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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       1 1.57 -0.8535017      1
#> 2         1       -1       -1       1 1.19 -2.9680543      1
#> 3         1       -1        1       0 4.58  0.7485104      1
#> 4         1       -1        1       0 1.81  5.8878993      2
#> 5         1       -1        1       0 1.00 -4.4810415      1
#> 6         1       -1        1       0 0.48 -2.5195680      1
# \donttest{
  library(ggplot2)
  simus <- simus[simus$response!=0,]
  simus$rating <- factor(simus$rating, labels=c("unsure", "sure"))
  ggplot(simus, aes(x=rt, group=interaction(correct, rating),
                    color=as.factor(correct), linetype=rating))+
    geom_density(linewidth=1.2)+xlim(c(0,5))+
    facet_grid(rows=vars(condition), labeller = "label_both")
#> Warning: Removed 571 rows containing non-finite outside the scale range
#> (`stat_density()`).

# }

# automatically aggregate simulation distribution
# to get only accuracy x confidence rating distribution for
# all conditions
agg_simus <- simulateWEV(paramDf, model="dynWEV", agg_simus = TRUE)
head(agg_simus)
#> # A tibble: 6 × 4
#>   rating correct condition      p
#>    <dbl>   <dbl>     <int>  <dbl>
#> 1      1       0         1 0.236 
#> 2      1       0         2 0.0303
#> 3      1       1         1 0.278 
#> 4      1       1         2 0.114 
#> 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 0.30  3.813313e+00      2
#> 2            1       -1        1       0 7.12 -7.350507e+00      1
#> 3            1       -1        1       0 0.53  3.428121e+00      2
#> 4            1       -1        1       0 0.78 -3.701603e-01      1
#> 5            1       -1       -1       1 0.72 -1.078362e+00      1
#> 6            1       -1        1       0 0.55 -2.446258e+00      1
#> 7            1       -1        1       0 1.67 -3.272009e+00      1
#> 8            1       -1       -1       1 1.81 -5.171751e-01      1
#> 9            1       -1        1       0 5.07  2.493145e+00      2
#> 10           1       -1        1       0 0.41  1.710060e+00      2
#> 11           1       -1       -1       1 1.48  2.927480e+00      2
#> 12           1       -1        1       0 2.36 -3.884479e+00      1
#> 13           1       -1        1       0 5.13 -6.572603e+00      1
#> 14           1       -1        1       0 1.20  4.046465e+00      2
#> 15           1       -1        1       0 0.82  4.986978e+00      2
#> 16           1       -1        1       0 0.72  2.050354e+00      2
#> 17           1       -1        1       0 1.02  3.065756e+00      2
#> 18           1       -1        1       0 2.41  6.657952e+00      2
#> 19           1       -1        1       0 1.69  8.710785e+00      2
#> 20           1       -1        1       0 0.50  5.451102e-01      1
#> 21           1       -1        1       0 1.50 -3.874255e+00      1
#> 22           1       -1        1       0 1.98 -6.286060e-01      1
#> 23           1       -1       -1       1 4.29  2.915281e+00      2
#> 24           1       -1       -1       1 0.83 -4.200213e+00      1
#> 25           1       -1       -1       1 1.50  3.893526e+00      2
#> 26           1       -1        1       0 5.41  3.468825e+00      2
#> 27           1       -1        1       0 1.07  3.179860e+00      2
#> 28           1       -1        1       0 0.43  9.072964e-01      2
#> 29           1       -1        1       0 1.18 -8.158964e+00      1
#> 30           1       -1        1       0 1.15  1.033250e+00      2
#> 31           1       -1        1       0 0.23 -8.029709e-01      1
#> 32           1       -1        1       0 0.77  1.008658e+00      2
#> 33           1       -1        1       0 5.89 -9.471522e-01      1
#> 34           1       -1        1       0 1.11 -1.651184e+00      1
#> 35           1       -1       -1       1 0.96 -2.576806e+00      1
#> 36           1       -1       -1       1 3.72 -5.152865e+00      1
#> 37           1       -1       -1       1 0.96  2.559440e+00      2
#> 38           1       -1       -1       1 1.48  1.677475e+00      2
#> 39           1       -1       -1       1 0.99 -3.123832e+00      1
#> 40           1       -1        1       0 2.45  2.456140e+00      2
#> 41           1       -1       -1       1 3.11  9.356765e-01      2
#> 42           1       -1       -1       1 1.28  9.630435e-01      2
#> 43           1       -1       -1       1 1.38 -1.659919e+00      1
#> 44           1       -1        1       0 0.24  7.422164e-01      1
#> 45           1       -1       -1       1 1.57 -2.493384e-02      1
#> 46           1       -1        1       0 0.82  5.015014e+00      2
#> 47           1       -1        1       0 1.18 -1.909807e+00      1
#> 48           1       -1       -1       1 4.00  4.241479e+00      2
#> 49           1       -1       -1       1 1.78 -1.282740e+00      1
#> 50           1       -1       -1       1 4.15 -5.677439e-01      1
#> 51           1       -1        1       0 0.83  5.592282e+00      2
#> 52           1       -1       -1       1 2.00 -4.698985e+00      1
#> 53           1       -1        1       0 6.08  1.479402e-01      1
#> 54           1       -1       -1       1 1.10 -4.534363e+00      1
#> 55           1       -1        1       0 1.05 -1.009678e+00      1
#> 56           1       -1       -1       1 0.65  5.595040e+00      2
#> 57           1       -1       -1       1 0.87  2.004235e-01      1
#> 58           1       -1       -1       1 1.38 -1.863132e+00      1
#> 59           1       -1       -1       1 2.02 -3.239322e+00      1
#> 60           1       -1       -1       1 0.44 -1.099964e+00      1
#> 61           1       -1        1       0 0.70 -3.677343e+00      1
#> 62           1       -1        1       0 0.71  1.988196e+00      2
#> 63           1       -1        1       0 1.52  3.801713e+00      2
#> 64           1       -1       -1       1 0.96  4.398968e+00      2
#> 65           1       -1       -1       1 0.69  2.261559e+00      2
#> 66           1       -1       -1       1 0.87 -2.890454e-01      1
#> 67           1       -1       -1       1 1.29  3.151356e+00      2
#> 68           1       -1       -1       1 0.79 -4.282240e-01      1
#> 69           1       -1       -1       1 1.07  6.275744e+00      2
#> 70           1       -1       -1       1 0.94 -7.267756e-01      1
#> 71           1       -1       -1       1 5.21 -1.964498e+00      1
#> 72           1       -1        1       0 1.19  2.813661e+00      2
#> 73           1       -1        1       0 0.67 -1.503640e+00      1
#> 74           1       -1       -1       1 1.64 -1.670578e+00      1
#> 75           1       -1       -1       1 0.88  1.955300e+00      2
#> 76           1       -1       -1       1 0.42 -2.917879e+00      1
#> 77           1       -1       -1       1 0.59 -3.090743e+00      1
#> 78           1       -1        1       0 1.70  1.035580e+00      2
#> 79           1       -1       -1       1 0.45  5.483680e+00      2
#> 80           1       -1       -1       1 3.43  4.953349e+00      2
#> 81           1       -1        1       0 0.70  1.760880e+00      2
#> 82           1       -1        1       0 1.35  2.790851e-01      1
#> 83           1       -1       -1       1 0.74 -3.532792e-01      1
#> 84           1       -1        1       0 1.54  2.998709e-01      1
#> 85           1       -1        1       0 4.65  4.451434e+00      2
#> 86           1       -1       -1       1 1.05  7.826652e+00      2
#> 87           1       -1       -1       1 0.47 -3.023331e+00      1
#> 88           1       -1        1       0 0.65 -2.570027e-02      1
#> 89           1       -1        1       0 0.54  2.329382e+00      2
#> 90           1       -1        1       0 0.56 -3.703330e+00      1
#> 91           1       -1        1       0 0.42  2.847945e+00      2
#> 92           1       -1        1       0 0.43  1.126844e+00      2
#> 93           1       -1        1       0 0.49  1.667123e+00      2
#> 94           1       -1        1       0 0.32  4.387893e+00      2
#> 95           1       -1        1       0 3.52  3.563685e+00      2
#> 96           1       -1       -1       1 2.59  4.224491e+00      2
#> 97           1       -1        1       0 0.38  1.338383e+00      2
#> 98           1       -1       -1       1 1.09  4.735170e+00      2
#> 99           1       -1       -1       1 7.17 -2.047740e+00      1
#> 100          1       -1       -1       1 0.42  1.439281e-01      1
#> 101          1       -1       -1       1 1.27  1.629141e+00      2
#> 102          1       -1       -1       1 0.76  2.425645e+00      2
#> 103          1       -1       -1       1 0.74 -8.518870e-01      1
#> 104          1       -1        1       0 1.79 -1.963567e+00      1
#> 105          1       -1        1       0 0.35 -1.540430e+00      1
#> 106          1       -1        1       0 2.60 -4.314455e+00      1
#> 107          1       -1       -1       1 3.09 -5.105832e-01      1
#> 108          1       -1       -1       1 0.29 -4.872528e+00      1
#> 109          1       -1        1       0 0.63 -1.879508e+00      1
#> 110          1       -1       -1       1 2.31 -5.561671e+00      1
#> 111          1       -1       -1       1 0.70  7.802603e-01      1
#> 112          1       -1       -1       1 1.56  1.426863e+00      2
#> 113          1       -1       -1       1 1.27 -2.600245e-01      1
#> 114          1       -1        1       0 2.41  9.975749e-01      2
#> 115          1       -1        1       0 1.28  1.624972e+00      2
#> 116          1       -1       -1       1 0.65 -3.374165e+00      1
#> 117          1       -1       -1       1 0.86  1.305038e+00      2
#> 118          1       -1       -1       1 1.03  5.688464e-02      1
#> 119          1       -1       -1       1 1.92 -5.274511e-01      1
#> 120          1       -1        1       0 0.52  7.146292e-01      1
#> 121          1       -1       -1       1 1.96  1.401371e+00      2
#> 122          1       -1        1       0 1.27 -1.710779e+00      1
#> 123          1       -1        1       0 3.42 -2.803800e+00      1
#> 124          1       -1        1       0 1.39 -1.701052e+00      1
#> 125          1       -1       -1       1 0.67 -1.862710e+00      1
#> 126          1       -1        1       0 1.33 -1.545333e+00      1
#> 127          1       -1       -1       1 2.16  1.280711e+00      2
#> 128          1       -1       -1       1 1.14  4.811100e-02      1
#> 129          1       -1        1       0 2.18 -3.778050e+00      1
#> 130          1       -1        1       0 2.43  5.005922e+00      2
#> 131          1       -1       -1       1 0.50  6.672406e-01      1
#> 132          1       -1        1       0 0.30  8.520016e+00      2
#> 133          1       -1       -1       1 0.61 -2.433328e+00      1
#> 134          1       -1       -1       1 0.43  2.793469e+00      2
#> 135          1       -1        1       0 0.83 -8.271735e-03      1
#> 136          1       -1        1       0 4.41 -7.632211e+00      1
#> 137          1       -1       -1       1 4.91  2.620863e+00      2
#> 138          1       -1        1       0 1.85  3.446822e+00      2
#> 139          1       -1        1       0 0.26  2.965813e+00      2
#> 140          1       -1       -1       1 1.35 -2.163715e+00      1
#> 141          1       -1        1       0 1.59 -3.305305e+00      1
#> 142          1       -1       -1       1 0.65 -1.534602e+00      1
#> 143          1       -1       -1       1 0.80 -2.883067e+00      1
#> 144          1       -1       -1       1 1.45 -3.080394e+00      1
#> 145          1       -1       -1       1 0.50 -4.371014e+00      1
#> 146          1       -1        1       0 1.80 -1.918771e+00      1
#> 147          1       -1        1       0 0.95 -2.972797e-01      1
#> 148          1       -1        1       0 0.82 -5.616728e-02      1
#> 149          1       -1       -1       1 1.90 -7.189862e-02      1
#> 150          1       -1       -1       1 0.76  2.941039e+00      2
#> 151          1       -1       -1       1 4.86 -1.496600e+00      1
#> 152          1       -1       -1       1 2.19 -5.812150e+00      1
#> 153          1       -1       -1       1 1.65  2.742767e+00      2
#> 154          1       -1       -1       1 3.11 -6.004322e+00      1
#> 155          1       -1       -1       1 1.12  1.600301e+00      2
#> 156          1       -1       -1       1 1.97  1.723992e+00      2
#> 157          1       -1        1       0 7.62  5.118134e+00      2
#> 158          1       -1        1       0 0.44 -1.988115e+00      1
#> 159          1       -1       -1       1 1.00  1.424548e+00      2
#> 160          1       -1        1       0 1.59 -3.618921e+00      1
#> 161          1       -1        1       0 0.50  2.814885e+00      2
#> 162          1       -1       -1       1 2.71 -1.106066e+00      1
#> 163          1       -1        1       0 1.06 -1.520248e+00      1
#> 164          1       -1       -1       1 1.55  3.238972e+00      2
#> 165          1       -1       -1       1 0.45  3.710667e+00      2
#> 166          1       -1        1       0 1.37  1.865575e+00      2
#> 167          1       -1        1       0 1.48 -1.809513e+00      1
#> 168          1       -1        1       0 0.20  2.324173e+00      2
#> 169          1       -1       -1       1 1.18  2.149817e+00      2
#> 170          1       -1       -1       1 1.91 -4.738166e-02      1
#> 171          1       -1        1       0 3.78 -7.679427e+00      1
#> 172          1       -1       -1       1 0.97  6.761908e+00      2
#> 173          1       -1        1       0 5.40  5.112030e-01      1
#> 174          1       -1       -1       1 1.39 -1.180237e+00      1
#> 175          1       -1        1       0 4.14  2.900259e+00      2
#> 176          1       -1        1       0 2.78 -3.980939e+00      1
#> 177          1       -1        1       0 0.55 -1.102099e-02      1
#> 178          1       -1        1       0 0.51  1.398274e+00      2
#> 179          1       -1       -1       1 0.82 -3.149408e+00      1
#> 180          1       -1       -1       1 0.72  1.997270e-01      1
#> 181          1       -1       -1       1 0.86 -9.566029e-01      1
#> 182          1       -1       -1       1 0.97 -1.266871e+00      1
#> 183          1       -1        1       0 6.45 -1.338120e+01      1
#> 184          1       -1       -1       1 1.40  5.434599e+00      2
#> 185          1       -1       -1       1 1.39  1.342579e+00      2
#> 186          1       -1        1       0 0.81  4.250668e+00      2
#> 187          1       -1       -1       1 1.22 -3.254097e+00      1
#> 188          1       -1        1       0 3.55 -9.820142e-01      1
#> 189          1       -1        1       0 2.27  4.133912e+00      2
#> 190          1       -1       -1       1 0.91 -3.622916e+00      1
#> 191          1       -1        1       0 0.70  8.760287e-01      2
#> 192          1       -1        1       0 0.32  1.608686e+00      2
#> 193          1       -1       -1       1 0.54  2.458700e+00      2
#> 194          1       -1       -1       1 0.51  1.932787e+00      2
#> 195          1       -1        1       0 1.78 -9.233009e-01      1
#> 196          1       -1       -1       1 1.37 -2.773260e+00      1
#> 197          1       -1        1       0 0.70 -1.820133e+00      1
#> 198          1       -1       -1       1 1.17 -1.476611e+00      1
#> 199          1       -1       -1       1 0.68  4.665158e+00      2
#> 200          1       -1       -1       1 1.01 -2.988398e+00      1
#> 201          1       -1        1       0 0.90  1.676380e+00      2
#> 202          1       -1        1       0 0.97  4.005619e+00      2
#> 203          1       -1        1       0 0.22  3.481791e+00      2
#> 204          1       -1       -1       1 1.09 -2.323112e+00      1
#> 205          1       -1        1       0 0.49 -1.174408e+00      1
#> 206          1       -1       -1       1 1.17 -1.384049e+00      1
#> 207          1       -1       -1       1 0.34 -1.379293e+00      1
#> 208          1       -1        1       0 0.82  3.470813e+00      2
#> 209          1       -1       -1       1 1.37 -2.086387e+00      1
#> 210          1       -1       -1       1 0.63  4.318611e+00      2
#> 211          1       -1       -1       1 0.70  1.067921e+00      2
#> 212          1       -1       -1       1 1.28 -3.074036e+00      1
#> 213          1       -1       -1       1 0.78  3.137623e+00      2
#> 214          1       -1        1       0 0.91  3.046438e+00      2
#> 215          1       -1        1       0 1.02 -2.964024e-01      1
#> 216          1       -1       -1       1 0.72 -7.958019e-01      1
#> 217          1       -1       -1       1 2.59 -6.420267e-01      1
#> 218          1       -1        1       0 0.89 -1.870051e+00      1
#> 219          1       -1        1       0 0.87 -2.510063e+00      1
#> 220          1       -1        1       0 0.62  1.345767e+00      2
#> 221          1       -1        1       0 0.83 -1.057548e+00      1
#> 222          1       -1       -1       1 2.38 -7.169785e-02      1
#> 223          1       -1       -1       1 0.31  6.286942e+00      2
#> 224          1       -1       -1       1 1.22 -1.714197e+00      1
#> 225          1       -1       -1       1 4.85  5.114503e+00      2
#> 226          1       -1        1       0 1.50  2.433394e+00      2
#> 227          1       -1       -1       1 1.27  4.831804e+00      2
#> 228          1       -1       -1       1 0.80  1.582478e+00      2
#> 229          1       -1       -1       1 0.35  1.523153e+00      2
#> 230          1       -1       -1       1 0.74 -3.810238e+00      1
#> 231          1       -1       -1       1 2.08 -1.312080e+00      1
#> 232          1       -1        1       0 2.46  2.664461e+00      2
#> 233          1       -1       -1       1 1.07 -1.019901e+00      1
#> 234          1       -1       -1       1 0.70  9.963396e-01      2
#> 235          1       -1       -1       1 1.78 -1.816877e+00      1
#> 236          1       -1        1       0 0.42  1.961336e-01      1
#> 237          1       -1       -1       1 1.64  4.073795e+00      2
#> 238          1       -1        1       0 0.36 -9.475445e-01      1
#> 239          1       -1       -1       1 0.45 -5.105767e-01      1
#> 240          1       -1       -1       1 1.17 -2.018808e+00      1
#> 241          1       -1       -1       1 5.21  2.251714e+00      2
#> 242          1       -1        1       0 0.72  5.703320e+00      2
#> 243          1       -1        1       0 2.26  5.177280e+00      2
#> 244          1       -1        1       0 0.71  2.737236e+00      2
#> 245          1       -1       -1       1 2.01  2.629500e+00      2
#> 246          1       -1       -1       1 1.70 -6.170795e+00      1
#> 247          1       -1        1       0 0.98  4.782346e+00      2
#> 248          1       -1        1       0 0.82 -2.019301e+00      1
#> 249          1       -1        1       0 1.29  2.152955e+00      2
#> 250          1       -1       -1       1 0.75 -3.823258e+00      1
#> 251          1       -1        1       0 0.32 -3.342883e-01      1
#> 252          1       -1       -1       1 0.70  1.268635e+00      2
#> 253          1       -1        1       0 0.57  1.605831e+00      2
#> 254          1       -1        1       0 0.56  2.763898e-01      1
#> 255          1       -1       -1       1 1.65  1.446513e+00      2
#> 256          1       -1       -1       1 0.67 -6.376351e-01      1
#> 257          1       -1       -1       1 6.17 -3.139311e+00      1
#> 258          1       -1       -1       1 0.93 -6.668841e+00      1
#> 259          1       -1        1       0 0.52  8.332152e-01      2
#> 260          1       -1       -1       1 1.25  1.101846e+00      2
#> 261          1       -1       -1       1 1.84  1.650463e-01      1
#> 262          1       -1        1       0 1.34  4.722509e+00      2
#> 263          1       -1       -1       1 1.71 -7.297722e+00      1
#> 264          1       -1        1       0 1.10 -2.699546e+00      1
#> 265          1       -1        1       0 0.47 -7.622741e-02      1
#> 266          1       -1        1       0 0.72  1.933208e+00      2
#> 267          1       -1       -1       1 0.75 -2.081068e+00      1
#> 268          1       -1        1       0 0.38 -1.214430e+00      1
#> 269          1       -1       -1       1 1.38 -2.210437e+00      1
#> 270          1       -1        1       0 2.04  2.843406e+00      2
#> 271          1       -1        1       0 0.36  4.249517e+00      2
#> 272          1       -1        1       0 0.40  2.945732e+00      2
#> 273          1       -1        1       0 2.21 -4.296004e+00      1
#> 274          1       -1        1       0 5.54  2.779637e+00      2
#> 275          1       -1       -1       1 1.46 -2.516410e+00      1
#> 276          1       -1        1       0 1.72 -1.492689e-01      1
#> 277          1       -1        1       0 1.38 -3.741286e+00      1
#> 278          1       -1       -1       1 2.28  4.639212e+00      2
#> 279          1       -1        1       0 0.99  5.652814e-01      1
#> 280          1       -1        1       0 0.96 -2.690159e+00      1
#> 281          1       -1        1       0 1.74  2.070480e-02      1
#> 282          1       -1        1       0 0.74  4.590424e+00      2
#> 283          1       -1        1       0 3.12  7.479384e+00      2
#> 284          1       -1       -1       1 0.46 -1.660892e+00      1
#> 285          1       -1        1       0 0.49  5.319352e-01      1
#> 286          1       -1       -1       1 1.91  3.033371e-01      1
#> 287          1       -1       -1       1 2.05  3.782720e+00      2
#> 288          1       -1        1       0 1.06 -1.617487e+00      1
#> 289          1       -1        1       0 0.81  7.561144e-01      1
#> 290          1       -1       -1       1 0.96  5.214444e+00      2
#> 291          1       -1       -1       1 1.42  6.497980e+00      2
#> 292          1       -1       -1       1 1.72 -1.801383e+00      1
#> 293          1       -1        1       0 0.64  1.452206e+00      2
#> 294          1       -1        1       0 0.73 -4.676101e+00      1
#> 295          1       -1        1       0 1.73  4.084909e-01      1
#> 296          1       -1        1       0 1.62 -2.034706e+00      1
#> 297          1       -1        1       0 1.34 -4.073761e+00      1
#> 298          1       -1       -1       1 1.16 -2.874919e+00      1
#> 299          1       -1       -1       1 1.57  8.283357e+00      2
#> 300          1       -1       -1       1 1.62 -1.448048e+00      1
#> 301          1       -1        1       0 3.14 -6.871908e+00      1
#> 302          1       -1       -1       1 1.52 -3.692289e-02      1
#> 303          1       -1        1       0 1.53 -5.066039e+00      1
#> 304          1       -1        1       0 1.74  1.897156e+00      2
#> 305          1       -1       -1       1 2.33  4.938634e-01      1
#> 306          1       -1        1       0 2.75 -1.814681e+00      1
#> 307          1       -1        1       0 0.64  9.355129e-01      2
#> 308          1       -1        1       0 0.37 -2.146064e+00      1
#> 309          1       -1        1       0 0.44  4.031370e+00      2
#> 310          1       -1       -1       1 1.15  2.124948e+00      2
#> 311          1       -1        1       0 4.66  5.351267e+00      2
#> 312          1       -1       -1       1 0.39  3.606458e+00      2
#> 313          1       -1       -1       1 0.59  3.572963e-01      1
#> 314          1       -1       -1       1 3.66 -6.909234e+00      1
#> 315          1       -1        1       0 0.89 -6.608656e-01      1
#> 316          1       -1       -1       1 1.10 -1.340968e+00      1
#> 317          1       -1       -1       1 0.79 -3.617053e+00      1
#> 318          1       -1       -1       1 0.62  9.874955e-02      1
#> 319          1       -1        1       0 2.16 -2.239027e+00      1
#> 320          1       -1        1       0 4.16  3.836073e+00      2
#> 321          1       -1       -1       1 1.12 -3.836506e+00      1
#> 322          1       -1       -1       1 0.88  4.748972e+00      2
#> 323          1       -1       -1       1 1.85 -4.757446e+00      1
#> 324          1       -1        1       0 0.53  1.001737e+00      2
#> 325          1       -1        1       0 1.03  3.097325e+00      2
#> 326          1       -1       -1       1 4.01  3.519510e+00      2
#> 327          1       -1        1       0 0.66 -8.896043e-01      1
#> 328          1       -1       -1       1 0.78  3.933492e+00      2
#> 329          1       -1       -1       1 3.76  3.889500e+00      2
#> 330          1       -1       -1       1 0.87  3.336364e+00      2
#> 331          1       -1        1       0 0.46  4.311409e+00      2
#> 332          1       -1       -1       1 1.03  7.727704e+00      2
#> 333          1       -1        1       0 0.74 -9.616451e-01      1
#> 334          1       -1       -1       1 3.70 -1.002715e+01      1
#> 335          1       -1        1       0 1.57 -3.638559e+00      1
#> 336          1       -1        1       0 1.61 -5.166900e+00      1
#> 337          1       -1       -1       1 1.79  1.433757e+00      2
#> 338          1       -1        1       0 0.62  3.487246e+00      2
#> 339          1       -1       -1       1 2.00  3.153031e+00      2
#> 340          1       -1       -1       1 0.60  3.556431e-01      1
#> 341          1       -1       -1       1 1.19  1.150351e+00      2
#> 342          1       -1       -1       1 0.44 -2.258569e-01      1
#> 343          1       -1       -1       1 0.86 -1.664260e+00      1
#> 344          1       -1       -1       1 1.97 -1.393923e+00      1
#> 345          1       -1        1       0 2.23  4.346172e-04      1
#> 346          1       -1       -1       1 2.30  2.949783e+00      2
#> 347          1       -1       -1       1 1.58  4.548580e+00      2
#> 348          1       -1        1       0 0.24 -2.645188e+00      1
#> 349          1       -1       -1       1 0.51 -4.118537e+00      1
#> 350          1       -1        1       0 2.29  2.669104e+00      2
#> 351          1       -1       -1       1 1.53 -6.167218e-01      1
#> 352          1       -1       -1       1 1.59  9.347568e-01      2
#> 353          1       -1       -1       1 2.46 -7.330335e+00      1
#> 354          1       -1        1       0 1.06 -7.495336e-01      1
#> 355          1       -1       -1       1 1.36  2.582293e+00      2
#> 356          1       -1        1       0 0.57  7.841651e-01      1
#> 357          1       -1        1       0 1.88  5.359628e+00      2
#> 358          1       -1       -1       1 7.69  6.001507e+00      2
#> 359          1       -1       -1       1 1.78  4.990358e+00      2
#> 360          1       -1        1       0 0.93  4.783174e+00      2
#> 361          1       -1       -1       1 2.34 -2.116748e+00      1
#> 362          1       -1       -1       1 1.01 -3.148801e+00      1
#> 363          1       -1       -1       1 0.99  3.751689e+00      2
#> 364          1       -1        1       0 0.22 -4.020387e+00      1
#> 365          1       -1        1       0 0.71  2.306100e+00      2
#> 366          1       -1        1       0 1.21  3.137803e-01      1
#> 367          1       -1       -1       1 0.87  3.784824e+00      2
#> 368          1       -1        1       0 0.51  1.466567e-01      1
#> 369          1       -1       -1       1 1.23 -7.592236e-01      1
#> 370          1       -1       -1       1 7.17  9.412375e+00      2
#> 371          1       -1       -1       1 2.92  4.082375e+00      2
#> 372          1       -1        1       0 0.66  1.371719e+00      2
#> 373          1       -1       -1       1 0.74  8.018712e-01      2
#> 374          1       -1        1       0 0.60  1.175840e+00      2
#> 375          1       -1        1       0 2.93  8.785865e-01      2
#> 376          1       -1       -1       1 0.71  2.670936e+00      2
#> 377          1       -1       -1       1 2.59  1.037416e+01      2
#> 378          1       -1        1       0 0.95 -9.425174e-01      1
#> 379          1       -1       -1       1 1.68  7.380676e+00      2
#> 380          1       -1        1       0 0.46 -5.350794e+00      1
#> 381          1       -1        1       0 1.72  1.199466e+00      2
#> 382          1       -1        1       0 2.95  4.743786e+00      2
#> 383          1       -1       -1       1 2.92 -1.084926e+00      1
#> 384          1       -1        1       0 0.47 -3.939635e+00      1
#> 385          1       -1       -1       1 1.88 -6.230387e+00      1
#> 386          1       -1        1       0 0.31 -1.307409e+00      1
#> 387          1       -1       -1       1 5.22 -8.269300e+00      1
#> 388          1       -1       -1       1 0.76 -2.533537e+00      1
#> 389          1       -1       -1       1 1.26  4.791032e+00      2
#> 390          1       -1        1       0 0.92  4.512025e+00      2
#> 391          1       -1        1       0 2.18  3.400018e+00      2
#> 392          1       -1       -1       1 0.51  4.221383e+00      2
#> 393          1       -1       -1       1 0.71  6.389800e+00      2
#> 394          1       -1       -1       1 0.75 -1.100362e-01      1
#> 395          1       -1        1       0 0.39  4.018845e+00      2
#> 396          1       -1        1       0 2.08 -2.033935e+00      1
#> 397          1       -1       -1       1 0.52 -3.880903e-01      1
#> 398          1       -1       -1       1 0.40 -7.289916e-01      1
#> 399          1       -1       -1       1 1.16  2.717844e+00      2
#> 400          1       -1       -1       1 1.12  1.044271e+00      2
#> 401          2       -1       -1       1 1.04  7.066734e-01      1
#> 402          2       -1       -1       1 0.46  4.017380e+00      2
#> 403          2       -1       -1       1 1.45  2.924980e+00      2
#> 404          2       -1       -1       1 0.69  4.226195e+00      2
#> 405          2       -1       -1       1 0.97  5.064193e+00      2
#> 406          2       -1       -1       1 0.78  9.920855e+00      2
#> 407          2       -1       -1       1 2.25  6.614620e+00      2
#> 408          2       -1        1       0 1.46 -1.952860e-01      1
#> 409          2       -1       -1       1 1.14  4.162008e+00      2
#> 410          2       -1       -1       1 3.17 -8.018623e-01      1
#> 411          2       -1       -1       1 0.50  3.892529e+00      2
#> 412          2       -1       -1       1 1.02  1.866884e+00      2
#> 413          2       -1       -1       1 1.00  1.532740e+00      2
#> 414          2       -1       -1       1 0.94  3.887637e+00      2
#> 415          2       -1       -1       1 1.48 -6.518161e-01      1
#> 416          2       -1       -1       1 0.75  6.121470e+00      2
#> 417          2       -1       -1       1 3.73  2.570336e+00      2
#> 418          2       -1       -1       1 1.46  8.966314e+00      2
#> 419          2       -1       -1       1 1.27  8.337954e+00      2
#> 420          2       -1       -1       1 0.66  5.644344e+00      2
#> 421          2       -1       -1       1 1.29  4.429768e+00      2
#> 422          2       -1        1       0 1.12  1.204213e+00      2
#> 423          2       -1       -1       1 0.49  2.932653e+00      2
#> 424          2       -1       -1       1 0.45  4.076154e+00      2
#> 425          2       -1       -1       1 0.35  2.100047e+00      2
#> 426          2       -1       -1       1 0.34  2.742634e+00      2
#> 427          2       -1       -1       1 0.82  3.493662e-01      1
#> 428          2       -1       -1       1 0.40  6.104796e+00      2
#> 429          2       -1       -1       1 0.93  3.700450e+00      2
#> 430          2       -1       -1       1 1.16  2.251232e+00      2
#> 431          2       -1       -1       1 1.53  5.208300e+00      2
#> 432          2       -1        1       0 0.80  7.954216e+00      2
#> 433          2       -1        1       0 0.32  5.907736e+00      2
#> 434          2       -1       -1       1 0.81  6.965711e+00      2
#> 435          2       -1       -1       1 0.25  3.073478e+00      2
#> 436          2       -1       -1       1 1.26 -1.820897e-01      1
#> 437          2       -1       -1       1 1.29  4.920287e+00      2
#> 438          2       -1       -1       1 1.14  6.161350e+00      2
#> 439          2       -1       -1       1 0.43  4.703624e+00      2
#> 440          2       -1       -1       1 3.19  1.404356e+01      2
#> 441          2       -1       -1       1 0.64  6.580058e+00      2
#> 442          2       -1       -1       1 1.46  2.347655e+00      2
#> 443          2       -1       -1       1 0.75  5.068934e+00      2
#> 444          2       -1       -1       1 1.34  4.846607e+00      2
#> 445          2       -1       -1       1 0.92  4.861550e+00      2
#> 446          2       -1       -1       1 0.47  4.871613e-01      1
#> 447          2       -1       -1       1 2.42  1.412318e+00      2
#> 448          2       -1       -1       1 1.15  3.070061e+00      2
#> 449          2       -1       -1       1 1.51  1.078747e+01      2
#> 450          2       -1       -1       1 0.50  4.049036e+00      2
#> 451          2       -1       -1       1 1.35  6.768606e+00      2
#> 452          2       -1       -1       1 0.72  9.619429e-01      2
#> 453          2       -1       -1       1 0.48  3.374222e+00      2
#> 454          2       -1       -1       1 0.59  9.591193e+00      2
#> 455          2       -1        1       0 1.20  1.214036e+01      2
#> 456          2       -1       -1       1 0.98  8.304577e+00      2
#> 457          2       -1       -1       1 1.31 -2.224725e+00      1
#> 458          2       -1       -1       1 0.59  1.927947e+00      2
#> 459          2       -1       -1       1 1.38  1.498582e+00      2
#> 460          2       -1        1       0 2.11  4.827387e+00      2
#> 461          2       -1       -1       1 0.68  4.904052e+00      2
#> 462          2       -1       -1       1 1.41 -2.514912e+00      1
#> 463          2       -1       -1       1 1.27  9.719244e+00      2
#> 464          2       -1       -1       1 1.06  2.765847e-01      1
#> 465          2       -1       -1       1 1.06  2.993275e+00      2
#> 466          2       -1        1       0 1.55  2.847458e+00      2
#> 467          2       -1        1       0 1.18  3.969560e+00      2
#> 468          2       -1       -1       1 0.60  5.564007e+00      2
#> 469          2       -1       -1       1 1.68  5.110643e+00      2
#> 470          2       -1       -1       1 0.41  2.815992e+00      2
#> 471          2       -1       -1       1 0.63  1.446681e+00      2
#> 472          2       -1       -1       1 0.93  3.241758e+00      2
#> 473          2       -1       -1       1 0.72  4.103456e+00      2
#> 474          2       -1        1       0 0.27  3.807002e+00      2
#> 475          2       -1       -1       1 0.65  4.202192e+00      2
#> 476          2       -1       -1       1 1.76  5.682468e+00      2
#> 477          2       -1       -1       1 1.39  5.919082e+00      2
#> 478          2       -1       -1       1 0.57  6.390906e+00      2
#> 479          2       -1       -1       1 0.89  6.309465e+00      2
#> 480          2       -1        1       0 3.58  5.994470e+00      2
#> 481          2       -1       -1       1 1.41  6.598153e+00      2
#> 482          2       -1       -1       1 0.46  2.529652e+00      2
#> 483          2       -1       -1       1 0.83  4.603355e+00      2
#> 484          2       -1       -1       1 1.41  9.000997e-02      1
#> 485          2       -1       -1       1 2.13  2.324931e+00      2
#> 486          2       -1        1       0 0.41  1.560819e+00      2
#> 487          2       -1       -1       1 0.74  4.031210e+00      2
#> 488          2       -1       -1       1 1.04  6.754119e+00      2
#> 489          2       -1        1       0 0.78  4.123048e+00      2
#> 490          2       -1       -1       1 0.48  6.627793e+00      2
#> 491          2       -1        1       0 0.86  4.936435e+00      2
#> 492          2       -1       -1       1 1.40  2.019003e+00      2
#> 493          2       -1       -1       1 0.62  5.291220e+00      2
#> 494          2       -1        1       0 0.66  2.253054e+00      2
#> 495          2       -1        1       0 1.25  1.018046e+01      2
#> 496          2       -1       -1       1 0.36  5.235930e+00      2
#> 497          2       -1        1       0 0.59  7.506928e+00      2
#> 498          2       -1       -1       1 0.99  6.657132e+00      2
#> 499          2       -1       -1       1 0.35  2.858599e+00      2
#> 500          2       -1       -1       1 0.93  6.968871e+00      2
#> 501          2       -1       -1       1 0.49  2.320807e+00      2
#> 502          2       -1       -1       1 1.42  3.933659e+00      2
#> 503          2       -1       -1       1 2.40  4.976024e+00      2
#> 504          2       -1       -1       1 1.19  4.086546e+00      2
#> 505          2       -1       -1       1 1.04 -2.715769e+00      1
#> 506          2       -1       -1       1 0.19  2.423481e+00      2
#> 507          2       -1        1       0 0.35  6.237561e+00      2
#> 508          2       -1        1       0 2.56  4.411350e+00      2
#> 509          2       -1       -1       1 1.28  6.860503e-01      1
#> 510          2       -1       -1       1 0.81  3.485494e+00      2
#> 511          2       -1       -1       1 1.77  8.412305e+00      2
#> 512          2       -1       -1       1 0.66  8.565666e+00      2
#> 513          2       -1       -1       1 0.81  3.711942e+00      2
#> 514          2       -1       -1       1 1.32  5.640235e+00      2
#> 515          2       -1       -1       1 0.83  3.746414e+00      2
#> 516          2       -1       -1       1 1.41  1.009963e+01      2
#> 517          2       -1       -1       1 1.32  6.549388e+00      2
#> 518          2       -1       -1       1 1.46  7.827607e+00      2
#> 519          2       -1       -1       1 0.37  1.735989e+00      2
#> 520          2       -1       -1       1 0.34  7.177291e+00      2
#> 521          2       -1       -1       1 0.90  2.747604e+00      2
#> 522          2       -1        1       0 2.69 -1.576138e+00      1
#> 523          2       -1       -1       1 0.77  3.195525e+00      2
#> 524          2       -1       -1       1 0.64  2.428383e+00      2
#> 525          2       -1        1       0 0.44  3.813960e-02      1
#> 526          2       -1        1       0 1.11  4.152442e+00      2
#> 527          2       -1       -1       1 0.68  5.089192e+00      2
#> 528          2       -1       -1       1 1.35  5.622528e+00      2
#> 529          2       -1        1       0 1.40  8.052720e+00      2
#> 530          2       -1       -1       1 1.23  5.723941e+00      2
#> 531          2       -1        1       0 6.30 -1.034169e+00      1
#> 532          2       -1       -1       1 0.32  7.013194e+00      2
#> 533          2       -1        1       0 1.41  2.159780e-01      1
#> 534          2       -1       -1       1 3.11  9.739890e+00      2
#> 535          2       -1       -1       1 2.45  1.313562e+00      2
#> 536          2       -1        1       0 2.00  4.940185e+00      2
#> 537          2       -1       -1       1 1.56  4.181021e+00      2
#> 538          2       -1       -1       1 1.43  7.453492e+00      2
#> 539          2       -1       -1       1 1.46  6.136229e+00      2
#> 540          2       -1       -1       1 0.61 -2.026837e+00      1
#> 541          2       -1       -1       1 0.40  1.663384e+00      2
#> 542          2       -1       -1       1 2.13  1.155373e+01      2
#> 543          2       -1       -1       1 0.34  9.145948e+00      2
#> 544          2       -1       -1       1 0.48  2.805056e+00      2
#> 545          2       -1       -1       1 1.14 -1.349095e+00      1
#> 546          2       -1       -1       1 0.50  6.327998e+00      2
#> 547          2       -1        1       0 0.65  6.783611e-01      1
#> 548          2       -1       -1       1 1.39  2.767173e+00      2
#> 549          2       -1       -1       1 0.71  4.089823e+00      2
#> 550          2       -1        1       0 2.83  1.002618e+01      2
#> 551          2       -1       -1       1 1.70  7.479055e+00      2
#> 552          2       -1       -1       1 1.15  5.887665e+00      2
#> 553          2       -1       -1       1 1.18  2.755584e+00      2
#> 554          2       -1       -1       1 1.63  1.152148e+01      2
#> 555          2       -1       -1       1 1.15  5.864979e+00      2
#> 556          2       -1       -1       1 0.52  5.231116e+00      2
#> 557          2       -1       -1       1 1.41  6.397238e-01      1
#> 558          2       -1       -1       1 0.55  6.814863e+00      2
#> 559          2       -1        1       0 1.95  1.428975e+01      2
#> 560          2       -1       -1       1 0.54  1.519924e+00      2
#> 561          2       -1       -1       1 0.71  5.810084e+00      2
#> 562          2       -1       -1       1 1.18  8.016969e+00      2
#> 563          2       -1       -1       1 2.17  3.438224e+00      2
#> 564          2       -1       -1       1 1.91 -2.799044e-01      1
#> 565          2       -1        1       0 1.32  6.587643e-01      1
#> 566          2       -1        1       0 0.48  1.892816e+00      2
#> 567          2       -1       -1       1 0.90  2.404895e+00      2
#> 568          2       -1       -1       1 0.84  6.089422e+00      2
#> 569          2       -1       -1       1 0.65  6.511434e+00      2
#> 570          2       -1       -1       1 2.58  6.876367e+00      2
#> 571          2       -1       -1       1 1.30  5.980446e+00      2
#> 572          2       -1       -1       1 0.75  3.830393e+00      2
#> 573          2       -1       -1       1 3.46  4.914769e+00      2
#> 574          2       -1        1       0 0.80  2.468161e+00      2
#> 575          2       -1       -1       1 2.57  5.428221e+00      2
#> 576          2       -1       -1       1 0.55  9.008903e-02      1
#> 577          2       -1       -1       1 1.35  5.716852e+00      2
#> 578          2       -1        1       0 5.19  7.569930e-01      1
#> 579          2       -1        1       0 1.41  2.610145e+00      2
#> 580          2       -1       -1       1 0.70  4.639237e+00      2
#> 581          2       -1       -1       1 1.02  8.859867e+00      2
#> 582          2       -1        1       0 1.95  8.145162e+00      2
#> 583          2       -1       -1       1 1.05  3.517407e+00      2
#> 584          2       -1       -1       1 0.55  2.936318e+00      2
#> 585          2       -1       -1       1 0.33  6.775071e+00      2
#> 586          2       -1       -1       1 1.40  9.547412e+00      2
#> 587          2       -1       -1       1 0.86  5.213254e+00      2
#> 588          2       -1       -1       1 0.50  2.877834e+00      2
#> 589          2       -1       -1       1 1.80  3.921399e+00      2
#> 590          2       -1        1       0 0.36  9.457793e-01      2
#> 591          2       -1        1       0 2.61 -2.041429e-02      1
#> 592          2       -1       -1       1 0.60 -2.687734e-01      1
#> 593          2       -1       -1       1 1.06  6.324701e+00      2
#> 594          2       -1       -1       1 0.94  7.155727e+00      2
#> 595          2       -1       -1       1 1.10  8.729392e+00      2
#> 596          2       -1       -1       1 0.38  2.687712e+00      2
#> 597          2       -1        1       0 1.48  1.125675e+01      2
#> 598          2       -1        1       0 1.50  6.916481e+00      2
#> 599          2       -1        1       0 0.61  5.590293e+00      2
#> 600          2       -1       -1       1 0.89  4.247971e+00      2
#> 601          2       -1        1       0 0.53  2.265660e-01      1
#> 602          2       -1       -1       1 0.79  6.902379e+00      2
#> 603          2       -1       -1       1 1.05  3.842874e+00      2
#> 604          2       -1       -1       1 1.22  1.383947e+00      2
#> 605          2       -1       -1       1 0.43  5.292545e+00      2
#> 606          2       -1       -1       1 1.13  1.096024e+00      2
#> 607          2       -1       -1       1 2.37  6.954810e+00      2
#> 608          2       -1        1       0 0.48  6.386566e+00      2
#> 609          2       -1       -1       1 0.33  8.624167e+00      2
#> 610          2       -1       -1       1 0.72  2.771053e+00      2
#> 611          2       -1        1       0 0.77  2.800588e+00      2
#> 612          2       -1       -1       1 2.31  1.624857e+00      2
#> 613          2       -1       -1       1 1.22 -2.177856e-01      1
#> 614          2       -1       -1       1 1.57  2.885788e+00      2
#> 615          2       -1        1       0 1.13  1.017956e+01      2
#> 616          2       -1       -1       1 3.16  5.861310e+00      2
#> 617          2       -1       -1       1 1.23  8.201144e+00      2
#> 618          2       -1       -1       1 0.30  2.455621e+00      2
#> 619          2       -1        1       0 0.38  3.563692e+00      2
#> 620          2       -1       -1       1 2.85  5.800849e+00      2
#> 621          2       -1       -1       1 0.74  4.850164e-01      1
#> 622          2       -1       -1       1 0.70  2.340577e+00      2
#> 623          2       -1        1       0 0.98 -3.727174e+00      1
#> 624          2       -1       -1       1 0.86  8.365977e-01      2
#> 625          2       -1       -1       1 0.63  5.427688e+00      2
#> 626          2       -1       -1       1 0.77  3.927202e+00      2
#> 627          2       -1       -1       1 2.89  3.051589e+00      2
#> 628          2       -1       -1       1 0.43  9.926575e-01      2
#> 629          2       -1       -1       1 5.15  1.420772e+01      2
#> 630          2       -1       -1       1 0.82  4.452956e+00      2
#> 631          2       -1        1       0 1.19  1.076229e+00      2
#> 632          2       -1       -1       1 1.10  4.356528e+00      2
#> 633          2       -1       -1       1 1.18  9.090863e+00      2
#> 634          2       -1       -1       1 1.51  4.829773e+00      2
#> 635          2       -1       -1       1 0.47  5.452029e+00      2
#> 636          2       -1       -1       1 0.65  8.662734e+00      2
#> 637          2       -1       -1       1 0.68  5.984176e-01      1
#> 638          2       -1       -1       1 0.75  5.478627e+00      2
#> 639          2       -1       -1       1 1.07 -5.193400e-02      1
#> 640          2       -1       -1       1 2.01  3.350193e-01      1
#> 641          2       -1       -1       1 6.89  3.477716e+00      2
#> 642          2       -1       -1       1 0.94  3.630774e+00      2
#> 643          2       -1       -1       1 0.79  8.113305e+00      2
#> 644          2       -1       -1       1 0.75  7.050397e+00      2
#> 645          2       -1       -1       1 1.14 -9.264319e-01      1
#> 646          2       -1       -1       1 0.36  4.381782e+00      2
#> 647          2       -1       -1       1 0.93  7.735002e-01      1
#> 648          2       -1       -1       1 0.59  4.855248e+00      2
#> 649          2       -1        1       0 0.75  4.087789e+00      2
#> 650          2       -1       -1       1 2.36  2.741856e+00      2
#> 651          2       -1       -1       1 1.67  3.433339e+00      2
#> 652          2       -1       -1       1 0.72  2.695273e-02      1
#> 653          2       -1       -1       1 1.66 -2.519194e+00      1
#> 654          2       -1       -1       1 1.22  2.384788e+00      2
#> 655          2       -1       -1       1 0.76  8.828006e+00      2
#> 656          2       -1       -1       1 0.93  6.674467e+00      2
#> 657          2       -1        1       0 0.26  2.065685e+00      2
#> 658          2       -1       -1       1 0.69  2.011429e+00      2
#> 659          2       -1       -1       1 0.50  7.208974e+00      2
#> 660          2       -1       -1       1 3.73 -1.027576e+00      1
#> 661          2       -1       -1       1 0.76 -2.111824e+00      1
#> 662          2       -1        1       0 0.42  3.324613e+00      2
#> 663          2       -1       -1       1 0.51  6.982800e+00      2
#> 664          2       -1       -1       1 0.81  5.218862e+00      2
#> 665          2       -1       -1       1 0.62  7.807409e+00      2
#> 666          2       -1       -1       1 0.56  1.120866e+00      2
#> 667          2       -1       -1       1 0.84  3.237781e+00      2
#> 668          2       -1       -1       1 0.84  9.218596e-01      2
#> 669          2       -1        1       0 0.89  3.098367e-01      1
#> 670          2       -1        1       0 1.57  3.270707e+00      2
#> 671          2       -1       -1       1 0.69 -1.401055e+00      1
#> 672          2       -1       -1       1 0.77  3.111451e+00      2
#> 673          2       -1        1       0 2.22  9.831497e+00      2
#> 674          2       -1       -1       1 1.04  5.361972e+00      2
#> 675          2       -1        1       0 0.71  3.633845e+00      2
#> 676          2       -1       -1       1 0.52  3.754709e+00      2
#> 677          2       -1       -1       1 2.10  1.474092e+00      2
#> 678          2       -1       -1       1 4.01  6.067948e+00      2
#> 679          2       -1       -1       1 0.63  4.670011e-01      1
#> 680          2       -1       -1       1 1.76  8.100351e+00      2
#> 681          2       -1       -1       1 0.64  5.858769e+00      2
#> 682          2       -1       -1       1 1.16  4.921607e+00      2
#> 683          2       -1       -1       1 3.71 -4.116417e+00      1
#> 684          2       -1        1       0 0.41  4.087738e+00      2
#> 685          2       -1       -1       1 3.45  2.826896e+00      2
#> 686          2       -1        1       0 4.63  6.430662e+00      2
#> 687          2       -1       -1       1 0.43  8.152139e+00      2
#> 688          2       -1        1       0 3.13  1.053746e+00      2
#> 689          2       -1       -1       1 0.45  2.464141e+00      2
#> 690          2       -1        1       0 0.41 -6.462131e-01      1
#> 691          2       -1       -1       1 0.99  4.468323e-01      1
#> 692          2       -1       -1       1 3.23  1.077040e+01      2
#> 693          2       -1       -1       1 0.30  4.110574e+00      2
#> 694          2       -1       -1       1 1.66  6.637405e+00      2
#> 695          2       -1       -1       1 2.03  1.136917e+00      2
#> 696          2       -1        1       0 0.36 -8.428331e-02      1
#> 697          2       -1       -1       1 3.24  2.300881e+00      2
#> 698          2       -1       -1       1 0.89  3.580435e+00      2
#> 699          2       -1        1       0 0.64  2.402880e+00      2
#> 700          2       -1       -1       1 0.65  4.793074e+00      2
#> 701          2       -1       -1       1 4.24  4.020378e+00      2
#> 702          2       -1        1       0 3.84 -1.210269e+00      1
#> 703          2       -1       -1       1 0.60  5.903453e+00      2
#> 704          2       -1       -1       1 0.33  1.349337e+00      2
#> 705          2       -1       -1       1 1.03  9.493512e-01      2
#> 706          2       -1        1       0 4.36 -2.637267e+00      1
#> 707          2       -1        1       0 1.57  4.806707e+00      2
#> 708          2       -1       -1       1 1.39  2.306575e+00      2
#> 709          2       -1       -1       1 0.76  5.877134e-01      1
#> 710          2       -1       -1       1 0.47  3.908946e+00      2
#> 711          2       -1       -1       1 1.36  3.579924e+00      2
#> 712          2       -1        1       0 0.96  2.678269e+00      2
#> 713          2       -1       -1       1 0.44  4.039021e+00      2
#> 714          2       -1       -1       1 4.41  1.138459e+01      2
#> 715          2       -1       -1       1 3.09  9.887428e+00      2
#> 716          2       -1        1       0 0.42  2.657923e+00      2
#> 717          2       -1       -1       1 0.42  1.439899e+00      2
#> 718          2       -1       -1       1 0.66  5.949514e-01      1
#> 719          2       -1       -1       1 0.59  2.723160e+00      2
#> 720          2       -1       -1       1 0.40  4.655446e+00      2
#> 721          2       -1       -1       1 1.07  8.067710e+00      2
#> 722          2       -1       -1       1 0.71  5.850955e+00      2
#> 723          2       -1       -1       1 0.98 -8.879336e-01      1
#> 724          2       -1        1       0 0.99  3.456990e+00      2
#> 725          2       -1       -1       1 1.08  6.764792e+00      2
#> 726          2       -1        1       0 0.60  4.485184e+00      2
#> 727          2       -1       -1       1 0.71  2.390633e+00      2
#> 728          2       -1       -1       1 1.55  4.863700e+00      2
#> 729          2       -1       -1       1 0.61  1.951123e+00      2
#> 730          2       -1       -1       1 0.40  7.182751e+00      2
#> 731          2       -1       -1       1 0.56  1.963706e+00      2
#> 732          2       -1       -1       1 0.96  2.915696e+00      2
#> 733          2       -1       -1       1 2.16  5.153476e+00      2
#> 734          2       -1       -1       1 0.75 -1.926040e-01      1
#> 735          2       -1       -1       1 1.16  3.022442e+00      2
#> 736          2       -1       -1       1 0.45  9.330715e-01      2
#> 737          2       -1       -1       1 0.68  5.934096e+00      2
#> 738          2       -1        1       0 2.82  5.363087e+00      2
#> 739          2       -1       -1       1 1.91  1.491460e+00      2
#> 740          2       -1       -1       1 4.11  1.482724e+01      2
#> 741          2       -1        1       0 0.64  4.310929e+00      2
#> 742          2       -1       -1       1 1.68  6.461475e+00      2
#> 743          2       -1       -1       1 0.80  3.409304e+00      2
#> 744          2       -1        1       0 1.40  3.392718e+00      2
#> 745          2       -1       -1       1 0.40  3.117858e+00      2
#> 746          2       -1       -1       1 0.63  4.673613e+00      2
#> 747          2       -1       -1       1 0.75  1.520986e+00      2
#> 748          2       -1       -1       1 0.68  3.721969e+00      2
#> 749          2       -1       -1       1 0.79  3.702553e+00      2
#> 750          2       -1       -1       1 1.06  7.924438e-01      1
#> 751          2       -1        1       0 1.18  8.914606e+00      2
#> 752          2       -1        1       0 0.74  6.586510e+00      2
#> 753          2       -1       -1       1 1.51  6.668706e+00      2
#> 754          2       -1       -1       1 1.17  3.499535e+00      2
#> 755          2       -1        1       0 1.14  3.459715e+00      2
#> 756          2       -1       -1       1 0.87  2.843253e+00      2
#> 757          2       -1       -1       1 0.41  6.303776e+00      2
#> 758          2       -1       -1       1 1.76  4.625596e+00      2
#> 759          2       -1       -1       1 1.41  8.057055e+00      2
#> 760          2       -1       -1       1 0.61  7.053828e+00      2
#> 761          2       -1       -1       1 1.29  8.329948e+00      2
#> 762          2       -1       -1       1 0.67  3.275072e+00      2
#> 763          2       -1        1       0 0.73 -6.835523e-01      1
#> 764          2       -1       -1       1 0.72  1.847959e+00      2
#> 765          2       -1       -1       1 2.59  8.712713e+00      2
#> 766          2       -1       -1       1 1.27  6.122197e+00      2
#> 767          2       -1       -1       1 1.04  3.745590e+00      2
#> 768          2       -1        1       0 4.08 -6.915118e-01      1
#> 769          2       -1       -1       1 0.43  3.882352e+00      2
#> 770          2       -1       -1       1 1.38  8.073787e+00      2
#> 771          2       -1        1       0 0.99  6.154893e+00      2
#> 772          2       -1       -1       1 0.30  4.497403e+00      2
#> 773          2       -1       -1       1 0.90  1.924473e+00      2
#> 774          2       -1       -1       1 0.73 -8.255314e-01      1
#> 775          2       -1       -1       1 0.67 -3.016011e+00      1
#> 776          2       -1       -1       1 0.72  3.075093e+00      2
#> 777          2       -1       -1       1 0.67  2.579605e+00      2
#> 778          2       -1       -1       1 0.89  1.319518e+00      2
#> 779          2       -1       -1       1 0.92  7.811747e+00      2
#> 780          2       -1       -1       1 0.45  5.463596e+00      2
#> 781          2       -1        1       0 0.92  2.192958e-01      1
#> 782          2       -1       -1       1 2.00  8.079575e+00      2
#> 783          2       -1       -1       1 0.44  1.636617e+00      2
#> 784          2       -1       -1       1 1.53  1.091187e+01      2
#> 785          2       -1        1       0 2.34  4.054112e+00      2
#> 786          2       -1       -1       1 1.03  6.564942e+00      2
#> 787          2       -1        1       0 2.18  5.149325e+00      2
#> 788          2       -1       -1       1 0.40  1.527452e-01      1
#> 789          2       -1       -1       1 0.57 -4.788478e-01      1
#> 790          2       -1        1       0 0.58  5.674423e+00      2
#> 791          2       -1       -1       1 0.48  5.190771e+00      2
#> 792          2       -1       -1       1 0.87  2.937108e+00      2
#> 793          2       -1       -1       1 0.63  1.827863e+00      2
#> 794          2       -1        1       0 0.80  3.082438e+00      2
#> 795          2       -1       -1       1 0.88  6.806897e+00      2
#> 796          2       -1        1       0 0.58  4.097040e+00      2
#> 797          2       -1       -1       1 2.43  1.177953e+00      2
#> 798          2       -1        1       0 1.20  3.026028e+00      2
#> 799          2       -1       -1       1 0.71 -3.853430e+00      1
#> 800          2       -1       -1       1 0.50  6.841687e+00      2
#> 801          1        1        1       1 0.25  3.766056e+00      2
#> 802          1        1       -1       0 2.07 -2.101725e+00      1
#> 803          1        1        1       1 0.72  7.659935e-02      1
#> 804          1        1        1       1 1.64  5.581841e+00      2
#> 805          1        1       -1       0 3.21 -7.638291e-01      1
#> 806          1        1        1       1 0.89 -5.505350e+00      1
#> 807          1        1       -1       0 0.65  8.046881e-01      2
#> 808          1        1        1       1 1.72  1.995418e+00      2
#> 809          1        1       -1       0 1.51  5.124934e+00      2
#> 810          1        1        1       1 2.12  2.602704e+00      2
#> 811          1        1        1       1 2.27  1.077085e-01      1
#> 812          1        1        1       1 1.56 -1.874034e+00      1
#> 813          1        1       -1       0 0.64  1.129288e+00      2
#> 814          1        1        1       1 2.78 -2.346294e+00      1
#> 815          1        1        1       1 1.82  2.117333e-01      1
#> 816          1        1        1       1 0.44  8.265898e-01      2
#> 817          1        1       -1       0 2.18 -1.147124e+00      1
#> 818          1        1       -1       0 1.40  4.266525e+00      2
#> 819          1        1        1       1 1.64 -2.141240e+00      1
#> 820          1        1       -1       0 1.07 -3.970098e+00      1
#> 821          1        1        1       1 0.31 -2.561083e-01      1
#> 822          1        1        1       1 4.26  6.771822e+00      2
#> 823          1        1       -1       0 1.12 -1.568372e+00      1
#> 824          1        1        1       1 1.68 -4.209122e-01      1
#> 825          1        1        1       1 2.69  5.936898e+00      2
#> 826          1        1        1       1 2.62 -4.172231e+00      1
#> 827          1        1        1       1 1.41  8.923322e-01      2
#> 828          1        1        1       1 0.95 -2.914558e+00      1
#> 829          1        1        1       1 2.58  9.853419e-01      2
#> 830          1        1        1       1 1.01  3.799539e+00      2
#> 831          1        1        1       1 0.51 -1.332056e+00      1
#> 832          1        1        1       1 0.24 -9.298699e-01      1
#> 833          1        1        1       1 0.69  1.022480e+00      2
#> 834          1        1       -1       0 1.23 -6.414178e+00      1
#> 835          1        1        1       1 0.94  2.033391e+00      2
#> 836          1        1       -1       0 1.83  4.730299e+00      2
#> 837          1        1       -1       0 2.57 -2.570038e+00      1
#> 838          1        1       -1       0 0.95 -7.147518e-01      1
#> 839          1        1        1       1 0.85 -2.161506e+00      1
#> 840          1        1        1       1 1.93  7.782561e-01      1
#> 841          1        1        1       1 2.22 -2.237721e+00      1
#> 842          1        1       -1       0 2.67 -3.004656e+00      1
#> 843          1        1        1       1 1.19  6.218389e-03      1
#> 844          1        1       -1       0 1.31  3.314640e+00      2
#> 845          1        1       -1       0 1.67  2.903218e+00      2
#> 846          1        1        1       1 3.77  7.197786e+00      2
#> 847          1        1        1       1 0.63 -5.638571e-01      1
#> 848          1        1       -1       0 3.89  1.753470e+00      2
#> 849          1        1        1       1 2.56  1.081018e+01      2
#> 850          1        1        1       1 4.19 -1.787562e+00      1
#> 851          1        1        1       1 0.77  6.132471e-01      1
#> 852          1        1        1       1 1.74 -4.870695e+00      1
#> 853          1        1       -1       0 2.50 -2.659301e+00      1
#> 854          1        1        1       1 1.14  3.668569e+00      2
#> 855          1        1       -1       0 3.43 -8.020843e+00      1
#> 856          1        1       -1       0 1.04  1.176399e+00      2
#> 857          1        1        1       1 3.42 -1.888353e+00      1
#> 858          1        1        1       1 0.59 -2.231711e+00      1
#> 859          1        1       -1       0 1.62  6.988580e+00      2
#> 860          1        1        1       1 3.38  5.774267e-01      1
#> 861          1        1        1       1 0.32  6.943934e-01      1
#> 862          1        1       -1       0 1.22  1.189098e+00      2
#> 863          1        1       -1       0 0.59 -3.403501e-01      1
#> 864          1        1        1       1 1.72  4.802920e+00      2
#> 865          1        1        1       1 2.30  2.855925e+00      2
#> 866          1        1        1       1 0.37  1.810167e+00      2
#> 867          1        1       -1       0 3.53  1.222465e+00      2
#> 868          1        1       -1       0 2.00  2.772964e+00      2
#> 869          1        1        1       1 1.25 -1.951377e+00      1
#> 870          1        1        1       1 0.53 -3.420423e+00      1
#> 871          1        1        1       1 0.70  1.649054e+00      2
#> 872          1        1        1       1 0.96 -2.188353e+00      1
#> 873          1        1        1       1 0.88  2.065786e+00      2
#> 874          1        1       -1       0 0.54 -1.460842e+00      1
#> 875          1        1       -1       0 0.50  1.390698e+00      2
#> 876          1        1        1       1 1.58 -4.823104e+00      1
#> 877          1        1        1       1 1.73  3.673653e+00      2
#> 878          1        1       -1       0 1.14  3.248574e+00      2
#> 879          1        1        1       1 1.18  3.238792e+00      2
#> 880          1        1       -1       0 0.91 -6.262715e+00      1
#> 881          1        1        1       1 1.39 -4.182629e+00      1
#> 882          1        1        1       1 1.94  9.918590e-01      2
#> 883          1        1        1       1 0.70 -1.794194e+00      1
#> 884          1        1       -1       0 0.68  9.151205e-01      2
#> 885          1        1       -1       0 2.03  5.131802e-01      1
#> 886          1        1        1       1 2.38  2.259763e-01      1
#> 887          1        1       -1       0 1.85 -2.527953e+00      1
#> 888          1        1        1       1 0.20  3.111564e+00      2
#> 889          1        1       -1       0 1.26 -2.385828e+00      1
#> 890          1        1        1       1 2.68 -2.362623e+00      1
#> 891          1        1        1       1 1.72  2.180954e+00      2
#> 892          1        1       -1       0 1.29  6.613010e+00      2
#> 893          1        1        1       1 1.06  1.634935e+00      2
#> 894          1        1        1       1 0.34  2.967109e+00      2
#> 895          1        1       -1       0 1.20  1.886327e+00      2
#> 896          1        1        1       1 2.50 -2.421304e-01      1
#> 897          1        1       -1       0 0.96  6.526295e+00      2
#> 898          1        1        1       1 1.09  8.048365e-01      2
#> 899          1        1        1       1 3.87  4.006243e+00      2
#> 900          1        1        1       1 1.04 -9.318015e+00      1
#> 901          1        1        1       1 0.93  1.939643e+00      2
#> 902          1        1        1       1 2.89 -2.274273e-01      1
#> 903          1        1        1       1 0.58 -7.771116e-01      1
#> 904          1        1       -1       0 1.50  3.095416e+00      2
#> 905          1        1       -1       0 1.43  3.907744e+00      2
#> 906          1        1        1       1 1.26 -2.210215e+00      1
#> 907          1        1        1       1 2.03  4.291710e+00      2
#> 908          1        1        1       1 0.35 -1.340266e+00      1
#> 909          1        1        1       1 0.36 -2.891400e+00      1
#> 910          1        1        1       1 0.58 -1.195271e+00      1
#> 911          1        1        1       1 1.20 -2.304560e+00      1
#> 912          1        1        1       1 0.79 -2.266401e+00      1
#> 913          1        1       -1       0 0.58 -2.460938e+00      1
#> 914          1        1       -1       0 1.46  5.822801e+00      2
#> 915          1        1        1       1 0.41  7.010944e-02      1
#> 916          1        1        1       1 0.58 -1.044824e+00      1
#> 917          1        1        1       1 0.58  1.860265e+00      2
#> 918          1        1        1       1 2.53 -7.297913e+00      1
#> 919          1        1       -1       0 0.78 -1.387292e+00      1
#> 920          1        1       -1       0 1.32  1.149636e+00      2
#> 921          1        1       -1       0 1.21 -9.424698e-01      1
#> 922          1        1       -1       0 0.44 -1.816090e+00      1
#> 923          1        1        1       1 1.15  7.779468e-01      1
#> 924          1        1        1       1 1.03 -1.909110e-01      1
#> 925          1        1        1       1 1.24  2.194049e+00      2
#> 926          1        1        1       1 0.44  1.335111e+00      2
#> 927          1        1        1       1 6.06 -6.329009e+00      1
#> 928          1        1        1       1 0.38 -4.603298e+00      1
#> 929          1        1        1       1 0.90  4.274413e+00      2
#> 930          1        1       -1       0 2.27  8.696316e+00      2
#> 931          1        1       -1       0 8.16 -1.093915e+01      1
#> 932          1        1        1       1 0.59 -1.780887e+00      1
#> 933          1        1       -1       0 0.72 -2.917686e-01      1
#> 934          1        1        1       1 0.97 -5.441292e-01      1
#> 935          1        1       -1       0 0.83 -2.245542e+00      1
#> 936          1        1       -1       0 2.32  6.295662e+00      2
#> 937          1        1       -1       0 3.92 -4.303051e+00      1
#> 938          1        1       -1       0 3.72  7.100056e+00      2
#> 939          1        1       -1       0 1.30  3.996069e+00      2
#> 940          1        1        1       1 0.32 -2.641663e-01      1
#> 941          1        1        1       1 0.37 -3.360543e-01      1
#> 942          1        1        1       1 1.93 -4.109211e+00      1
#> 943          1        1        1       1 0.22 -9.352650e-01      1
#> 944          1        1        1       1 0.96  3.506253e+00      2
#> 945          1        1        1       1 0.73 -2.259356e+00      1
#> 946          1        1        1       1 0.90  2.279897e+00      2
#> 947          1        1       -1       0 1.18 -3.011540e+00      1
#> 948          1        1        1       1 2.05  7.620003e+00      2
#> 949          1        1       -1       0 0.76  3.788717e+00      2
#> 950          1        1        1       1 0.61  1.830910e+00      2
#> 951          1        1        1       1 1.64  1.633314e+00      2
#> 952          1        1        1       1 0.91  2.398683e-01      1
#> 953          1        1       -1       0 1.04  2.432927e+00      2
#> 954          1        1        1       1 3.73 -3.064422e+00      1
#> 955          1        1       -1       0 0.58 -1.383648e+00      1
#> 956          1        1        1       1 2.10 -7.218650e-01      1
#> 957          1        1        1       1 2.20  2.628052e+00      2
#> 958          1        1        1       1 1.06  1.494161e+00      2
#> 959          1        1       -1       0 0.87 -2.398577e+00      1
#> 960          1        1       -1       0 4.45 -6.373428e+00      1
#> 961          1        1        1       1 3.07  1.212237e+00      2
#> 962          1        1       -1       0 2.00 -4.209895e+00      1
#> 963          1        1       -1       0 1.44  4.264573e-01      1
#> 964          1        1        1       1 0.25 -2.501593e+00      1
#> 965          1        1       -1       0 1.85  1.828462e+00      2
#> 966          1        1       -1       0 1.15 -6.499650e+00      1
#> 967          1        1       -1       0 0.64  2.763250e+00      2
#> 968          1        1        1       1 0.33  2.053338e+00      2
#> 969          1        1        1       1 0.43  1.714386e+00      2
#> 970          1        1        1       1 4.35  1.545884e+01      2
#> 971          1        1        1       1 0.88  6.002053e-02      1
#> 972          1        1        1       1 2.51 -6.124667e-01      1
#> 973          1        1       -1       0 3.66  5.218200e+00      2
#> 974          1        1       -1       0 1.65  6.966246e+00      2
#> 975          1        1       -1       0 4.43  4.466414e+00      2
#> 976          1        1        1       1 0.69 -8.741501e-01      1
#> 977          1        1        1       1 2.96  3.650719e+00      2
#> 978          1        1        1       1 0.57  6.993461e-01      1
#> 979          1        1       -1       0 1.44  7.205644e+00      2
#> 980          1        1        1       1 1.67 -2.158038e+00      1
#> 981          1        1       -1       0 0.28 -1.608333e+00      1
#> 982          1        1        1       1 2.24  3.940449e-01      1
#> 983          1        1        1       1 1.17  1.175617e+00      2
#> 984          1        1       -1       0 0.61  7.077946e-01      1
#> 985          1        1        1       1 0.99  3.933223e+00      2
#> 986          1        1       -1       0 1.19  1.038001e+00      2
#> 987          1        1        1       1 4.88  9.371346e+00      2
#> 988          1        1        1       1 0.33 -1.355417e+00      1
#> 989          1        1        1       1 0.36  7.828628e-01      1
#> 990          1        1        1       1 0.26  3.418798e+00      2
#> 991          1        1        1       1 3.82  1.141416e+00      2
#> 992          1        1       -1       0 0.36  4.564443e+00      2
#> 993          1        1       -1       0 1.09  1.165733e+00      2
#> 994          1        1        1       1 2.58 -1.795179e+00      1
#> 995          1        1       -1       0 0.93  1.286976e+00      2
#> 996          1        1       -1       0 4.05 -3.096214e+00      1
#> 997          1        1        1       1 2.63  4.293023e+00      2
#> 998          1        1        1       1 0.74 -5.213499e-02      1
#> 999          1        1        1       1 0.67 -1.271706e+00      1
#> 1000         1        1       -1       0 1.25 -2.474744e+00      1
#> 1001         1        1        1       1 1.14 -4.273447e+00      1
#> 1002         1        1        1       1 1.04 -6.883859e-01      1
#> 1003         1        1        1       1 3.66  6.755473e+00      2
#> 1004         1        1        1       1 0.81  1.312396e+00      2
#> 1005         1        1        1       1 1.81  6.633831e+00      2
#> 1006         1        1        1       1 1.26  3.796191e+00      2
#> 1007         1        1       -1       0 2.01  3.206151e-01      1
#> 1008         1        1       -1       0 1.42  2.320602e+00      2
#> 1009         1        1        1       1 1.62  1.300420e+00      2
#> 1010         1        1       -1       0 1.24  5.882846e+00      2
#> 1011         1        1       -1       0 0.44  2.434879e+00      2
#> 1012         1        1        1       1 1.23  1.879812e+00      2
#> 1013         1        1        1       1 1.48 -1.738494e+00      1
#> 1014         1        1       -1       0 1.90  9.941458e-01      2
#> 1015         1        1       -1       0 1.00 -2.972423e+00      1
#> 1016         1        1        1       1 2.37  6.159714e+00      2
#> 1017         1        1       -1       0 2.41  2.258690e+00      2
#> 1018         1        1       -1       0 1.68  9.694476e-01      2
#> 1019         1        1        1       1 4.41 -2.945604e+00      1
#> 1020         1        1       -1       0 1.52 -2.166659e+00      1
#> 1021         1        1        1       1 1.12  1.755386e+00      2
#> 1022         1        1        1       1 1.11  3.774201e+00      2
#> 1023         1        1       -1       0 0.86  1.028321e+00      2
#> 1024         1        1        1       1 0.45 -3.873151e+00      1
#> 1025         1        1        1       1 1.32  6.663265e+00      2
#> 1026         1        1       -1       0 2.15 -1.398580e+00      1
#> 1027         1        1        1       1 0.44  1.079253e+00      2
#> 1028         1        1        1       1 2.00  2.923322e+00      2
#> 1029         1        1       -1       0 3.01 -4.721471e+00      1
#> 1030         1        1        1       1 2.00  2.899104e+00      2
#> 1031         1        1        1       1 0.67 -9.550909e-01      1
#> 1032         1        1        1       1 2.48 -2.085376e+00      1
#> 1033         1        1       -1       0 0.62  1.794510e+00      2
#> 1034         1        1       -1       0 2.55 -4.901417e+00      1
#> 1035         1        1       -1       0 1.73 -8.994495e-01      1
#> 1036         1        1        1       1 1.19 -4.335438e+00      1
#> 1037         1        1       -1       0 0.73  9.767414e-01      2
#> 1038         1        1        1       1 2.38  3.596737e+00      2
#> 1039         1        1       -1       0 0.54  4.235703e+00      2
#> 1040         1        1       -1       0 1.11  3.967404e+00      2
#> 1041         1        1        1       1 0.64  6.589973e-01      1
#> 1042         1        1       -1       0 2.80  2.779067e+00      2
#> 1043         1        1       -1       0 1.53  7.973884e-01      1
#> 1044         1        1       -1       0 2.03  4.063710e+00      2
#> 1045         1        1        1       1 1.72 -3.521728e+00      1
#> 1046         1        1        1       1 5.10 -4.706468e+00      1
#> 1047         1        1        1       1 1.04  1.570989e+00      2
#> 1048         1        1        1       1 0.48 -3.572085e+00      1
#> 1049         1        1        1       1 0.26  3.474897e+00      2
#> 1050         1        1        1       1 1.81 -7.384383e+00      1
#> 1051         1        1       -1       0 2.00  7.131337e+00      2
#> 1052         1        1       -1       0 1.00  4.430649e-01      1
#> 1053         1        1       -1       0 0.43 -1.859736e+00      1
#> 1054         1        1        1       1 0.43  2.707647e+00      2
#> 1055         1        1        1       1 4.28 -8.296368e+00      1
#> 1056         1        1       -1       0 0.96  9.199240e-01      2
#> 1057         1        1        1       1 0.92 -3.552987e+00      1
#> 1058         1        1        1       1 0.67  6.580912e+00      2
#> 1059         1        1        1       1 1.07 -2.491361e+00      1
#> 1060         1        1        1       1 0.39 -1.193020e+00      1
#> 1061         1        1        1       1 1.07  5.301819e-01      1
#> 1062         1        1       -1       0 0.81 -4.413597e+00      1
#> 1063         1        1        1       1 3.51  2.198176e+00      2
#> 1064         1        1       -1       0 1.04  1.977818e+00      2
#> 1065         1        1        1       1 1.83  3.498432e+00      2
#> 1066         1        1        1       1 5.01 -6.187347e+00      1
#> 1067         1        1       -1       0 2.26  9.844504e-01      2
#> 1068         1        1       -1       0 1.42 -1.022180e+00      1
#> 1069         1        1        1       1 0.63 -4.320019e-02      1
#> 1070         1        1        1       1 0.63  3.549291e+00      2
#> 1071         1        1       -1       0 2.12  3.610825e+00      2
#> 1072         1        1        1       1 0.78  2.443866e-02      1
#> 1073         1        1       -1       0 1.81 -3.949306e+00      1
#> 1074         1        1       -1       0 1.03 -1.596495e-01      1
#> 1075         1        1       -1       0 1.76  8.854091e-01      2
#> 1076         1        1       -1       0 1.46  3.000352e+00      2
#> 1077         1        1        1       1 0.52  1.876110e+00      2
#> 1078         1        1        1       1 0.98  6.111865e-01      1
#> 1079         1        1        1       1 1.79  3.674380e+00      2
#> 1080         1        1        1       1 1.29  2.041740e-01      1
#> 1081         1        1       -1       0 0.99  1.546553e+00      2
#> 1082         1        1        1       1 0.58  1.560333e+00      2
#> 1083         1        1        1       1 2.40 -5.730897e+00      1
#> 1084         1        1       -1       0 2.62  5.907106e-01      1
#> 1085         1        1        1       1 0.92  5.825049e+00      2
#> 1086         1        1       -1       0 1.93  3.927370e+00      2
#> 1087         1        1       -1       0 1.71  1.787641e+00      2
#> 1088         1        1        1       1 0.86 -1.563361e+00      1
#> 1089         1        1       -1       0 1.95  3.394797e+00      2
#> 1090         1        1       -1       0 2.49 -2.605623e+00      1
#> 1091         1        1        1       1 3.90 -4.193913e+00      1
#> 1092         1        1       -1       0 1.13  1.635339e+00      2
#> 1093         1        1        1       1 0.73 -7.992157e-01      1
#> 1094         1        1       -1       0 1.49 -2.166964e+00      1
#> 1095         1        1       -1       0 0.49  1.150399e+00      2
#> 1096         1        1       -1       0 0.87 -1.655731e+00      1
#> 1097         1        1        1       1 0.77 -1.612770e+00      1
#> 1098         1        1        1       1 0.64 -3.049901e-01      1
#> 1099         1        1        1       1 0.89 -6.860116e+00      1
#> 1100         1        1       -1       0 1.05  3.831219e+00      2
#> 1101         1        1        1       1 0.39 -3.374740e+00      1
#> 1102         1        1        1       1 1.75 -3.963031e+00      1
#> 1103         1        1       -1       0 1.54 -1.378370e+00      1
#> 1104         1        1       -1       0 0.42  1.620178e+00      2
#> 1105         1        1        1       1 0.59  1.887679e+00      2
#> 1106         1        1        1       1 0.27 -1.597002e+00      1
#> 1107         1        1       -1       0 1.52 -5.809658e+00      1
#> 1108         1        1       -1       0 4.50  8.808993e-02      1
#> 1109         1        1        1       1 0.99  2.276519e+00      2
#> 1110         1        1        1       1 0.46  1.389108e+00      2
#> 1111         1        1       -1       0 1.06  5.978107e+00      2
#> 1112         1        1       -1       0 2.64 -3.029982e-01      1
#> 1113         1        1       -1       0 1.09  5.710489e+00      2
#> 1114         1        1       -1       0 0.84 -3.844291e+00      1
#> 1115         1        1        1       1 0.61  5.507016e+00      2
#> 1116         1        1       -1       0 0.45  2.054557e+00      2
#> 1117         1        1       -1       0 1.25  4.923209e+00      2
#> 1118         1        1        1       1 2.52 -6.703145e+00      1
#> 1119         1        1       -1       0 1.39  3.499040e-01      1
#> 1120         1        1        1       1 0.37  2.577208e-01      1
#> 1121         1        1       -1       0 2.07 -1.157128e+00      1
#> 1122         1        1        1       1 1.99 -3.712517e+00      1
#> 1123         1        1        1       1 0.65 -1.869428e+00      1
#> 1124         1        1        1       1 0.52  5.737496e+00      2
#> 1125         1        1        1       1 0.30  2.441842e+00      2
#> 1126         1        1        1       1 1.35  2.411571e+00      2
#> 1127         1        1        1       1 0.38 -5.896315e-01      1
#> 1128         1        1        1       1 1.21  4.631423e-01      1
#> 1129         1        1        1       1 0.64  1.380415e+00      2
#> 1130         1        1        1       1 3.55 -5.966314e+00      1
#> 1131         1        1        1       1 0.71  4.202990e+00      2
#> 1132         1        1        1       1 4.15  5.901207e+00      2
#> 1133         1        1        1       1 0.60  1.708677e+00      2
#> 1134         1        1        1       1 0.65  3.280293e+00      2
#> 1135         1        1       -1       0 2.22  2.812586e+00      2
#> 1136         1        1        1       1 0.48  1.416947e+00      2
#> 1137         1        1       -1       0 0.79 -3.543065e+00      1
#> 1138         1        1        1       1 0.50  1.001271e+00      2
#> 1139         1        1       -1       0 0.98 -3.273810e+00      1
#> 1140         1        1        1       1 0.95  1.736249e+00      2
#> 1141         1        1        1       1 1.81  1.598817e+00      2
#> 1142         1        1       -1       0 1.80  3.818883e+00      2
#> 1143         1        1        1       1 0.70  4.418157e+00      2
#> 1144         1        1       -1       0 2.37 -7.963077e+00      1
#> 1145         1        1        1       1 0.95 -3.008134e+00      1
#> 1146         1        1        1       1 0.67 -1.225788e+00      1
#> 1147         1        1        1       1 1.12  1.888563e-01      1
#> 1148         1        1       -1       0 2.67 -2.157986e+00      1
#> 1149         1        1        1       1 1.00  4.091371e+00      2
#> 1150         1        1       -1       0 1.14  4.601344e+00      2
#> 1151         1        1        1       1 0.83 -3.170226e+00      1
#> 1152         1        1        1       1 0.74 -1.185336e+00      1
#> 1153         1        1        1       1 1.62  2.135172e+00      2
#> 1154         1        1        1       1 0.86  2.274181e+00      2
#> 1155         1        1        1       1 0.53 -2.823990e+00      1
#> 1156         1        1       -1       0 1.40 -1.782433e+00      1
#> 1157         1        1        1       1 0.45  2.950871e+00      2
#> 1158         1        1        1       1 0.38 -7.095201e-01      1
#> 1159         1        1        1       1 0.43 -2.331581e+00      1
#> 1160         1        1        1       1 2.32  5.123400e+00      2
#> 1161         1        1        1       1 0.57 -2.829430e+00      1
#> 1162         1        1       -1       0 0.45 -1.671135e+00      1
#> 1163         1        1       -1       0 1.03  7.257672e-01      1
#> 1164         1        1       -1       0 0.58 -4.505418e+00      1
#> 1165         1        1        1       1 0.68  3.126371e-01      1
#> 1166         1        1        1       1 1.48  5.388839e+00      2
#> 1167         1        1       -1       0 1.99 -4.329319e+00      1
#> 1168         1        1        1       1 0.50  2.595398e-01      1
#> 1169         1        1       -1       0 1.72  6.182642e+00      2
#> 1170         1        1        1       1 0.52  1.965377e+00      2
#> 1171         1        1       -1       0 1.31 -8.986323e-01      1
#> 1172         1        1        1       1 0.37 -3.287090e+00      1
#> 1173         1        1        1       1 0.95  1.755321e+00      2
#> 1174         1        1       -1       0 1.05  1.443121e+00      2
#> 1175         1        1        1       1 2.07  5.831373e+00      2
#> 1176         1        1       -1       0 2.91  7.659901e+00      2
#> 1177         1        1        1       1 2.65 -2.838627e+00      1
#> 1178         1        1        1       1 4.54  1.040456e+01      2
#> 1179         1        1        1       1 0.29  2.499689e+00      2
#> 1180         1        1       -1       0 1.16  6.041795e+00      2
#> 1181         1        1       -1       0 3.42  3.444294e+00      2
#> 1182         1        1        1       1 1.80  6.289658e+00      2
#> 1183         1        1        1       1 3.40  8.838202e-01      2
#> 1184         1        1       -1       0 0.92  3.816953e+00      2
#> 1185         1        1       -1       0 1.68 -2.469355e-02      1
#> 1186         1        1       -1       0 1.20 -2.967269e+00      1
#> 1187         1        1        1       1 1.64  4.069222e+00      2
#> 1188         1        1        1       1 0.40  4.176881e+00      2
#> 1189         1        1        1       1 0.86  6.677608e-01      1
#> 1190         1        1        1       1 2.03  2.661637e+00      2
#> 1191         1        1       -1       0 1.28  5.172865e+00      2
#> 1192         1        1       -1       0 1.10 -1.246811e+00      1
#> 1193         1        1       -1       0 1.16  1.573966e+00      2
#> 1194         1        1       -1       0 1.56 -4.383649e+00      1
#> 1195         1        1        1       1 2.77 -2.767668e+00      1
#> 1196         1        1        1       1 1.42  6.794968e+00      2
#> 1197         1        1        1       1 0.87  1.236970e+00      2
#> 1198         1        1        1       1 0.93 -1.434953e-01      1
#> 1199         1        1       -1       0 1.32  1.132055e+00      2
#> 1200         1        1        1       1 1.23  3.313667e+00      2
#> 1201         2        1        1       1 0.31  2.386831e+00      2
#> 1202         2        1        1       1 2.01  6.402256e+00      2
#> 1203         2        1        1       1 0.52  6.404465e+00      2
#> 1204         2        1        1       1 0.89  8.483009e+00      2
#> 1205         2        1       -1       0 1.67  1.677339e+00      2
#> 1206         2        1        1       1 0.27  3.302966e+00      2
#> 1207         2        1        1       1 0.71  1.708451e+00      2
#> 1208         2        1        1       1 0.90 -4.823140e-01      1
#> 1209         2        1        1       1 0.51  3.327413e+00      2
#> 1210         2        1        1       1 1.09  2.220674e+00      2
#> 1211         2        1        1       1 0.52 -9.534544e-02      1
#> 1212         2        1       -1       0 1.98  6.370533e+00      2
#> 1213         2        1        1       1 1.18  6.651675e-01      1
#> 1214         2        1       -1       0 2.18  7.313882e+00      2
#> 1215         2        1       -1       0 1.33  9.329502e+00      2
#> 1216         2        1       -1       0 0.87  4.486637e+00      2
#> 1217         2        1        1       1 0.43  5.234606e-01      1
#> 1218         2        1        1       1 0.83  3.318366e+00      2
#> 1219         2        1        1       1 1.78  3.702373e+00      2
#> 1220         2        1        1       1 0.72  5.999131e+00      2
#> 1221         2        1        1       1 1.10  5.517509e+00      2
#> 1222         2        1        1       1 2.20  1.986327e+00      2
#> 1223         2        1        1       1 0.73  2.848762e+00      2
#> 1224         2        1        1       1 1.11  6.143822e+00      2
#> 1225         2        1        1       1 1.86  6.569531e+00      2
#> 1226         2        1        1       1 0.37  3.802175e+00      2
#> 1227         2        1        1       1 0.26  2.669580e+00      2
#> 1228         2        1       -1       0 0.95  3.344763e+00      2
#> 1229         2        1       -1       0 2.01  2.775025e+00      2
#> 1230         2        1        1       1 2.29  6.718832e+00      2
#> 1231         2        1        1       1 1.27  1.390110e+00      2
#> 1232         2        1        1       1 1.15  3.169738e+00      2
#> 1233         2        1        1       1 0.39  6.368796e+00      2
#> 1234         2        1        1       1 0.32  4.505075e+00      2
#> 1235         2        1        1       1 0.61  7.522010e+00      2
#> 1236         2        1        1       1 4.86  2.848835e+00      2
#> 1237         2        1        1       1 0.55  4.983316e+00      2
#> 1238         2        1        1       1 2.45  4.929247e+00      2
#> 1239         2        1        1       1 1.07 -3.387378e+00      1
#> 1240         2        1        1       1 1.49  7.373216e+00      2
#> 1241         2        1        1       1 0.76  2.291417e+00      2
#> 1242         2        1        1       1 0.28  3.230130e+00      2
#> 1243         2        1       -1       0 0.27  3.373709e+00      2
#> 1244         2        1        1       1 1.10  5.637497e+00      2
#> 1245         2        1        1       1 1.52  4.646415e+00      2
#> 1246         2        1        1       1 0.32  4.612640e+00      2
#> 1247         2        1        1       1 1.65  6.849992e+00      2
#> 1248         2        1        1       1 0.53  2.057636e-01      1
#> 1249         2        1       -1       0 0.45  8.174129e-01      2
#> 1250         2        1        1       1 1.25  1.190650e+00      2
#> 1251         2        1        1       1 0.67  1.470139e+00      2
#> 1252         2        1        1       1 0.36  3.087150e+00      2
#> 1253         2        1        1       1 0.51  2.923717e+00      2
#> 1254         2        1        1       1 0.51  6.277115e+00      2
#> 1255         2        1        1       1 0.49  1.109049e+01      2
#> 1256         2        1        1       1 0.41  4.246717e+00      2
#> 1257         2        1        1       1 3.55  9.176547e+00      2
#> 1258         2        1        1       1 2.14  1.051162e+01      2
#> 1259         2        1        1       1 0.71  7.218460e-01      1
#> 1260         2        1        1       1 0.35  5.377307e+00      2
#> 1261         2        1        1       1 0.41  3.840726e+00      2
#> 1262         2        1        1       1 0.93  8.978775e+00      2
#> 1263         2        1        1       1 0.99  5.088151e+00      2
#> 1264         2        1       -1       0 1.27  9.414128e+00      2
#> 1265         2        1        1       1 6.45  2.038361e+00      2
#> 1266         2        1       -1       0 0.81  3.926600e+00      2
#> 1267         2        1        1       1 0.34  2.256226e+00      2
#> 1268         2        1        1       1 0.39  3.171156e+00      2
#> 1269         2        1        1       1 0.72  6.427637e+00      2
#> 1270         2        1       -1       0 0.87  4.078539e+00      2
#> 1271         2        1        1       1 0.41  3.476202e+00      2
#> 1272         2        1        1       1 2.75  3.613972e-01      1
#> 1273         2        1        1       1 0.96  4.037010e+00      2
#> 1274         2        1        1       1 0.54  3.475966e+00      2
#> 1275         2        1        1       1 0.29 -1.597506e+00      1
#> 1276         2        1       -1       0 0.33  1.121375e+00      2
#> 1277         2        1        1       1 0.89  1.680870e+00      2
#> 1278         2        1        1       1 0.39  4.259420e+00      2
#> 1279         2        1        1       1 2.36  7.159629e+00      2
#> 1280         2        1        1       1 0.82  7.554871e+00      2
#> 1281         2        1        1       1 1.13  6.099470e+00      2
#> 1282         2        1        1       1 0.51  4.661668e+00      2
#> 1283         2        1        1       1 1.59  5.483760e+00      2
#> 1284         2        1        1       1 1.55  1.043099e+01      2
#> 1285         2        1        1       1 1.25  3.321222e+00      2
#> 1286         2        1        1       1 0.28  7.433646e+00      2
#> 1287         2        1        1       1 0.53  2.057698e+00      2
#> 1288         2        1       -1       0 1.55 -1.033632e+00      1
#> 1289         2        1        1       1 0.55  4.687148e+00      2
#> 1290         2        1        1       1 0.37  3.483389e+00      2
#> 1291         2        1        1       1 0.35  3.149036e+00      2
#> 1292         2        1       -1       0 0.88  6.789982e+00      2
#> 1293         2        1        1       1 1.48  6.140089e+00      2
#> 1294         2        1        1       1 1.19  9.119516e+00      2
#> 1295         2        1        1       1 0.63  4.744594e+00      2
#> 1296         2        1        1       1 0.69  5.472770e+00      2
#> 1297         2        1        1       1 0.90  9.638894e+00      2
#> 1298         2        1       -1       0 1.49  9.241775e+00      2
#> 1299         2        1       -1       0 1.64  3.303272e+00      2
#> 1300         2        1        1       1 1.06  6.955925e+00      2
#> 1301         2        1        1       1 4.25  1.549589e+01      2
#> 1302         2        1        1       1 2.07  8.218102e+00      2
#> 1303         2        1        1       1 1.36  5.118820e+00      2
#> 1304         2        1        1       1 0.48  5.463783e+00      2
#> 1305         2        1       -1       0 1.74  4.905427e+00      2
#> 1306         2        1        1       1 0.44  2.060851e+00      2
#> 1307         2        1        1       1 0.69  7.014179e+00      2
#> 1308         2        1        1       1 1.12  1.396216e+00      2
#> 1309         2        1        1       1 2.53  5.157460e+00      2
#> 1310         2        1        1       1 0.92  6.132070e+00      2
#> 1311         2        1        1       1 1.51  4.983500e+00      2
#> 1312         2        1        1       1 1.51  5.484024e+00      2
#> 1313         2        1        1       1 0.38  1.736963e+00      2
#> 1314         2        1        1       1 0.33  6.149593e+00      2
#> 1315         2        1        1       1 0.36  5.114928e+00      2
#> 1316         2        1        1       1 1.01  1.760401e+00      2
#> 1317         2        1        1       1 0.76  1.061890e+01      2
#> 1318         2        1        1       1 0.36  3.756006e+00      2
#> 1319         2        1        1       1 0.70  2.442428e+00      2
#> 1320         2        1        1       1 0.60  4.876685e+00      2
#> 1321         2        1        1       1 1.43  4.717510e+00      2
#> 1322         2        1        1       1 1.09  6.819912e-02      1
#> 1323         2        1        1       1 0.43  4.115421e+00      2
#> 1324         2        1       -1       0 1.04  1.181885e+00      2
#> 1325         2        1        1       1 0.52  2.798776e+00      2
#> 1326         2        1        1       1 0.40  6.579587e-01      1
#> 1327         2        1        1       1 0.44  5.907589e+00      2
#> 1328         2        1        1       1 0.97  7.025900e+00      2
#> 1329         2        1        1       1 0.39  1.113303e+01      2
#> 1330         2        1        1       1 0.60 -2.009801e-01      1
#> 1331         2        1        1       1 1.10  3.691627e+00      2
#> 1332         2        1        1       1 0.27  3.999164e+00      2
#> 1333         2        1       -1       0 1.38  1.712296e+00      2
#> 1334         2        1       -1       0 1.07  6.477605e+00      2
#> 1335         2        1        1       1 0.79  4.043655e+00      2
#> 1336         2        1        1       1 3.37 -1.189506e+00      1
#> 1337         2        1       -1       0 3.16 -2.270157e+00      1
#> 1338         2        1        1       1 0.59  3.858438e+00      2
#> 1339         2        1        1       1 1.28  4.549982e+00      2
#> 1340         2        1        1       1 0.43  1.488415e+00      2
#> 1341         2        1       -1       0 2.84  6.821191e+00      2
#> 1342         2        1        1       1 1.91 -1.096617e+00      1
#> 1343         2        1        1       1 1.57  5.565321e+00      2
#> 1344         2        1        1       1 1.05  4.783555e+00      2
#> 1345         2        1        1       1 1.65  1.011833e+01      2
#> 1346         2        1        1       1 0.20  2.357342e-01      1
#> 1347         2        1        1       1 0.31  1.882214e+00      2
#> 1348         2        1        1       1 0.93  3.429708e-01      1
#> 1349         2        1        1       1 0.35  7.043528e+00      2
#> 1350         2        1        1       1 0.30  8.115995e+00      2
#> 1351         2        1        1       1 1.22  4.848355e+00      2
#> 1352         2        1        1       1 0.93  4.680495e+00      2
#> 1353         2        1        1       1 3.28  1.719602e+00      2
#> 1354         2        1        1       1 0.34  8.317267e-01      2
#> 1355         2        1       -1       0 2.14  4.981467e+00      2
#> 1356         2        1        1       1 0.66 -1.793464e-01      1
#> 1357         2        1        1       1 0.30  3.151592e+00      2
#> 1358         2        1        1       1 0.90  7.477418e+00      2
#> 1359         2        1        1       1 0.90  6.108272e+00      2
#> 1360         2        1        1       1 2.16 -1.299849e+00      1
#> 1361         2        1        1       1 0.47  2.767075e+00      2
#> 1362         2        1        1       1 0.88  5.802673e+00      2
#> 1363         2        1        1       1 1.04  3.859000e+00      2
#> 1364         2        1       -1       0 0.99  4.124467e+00      2
#> 1365         2        1        1       1 2.44  2.288709e+00      2
#> 1366         2        1        1       1 1.19  7.303036e+00      2
#> 1367         2        1        1       1 0.37  6.550562e+00      2
#> 1368         2        1        1       1 1.11  7.475132e+00      2
#> 1369         2        1        1       1 0.71  3.870341e+00      2
#> 1370         2        1       -1       0 4.31  2.667950e+00      2
#> 1371         2        1       -1       0 1.34  4.177545e+00      2
#> 1372         2        1       -1       0 5.38  1.224142e+01      2
#> 1373         2        1        1       1 0.83  6.479311e+00      2
#> 1374         2        1        1       1 1.06  4.998315e+00      2
#> 1375         2        1        1       1 1.22  6.778154e+00      2
#> 1376         2        1        1       1 0.63  4.572319e+00      2
#> 1377         2        1        1       1 0.42  4.777907e+00      2
#> 1378         2        1        1       1 1.08  6.553974e+00      2
#> 1379         2        1       -1       0 0.33  5.074069e+00      2
#> 1380         2        1        1       1 0.43  4.717711e+00      2
#> 1381         2        1        1       1 1.52  1.806607e+00      2
#> 1382         2        1        1       1 3.95  9.945831e+00      2
#> 1383         2        1        1       1 0.83 -5.218982e-01      1
#> 1384         2        1        1       1 0.81  6.172926e+00      2
#> 1385         2        1        1       1 1.46  4.613424e+00      2
#> 1386         2        1        1       1 0.76  5.456033e+00      2
#> 1387         2        1        1       1 1.17 -3.806432e-01      1
#> 1388         2        1        1       1 2.22  6.251224e+00      2
#> 1389         2        1        1       1 0.48  8.875874e+00      2
#> 1390         2        1        1       1 0.62  2.658619e+00      2
#> 1391         2        1        1       1 2.73  4.624398e+00      2
#> 1392         2        1        1       1 1.03  4.448767e+00      2
#> 1393         2        1       -1       0 2.96  1.296428e+01      2
#> 1394         2        1       -1       0 1.62  2.357279e+00      2
#> 1395         2        1        1       1 0.56  1.454388e+00      2
#> 1396         2        1        1       1 0.46  5.919779e+00      2
#> 1397         2        1        1       1 4.89  1.088129e+01      2
#> 1398         2        1        1       1 0.47  4.670523e+00      2
#> 1399         2        1       -1       0 1.97  4.925441e+00      2
#> 1400         2        1        1       1 1.98  6.971665e+00      2
#> 1401         2        1        1       1 1.78  4.703152e+00      2
#> 1402         2        1        1       1 1.29  5.778981e-01      1
#> 1403         2        1        1       1 2.11  1.891793e+00      2
#> 1404         2        1        1       1 1.56  7.073212e+00      2
#> 1405         2        1        1       1 2.06  2.285275e+00      2
#> 1406         2        1        1       1 0.37  4.814612e+00      2
#> 1407         2        1        1       1 1.42  3.227065e+00      2
#> 1408         2        1        1       1 0.46  2.469638e+00      2
#> 1409         2        1       -1       0 1.39  9.198412e+00      2
#> 1410         2        1        1       1 1.28  3.239054e+00      2
#> 1411         2        1        1       1 0.45  4.933051e+00      2
#> 1412         2        1       -1       0 1.72  5.668321e+00      2
#> 1413         2        1        1       1 1.31  3.054095e+00      2
#> 1414         2        1       -1       0 3.51  6.175134e+00      2
#> 1415         2        1        1       1 0.97  4.784808e+00      2
#> 1416         2        1        1       1 2.48  7.952202e+00      2
#> 1417         2        1       -1       0 1.49  3.128780e+00      2
#> 1418         2        1       -1       0 2.42  6.511040e+00      2
#> 1419         2        1        1       1 1.14  3.062785e+00      2
#> 1420         2        1        1       1 0.86  4.211470e+00      2
#> 1421         2        1        1       1 0.53  1.387859e+00      2
#> 1422         2        1        1       1 1.61  7.481395e+00      2
#> 1423         2        1        1       1 1.89  5.275116e+00      2
#> 1424         2        1        1       1 0.76  4.272822e+00      2
#> 1425         2        1       -1       0 1.21  8.148239e+00      2
#> 1426         2        1        1       1 3.12  1.102500e+01      2
#> 1427         2        1        1       1 1.93  1.175442e+01      2
#> 1428         2        1        1       1 3.68  5.063703e+00      2
#> 1429         2        1       -1       0 0.80  3.928171e+00      2
#> 1430         2        1        1       1 0.38  3.600992e+00      2
#> 1431         2        1        1       1 0.27  2.631933e+00      2
#> 1432         2        1       -1       0 1.59  4.987867e+00      2
#> 1433         2        1       -1       0 0.80  3.520019e+00      2
#> 1434         2        1        1       1 0.41  3.611886e+00      2
#> 1435         2        1        1       1 1.47  6.949260e+00      2
#> 1436         2        1        1       1 0.54  1.670904e+00      2
#> 1437         2        1        1       1 0.38  2.946994e+00      2
#> 1438         2        1       -1       0 2.08  3.643137e+00      2
#> 1439         2        1        1       1 1.65  1.430013e+00      2
#> 1440         2        1       -1       0 0.35  1.062999e+01      2
#> 1441         2        1        1       1 0.79  4.878239e+00      2
#> 1442         2        1        1       1 0.72  5.108081e+00      2
#> 1443         2        1        1       1 0.47  7.808695e+00      2
#> 1444         2        1        1       1 1.23  3.706506e+00      2
#> 1445         2        1        1       1 0.37  2.389504e+00      2
#> 1446         2        1        1       1 0.79 -9.483535e-01      1
#> 1447         2        1       -1       0 1.61  4.586987e+00      2
#> 1448         2        1        1       1 0.81  1.124482e+00      2
#> 1449         2        1        1       1 1.64  4.651481e-01      1
#> 1450         2        1        1       1 4.09  7.745906e+00      2
#> 1451         2        1        1       1 0.32  7.651166e+00      2
#> 1452         2        1        1       1 0.27  3.284671e+00      2
#> 1453         2        1       -1       0 2.51  6.575598e+00      2
#> 1454         2        1        1       1 0.33  1.973024e+00      2
#> 1455         2        1        1       1 0.52  5.647376e+00      2
#> 1456         2        1        1       1 0.42  6.210535e+00      2
#> 1457         2        1        1       1 2.36 -2.993240e-01      1
#> 1458         2        1        1       1 0.30  1.651500e+00      2
#> 1459         2        1        1       1 0.72  4.233616e-01      1
#> 1460         2        1        1       1 1.40  3.625195e+00      2
#> 1461         2        1        1       1 0.55  3.585764e+00      2
#> 1462         2        1       -1       0 1.80  5.704724e+00      2
#> 1463         2        1       -1       0 2.46  5.663731e+00      2
#> 1464         2        1        1       1 2.36  3.592005e+00      2
#> 1465         2        1       -1       0 2.29  7.254313e+00      2
#> 1466         2        1        1       1 1.53  8.770286e+00      2
#> 1467         2        1       -1       0 1.55  1.663554e+00      2
#> 1468         2        1        1       1 0.23  6.856871e+00      2
#> 1469         2        1        1       1 1.19  1.377020e+00      2
#> 1470         2        1       -1       0 1.96  7.408590e+00      2
#> 1471         2        1        1       1 0.91  9.233936e+00      2
#> 1472         2        1       -1       0 1.94  5.875709e+00      2
#> 1473         2        1       -1       0 1.65  9.934471e+00      2
#> 1474         2        1        1       1 1.26 -1.293044e+00      1
#> 1475         2        1       -1       0 1.16  3.506307e-01      1
#> 1476         2        1        1       1 1.41  9.076982e+00      2
#> 1477         2        1        1       1 0.58  3.511144e+00      2
#> 1478         2        1        1       1 0.70 -9.077100e-01      1
#> 1479         2        1       -1       0 0.50  3.386049e+00      2
#> 1480         2        1        1       1 0.33  3.319170e+00      2
#> 1481         2        1        1       1 0.42  2.623320e+00      2
#> 1482         2        1       -1       0 0.55 -5.132385e-01      1
#> 1483         2        1        1       1 0.72  6.838787e+00      2
#> 1484         2        1        1       1 1.76  8.590694e+00      2
#> 1485         2        1        1       1 0.48  8.468520e+00      2
#> 1486         2        1        1       1 0.50  6.953668e+00      2
#> 1487         2        1        1       1 0.35  2.760839e+00      2
#> 1488         2        1        1       1 0.69  4.891159e+00      2
#> 1489         2        1        1       1 1.40  1.075119e+01      2
#> 1490         2        1        1       1 0.85  3.037377e-01      1
#> 1491         2        1        1       1 1.22  2.884110e+00      2
#> 1492         2        1        1       1 0.56  3.542170e+00      2
#> 1493         2        1        1       1 0.35  3.801223e+00      2
#> 1494         2        1        1       1 0.55 -1.674207e+00      1
#> 1495         2        1        1       1 0.27  4.894995e+00      2
#> 1496         2        1        1       1 0.44  5.291799e+00      2
#> 1497         2        1        1       1 0.39  5.206035e+00      2
#> 1498         2        1        1       1 0.69  3.012764e+00      2
#> 1499         2        1        1       1 0.65  2.659425e+00      2
#> 1500         2        1        1       1 1.81  5.752043e+00      2
#> 1501         2        1        1       1 0.33  4.103842e+00      2
#> 1502         2        1       -1       0 1.35  4.980844e+00      2
#> 1503         2        1        1       1 0.64  4.285795e-01      1
#> 1504         2        1        1       1 0.43  3.567495e+00      2
#> 1505         2        1        1       1 0.49  3.820943e+00      2
#> 1506         2        1       -1       0 0.84 -4.401100e+00      1
#> 1507         2        1       -1       0 4.77  7.093309e+00      2
#> 1508         2        1        1       1 0.96  1.500869e+00      2
#> 1509         2        1        1       1 0.72  2.970889e+00      2
#> 1510         2        1        1       1 0.25  2.281029e+00      2
#> 1511         2        1        1       1 0.95  6.880284e+00      2
#> 1512         2        1        1       1 0.27  3.263832e-01      1
#> 1513         2        1        1       1 0.58  4.133179e-01      1
#> 1514         2        1        1       1 0.45  4.118348e+00      2
#> 1515         2        1        1       1 0.86  2.466686e+00      2
#> 1516         2        1        1       1 1.96  5.863763e+00      2
#> 1517         2        1        1       1 0.50  1.353293e+00      2
#> 1518         2        1        1       1 0.47  4.111577e+00      2
#> 1519         2        1        1       1 0.56  1.014312e+01      2
#> 1520         2        1        1       1 0.53  1.238112e-01      1
#> 1521         2        1        1       1 0.54  5.004800e+00      2
#> 1522         2        1        1       1 0.35  3.811591e+00      2
#> 1523         2        1        1       1 0.75  5.065947e+00      2
#> 1524         2        1        1       1 0.71  1.899147e+00      2
#> 1525         2        1        1       1 0.54  6.136435e+00      2
#> 1526         2        1        1       1 0.64  2.556376e+00      2
#> 1527         2        1        1       1 0.80  6.949430e+00      2
#> 1528         2        1        1       1 0.43  4.600821e+00      2
#> 1529         2        1        1       1 1.21  8.176952e+00      2
#> 1530         2        1        1       1 0.42  3.675676e+00      2
#> 1531         2        1        1       1 1.32  7.627641e+00      2
#> 1532         2        1        1       1 1.19  3.514027e+00      2
#> 1533         2        1        1       1 0.35 -1.420758e+00      1
#> 1534         2        1       -1       0 2.85  5.813293e+00      2
#> 1535         2        1        1       1 1.09 -3.790257e+00      1
#> 1536         2        1        1       1 0.56  2.608871e+00      2
#> 1537         2        1        1       1 0.99  1.133866e+01      2
#> 1538         2        1       -1       0 1.48  7.003006e+00      2
#> 1539         2        1        1       1 2.47 -4.196589e-01      1
#> 1540         2        1        1       1 1.09  5.698175e+00      2
#> 1541         2        1        1       1 1.84  6.601704e+00      2
#> 1542         2        1        1       1 3.98  5.813929e+00      2
#> 1543         2        1        1       1 1.31  5.695095e-01      1
#> 1544         2        1        1       1 0.76  4.635891e+00      2
#> 1545         2        1        1       1 2.22  2.266843e+00      2
#> 1546         2        1        1       1 0.73  6.245455e+00      2
#> 1547         2        1        1       1 2.80  7.234125e-01      1
#> 1548         2        1        1       1 0.42  4.482585e+00      2
#> 1549         2        1        1       1 0.36  6.768021e+00      2
#> 1550         2        1        1       1 1.56  2.360304e+00      2
#> 1551         2        1        1       1 2.55 -9.106425e-01      1
#> 1552         2        1        1       1 0.34  7.412682e+00      2
#> 1553         2        1        1       1 0.97  5.082991e+00      2
#> 1554         2        1        1       1 0.55  2.977225e-01      1
#> 1555         2        1        1       1 4.13 -2.758953e+00      1
#> 1556         2        1        1       1 0.53  5.109837e+00      2
#> 1557         2        1        1       1 0.25  3.379622e+00      2
#> 1558         2        1        1       1 2.55  7.914870e+00      2
#> 1559         2        1        1       1 0.96  3.155125e+00      2
#> 1560         2        1        1       1 0.31  7.335319e+00      2
#> 1561         2        1        1       1 0.83  2.592894e+00      2
#> 1562         2        1        1       1 0.39  2.733891e+00      2
#> 1563         2        1       -1       0 0.53  3.851578e+00      2
#> 1564         2        1        1       1 0.93  6.041534e+00      2
#> 1565         2        1        1       1 0.77  3.100108e+00      2
#> 1566         2        1        1       1 1.92  4.798032e+00      2
#> 1567         2        1        1       1 1.23  4.498881e-01      1
#> 1568         2        1       -1       0 0.88  2.662657e+00      2
#> 1569         2        1        1       1 0.33  4.515125e+00      2
#> 1570         2        1        1       1 0.23  1.296537e+00      2
#> 1571         2        1        1       1 0.56  4.018491e+00      2
#> 1572         2        1        1       1 3.99  7.934493e+00      2
#> 1573         2        1        1       1 0.24  3.256733e+00      2
#> 1574         2        1        1       1 0.70  7.797757e+00      2
#> 1575         2        1        1       1 1.34  6.703768e+00      2
#> 1576         2        1        1       1 0.46  3.670772e+00      2
#> 1577         2        1       -1       0 0.41  2.527822e+00      2
#> 1578         2        1        1       1 0.32  4.580660e+00      2
#> 1579         2        1        1       1 1.06  2.607752e+00      2
#> 1580         2        1        1       1 0.27 -1.924686e-01      1
#> 1581         2        1       -1       0 0.78  4.910504e+00      2
#> 1582         2        1        1       1 0.87  4.957135e+00      2
#> 1583         2        1        1       1 1.67  1.300043e+00      2
#> 1584         2        1        1       1 0.74  5.815146e+00      2
#> 1585         2        1        1       1 0.63  5.438094e+00      2
#> 1586         2        1        1       1 0.70  4.154755e+00      2
#> 1587         2        1        1       1 2.01  2.915734e+00      2
#> 1588         2        1        1       1 1.28  8.594713e+00      2
#> 1589         2        1        1       1 0.57  4.914035e+00      2
#> 1590         2        1       -1       0 1.81  2.402029e+00      2
#> 1591         2        1        1       1 0.66  6.907897e+00      2
#> 1592         2        1        1       1 0.48  7.054217e+00      2
#> 1593         2        1        1       1 1.05  6.331150e+00      2
#> 1594         2        1        1       1 0.95  3.398436e+00      2
#> 1595         2        1        1       1 1.23  4.832586e+00      2
#> 1596         2        1        1       1 1.59  3.879695e+00      2
#> 1597         2        1        1       1 0.76  7.824520e+00      2
#> 1598         2        1       -1       0 0.91  6.710192e+00      2
#> 1599         2        1       -1       0 0.54 -1.714352e+00      1
#> 1600         2        1        1       1 0.47  7.519512e+00      2
#> 
#> $gamma
#> $gamma$condition
#> # A tibble: 2 × 2
#>   correct Gamma
#>     <dbl> <dbl>
#> 1       0 0.663
#> 2       1 0.775
#> 
#> $gamma$rt
#> # A tibble: 2 × 2
#>   correct   Gamma
#>     <dbl>   <dbl>
#> 1       0 -0.0425
#> 2       1 -0.100 
#> 
#> $gamma$correct
#> # A tibble: 2 × 2
#>   condition   Gamma
#>       <int>   <dbl>
#> 1         1 -0.0938
#> 2         2  0.140 
#> 
#> $gamma$rt_bycondition
#> # A tibble: 2 × 2
#>   condition   Gamma
#>       <int>   <dbl>
#> 1         1  0.0191
#> 2         2 -0.0880
#> 
#> $gamma$rt_byconditionbycorrect
#> # A tibble: 4 × 3
#>   condition correct   Gamma
#>       <int>   <dbl>   <dbl>
#> 1         1       0 -0.0468
#> 2         1       1  0.0685
#> 3         2       0 -0.0492
#> 4         2       1 -0.0987
#> 
#> 
# }