825      2
#> 371          1       -1       -1       1 2.37   6.705751797      2
#> 372          1       -1        1       0 1.95  -2.642551963      1
#> 373          1       -1        1       0 0.50   3.674009747      2
#> 374          1       -1        1       0 1.96  -0.371498547      1
#> 375          1       -1       -1       1 1.98   0.276311879      1
#> 376          1       -1       -1       1 1.84  -1.831592527      1
#> 377          1       -1        1       0 0.66   2.962505818      2
#> 378          1       -1       -1       1 0.37  -0.040937030      1
#> 379          1       -1       -1       1 2.79   4.712650957      2
#> 380          1       -1       -1       1 1.20  -0.871094217      1
#> 381          1       -1       -1       1 1.42   2.092245901      2
#> 382          1       -1        1       0 0.83   4.644411866      2
#> 383          1       -1        1       0 1.23  -3.794806198      1
#> 384          1       -1       -1       1 0.42   3.521801597      2
#> 385          1       -1       -1       1 0.23  -0.746555618      1
#> 386          1       -1        1       0 1.97   5.219331160      2
#> 387          1       -1        1       0 1.78   0.618845713      1
#> 388          1       -1       -1       1 1.87  -0.172972780      1
#> 389          1       -1       -1       1 0.96   2.192467791      2
#> 390          1       -1        1       0 1.97   0.706348789      1
#> 391          1       -1       -1       1 0.43  -3.995299082      1
#> 392          1       -1        1       0 1.04   2.717062108      2
#> 393          1       -1       -1       1 0.91   1.105376978      2
#> 394          1       -1       -1       1 0.65  -1.755473162      1
#> 395          1       -1       -1       1 0.89   3.633630826      2
#> 396          1       -1        1       0 1.07   1.944569259      2
#> 397          1       -1       -1       1 2.24   2.044523787      2
#> 398          1       -1       -1       1 1.38   2.379801700      2
#> 399          1       -1       -1       1 0.83   2.528080674      2
#> 400          1       -1       -1       1 0.55  -1.210816811      1
#> 401          2       -1       -1       1 1.16   7.803607889      2
#> 402          2       -1       -1       1 0.64   1.968133798      2
#> 403          2       -1       -1       1 1.27  -0.022387826      1
#> 404          2       -1       -1       1 4.42  15.616160867      2
#> 405          2       -1       -1       1 1.50   2.772862830      2
#> 406          2       -1       -1       1 1.33  10.357951405      2
#> 407          2       -1       -1       1 1.11   3.827409185      2
#> 408          2       -1        1       0 1.05   2.355189064      2
#> 409          2       -1       -1       1 0.97   3.561888889      2
#> 410          2       -1       -1       1 1.00   4.337201973      2
#> 411          2       -1       -1       1 0.57   2.733398702      2
#> 412          2       -1       -1       1 0.59   4.837907927      2
#> 413          2       -1       -1       1 1.23   2.910375828      2
#> 414          2       -1        1       0 1.14   0.990098906      2
#> 415          2       -1        1       0 2.14   2.496349665      2
#> 416          2       -1       -1       1 0.95   3.566093447      2
#> 417          2       -1        1       0 1.88  10.577763456      2
#> 418          2       -1       -1       1 1.76   1.323183948      2
#> 419          2       -1       -1       1 1.33   3.033364249      2
#> 420          2       -1        1       0 1.12   8.294374815      2
#> 421          2       -1       -1       1 1.00   7.627035847      2
#> 422          2       -1       -1       1 0.53  -2.393320704      1
#> 423          2       -1        1       0 1.01   0.848487201      2
#> 424          2       -1       -1       1 0.79   4.723616476      2
#> 425          2       -1       -1       1 1.41   2.140827182      2
#> 426          2       -1       -1       1 0.41   4.486581953      2
#> 427          2       -1       -1       1 0.40   3.169630426      2
#> 428          2       -1       -1       1 0.74   0.663182372      1
#> 429          2       -1       -1       1 0.64   1.275999428      2
#> 430          2       -1       -1       1 2.44   4.774945359      2
#> 431          2       -1        1       0 6.04   6.494035502      2
#> 432          2       -1       -1       1 0.57  -2.596164646      1
#> 433          2       -1       -1       1 1.80   2.150034290      2
#> 434          2       -1       -1       1 2.57   3.595980574      2
#> 435          2       -1        1       0 0.64  -0.115661172      1
#> 436          2       -1       -1       1 0.39   6.948805107      2
#> 437          2       -1       -1       1 0.89   8.383957163      2
#> 438          2       -1       -1       1 2.67   7.493244451      2
#> 439          2       -1       -1       1 1.28   3.972000600      2
#> 440          2       -1       -1       1 0.43   0.533325978      1
#> 441          2       -1        1       0 4.34  11.558463330      2
#> 442          2       -1       -1       1 2.06   4.432136094      2
#> 443          2       -1       -1       1 0.85   4.489317715      2
#> 444          2       -1       -1       1 0.59   6.082477568      2
#> 445          2       -1       -1       1 0.65   1.566544597      2
#> 446          2       -1        1       0 0.75   1.387386710      2
#> 447          2       -1       -1       1 0.88   8.066656805      2
#> 448          2       -1       -1       1 1.36   1.197252199      2
#> 449          2       -1       -1       1 0.43   3.276239609      2
#> 450          2       -1       -1       1 0.59   0.733381852      1
#> 451          2       -1       -1       1 1.15  -0.580018059      1
#> 452          2       -1        1       0 1.81   4.577041255      2
#> 453          2       -1       -1       1 0.38   3.373766882      2
#> 454          2       -1       -1       1 0.58   3.964606118      2
#> 455          2       -1        1       0 3.19   0.617198212      1
#> 456          2       -1       -1       1 0.43   5.665641265      2
#> 457          2       -1       -1       1 1.45   3.279325414      2
#> 458          2       -1        1       0 1.81   1.364296822      2
#> 459          2       -1        1       0 2.99   3.842499507      2
#> 460          2       -1        1       0 3.08  13.575896500      2
#> 461          2       -1       -1       1 2.64  -0.369556824      1
#> 462          2       -1       -1       1 1.50   2.743779674      2
#> 463          2       -1       -1       1 0.74  -0.568634051      1
#> 464          2       -1        1       0 1.58   5.996294724      2
#> 465          2       -1       -1       1 0.98   0.838317612      2
#> 466          2       -1       -1       1 1.88  12.163634431      2
#> 467          2       -1       -1       1 1.22   4.994907464      2
#> 468          2       -1       -1       1 6.68  18.126460966      2
#> 469          2       -1        1       0 0.40   3.773701383      2
#> 470          2       -1       -1       1 7.62  28.500175775      2
#> 471          2       -1       -1       1 1.84   5.454110932      2
#> 472          2       -1       -1       1 0.94   4.599685028      2
#> 473          2       -1       -1       1 1.40  10.778037628      2
#> 474          2       -1       -1       1 1.13   3.096417551      2
#> 475          2       -1       -1       1 0.49   2.402264295      2
#> 476          2       -1        1       0 0.66   1.997248839      2
#> 477          2       -1        1       0 4.01   8.914339930      2
#> 478          2       -1       -1       1 3.15   4.158929411      2
#> 479          2       -1       -1       1 0.54   6.345186446      2
#> 480          2       -1       -1       1 0.53   5.536457383      2
#> 481          2       -1        1       0 0.76  -1.403489020      1
#> 482          2       -1       -1       1 0.54   0.063895643      1
#> 483          2       -1       -1       1 1.62   5.217913846      2
#> 484          2       -1        1       0 2.79  -2.376030731      1
#> 485          2       -1       -1       1 0.45   5.657072155      2
#> 486          2       -1       -1       1 0.67   3.458626798      2
#> 487          2       -1       -1       1 0.85   3.291560876      2
#> 488          2       -1       -1       1 0.55  -2.668869010      1
#> 489          2       -1        1       0 1.37  -0.510604831      1
#> 490          2       -1       -1       1 0.59   1.686610376      2
#> 491          2       -1       -1       1 1.89  11.328640377      2
#> 492          2       -1        1       0 0.73   4.203285607      2
#> 493          2       -1       -1       1 0.77   3.160312789      2
#> 494          2       -1        1       0 0.51  -1.533906718      1
#> 495          2       -1        1       0 4.93   8.442032857      2
#> 496          2       -1       -1       1 1.47   8.753321798      2
#> 497          2       -1        1       0 0.89   4.845433120      2
#> 498          2       -1       -1       1 0.72   1.815186441      2
#> 499          2       -1       -1       1 1.27   2.660655542      2
#> 500          2       -1       -1       1 0.47   7.144339110      2
#> 501          2       -1       -1       1 0.74   3.784149136      2
#> 502          2       -1        1       0 0.98   0.600312087      1
#> 503          2       -1       -1       1 2.09   0.971843697      2
#> 504          2       -1       -1       1 1.20   2.263231885      2
#> 505          2       -1       -1       1 0.42   0.775590988      1
#> 506          2       -1        1       0 2.26   6.234196612      2
#> 507          2       -1       -1       1 0.50   3.171067715      2
#> 508          2       -1       -1       1 0.62  -0.221779569      1
#> 509          2       -1       -1       1 2.12   1.363250907      2
#> 510          2       -1       -1       1 0.98   3.150275745      2
#> 511          2       -1       -1       1 1.51   6.013647777      2
#> 512          2       -1       -1       1 1.57   3.687434359      2
#> 513          2       -1       -1       1 6.35   9.902172441      2
#> 514          2       -1       -1       1 0.52   2.695324181      2
#> 515          2       -1       -1       1 0.98   2.316469091      2
#> 516          2       -1       -1       1 1.03   1.158288477      2
#> 517          2       -1       -1       1 1.24   8.280470894      2
#> 518          2       -1       -1       1 0.56   7.138003003      2
#> 519          2       -1       -1       1 5.15  15.544699681      2
#> 520          2       -1        1       0 0.79   3.109069885      2
#> 521          2       -1       -1       1 2.98  10.917526103      2
#> 522          2       -1        1       0 3.78  14.164652159      2
#> 523          2       -1       -1       1 5.02  14.075321446      2
#> 524          2       -1        1       0 1.18   3.723063573      2
#> 525          2       -1       -1       1 0.47   7.909583010      2
#> 526          2       -1       -1       1 1.13  -0.291094965      1
#> 527          2       -1       -1       1 0.68   8.017114337      2
#> 528          2       -1       -1       1 1.33   3.591925504      2
#> 529          2       -1       -1       1 0.48  -0.689973733      1
#> 530          2       -1       -1       1 0.58   5.624343718      2
#> 531          2       -1       -1       1 0.44   5.469252254      2
#> 532          2       -1       -1       1 1.78   3.751151384      2
#> 533          2       -1        1       0 0.52   2.611273827      2
#> 534          2       -1       -1       1 1.55   2.898745002      2
#> 535          2       -1        1       0 1.53   9.061896014      2
#> 536          2       -1       -1       1 1.03  -0.570247314      1
#> 537          2       -1       -1       1 0.51   3.045066919      2
#> 538          2       -1        1       0 0.62   3.797396013      2
#> 539          2       -1       -1       1 0.51   2.492345468      2
#> 540          2       -1       -1       1 0.97   4.499870591      2
#> 541          2       -1        1       0 0.95   7.483059680      2
#> 542          2       -1       -1       1 1.57   5.473544879      2
#> 543          2       -1       -1       1 1.24   4.892317412      2
#> 544          2       -1       -1       1 4.05  10.241179120      2
#> 545          2       -1       -1       1 0.49   1.310837474      2
#> 546          2       -1       -1       1 1.61   4.034362708      2
#> 547          2       -1        1       0 2.38   3.773909563      2
#> 548          2       -1       -1       1 1.12  -1.122828984      1
#> 549          2       -1       -1       1 1.59   5.127837304      2
#> 550          2       -1       -1       1 1.17   1.311070576      2
#> 551          2       -1       -1       1 0.42   5.093306680      2
#> 552          2       -1       -1       1 0.22   1.897377317      2
#> 553          2       -1        1       0 3.70   4.394862397      2
#> 554          2       -1        1       0 0.38   4.945218115      2
#> 555          2       -1       -1       1 0.47   5.563051820      2
#> 556          2       -1       -1       1 1.20   3.179669358      2
#> 557          2       -1        1       0 1.21   2.141935997      2
#> 558          2       -1       -1       1 1.42   2.927987315      2
#> 559          2       -1       -1       1 0.83   6.150100284      2
#> 560          2       -1       -1       1 0.51   1.610179306      2
#> 561          2       -1       -1       1 0.31   2.655378119      2
#> 562          2       -1       -1       1 1.45   2.219687442      2
#> 563          2       -1       -1       1 0.34   5.074232663      2
#> 564          2       -1        1       0 2.01  11.557991040      2
#> 565          2       -1       -1       1 1.21   1.099848937      2
#> 566          2       -1        1       0 1.90   2.346101883      2
#> 567          2       -1       -1       1 2.78  11.267260564      2
#> 568          2       -1       -1       1 1.48   3.616416497      2
#> 569          2       -1        1       0 2.16   1.463515794      2
#> 570          2       -1       -1       1 2.17   3.536441872      2
#> 571          2       -1       -1       1 1.16   7.727924241      2
#> 572          2       -1       -1       1 1.10   6.166126550      2
#> 573          2       -1       -1       1 0.59   8.670414857      2
#> 574          2       -1       -1       1 1.92   0.336208284      1
#> 575          2       -1        1       0 1.77   2.732126947      2
#> 576          2       -1       -1       1 1.72   6.444158450      2
#> 577          2       -1       -1       1 1.58   4.481585893      2
#> 578          2       -1       -1       1 0.77   8.062892487      2
#> 579          2       -1       -1       1 0.99  -0.124783195      1
#> 580          2       -1       -1       1 0.38   3.341863986      2
#> 581          2       -1       -1       1 0.47   6.323082739      2
#> 582          2       -1       -1       1 2.89   6.249775215      2
#> 583          2       -1       -1       1 1.97   5.161238119      2
#> 584          2       -1       -1       1 0.63   0.805227477      2
#> 585          2       -1       -1       1 0.76   4.828306957      2
#> 586          2       -1       -1       1 0.38   4.069098041      2
#> 587          2       -1       -1       1 1.60   5.863420156      2
#> 588          2       -1       -1       1 1.86   3.821575747      2
#> 589          2       -1       -1       1 0.64   3.923621111      2
#> 590          2       -1       -1       1 0.70   4.977415834      2
#> 591          2       -1       -1       1 1.11   5.481447744      2
#> 592          2       -1       -1       1 1.09   3.460157977      2
#> 593          2       -1       -1       1 0.72   2.675570891      2
#> 594          2       -1       -1       1 0.37   4.030670670      2
#> 595          2       -1       -1       1 1.27  -1.913877483      1
#> 596          2       -1        1       0 0.46   1.716315572      2
#> 597          2       -1       -1       1 2.17   0.610943553      1
#> 598          2       -1       -1       1 0.32   7.040645989      2
#> 599          2       -1       -1       1 0.69   5.758875961      2
#> 600          2       -1        1       0 2.41   2.224500093      2
#> 601          2       -1       -1       1 0.36   4.713203825      2
#> 602          2       -1       -1       1 1.25  12.138955302      2
#> 603          2       -1       -1       1 1.40   5.621440381      2
#> 604          2       -1       -1       1 0.66   3.750069937      2
#> 605          2       -1       -1       1 0.47   3.382875991      2
#> 606          2       -1        1       0 2.48   3.766631683      2
#> 607          2       -1       -1       1 0.63   0.097089597      1
#> 608          2       -1       -1       1 0.68   2.216354842      2
#> 609          2       -1       -1       1 0.78   7.405219038      2
#> 610          2       -1       -1       1 0.35   3.521883873      2
#> 611          2       -1       -1       1 1.58   5.697471098      2
#> 612          2       -1        1       0 0.26   4.827027603      2
#> 613          2       -1       -1       1 0.56   4.125995502      2
#> 614          2       -1       -1       1 1.81  -1.670351102      1
#> 615          2       -1       -1       1 0.68   6.509120809      2
#> 616          2       -1       -1       1 0.61   7.601158971      2
#> 617          2       -1       -1       1 3.66   6.818045115      2
#> 618          2       -1       -1       1 1.53   0.476645066      1
#> 619          2       -1       -1       1 1.47   3.090906956      2
#> 620          2       -1        1       0 1.28  -0.051024511      1
#> 621          2       -1        1       0 1.43   3.693603705      2
#> 622          2       -1       -1       1 0.28   1.860160883      2
#> 623          2       -1       -1       1 0.34  -0.785640385      1
#> 624          2       -1       -1       1 0.82   6.655002822      2
#> 625          2       -1       -1       1 1.41   3.495019113      2
#> 626          2       -1       -1       1 0.48   5.033655761      2
#> 627          2       -1        1       0 1.57   3.577635242      2
#> 628          2       -1       -1       1 1.11   5.908035963      2
#> 629          2       -1       -1       1 0.79   3.799536407      2
#> 630          2       -1       -1       1 1.50   2.675960044      2
#> 631          2       -1       -1       1 0.62   1.769735068      2
#> 632          2       -1       -1       1 1.07   9.875862931      2
#> 633          2       -1       -1       1 2.92   7.050435348      2
#> 634          2       -1       -1       1 2.42   3.000648798      2
#> 635          2       -1       -1       1 0.63   4.251729839      2
#> 636          2       -1       -1       1 1.94   4.344183972      2
#> 637          2       -1        1       0 3.94   2.526250047      2
#> 638          2       -1        1       0 0.25   5.208360572      2
#> 639          2       -1       -1       1 0.78   1.970790957      2
#> 640          2       -1       -1       1 0.63   6.775250815      2
#> 641          2       -1       -1       1 1.81   1.019194431      2
#> 642          2       -1       -1       1 0.37   6.942520906      2
#> 643          2       -1       -1       1 2.00   3.664752580      2
#> 644          2       -1       -1       1 0.41   1.716529546      2
#> 645          2       -1       -1       1 0.67   4.281248321      2
#> 646          2       -1       -1       1 0.53   5.991181192      2
#> 647          2       -1       -1       1 0.45   6.369200477      2
#> 648          2       -1       -1       1 1.84  10.004446501      2
#> 649          2       -1       -1       1 1.71   4.972700122      2
#> 650          2       -1       -1       1 0.30  -2.291601052      1
#> 651          2       -1       -1       1 1.69   4.982706116      2
#> 652          2       -1       -1       1 0.53   4.681759482      2
#> 653          2       -1       -1       1 1.29   0.493165359      1
#> 654          2       -1       -1       1 0.43  10.899406307      2
#> 655          2       -1       -1       1 2.07   0.336139512      1
#> 656          2       -1       -1       1 1.16  10.115069283      2
#> 657          2       -1       -1       1 0.73   5.543207715      2
#> 658          2       -1       -1       1 0.44   2.086970491      2
#> 659          2       -1       -1       1 2.76   7.760106167      2
#> 660          2       -1       -1       1 1.34   4.264249607      2
#> 661          2       -1        1       0 1.88   3.654084758      2
#> 662          2       -1       -1       1 0.33  -0.148658405      1
#> 663          2       -1       -1       1 0.62   8.086296603      2
#> 664          2       -1       -1       1 0.96   1.110195731      2
#> 665          2       -1       -1       1 0.52   1.310854361      2
#> 666          2       -1       -1       1 1.71   2.823899838      2
#> 667          2       -1       -1       1 1.68   7.472022653      2
#> 668          2       -1       -1       1 0.86   3.232420081      2
#> 669          2       -1       -1       1 5.88   2.916869066      2
#> 670          2       -1        1       0 0.44   2.923848897      2
#> 671          2       -1       -1       1 0.85   5.033899754      2
#> 672          2       -1       -1       1 0.31   1.298175044      2
#> 673          2       -1       -1       1 0.58  -1.581492016      1
#> 674          2       -1       -1       1 2.40   1.655523933      2
#> 675          2       -1       -1       1 0.42   2.252858832      2
#> 676          2       -1       -1       1 0.60   6.668864570      2
#> 677          2       -1       -1       1 0.93   0.405925299      1
#> 678          2       -1       -1       1 1.08   7.776564157      2
#> 679          2       -1        1       0 0.74   4.086190919      2
#> 680          2       -1        1       0 1.92   3.127526671      2
#> 681          2       -1       -1       1 2.46   1.686662988      2
#> 682          2       -1       -1       1 0.71   8.429862166      2
#> 683          2       -1       -1       1 4.36   2.150335431      2
#> 684          2       -1        1       0 1.12   0.658094119      1
#> 685          2       -1       -1       1 0.52   3.049499307      2
#> 686          2       -1       -1       1 0.61   2.312499432      2
#> 687          2       -1       -1       1 4.95  13.464496967      2
#> 688          2       -1       -1       1 0.71   1.069766914      2
#> 689          2       -1       -1       1 2.45   5.663416856      2
#> 690          2       -1       -1       1 0.49   1.194300884      2
#> 691          2       -1       -1       1 0.44  -2.864680964      1
#> 692          2       -1       -1       1 0.84   0.595303989      1
#> 693          2       -1        1       0 1.58   6.936801921      2
#> 694          2       -1       -1       1 2.03  -1.354183929      1
#> 695          2       -1       -1       1 1.08   5.188132935      2
#> 696          2       -1       -1       1 0.56   1.962703161      2
#> 697          2       -1        1       0 0.61   3.025744849      2
#> 698          2       -1       -1       1 0.56   7.300300519      2
#> 699          2       -1       -1       1 0.69   4.052028986      2
#> 700          2       -1       -1       1 0.73   3.208751454      2
#> 701          2       -1        1       0 1.57   4.246098891      2
#> 702          2       -1       -1       1 1.36   7.857998721      2
#> 703          2       -1        1       0 1.12   4.956883005      2
#> 704          2       -1       -1       1 0.94   3.802599216      2
#> 705          2       -1       -1       1 3.26  12.907269771      2
#> 706          2       -1       -1       1 0.53   2.734314014      2
#> 707          2       -1       -1       1 0.74   3.557306408      2
#> 708          2       -1       -1       1 0.49   7.448099645      2
#> 709          2       -1       -1       1 0.54   4.767377506      2
#> 710          2       -1       -1       1 2.10   6.639106578      2
#> 711          2       -1       -1       1 1.12   3.532395714      2
#> 712          2       -1       -1       1 0.66   3.725738329      2
#> 713          2       -1       -1       1 1.69   8.276092369      2
#> 714          2       -1       -1       1 0.82   4.429120946      2
#> 715          2       -1        1       0 1.54   2.225338956      2
#> 716          2       -1       -1       1 0.86   7.945579395      2
#> 717          2       -1       -1       1 1.30   2.714775128      2
#> 718          2       -1        1       0 3.19   8.331965211      2
#> 719          2       -1       -1       1 1.41   3.912737934      2
#> 720          2       -1       -1       1 1.68   5.877820596      2
#> 721          2       -1       -1       1 1.50   4.635444810      2
#> 722          2       -1       -1       1 2.83   9.047238952      2
#> 723          2       -1       -1       1 0.55  -0.977856555      1
#> 724          2       -1       -1       1 1.65   3.754955174      2
#> 725          2       -1       -1       1 0.75  -0.099713753      1
#> 726          2       -1        1       0 0.88  -0.618517080      1
#> 727          2       -1       -1       1 1.49   6.338313254      2
#> 728          2       -1       -1       1 1.13   0.873614406      2
#> 729          2       -1       -1       1 2.57   8.884287941      2
#> 730          2       -1       -1       1 1.35   9.142907218      2
#> 731          2       -1       -1       1 0.81   4.393387019      2
#> 732          2       -1       -1       1 0.47   4.914474122      2
#> 733          2       -1        1       0 2.88   3.506611797      2
#> 734          2       -1       -1       1 0.72   5.897940390      2
#> 735          2       -1       -1       1 1.20   1.099411663      2
#> 736          2       -1        1       0 0.39   0.718058283      1
#> 737          2       -1       -1       1 1.74   8.744462481      2
#> 738          2       -1       -1       1 0.76   4.111928519      2
#> 739          2       -1       -1       1 0.96   5.835832053      2
#> 740          2       -1       -1       1 2.14   1.730141396      2
#> 741          2       -1       -1       1 1.00   1.579407040      2
#> 742          2       -1        1       0 1.17  -0.661673528      1
#> 743          2       -1       -1       1 2.62   4.857883125      2
#> 744          2       -1       -1       1 0.59   5.740953049      2
#> 745          2       -1       -1       1 1.06   3.911457013      2
#> 746          2       -1       -1       1 1.66   1.518882846      2
#> 747          2       -1       -1       1 0.54   2.326290035      2
#> 748          2       -1        1       0 1.06   2.207742712      2
#> 749          2       -1        1       0 1.45   2.359644931      2
#> 750          2       -1       -1       1 0.69   8.269255587      2
#> 751          2       -1        1       0 1.30   2.980782892      2
#> 752          2       -1       -1       1 0.63   4.958586262      2
#> 753          2       -1       -1       1 0.78   6.125572721      2
#> 754          2       -1       -1       1 1.31  -2.152330381      1
#> 755          2       -1       -1       1 4.23   4.429496804      2
#> 756          2       -1       -1       1 0.66   1.976077297      2
#> 757          2       -1       -1       1 0.86   4.605517875      2
#> 758          2       -1       -1       1 2.50   4.869840572      2
#> 759          2       -1       -1       1 0.64   6.850455240      2
#> 760          2       -1        1       0 0.22   5.961269776      2
#> 761          2       -1        1       0 1.35   0.461484685      1
#> 762          2       -1       -1       1 2.03   5.573400499      2
#> 763          2       -1        1       0 0.76   3.815881428      2
#> 764          2       -1        1       0 0.78   1.017122871      2
#> 765          2       -1       -1       1 7.15  10.421292586      2
#> 766          2       -1       -1       1 0.64   5.168220402      2
#> 767          2       -1        1       0 0.64   4.196152585      2
#> 768          2       -1        1       0 1.79   7.448132933      2
#> 769          2       -1       -1       1 1.22   7.957202298      2
#> 770          2       -1       -1       1 1.16  -0.853443747      1
#> 771          2       -1       -1       1 2.37   8.035208223      2
#> 772          2       -1       -1       1 1.88   6.636126248      2
#> 773          2       -1       -1       1 0.89   5.973686586      2
#> 774          2       -1        1       0 0.50   1.160346824      2
#> 775          2       -1       -1       1 0.93   5.661436502      2
#> 776          2       -1       -1       1 1.60   6.910719877      2
#> 777          2       -1       -1       1 2.78   0.976643349      2
#> 778          2       -1       -1       1 1.92   3.839009863      2
#> 779          2       -1       -1       1 0.96   1.665769118      2
#> 780          2       -1       -1       1 0.34   4.901173644      2
#> 781          2       -1        1       0 3.96   5.903350751      2
#> 782          2       -1       -1       1 0.51   2.496168423      2
#> 783          2       -1       -1       1 1.51   5.309714298      2
#> 784          2       -1       -1       1 0.30  -1.183500802      1
#> 785          2       -1       -1       1 1.60   6.071949532      2
#> 786          2       -1        1       0 1.79   3.425905222      2
#> 787          2       -1        1       0 1.79  11.254639359      2
#> 788          2       -1       -1       1 2.16   8.973313943      2
#> 789          2       -1       -1       1 2.10   3.652379791      2
#> 790          2       -1       -1       1 0.54   1.426038197      2
#> 791          2       -1        1       0 1.82  13.604772184      2
#> 792          2       -1       -1       1 0.95   5.224417879      2
#> 793          2       -1       -1       1 0.63   4.580407949      2
#> 794          2       -1       -1       1 0.66   0.800321510      2
#> 795          2       -1       -1       1 1.11   7.246827860      2
#> 796          2       -1        1       0 1.01   7.749032126      2
#> 797          2       -1       -1       1 0.17   1.382124811      2
#> 798          2       -1        1       0 0.34   4.750367561      2
#> 799          2       -1       -1       1 0.92   2.492004823      2
#> 800          2       -1       -1       1 2.55   3.942976308      2
#> 801          1        1        1       1 0.44  -1.995184231      1
#> 802          1        1        1       1 1.87  -0.735693879      1
#> 803          1        1        1       1 0.99   1.542782648      2
#> 804          1        1        1       1 2.12  -4.250626846      1
#> 805          1        1        1       1 0.60   1.297044323      2
#> 806          1        1        1       1 0.40   3.681970774      2
#> 807          1        1        1       1 5.62   4.914057245      2
#> 808          1        1        1       1 1.12   4.643938644      2
#> 809          1        1        1       1 1.90  -2.493355690      1
#> 810          1        1        1       1 0.75  -2.343672053      1
#> 811          1        1        1       1 1.20   0.618335981      1
#> 812          1        1       -1       0 1.90   3.764826513      2
#> 813          1        1        1       1 0.79   2.917419410      2
#> 814          1        1       -1       0 0.70   4.489766604      2
#> 815          1        1        1       1 1.76  -5.299344904      1
#> 816          1        1       -1       0 0.49  -2.326345271      1
#> 817          1        1        1       1 0.64  -1.928687504      1
#> 818          1        1        1       1 0.50   4.884492124      2
#> 819          1        1        1       1 1.01   3.986517166      2
#> 820          1        1       -1       0 1.44  -3.921870846      1
#> 821          1        1       -1       0 0.95   0.009720509      1
#> 822          1        1        1       1 0.69  -1.028989745      1
#> 823          1        1        1       1 0.82  -0.900754344      1
#> 824          1        1       -1       0 0.74   1.789676323      2
#> 825          1        1        1       1 0.57   2.372307041      2
#> 826          1        1       -1       0 2.24  -1.642544677      1
#> 827          1        1        1       1 1.48  -1.879222887      1
#> 828          1        1       -1       0 4.62   3.612428654      2
#> 829          1        1       -1       0 1.73   5.035861015      2
#> 830          1        1       -1       0 3.48  -0.772178690      1
#> 831          1        1        1       1 1.32   2.760649340      2
#> 832          1        1        1       1 0.55  -0.146914092      1
#> 833          1        1       -1       0 1.42  -1.261987063      1
#> 834          1        1       -1       0 0.56   2.985933392      2
#> 835          1        1        1       1 0.61   0.276736459      1
#> 836          1        1       -1       0 1.07   1.670773611      2
#> 837          1        1       -1       0 3.59   4.951873351      2
#> 838          1        1        1       1 1.73   8.975779551      2
#> 839          1        1       -1       0 0.43  -3.138032202      1
#> 840          1        1       -1       0 2.35   1.716616894      2
#> 841          1        1       -1       0 3.18  -7.437082938      1
#> 842          1        1        1       1 1.07  -0.497538086      1
#> 843          1        1        1       1 2.31  -1.288083527      1
#> 844          1        1        1       1 0.83  -0.202496404      1
#> 845          1        1       -1       0 3.14   1.850988948      2
#> 846          1        1        1       1 0.48  -0.547782172      1
#> 847          1        1        1       1 0.78  -0.114446014      1
#> 848          1        1       -1       0 2.28   1.344779822      2
#> 849          1        1        1       1 0.60   2.579653075      2
#> 850          1        1        1       1 1.63   0.349581119      1
#> 851          1        1        1       1 1.39  -2.340432126      1
#> 852          1        1        1       1 0.36  -2.424966800      1
#> 853          1        1        1       1 3.01   6.380112497      2
#> 854          1        1       -1       0 1.24  -2.008705805      1
#> 855          1        1       -1       0 4.30   9.526759778      2
#> 856          1        1       -1       0 1.23   6.774533103      2
#> 857          1        1        1       1 1.15   3.555435970      2
#> 858          1        1        1       1 0.42  -2.638836860      1
#> 859          1        1       -1       0 0.96   0.346905286      1
#> 860          1        1        1       1 2.11   3.010500839      2
#> 861          1        1       -1       0 0.57  -3.546241227      1
#> 862          1        1        1       1 1.18   3.422930910      2
#> 863          1        1       -1       0 0.62  10.312528293      2
#> 864          1        1        1       1 2.27  -4.681259360      1
#> 865          1        1       -1       0 0.54  -0.333210623      1
#> 866          1        1       -1       0 0.72   5.482453259      2
#> 867          1        1        1       1 0.63   2.095857948      2
#> 868          1        1       -1       0 1.63   3.609427934      2
#> 869          1        1        1       1 0.95   2.812477051      2
#> 870          1        1        1       1 0.54  -0.661629577      1
#> 871          1        1        1       1 0.41  -3.494251724      1
#> 872          1        1       -1       0 2.36  -2.717279451      1
#> 873          1        1        1       1 0.93   5.085420815      2
#> 874          1        1       -1       0 0.95  -0.318730868      1
#> 875          1        1       -1       0 1.68   5.634557666      2
#> 876          1        1       -1       0 2.34  -3.041995197      1
#> 877          1        1       -1       0 0.41  -1.952139297      1
#> 878          1        1        1       1 1.20   1.573060923      2
#> 879          1        1       -1       0 0.90  -0.570003106      1
#> 880          1        1        1       1 3.22   7.036067351      2
#> 881          1        1       -1       0 1.28   5.801920823      2
#> 882          1        1       -1       0 0.62   0.047654082      1
#> 883          1        1        1       1 0.94  -3.173608271      1
#> 884          1        1       -1       0 1.86   3.826119109      2
#> 885          1        1        1       1 1.22   1.733244159      2
#> 886          1        1        1       1 0.79  -0.156174993      1
#> 887          1        1        1       1 0.75  -0.669279936      1
#> 888          1        1       -1       0 0.87   1.016782247      2
#> 889          1        1       -1       0 1.57   1.273137832      2
#> 890          1        1        1       1 0.87  -1.329144278      1
#> 891          1        1        1       1 0.31  -2.320294575      1
#> 892          1        1       -1       0 0.64   1.677990504      2
#> 893          1        1        1       1 1.58  -0.103670774      1
#> 894          1        1        1       1 0.87   4.793109657      2
#> 895          1        1        1       1 1.58   0.430249935      1
#> 896          1        1        1       1 1.63  -4.968668632      1
#> 897          1        1       -1       0 2.65   1.758933541      2
#> 898          1        1       -1       0 0.85  -1.017243899      1
#> 899          1        1       -1       0 5.76   1.615572646      2
#> 900          1        1        1       1 5.70  -4.335545507      1
#> 901          1        1       -1       0 1.52  -3.282705568      1
#> 902          1        1        1       1 0.45   0.239417701      1
#> 903          1        1        1       1 0.63   4.667854865      2
#> 904          1        1       -1       0 0.50  -1.970995235      1
#> 905          1        1        1       1 1.58   3.583621806      2
#> 906          1        1        1       1 0.32   1.093240808      2
#> 907          1        1        1       1 0.61   2.066363081      2
#> 908          1        1       -1       0 0.97  -5.883903040      1
#> 909          1        1       -1       0 1.02  -1.294079038      1
#> 910          1        1        1       1 2.11  -6.031771032      1
#> 911          1        1        1       1 1.40  -2.496315271      1
#> 912          1        1        1       1 0.55   1.802428808      2
#> 913          1        1       -1       0 1.15   4.063891217      2
#> 914          1        1       -1       0 1.82  -5.466699538      1
#> 915          1        1        1       1 0.67   3.579582703      2
#> 916          1        1        1       1 1.50  -2.374177286      1
#> 917          1        1        1       1 0.50   4.681113945      2
#> 918          1        1       -1       0 1.70   0.846125131      2
#> 919          1        1       -1       0 2.66   5.027277964      2
#> 920          1        1       -1       0 3.43   0.136097409      1
#> 921          1        1       -1       0 3.25   0.801430541      2
#> 922          1        1       -1       0 0.42   0.608725754      1
#> 923          1        1        1       1 0.43   0.261381334      1
#> 924          1        1        1       1 1.37   0.312426939      1
#> 925          1        1       -1       0 0.30   0.726680107      1
#> 926          1        1       -1       0 2.93  -1.582253370      1
#> 927          1        1       -1       0 1.34  -0.694551200      1
#> 928          1        1        1       1 0.44  -0.799728369      1
#> 929          1        1        1       1 0.29  -3.103434130      1
#> 930          1        1        1       1 0.98   0.046207831      1
#> 931          1        1        1       1 0.88   3.384331170      2
#> 932          1        1       -1       0 1.31  -4.334094304      1
#> 933          1        1       -1       0 2.02   2.250006435      2
#> 934          1        1       -1       0 1.33  -0.305874698      1
#> 935          1        1        1       1 1.94   8.467159374      2
#> 936          1        1       -1       0 1.79   3.546248133      2
#> 937          1        1       -1       0 0.78   1.725594745      2
#> 938          1        1       -1       0 1.10  -1.015336402      1
#> 939          1        1       -1       0 1.22   4.532634783      2
#> 940          1        1        1       1 0.42   1.031652994      2
#> 941          1        1       -1       0 0.35   1.828998561      2
#> 942          1        1       -1       0 2.89  -6.923698367      1
#> 943          1        1       -1       0 1.02   2.375379265      2
#> 944          1        1        1       1 1.50   3.441653611      2
#> 945          1        1       -1       0 0.48   1.022229532      2
#> 946          1        1       -1       0 1.16  -1.853687586      1
#> 947          1        1       -1       0 3.54  -2.393234867      1
#> 948          1        1       -1       0 2.34   0.882035668      2
#> 949          1        1        1       1 0.56   1.632040980      2
#> 950          1        1       -1       0 2.52   7.616908423      2
#> 951          1        1       -1       0 1.25  -0.035362253      1
#> 952          1        1        1       1 6.77  -2.252658428      1
#> 953          1        1        1       1 0.99  -3.535904661      1
#> 954          1        1       -1       0 2.60  -3.061319660      1
#> 955          1        1        1       1 0.95   7.109449974      2
#> 956          1        1       -1       0 0.60   2.369381299      2
#> 957          1        1       -1       0 1.30   0.980489013      2
#> 958          1        1       -1       0 2.49   9.275975609      2
#> 959          1        1        1       1 1.60   1.746094579      2
#> 960          1        1        1       1 1.27   2.318742336      2
#> 961          1        1        1       1 0.70  -2.793974059      1
#> 962          1        1        1       1 1.12  -0.212248522      1
#> 963          1        1       -1       0 1.23   1.051894681      2
#> 964          1        1        1       1 0.44   2.307975631      2
#> 965          1        1        1       1 0.49  -2.416660509      1
#> 966          1        1        1       1 0.63   3.789149947      2
#> 967          1        1        1       1 0.76  -4.495287087      1
#> 968          1        1        1       1 0.60   1.582293573      2
#> 969          1        1        1       1 1.52  -2.921060103      1
#> 970          1        1       -1       0 3.77  11.511634988      2
#> 971          1        1        1       1 0.82   0.347740532      1
#> 972          1        1        1       1 1.61   2.408650340      2
#> 973          1        1        1       1 0.49   0.842736784      2
#> 974          1        1        1       1 0.62   0.232615803      1
#> 975          1        1        1       1 0.71   1.606651599      2
#> 976          1        1       -1       0 1.39   5.657089461      2
#> 977          1        1       -1       0 1.94  -2.147295127      1
#> 978          1        1        1       1 1.20  -3.988377838      1
#> 979          1        1       -1       0 0.50   5.168139779      2
#> 980          1        1        1       1 1.41  -0.187934555      1
#> 981          1        1        1       1 0.71  -4.416049120      1
#> 982          1        1        1       1 1.24  -2.199836681      1
#> 983          1        1       -1       0 3.25   0.847111918      2
#> 984          1        1       -1       0 0.90  -5.301503786      1
#> 985          1        1        1       1 2.63  -5.189306779      1
#> 986          1        1        1       1 0.48   1.789065091      2
#> 987          1        1        1       1 1.06   1.716505928      2
#> 988          1        1        1       1 0.45   4.773452758      2
#> 989          1        1        1       1 0.85   4.195556799      2
#> 990          1        1        1       1 1.33   3.423135953      2
#> 991          1        1        1       1 2.41  -0.174580692      1
#> 992          1        1       -1       0 0.28   1.786212748      2
#> 993          1        1        1       1 1.51  -1.271579316      1
#> 994          1        1       -1       0 0.85   1.380950986      2
#> 995          1        1       -1       0 1.71   0.441963647      1
#> 996          1        1        1       1 1.49   6.946797600      2
#> 997          1        1       -1       0 0.80   1.116391311      2
#> 998          1        1       -1       0 0.88   5.081132666      2
#> 999          1        1        1       1 2.33  -3.235100318      1
#> 1000         1        1        1       1 0.51  -0.319280974      1
#> 1001         1        1        1       1 1.29   0.008387034      1
#> 1002         1        1       -1       0 0.81   1.185250994      2
#> 1003         1        1        1       1 1.61   4.631363598      2
#> 1004         1        1        1       1 0.90   4.656520828      2
#> 1005         1        1       -1       0 1.67  -2.021247959      1
#> 1006         1        1       -1       0 1.11   4.353477366      2
#> 1007         1        1       -1       0 4.05   6.605778131      2
#> 1008         1        1        1       1 1.10   3.837905541      2
#> 1009         1        1        1       1 0.63   5.482583872      2
#> 1010         1        1        1       1 1.66  -0.795719224      1
#> 1011         1        1        1       1 1.33   0.064186942      1
#> 1012         1        1        1       1 1.01  -1.814915508      1
#> 1013         1        1       -1       0 0.44  -3.979337231      1
#> 1014         1        1        1       1 3.37   0.524500009      1
#> 1015         1        1        1       1 0.60   0.794648133      1
#> 1016         1        1       -1       0 0.98   4.274881651      2
#> 1017         1        1        1       1 0.60   2.340264926      2
#> 1018         1        1       -1       0 1.74  -0.943234176      1
#> 1019         1        1        1       1 1.05   2.878124678      2
#> 1020         1        1       -1       0 1.19  -1.028004821      1
#> 1021         1        1       -1       0 1.61   0.190657993      1
#> 1022         1        1        1       1 0.67  -0.323075427      1
#> 1023         1        1       -1       0 0.32   0.348964943      1
#> 1024         1        1       -1       0 1.00  -2.280793608      1
#> 1025         1        1        1       1 0.44  -3.552217468      1
#> 1026         1        1       -1       0 0.55  -1.674848119      1
#> 1027         1        1        1       1 0.45   1.573681895      2
#> 1028         1        1       -1       0 1.22  -1.055872183      1
#> 1029         1        1        1       1 1.77   1.600570861      2
#> 1030         1        1       -1       0 2.06   2.758643644      2
#> 1031         1        1       -1       0 0.62  -0.033453834      1
#> 1032         1        1        1       1 1.99  -4.000200883      1
#> 1033         1        1        1       1 1.31   2.817626957      2
#> 1034         1        1        1       1 0.80  -0.440974247      1
#> 1035         1        1        1       1 1.54   4.669534067      2
#> 1036         1        1        1       1 0.28   0.873368360      2
#> 1037         1        1        1       1 2.12   7.594032403      2
#> 1038         1        1       -1       0 0.39   4.455687838      2
#> 1039         1        1       -1       0 0.51  -1.223585917      1
#> 1040         1        1       -1       0 0.63   1.402237448      2
#> 1041         1        1        1       1 0.28   1.038738538      2
#> 1042         1        1        1       1 2.56   3.151229777      2
#> 1043         1        1       -1       0 1.40   0.474015477      1
#> 1044         1        1        1       1 0.83  -2.465379228      1
#> 1045         1        1       -1       0 1.05  -1.583080109      1
#> 1046         1        1       -1       0 0.68   1.252818742      2
#> 1047         1        1        1       1 0.30   2.394237941      2
#> 1048         1        1       -1       0 2.42  -6.429610245      1
#> 1049         1        1        1       1 0.29   6.313010746      2
#> 1050         1        1        1       1 1.92   3.067891381      2
#> 1051         1        1        1       1 0.88   2.996057350      2
#> 1052         1        1        1       1 1.49   2.725983284      2
#> 1053         1        1       -1       0 0.70  -0.849695118      1
#> 1054         1        1       -1       0 0.70  -3.882071477      1
#> 1055         1        1       -1       0 1.34  -1.926163829      1
#> 1056         1        1        1       1 0.71   2.915242547      2
#> 1057         1        1        1       1 0.74   0.199461281      1
#> 1058         1        1       -1       0 1.26   4.095150420      2
#> 1059         1        1       -1       0 1.15   5.029727964      2
#> 1060         1        1       -1       0 1.90   7.075300116      2
#> 1061         1        1        1       1 2.12   3.085524026      2
#> 1062         1        1       -1       0 0.75  -1.431532596      1
#> 1063         1        1        1       1 0.29  -1.953570425      1
#> 1064         1        1        1       1 0.31  -0.395927604      1
#> 1065         1        1       -1       0 0.55   0.634963685      1
#> 1066         1        1       -1       0 2.16   1.355236166      2
#> 1067         1        1       -1       0 0.96   0.389599232      1
#> 1068         1        1        1       1 0.69   3.176533768      2
#> 1069         1        1       -1       0 0.34   1.219469449      2
#> 1070         1        1        1       1 1.10  -1.573374548      1
#> 1071         1        1        1       1 0.67   2.999708674      2
#> 1072         1        1       -1       0 1.02   0.325687334      1
#> 1073         1        1       -1       0 0.66  -1.249525698      1
#> 1074         1        1        1       1 0.52   0.493139996      1
#> 1075         1        1        1       1 1.27  -1.472651574      1
#> 1076         1        1       -1       0 1.87   3.620543768      2
#> 1077         1        1       -1       0 1.00   1.978151825      2
#> 1078         1        1       -1       0 0.52   1.910423217      2
#> 1079         1        1        1       1 0.62  -1.932739399      1
#> 1080         1        1       -1       0 0.62   0.863994178      2
#> 1081         1        1       -1       0 0.72   1.484306693      2
#> 1082         1        1        1       1 1.14  -5.144408485      1
#> 1083         1        1       -1       0 1.21   5.862495103      2
#> 1084         1        1        1       1 0.55  -3.189285796      1
#> 1085         1        1        1       1 0.23  -1.081295364      1
#> 1086         1        1        1       1 0.78   3.479851996      2
#> 1087         1        1        1       1 1.60  -4.813988716      1
#> 1088         1        1        1       1 1.06  -0.411097178      1
#> 1089         1        1       -1       0 1.80   7.215383858      2
#> 1090         1        1       -1       0 2.89   0.194534435      1
#> 1091         1        1        1       1 0.84   1.744203922      2
#> 1092         1        1       -1       0 2.90  -4.227062230      1
#> 1093         1        1        1       1 1.32  -2.029291283      1
#> 1094         1        1        1       1 0.40   0.468415933      1
#> 1095         1        1       -1       0 4.65   1.394527620      2
#> 1096         1        1        1       1 2.33   3.596102283      2
#> 1097         1        1        1       1 1.18  -1.394914117      1
#> 1098         1        1       -1       0 3.03   1.655831976      2
#> 1099         1        1       -1       0 1.89  -1.479718692      1
#> 1100         1        1        1       1 2.62   1.913638147      2
#> 1101         1        1       -1       0 1.07   3.604201841      2
#> 1102         1        1        1       1 0.38   3.583106641      2
#> 1103         1        1       -1       0 1.19  -4.441509435      1
#> 1104         1        1        1       1 0.47   1.070454308      2
#> 1105         1        1        1       1 0.30   1.290648139      2
#> 1106         1        1       -1       0 3.39  -1.998368695      1
#> 1107         1        1        1       1 0.45   0.731095833      1
#> 1108         1        1        1       1 1.91  -5.920001325      1
#> 1109         1        1       -1       0 1.16  -1.714343654      1
#> 1110         1        1        1       1 0.36   7.071411535      2
#> 1111         1        1        1       1 1.61  -1.919512816      1
#> 1112         1        1       -1       0 0.47   1.517786857      2
#> 1113         1        1        1       1 0.38  -1.189215999      1
#> 1114         1        1        1       1 2.80   2.732461127      2
#> 1115         1        1       -1       0 1.45  -1.643064521      1
#> 1116         1        1       -1       0 1.99   5.058323597      2
#> 1117         1        1        1       1 0.96  -2.784736237      1
#> 1118         1        1        1       1 0.99  -2.836899197      1
#> 1119         1        1       -1       0 0.70   1.987592134      2
#> 1120         1        1        1       1 1.73   1.297913814      2
#> 1121         1        1        1       1 2.50   1.301818056      2
#> 1122         1        1        1       1 1.15  -1.260145736      1
#> 1123         1        1       -1       0 1.24  -0.350181881      1
#> 1124         1        1       -1       0 2.36   4.248657859      2
#> 1125         1        1       -1       0 1.23   3.648873818      2
#> 1126         1        1       -1       0 2.93  -1.156576956      1
#> 1127         1        1        1       1 2.25   0.136841533      1
#> 1128         1        1        1       1 0.67   3.619814410      2
#> 1129         1        1       -1       0 0.97  -0.293331987      1
#> 1130         1        1       -1       0 1.56   6.094998849      2
#> 1131         1        1        1       1 2.72  -4.335442813      1
#> 1132         1        1       -1       0 0.95   5.140018069      2
#> 1133         1        1       -1       0 2.41  -2.650712628      1
#> 1134         1        1        1       1 0.48   3.616057380      2
#> 1135         1        1        1       1 1.16   4.246403925      2
#> 1136         1        1        1       1 2.21  -0.956884798      1
#> 1137         1        1       -1       0 2.62  -6.175784322      1
#> 1138         1        1        1       1 0.57   0.989984762      2
#> 1139         1        1       -1       0 0.53   0.420012783      1
#> 1140         1        1        1       1 0.80   1.451651511      2
#> 1141         1        1       -1       0 0.75  -2.017498202      1
#> 1142         1        1        1       1 0.74   2.117107555      2
#> 1143         1        1       -1       0 5.50  -3.962254675      1
#> 1144         1        1        1       1 0.58   0.513953525      1
#> 1145         1        1       -1       0 1.20  -3.979440346      1
#> 1146         1        1        1       1 0.39   2.387167795      2
#> 1147         1        1       -1       0 0.88  -1.368870949      1
#> 1148         1        1        1       1 0.59  -1.261888804      1
#> 1149         1        1        1       1 0.81   3.324049249      2
#> 1150         1        1       -1       0 1.04   3.319053813      2
#> 1151         1        1        1       1 0.70   8.400006279      2
#> 1152         1        1        1       1 2.24   1.262156853      2
#> 1153         1        1        1       1 0.36   2.081256780      2
#> 1154         1        1       -1       0 3.35   5.182072171      2
#> 1155         1        1       -1       0 1.58   4.324221490      2
#> 1156         1        1        1       1 2.24  10.459135168      2
#> 1157         1        1        1       1 0.63   2.097369687      2
#> 1158         1        1        1       1 0.78   4.315397349      2
#> 1159         1        1        1       1 1.15  -0.928980806      1
#> 1160         1        1       -1       0 0.73  -0.818855260      1
#> 1161         1        1        1       1 0.74   6.277064785      2
#> 1162         1        1        1       1 1.34  -2.896112153      1
#> 1163         1        1        1       1 0.98   4.786173736      2
#> 1164         1        1        1       1 2.30  -0.931912447      1
#> 1165         1        1        1       1 0.64   1.341194163      2
#> 1166         1        1        1       1 1.52  -2.243071378      1
#> 1167         1        1        1       1 1.27   3.097286825      2
#> 1168         1        1       -1       0 1.39   4.268611547      2
#> 1169         1        1        1       1 1.99   5.199651427      2
#> 1170         1        1        1       1 2.04   0.738198583      1
#> 1171         1        1        1       1 0.49  -0.284245799      1
#> 1172         1        1       -1       0 3.43  -5.025937752      1
#> 1173         1        1        1       1 0.50   2.530984111      2
#> 1174         1        1        1       1 0.49   0.767541038      1
#> 1175         1        1        1       1 0.54   1.937555547      2
#> 1176         1        1        1       1 1.12  -5.944464478      1
#> 1177         1        1        1       1 1.06  -2.372579258      1
#> 1178         1        1        1       1 0.68   0.247946143      1
#> 1179         1        1       -1       0 1.25   0.628459464      1
#> 1180         1        1        1       1 0.35  -1.981589732      1
#> 1181         1        1       -1       0 2.08  -0.560600107      1
#> 1182         1        1       -1       0 2.53   6.576095436      2
#> 1183         1        1       -1       0 1.22  -4.389591127      1
#> 1184         1        1        1       1 1.54   1.422380429      2
#> 1185         1        1        1       1 1.00   0.045169062      1
#> 1186         1        1        1       1 2.83   1.590698680      2
#> 1187         1        1        1       1 1.21   1.378666264      2
#> 1188         1        1       -1       0 2.34   2.226518583      2
#> 1189         1        1       -1       0 1.34   2.665429825      2
#> 1190         1        1        1       1 0.54  -0.272068212      1
#> 1191         1        1       -1       0 0.87  -3.148387386      1
#> 1192         1        1        1       1 0.78   3.637827732      2
#> 1193         1        1        1       1 4.13  -7.717556050      1
#> 1194         1        1       -1       0 0.27   1.358980900      2
#> 1195         1        1        1       1 0.50   0.490513975      1
#> 1196         1        1        1       1 2.25   5.748121289      2
#> 1197         1        1       -1       0 0.47   4.476720874      2
#> 1198         1        1        1       1 1.86  -2.109460802      1
#> 1199         1        1       -1       0 2.97   2.485107420      2
#> 1200         1        1       -1       0 2.21   0.691880655      1
#> 1201         2        1        1       1 0.47   0.694014835      1
#> 1202         2        1        1       1 1.00   1.510907078      2
#> 1203         2        1        1       1 3.25   3.209907192      2
#> 1204         2        1        1       1 0.25   0.554368711      1
#> 1205         2        1        1       1 0.89   4.004335121      2
#> 1206         2        1       -1       0 0.86   3.394885294      2
#> 1207         2        1        1       1 0.93   2.393675439      2
#> 1208         2        1        1       1 0.90   7.026550074      2
#> 1209         2        1        1       1 1.73  -3.824538297      1
#> 1210         2        1        1       1 0.33   4.267692403      2
#> 1211         2        1        1       1 1.21   6.101056976      2
#> 1212         2        1        1       1 1.62   6.629873739      2
#> 1213         2        1        1       1 1.74   4.068505598      2
#> 1214         2        1        1       1 1.37   6.063971165      2
#> 1215         2        1        1       1 0.45   2.776866056      2
#> 1216         2        1        1       1 1.82   7.556938029      2
#> 1217         2        1        1       1 0.96   4.234894210      2
#> 1218         2        1       -1       0 4.48   2.165082224      2
#> 1219         2        1        1       1 2.86  10.971759593      2
#> 1220         2        1        1       1 0.88   9.223736759      2
#> 1221         2        1        1       1 0.59  -1.564000268      1
#> 1222         2        1        1       1 1.03   5.675157348      2
#> 1223         2        1        1       1 0.81   6.841936945      2
#> 1224         2        1        1       1 0.45   4.539633717      2
#> 1225         2        1        1       1 0.66   4.783372293      2
#> 1226         2        1        1       1 0.96   3.221466505      2
#> 1227         2        1        1       1 2.04   5.631422606      2
#> 1228         2        1        1       1 0.39   6.073926129      2
#> 1229         2        1        1       1 0.85   2.267673546      2
#> 1230         2        1        1       1 0.46   2.531078284      2
#> 1231         2        1        1       1 0.50   5.380469772      2
#> 1232         2        1        1       1 0.75  -1.458426105      1
#> 1233         2        1       -1       0 2.09   4.693028908      2
#> 1234         2        1        1       1 0.42   2.477034344      2
#> 1235         2        1        1       1 1.15   6.547719509      2
#> 1236         2        1        1       1 2.84   7.340568758      2
#> 1237         2        1        1       1 0.75   7.988687678      2
#> 1238         2        1        1       1 0.54   3.713242376      2
#> 1239         2        1        1       1 0.77   0.755418470      1
#> 1240         2        1       -1       0 3.12   0.058039684      1
#> 1241         2        1        1       1 0.34  -1.586576832      1
#> 1242         2        1       -1       0 1.33   3.463248483      2
#> 1243         2        1        1       1 0.70   2.078865012      2
#> 1244         2        1        1       1 0.48  -0.642919903      1
#> 1245         2        1        1       1 0.31   2.027394123      2
#> 1246         2        1       -1       0 3.45   5.818407659      2
#> 1247         2        1        1       1 0.80   0.693484642      1
#> 1248         2        1        1       1 0.35   1.307605484      2
#> 1249         2        1        1       1 1.82   6.288273055      2
#> 1250         2        1        1       1 2.69   1.924864743      2
#> 1251         2        1        1       1 0.51   2.291160193      2
#> 1252         2        1        1       1 0.32   4.435767547      2
#> 1253         2        1        1       1 0.57   1.792984502      2
#> 1254         2        1        1       1 0.53   4.838165544      2
#> 1255         2        1        1       1 0.87   5.981516184      2
#> 1256         2        1        1       1 3.00   7.623397467      2
#> 1257         2        1        1       1 0.50   3.852683012      2
#> 1258         2        1        1       1 0.41   2.326496565      2
#> 1259         2        1       -1       0 1.13   8.401138923      2
#> 1260         2        1       -1       0 1.26  -3.379765017      1
#> 1261         2        1        1       1 0.90   3.065502400      2
#> 1262         2        1       -1       0 1.25   6.726575338      2
#> 1263         2        1        1       1 0.82   3.820242689      2
#> 1264         2        1       -1       0 0.58  -1.061687940      1
#> 1265         2        1        1       1 0.43   5.218643673      2
#> 1266         2        1        1       1 4.68  11.496605375      2
#> 1267         2        1        1       1 0.69   1.040427831      2
#> 1268         2        1        1       1 2.31   3.259082737      2
#> 1269         2        1       -1       0 7.57   9.740939552      2
#> 1270         2        1        1       1 0.41   5.496733132      2
#> 1271         2        1        1       1 0.50   6.152850520      2
#> 1272         2        1        1       1 0.26   2.084291892      2
#> 1273         2        1        1       1 0.94   4.581420270      2
#> 1274         2        1        1       1 1.35   5.064779448      2
#> 1275         2        1        1       1 0.89  -2.614330070      1
#> 1276         2        1        1       1 0.98   2.078099251      2
#> 1277         2        1        1       1 0.56   2.866979600      2
#> 1278         2        1        1       1 1.28   9.775626457      2
#> 1279         2        1        1       1 0.45   1.727821784      2
#> 1280         2        1        1       1 0.63   5.190211163      2
#> 1281         2        1        1       1 0.57   7.889267306      2
#> 1282         2        1       -1       0 3.10   3.242279546      2
#> 1283         2        1        1       1 0.96   3.493119899      2
#> 1284         2        1        1       1 0.26  -0.589562096      1
#> 1285         2        1        1       1 0.65   4.450425027      2
#> 1286         2        1        1       1 0.46   2.663350666      2
#> 1287         2        1        1       1 0.83   2.377473629      2
#> 1288         2        1        1       1 0.84   8.292701316      2
#> 1289         2        1        1       1 0.46   1.985576303      2
#> 1290         2        1        1       1 0.79   6.329416727      2
#> 1291         2        1        1       1 0.39   5.807206105      2
#> 1292         2        1        1       1 0.58  -3.574926282      1
#> 1293         2        1        1       1 0.59  -0.208545111      1
#> 1294         2        1       -1       0 0.40   3.338327943      2
#> 1295         2        1        1       1 0.46   2.038750627      2
#> 1296         2        1       -1       0 0.54   1.693220198      2
#> 1297         2        1        1       1 0.43   1.646219238      2
#> 1298         2        1        1       1 0.94   3.393416316      2
#> 1299         2        1        1       1 0.54   3.621910441      2
#> 1300         2        1        1       1 2.72   8.775130109      2
#> 1301         2        1        1       1 0.96   1.909429324      2
#> 1302         2        1        1       1 1.64   4.047458655      2
#> 1303         2        1       -1       0 4.71   0.970483197      2
#> 1304         2        1        1       1 3.06   0.750525537      1
#> 1305         2        1       -1       0 1.53   5.662526939      2
#> 1306         2        1       -1       0 0.48   4.367822197      2
#> 1307         2        1        1       1 0.58   2.965412537      2
#> 1308         2        1        1       1 0.46   3.717191584      2
#> 1309         2        1        1       1 1.00   6.158303165      2
#> 1310         2        1        1       1 0.72   2.758672773      2
#> 1311         2        1        1       1 2.17   8.946069527      2
#> 1312         2        1        1       1 1.41  -1.114322938      1
#> 1313         2        1        1       1 0.66   2.627202574      2
#> 1314         2        1        1       1 0.40   2.617721104      2
#> 1315         2        1        1       1 0.32   4.689800629      2
#> 1316         2        1        1       1 0.60   5.748182781      2
#> 1317         2        1        1       1 0.83   5.474820135      2
#> 1318         2        1        1       1 1.41  -3.128257028      1
#> 1319         2        1        1       1 1.14   4.911008743      2
#> 1320         2        1        1       1 1.56   2.620825007      2
#> 1321         2        1        1       1 0.82  -0.069217169      1
#> 1322         2        1       -1       0 0.57   4.127351897      2
#> 1323         2        1        1       1 0.96   1.066624972      2
#> 1324         2        1       -1       0 4.18  15.640446975      2
#> 1325         2        1        1       1 0.32   1.571362913      2
#> 1326         2        1        1       1 1.54   5.594656394      2
#> 1327         2        1        1       1 1.01   4.323438792      2
#> 1328         2        1        1       1 0.61   0.362760184      1
#> 1329         2        1        1       1 0.50   3.378840606      2
#> 1330         2        1        1       1 1.45   5.732312582      2
#> 1331         2        1        1       1 3.07   5.311658213      2
#> 1332         2        1        1       1 0.31   6.111051069      2
#> 1333         2        1        1       1 1.11   3.689755503      2
#> 1334         2        1       -1       0 2.01   3.373269760      2
#> 1335         2        1        1       1 0.28  -2.464722893      1
#> 1336         2        1        1       1 0.58   5.374638048      2
#> 1337         2        1        1       1 0.74   3.808231383      2
#> 1338         2        1        1       1 0.34   5.587295184      2
#> 1339         2        1        1       1 0.78   5.529156071      2
#> 1340         2        1        1       1 0.39   4.078695262      2
#> 1341         2        1        1       1 2.08   1.721651559      2
#> 1342         2        1        1       1 1.26  -0.689042911      1
#> 1343         2        1        1       1 0.89   1.328525946      2
#> 1344         2        1        1       1 0.58   4.728550690      2
#> 1345         2        1        1       1 0.55   2.352871787      2
#> 1346         2        1       -1       0 2.60   5.201143478      2
#> 1347         2        1        1       1 1.90  10.346330946      2
#> 1348         2        1        1       1 0.39   4.661265963      2
#> 1349         2        1        1       1 0.67  -0.036884966      1
#> 1350         2        1        1       1 0.39   0.066042940      1
#> 1351         2        1       -1       0 1.40   2.072296190      2
#> 1352         2        1        1       1 0.63  -0.313119617      1
#> 1353         2        1        1       1 1.20  11.056641485      2
#> 1354         2        1        1       1 0.81   0.403166604      1
#> 1355         2        1        1       1 0.23   0.814529887      2
#> 1356         2        1       -1       0 0.52   4.388121556      2
#> 1357         2        1        1       1 1.83   3.410317617      2
#> 1358         2        1        1       1 0.48   5.196691268      2
#> 1359         2        1        1       1 0.21   3.930158386      2
#> 1360         2        1        1       1 0.57   1.576029204      2
#> 1361         2        1        1       1 2.08   4.389087793      2
#> 1362         2        1        1       1 2.31   7.566423629      2
#> 1363         2        1       -1       0 2.52   4.486939669      2
#> 1364         2        1        1       1 0.71  -0.362793829      1
#> 1365         2        1        1       1 0.98   2.603108269      2
#> 1366         2        1        1       1 1.23   7.981272254      2
#> 1367         2        1        1       1 0.88   7.004184938      2
#> 1368         2        1        1       1 0.88   2.695164609      2
#> 1369         2        1        1       1 1.18   4.240407884      2
#> 1370         2        1        1       1 0.43   3.731173220      2
#> 1371         2        1        1       1 0.56   3.898696740      2
#> 1372         2        1       -1       0 0.47   0.830675457      2
#> 1373         2        1        1       1 2.01   7.785639488      2
#> 1374         2        1       -1       0 3.61   3.417681222      2
#> 1375         2        1        1       1 0.49   3.772225144      2
#> 1376         2        1        1       1 0.50   2.318510666      2
#> 1377         2        1        1       1 0.99   1.077327622      2
#> 1378         2        1        1       1 1.05  -0.619795259      1
#> 1379         2        1        1       1 0.36   3.382484818      2
#> 1380         2        1        1       1 2.34   4.644197045      2
#> 1381         2        1       -1       0 0.35   2.816720005      2
#> 1382         2        1        1       1 1.21   5.825217286      2
#> 1383         2        1        1       1 0.77   7.774648797      2
#> 1384         2        1        1       1 1.10   0.088133757      1
#> 1385         2        1        1       1 0.37   3.147764102      2
#> 1386         2        1        1       1 0.41   4.581367986      2
#> 1387         2        1        1       1 0.25   1.193022966      2
#> 1388         2        1       -1       0 1.05   2.054641812      2
#> 1389         2        1        1       1 0.40   2.271686525      2
#> 1390         2        1        1       1 0.50   4.522886217      2
#> 1391         2        1        1       1 3.75  10.489375863      2
#> 1392         2        1        1       1 0.50   5.119662009      2
#> 1393         2        1       -1       0 1.93   2.283787056      2
#> 1394         2        1       -1       0 2.96   8.390483876      2
#> 1395         2        1        1       1 1.57  -0.328259622      1
#> 1396         2        1        1       1 0.35  -0.124265845      1
#> 1397         2        1        1       1 0.92   1.993969860      2
#> 1398         2        1        1       1 0.76   6.463056007      2
#> 1399         2        1        1       1 0.43   3.160104662      2
#> 1400         2        1        1       1 0.50   2.396320332      2
#> 1401         2        1        1       1 0.46   3.957655993      2
#> 1402         2        1        1       1 1.90  13.236582766      2
#> 1403         2        1        1       1 2.50  12.383466751      2
#> 1404         2        1        1       1 0.32   5.771687854      2
#> 1405         2        1        1       1 0.30   2.454562024      2
#> 1406         2        1        1       1 0.71   1.815776540      2
#> 1407         2        1        1       1 1.31   8.043564668      2
#> 1408         2        1        1       1 0.77  -0.830109758      1
#> 1409         2        1        1       1 3.97   3.676886759      2
#> 1410         2        1        1       1 0.75   1.243512987      2
#> 1411         2        1        1       1 1.49  -2.001597756      1
#> 1412         2        1        1       1 1.92  -4.108009627      1
#> 1413         2        1        1       1 0.44   2.667434196      2
#> 1414         2        1        1       1 0.51   2.374947517      2
#> 1415         2        1        1       1 0.82   3.640299369      2
#> 1416         2        1        1       1 0.33   1.311709579      2
#> 1417         2        1        1       1 0.52   4.949338291      2
#> 1418         2        1        1       1 0.31   6.448651958      2
#> 1419         2        1       -1       0 0.84   0.411736552      1
#> 1420         2        1        1       1 0.63   3.874443477      2
#> 1421         2        1        1       1 0.34   7.260391248      2
#> 1422         2        1        1       1 0.76  -1.305158318      1
#> 1423         2        1        1       1 1.25   2.947694192      2
#> 1424         2        1        1       1 0.86  -0.752202440      1
#> 1425         2        1        1       1 0.86   5.660655210      2
#> 1426         2        1        1       1 0.53  -0.009175129      1
#> 1427         2        1        1       1 1.11   9.369453943      2
#> 1428         2        1        1       1 0.56   1.492369207      2
#> 1429         2        1        1       1 0.65   3.933071344      2
#> 1430         2        1        1       1 0.99   4.407376437      2
#> 1431         2        1       -1       0 2.85  15.785675169      2
#> 1432         2        1        1       1 0.45   2.235817316      2
#> 1433         2        1       -1       0 0.62   0.190746458      1
#> 1434         2        1        1       1 1.82   7.948706270      2
#> 1435         2        1       -1       0 1.78  -1.222644947      1
#> 1436         2        1       -1       0 0.59   6.453787139      2
#> 1437         2        1       -1       0 0.72   1.643924479      2
#> 1438         2        1        1       1 0.54   2.399285444      2
#> 1439         2        1        1       1 0.91   3.821520035      2
#> 1440         2        1        1       1 0.94   4.179064091      2
#> 1441         2        1        1       1 1.66   1.979243707      2
#> 1442         2        1       -1       0 0.80  -0.299180988      1
#> 1443         2        1       -1       0 2.89  -0.002958718      1
#> 1444         2        1        1       1 0.59   6.578945347      2
#> 1445         2        1        1       1 1.53   8.366883544      2
#> 1446         2        1        1       1 2.53   2.712645288      2
#> 1447         2        1        1       1 1.34   9.852539200      2
#> 1448         2        1        1       1 0.76   6.753967122      2
#> 1449         2        1       -1       0 1.34   5.036142872      2
#> 1450         2        1        1       1 0.81   7.640076313      2
#> 1451         2        1        1       1 0.77   0.546323031      1
#> 1452         2        1        1       1 1.26   4.121826571      2
#> 1453         2        1        1       1 0.86   3.251863602      2
#> 1454         2        1        1       1 1.13   8.823154481      2
#> 1455         2        1        1       1 0.46  -0.200345444      1
#> 1456         2        1       -1       0 1.96  10.741293846      2
#> 1457         2        1        1       1 0.44   6.719773062      2
#> 1458         2        1        1       1 0.36   5.682639074      2
#> 1459         2        1        1       1 0.87   4.749788850      2
#> 1460         2        1       -1       0 1.76   2.736075935      2
#> 1461         2        1        1       1 1.98   8.040073341      2
#> 1462         2        1        1       1 0.69   2.227829080      2
#> 1463         2        1        1       1 0.90  -0.728330446      1
#> 1464         2        1        1       1 0.53   3.496163104      2
#> 1465         2        1        1       1 1.15   5.567038047      2
#> 1466         2        1       -1       0 0.46   3.574057964      2
#> 1467         2        1        1       1 0.45   2.815974873      2
#> 1468         2        1        1       1 0.53   7.931085568      2
#> 1469         2        1       -1       0 0.27   3.787765162      2
#> 1470         2        1        1       1 0.74   6.255514380      2
#> 1471         2        1        1       1 0.37   1.107486140      2
#> 1472         2        1        1       1 0.99   0.834157359      2
#> 1473         2        1        1       1 0.43   1.990902555      2
#> 1474         2        1        1       1 0.60   5.840473299      2
#> 1475         2        1        1       1 2.08   7.385722106      2
#> 1476         2        1        1       1 0.67  -4.603895916      1
#> 1477         2        1        1       1 1.41   9.985330327      2
#> 1478         2        1       -1       0 0.90  -0.668140113      1
#> 1479         2        1        1       1 1.20   3.547927887      2
#> 1480         2        1        1       1 1.55   3.897811914      2
#> 1481         2        1        1       1 0.97   1.816416694      2
#> 1482         2        1        1       1 0.87  -0.289868884      1
#> 1483         2        1        1       1 0.29   1.660206651      2
#> 1484         2        1        1       1 4.18   8.712306864      2
#> 1485         2        1        1       1 0.66   6.238978318      2
#> 1486         2        1        1       1 0.37   2.180062053      2
#> 1487         2        1        1       1 0.48   4.309552266      2
#> 1488         2        1        1       1 0.87   1.973541137      2
#> 1489         2        1        1       1 0.99   3.133213139      2
#> 1490         2        1       -1       0 1.26   4.038906738      2
#> 1491         2        1        1       1 0.53   0.195178553      1
#> 1492         2        1       -1       0 0.57   6.466971273      2
#> 1493         2        1        1       1 0.35   7.404364689      2
#> 1494         2        1        1       1 0.30   2.536622069      2
#> 1495         2        1        1       1 0.38   3.965185915      2
#> 1496         2        1        1       1 0.39   7.231750156      2
#> 1497         2        1        1       1 0.76   3.066922094      2
#> 1498         2        1        1       1 1.45   0.835234045      2
#> 1499         2        1        1       1 0.64   4.330964223      2
#> 1500         2        1        1       1 0.28   4.785185834      2
#> 1501         2        1        1       1 0.70   5.292597916      2
#> 1502         2        1        1       1 0.48   2.719806612      2
#> 1503         2        1        1       1 0.87  -0.387365750      1
#> 1504         2        1       -1       0 1.33   3.339951682      2
#> 1505         2        1        1       1 0.54   4.271848493      2
#> 1506         2        1        1       1 0.25   2.465705515      2
#> 1507         2        1        1       1 0.64   3.912100928      2
#> 1508         2        1        1       1 0.91   3.285938722      2
#> 1509         2        1        1       1 0.64   4.640779129      2
#> 1510         2        1        1       1 0.79   5.544141952      2
#> 1511         2        1        1       1 0.64   3.455087495      2
#> 1512         2        1        1       1 0.54  -0.316064106      1
#> 1513         2        1        1       1 0.50   3.016843809      2
#> 1514         2        1        1       1 0.49   2.719344654      2
#> 1515         2        1        1       1 0.80   3.501955583      2
#> 1516         2        1        1       1 2.21  11.742629095      2
#> 1517         2        1        1       1 0.59   8.322417989      2
#> 1518         2        1        1       1 0.86   2.758611573      2
#> 1519         2        1        1       1 0.41   1.857965659      2
#> 1520         2        1       -1       0 0.81   3.886940305      2
#> 1521         2        1        1       1 1.81   4.283155265      2
#> 1522         2        1        1       1 4.34  13.706144678      2
#> 1523         2        1        1       1 1.57   0.644397350      1
#> 1524         2        1        1       1 0.57   4.643905425      2
#> 1525         2        1        1       1 0.29   5.852332101      2
#> 1526         2        1        1       1 1.13   4.866940539      2
#> 1527         2        1        1       1 1.43   0.049894859      1
#> 1528         2        1        1       1 0.25   3.700245978      2
#> 1529         2        1       -1       0 1.64   2.853199138      2
#> 1530         2        1        1       1 0.70   3.408071858      2
#> 1531         2        1        1       1 0.49   4.141029604      2
#> 1532         2        1        1       1 2.17   3.012557309      2
#> 1533         2        1       -1       0 2.16  -0.617994738      1
#> 1534         2        1       -1       0 2.03   7.291792320      2
#> 1535         2        1        1       1 0.98  -0.112955423      1
#> 1536         2        1        1       1 0.31   6.669707833      2
#> 1537         2        1        1       1 1.82   0.286347176      1
#> 1538         2        1        1       1 2.21   0.208529890      1
#> 1539         2        1        1       1 1.15   5.461096794      2
#> 1540         2        1        1       1 6.96   3.630920823      2
#> 1541         2        1       -1       0 2.75   0.609170880      1
#> 1542         2        1        1       1 0.35   5.360632876      2
#> 1543         2        1        1       1 1.03   9.443970420      2
#> 1544         2        1        1       1 0.46   0.660089541      1
#> 1545         2        1        1       1 0.82   4.937573041      2
#> 1546         2        1        1       1 1.52   0.485065116      1
#> 1547         2        1        1       1 0.85   3.892879420      2
#> 1548         2        1        1       1 1.26   5.225951724      2
#> 1549         2        1        1       1 0.94   6.009894293      2
#> 1550         2        1       -1       0 0.96   8.663280714      2
#> 1551         2        1        1       1 0.25   4.249485788      2
#> 1552         2        1        1       1 0.40   5.734931517      2
#> 1553         2        1        1       1 0.70   6.685951836      2
#> 1554         2        1        1       1 0.53   0.615463425      1
#> 1555         2        1        1       1 1.12   6.029037127      2
#> 1556         2        1       -1       0 2.92   6.769308286      2
#> 1557         2        1       -1       0 1.91   4.824825457      2
#> 1558         2        1        1       1 0.86   2.044291662      2
#> 1559         2        1        1       1 1.80   7.350998495      2
#> 1560         2        1       -1       0 3.05  -0.871680900      1
#> 1561         2        1        1       1 1.05   6.678315776      2
#> 1562         2        1        1       1 1.59   8.847140036      2
#> 1563         2        1        1       1 1.43  -0.200342314      1
#> 1564         2        1        1       1 1.11   4.419848917      2
#> 1565         2        1        1       1 0.93   5.878493934      2
#> 1566         2        1        1       1 1.57   9.875399984      2
#> 1567         2        1        1       1 0.89   2.075748987      2
#> 1568         2        1        1       1 1.55  -2.957834404      1
#> 1569         2        1        1       1 2.02   4.186061541      2
#> 1570         2        1        1       1 0.81  -0.758309507      1
#> 1571         2        1        1       1 1.58   3.109944305      2
#> 1572         2        1       -1       0 0.42   4.362856919      2
#> 1573         2        1        1       1 1.23   6.523773897      2
#> 1574         2        1        1       1 0.97   1.598247659      2
#> 1575         2        1        1       1 1.64   1.984059938      2
#> 1576         2        1        1       1 0.44   4.148881618      2
#> 1577         2        1        1       1 0.87   4.705320830      2
#> 1578         2        1        1       1 2.14  13.799078175      2
#> 1579         2        1        1       1 0.69   4.239271102      2
#> 1580         2        1        1       1 0.36  -0.770633954      1
#> 1581         2        1        1       1 1.58   3.297193449      2
#> 1582         2        1        1       1 0.92   4.302007309      2
#> 1583         2        1        1       1 1.33   7.691291021      2
#> 1584         2        1        1       1 0.79   7.268707943      2
#> 1585         2        1       -1       0 3.75  17.331457167      2
#> 1586         2        1        1       1 0.96   6.993232268      2
#> 1587         2        1        1       1 1.26  -0.065809989      1
#> 1588         2        1        1       1 0.56  -0.955923361      1
#> 1589         2        1        1       1 0.65  -0.774480232      1
#> 1590         2        1       -1       0 0.61   4.991103178      2
#> 1591         2        1        1       1 0.53   9.217204459      2
#> 1592         2        1        1       1 0.39   1.923343797      2
#> 1593         2        1        1       1 0.90  -1.934655374      1
#> 1594         2        1        1       1 0.40   8.432948285      2
#> 1595         2        1        1       1 0.96   1.318076818      2
#> 1596         2        1        1       1 0.71   2.595440620      2
#> 1597         2        1        1       1 0.64   5.303456963      2
#> 1598         2        1        1       1 0.91   4.005728806      2
#> 1599         2        1        1       1 0.40   7.096206905      2
#> 1600         2        1        1       1 0.80  10.279149913      2
#> 
#> $gamma
#> $gamma$condition
#> # A tibble: 2 × 2
#>   correct Gamma
#>     <dbl> <dbl>
#> 1       0 0.634
#> 2       1 0.728
#> 
#> $gamma$rt
#> # A tibble: 2 × 2
#>   correct   Gamma
#>     <dbl>   <dbl>
#> 1       0  0.0759
#> 2       1 -0.0235
#> 
#> $gamma$correct
#> # A tibble: 2 × 2
#>   condition   Gamma
#>       <int>   <dbl>
#> 1         1 -0.0777
#> 2         2  0.0995
#> 
#> $gamma$rt_bycondition
#> # A tibble: 2 × 2
#>   condition  Gamma
#>       <int>  <dbl>
#> 1         1 0.0318
#> 2         2 0.0588
#> 
#> $gamma$rt_byconditionbycorrect
#> # A tibble: 4 × 3
#>   condition correct  Gamma
#>       <int>   <dbl>  <dbl>
#> 1         1       0 0.0329
#> 2         1       1 0.0329
#> 3         2       0 0.0723
#> 4         2       1 0.0751
#> 
#> 
# }