Skip to contents

Computes an IRT version of the "reliable change index" (RCI) proposed by Jacobson and Traux (1991) but modified to use IRT information about scores and measurement error (see Jabrayilov, Emons, and Sijtsma (2016). Main benefit of the IRT approach is the inclusion of response pattern information in the pre/post data score estimates, as well as conditional standard error of measurement information.

Usage

RCI(
  mod_pre,
  predat,
  postdat,
  mod_post = mod_pre,
  cutoffs = NULL,
  SEM.pre = NULL,
  SEM.post = NULL,
  Fisher = FALSE,
  shiny = FALSE,
  main = "Test Scores",
  ...
)

Arguments

mod_pre

single-group model fitted by mirt. If not supplied the information will be extracted from the data input objects to compute the classical test theory version of the RCI statistics

predat

a vector (if one individual) or matrix/data.frame of response data to be scored, where each individuals' responses are included in exactly one row

postdat

same as predat, but with respect to the post/follow-up measurement

mod_post

(optional) IRT model for post-test if different from pre-test; otherwise, the pre-test model will be used

cutoffs

optional vector of length 2 indicating the type of cut-offs to report (e.g., c(-1.96, 1.96) reflects the 95 percent z-score type cut-off)

SEM.pre

standard error of measurement for the pretest. This can be used instead of rxx.pre and SD.pre

SEM.post

(optional) standard error of measurement for the post-test. Using this will create a pooled version of the SEM; otherwise, SEM.post = SEM.pre

Fisher

logical; use the Fisher/expected information function to compute the SE terms? If FALSE the SE information will be extracted from the select fscores method (default). Only applicable for unidimensional models

shiny

logical; launch an interactive shiny applications for real-time scoring of supplied total-scores or response vectors? Only requires mod_pre and (optional) mod_post inputs

main

main label to use when shiny=TRUE

...

additional arguments passed to fscores

References

Chalmers, R., P. (2012). mirt: A Multidimensional Item Response Theory Package for the R Environment. Journal of Statistical Software, 48(6), 1-29. doi:10.18637/jss.v048.i06

Jacobson, N. S., & Truax, P. (1991). Clinical significance: A statistical approach to defining meaningful change in psychotherapy research. Journal of Consulting and Clinical Psychology, 59, 12-19.

Jabrayilov, R. , Emons, W. H. M., & Sijtsma, K. (2016). Comparison of Classical Test Theory and Item Response Theory in Individual Change Assessment. Applied Psychological Measurement, 40 (8), 559-572.

Author

Phil Chalmers rphilip.chalmers@gmail.com

Examples


# \donttest{

# simulate some data
N <- 1000
J <- 20     # number of items
a <- matrix(rlnorm(J,.2,.3))
d <- rnorm(J)

theta <- matrix(rnorm(N))
dat_pre <- simdata(a, d, itemtype = '2PL', Theta = theta)

# first 3 cases decrease by 1/2
theta2 <- theta - c(1/2, 1/2, 1/2, numeric(N-3))
dat_post <- simdata(a, d, itemtype = '2PL', Theta = theta2)

mod <- mirt(dat_pre)
#> 
Iteration: 1, Log-Lik: -11848.997, Max-Change: 0.48471
Iteration: 2, Log-Lik: -11719.251, Max-Change: 0.21609
Iteration: 3, Log-Lik: -11696.214, Max-Change: 0.10753
Iteration: 4, Log-Lik: -11689.085, Max-Change: 0.06517
Iteration: 5, Log-Lik: -11686.169, Max-Change: 0.04134
Iteration: 6, Log-Lik: -11684.947, Max-Change: 0.02707
Iteration: 7, Log-Lik: -11684.104, Max-Change: 0.00965
Iteration: 8, Log-Lik: -11684.039, Max-Change: 0.00629
Iteration: 9, Log-Lik: -11684.008, Max-Change: 0.00442
Iteration: 10, Log-Lik: -11683.981, Max-Change: 0.00157
Iteration: 11, Log-Lik: -11683.979, Max-Change: 0.00086
Iteration: 12, Log-Lik: -11683.979, Max-Change: 0.00048
Iteration: 13, Log-Lik: -11683.978, Max-Change: 0.00049
Iteration: 14, Log-Lik: -11683.978, Max-Change: 0.00026
Iteration: 15, Log-Lik: -11683.978, Max-Change: 0.00025
Iteration: 16, Log-Lik: -11683.978, Max-Change: 0.00019
Iteration: 17, Log-Lik: -11683.978, Max-Change: 0.00011
Iteration: 18, Log-Lik: -11683.978, Max-Change: 0.00010
Iteration: 19, Log-Lik: -11683.978, Max-Change: 0.00007

# all changes using fitted model from pre data
RCI(mod, predat=dat_pre, postdat=dat_post)
#>      pre.score post.score converged   diff    SE      z     p
#> 1        0.785     -0.266      TRUE -1.051 0.529 -1.986 0.047
#> 2       -1.019     -2.281      TRUE -1.261 0.708 -1.782 0.075
#> 3       -1.230     -1.577      TRUE -0.346 0.633 -0.547 0.584
#> 4       -0.749     -1.150      TRUE -0.401 0.556 -0.722  0.47
#> 5       -1.119     -0.949      TRUE  0.170 0.566  0.301 0.763
#> 6       -0.892     -0.725      TRUE  0.167 0.534  0.313 0.755
#> 7       -1.478     -0.586      TRUE  0.892 0.582  1.532 0.126
#> 8        0.312      0.137      TRUE -0.175 0.502 -0.348 0.728
#> 9        1.252      0.938      TRUE -0.314 0.619 -0.507 0.612
#> 10       0.894      1.118      TRUE  0.225 0.602  0.373 0.709
#> 11       0.422      0.487      TRUE  0.065 0.521  0.125 0.901
#> 12       0.786      0.105      TRUE -0.681 0.530 -1.283 0.199
#> 13       0.103      0.071      TRUE -0.032 0.494 -0.064 0.949
#> 14      -0.326     -1.368      TRUE -1.043 0.563 -1.852 0.064
#> 15      -0.752     -0.853      TRUE -0.100 0.533 -0.188 0.851
#> 16       0.299      0.357      TRUE  0.058 0.509  0.114 0.909
#> 17       0.401      0.125      TRUE -0.276 0.506 -0.547 0.585
#> 18      -2.281     -1.224      TRUE  1.057 0.721  1.465 0.143
#> 19      -0.801     -0.648      TRUE  0.154 0.525  0.293 0.769
#> 20      -1.210     -1.152      TRUE  0.058 0.589  0.099 0.921
#> 21       0.950      0.222      TRUE -0.727 0.548 -1.328 0.184
#> 22       0.249      0.403      TRUE  0.154 0.509  0.302 0.763
#> 23       0.266     -0.230      TRUE -0.496 0.498 -0.996 0.319
#> 24       1.536      1.203      TRUE -0.333 0.676 -0.493 0.622
#> 25      -1.606     -1.396      TRUE  0.210 0.651  0.322 0.747
#> 26       0.083      0.445      TRUE  0.362 0.507  0.714 0.475
#> 27       1.004      0.560      TRUE -0.444 0.567 -0.783 0.433
#> 28       0.569      0.665      TRUE  0.096 0.539  0.178 0.859
#> 29       0.337      0.976      TRUE  0.639 0.554  1.153 0.249
#> 30      -0.026     -0.534      TRUE -0.508 0.499 -1.017 0.309
#> 31       0.516      0.225      TRUE -0.291 0.514 -0.566 0.571
#> 32      -1.354     -1.455      TRUE -0.101 0.631 -0.161 0.872
#> 33      -0.274      0.254      TRUE  0.528 0.498  1.059 0.289
#> 34       1.348      1.515      TRUE  0.167 0.689  0.242 0.808
#> 35      -0.783      0.035      TRUE  0.819 0.512  1.598  0.11
#> 36       1.536      1.447      TRUE -0.089 0.702 -0.127 0.899
#> 37       0.011     -0.586      TRUE -0.597 0.502 -1.190 0.234
#> 38       1.085      0.351      TRUE -0.734 0.566 -1.298 0.194
#> 39      -0.206     -1.473      TRUE -1.267 0.573 -2.210 0.027
#> 40      -2.281     -1.677      TRUE  0.603 0.761  0.793 0.428
#> 41       0.223     -0.096      TRUE -0.319 0.496 -0.644  0.52
#> 42       1.807      2.071      TRUE  0.264 0.808  0.326 0.744
#> 43       0.089     -0.010      TRUE -0.099 0.493 -0.201 0.841
#> 44      -0.999     -1.345      TRUE -0.346 0.590 -0.586 0.558
#> 45       0.868      0.801      TRUE -0.067 0.571 -0.117 0.907
#> 46      -0.384      0.063      TRUE  0.447 0.495  0.902 0.367
#> 47       1.243      1.257      TRUE  0.014 0.649  0.021 0.983
#> 48       0.306     -0.314      TRUE -0.620 0.501 -1.238 0.216
#> 49       2.071      1.082      TRUE -0.988 0.736 -1.343 0.179
#> 50      -0.239     -0.666      TRUE -0.428 0.505 -0.846 0.397
#> 51      -0.326      0.058      TRUE  0.384 0.494  0.777 0.437
#> 52      -0.689     -1.082      TRUE -0.393 0.547 -0.718 0.473
#> 53       0.319     -0.093      TRUE -0.412 0.499 -0.825 0.409
#> 54      -0.662     -0.058      TRUE  0.604 0.505  1.198 0.231
#> 55      -0.447     -0.653      TRUE -0.206 0.509 -0.404 0.686
#> 56      -0.384     -0.340      TRUE  0.044 0.496  0.090 0.929
#> 57      -0.995     -0.549      TRUE  0.446 0.534  0.835 0.404
#> 58      -0.061     -1.562      TRUE -1.501 0.583 -2.573  0.01
#> 59       0.367     -0.224      TRUE -0.591 0.502 -1.177 0.239
#> 60       1.450      1.173      TRUE -0.277 0.663 -0.418 0.676
#> 61      -0.624     -0.567      TRUE  0.058 0.512  0.113  0.91
#> 62       0.737      1.029      TRUE  0.292 0.581  0.503 0.615
#> 63      -0.071      0.082      TRUE  0.153 0.493  0.311 0.756
#> 64      -0.632     -0.554      TRUE  0.078 0.512  0.152  0.88
#> 65      -1.718     -0.560      TRUE  1.158 0.610  1.897 0.058
#> 66      -0.602     -1.203      TRUE -0.601 0.554 -1.085 0.278
#> 67      -0.919     -1.376      TRUE -0.457 0.588 -0.778 0.437
#> 68      -0.325      0.111      TRUE  0.437 0.495  0.882 0.378
#> 69       0.044      1.182      TRUE  1.138 0.568  2.002 0.045
#> 70      -0.040      0.234      TRUE  0.274 0.497  0.552 0.581
#> 71       1.751      1.457      TRUE -0.293 0.729 -0.403 0.687
#> 72       0.871      1.001      TRUE  0.129 0.588  0.220 0.826
#> 73      -0.249     -0.999      TRUE -0.750 0.527 -1.423 0.155
#> 74      -0.576     -0.248      TRUE  0.328 0.501  0.655 0.512
#> 75      -0.710     -0.974      TRUE -0.264 0.540 -0.489 0.625
#> 76       1.013      1.163      TRUE  0.150 0.617  0.244 0.807
#> 77      -0.329     -0.551      TRUE -0.222 0.501 -0.443 0.658
#> 78      -0.005     -0.275      TRUE -0.270 0.492 -0.548 0.584
#> 79       2.071      1.457      TRUE -0.613 0.770 -0.796 0.426
#> 80      -0.691     -0.478      TRUE  0.213 0.512  0.416 0.678
#> 81       1.006      1.103      TRUE  0.098 0.610  0.160 0.873
#> 82      -0.311      0.224      TRUE  0.535 0.498  1.076 0.282
#> 83      -0.674     -0.385      TRUE  0.289 0.508  0.569  0.57
#> 84       0.969      0.630      TRUE -0.339 0.568 -0.596 0.551
#> 85       1.092      0.376      TRUE -0.717 0.567 -1.264 0.206
#> 86      -1.047     -0.952      TRUE  0.095 0.560  0.170 0.865
#> 87       0.072     -0.019      TRUE -0.091 0.493 -0.186 0.853
#> 88       1.229      0.879      TRUE -0.350 0.612 -0.572 0.568
#> 89       1.108     -0.060      TRUE -1.169 0.559 -2.090 0.037
#> 90       0.303     -0.365      TRUE -0.667 0.502 -1.330 0.183
#> 91       0.268      0.774      TRUE  0.506 0.534  0.949 0.343
#> 92       0.476      0.579      TRUE  0.103 0.529  0.196 0.845
#> 93      -1.195     -1.507      TRUE -0.312 0.622 -0.502 0.616
#> 94       0.452      0.488      TRUE  0.036 0.522  0.069 0.945
#> 95      -0.585     -0.213      TRUE  0.372 0.501  0.741 0.459
#> 96      -0.430     -0.035      TRUE  0.395 0.496  0.798 0.425
#> 97       0.380     -0.206      TRUE -0.586 0.502 -1.167 0.243
#> 98      -0.401     -0.959      TRUE -0.558 0.527 -1.059  0.29
#> 99      -0.047      0.063      TRUE  0.110 0.492  0.223 0.823
#> 100     -1.088     -0.917      TRUE  0.171 0.561  0.305  0.76
#> 101     -1.000     -0.142      TRUE  0.858 0.526  1.629 0.103
#> 102     -1.081     -2.281      TRUE -1.200 0.711 -1.686 0.092
#> 103      0.065      0.052      TRUE -0.014 0.493 -0.028 0.978
#> 104      1.035      1.721      TRUE  0.686 0.685  1.002 0.317
#> 105     -0.656     -0.919      TRUE -0.263 0.533 -0.493 0.622
#> 106     -1.147     -0.947      TRUE  0.200 0.568  0.352 0.725
#> 107     -1.024     -0.663      TRUE  0.361 0.541  0.667 0.505
#> 108     -0.309      0.064      TRUE  0.373 0.494  0.756  0.45
#> 109      0.499     -0.074      TRUE -0.573 0.508 -1.127  0.26
#> 110     -0.712     -1.059      TRUE -0.347 0.546 -0.635 0.525
#> 111      0.760      1.792      TRUE  1.032 0.674  1.530 0.126
#> 112      0.018     -0.212      TRUE -0.230 0.492 -0.468  0.64
#> 113      0.193      0.114      TRUE -0.079 0.497 -0.159 0.874
#> 114     -1.378     -1.607      TRUE -0.229 0.650 -0.353 0.724
#> 115     -0.567     -0.700      TRUE -0.133 0.515 -0.257 0.797
#> 116      1.206      0.659      TRUE -0.547 0.594 -0.921 0.357
#> 117     -1.184     -1.873      TRUE -0.689 0.665 -1.037   0.3
#> 118     -0.005      0.609      TRUE  0.614 0.516  1.190 0.234
#> 119     -1.306     -0.748      TRUE  0.558 0.571  0.977 0.329
#> 120      0.738      0.379      TRUE -0.359 0.535 -0.671 0.502
#> 121     -0.433     -0.213      TRUE  0.220 0.496  0.444 0.657
#> 122      0.709      1.243      TRUE  0.534 0.601  0.888 0.375
#> 123     -1.454     -0.870      TRUE  0.585 0.593  0.985 0.325
#> 124      0.224      0.840      TRUE  0.616 0.538  1.146 0.252
#> 125      0.795      0.277      TRUE -0.518 0.536 -0.968 0.333
#> 126     -0.269     -0.957      TRUE -0.688 0.524 -1.313 0.189
#> 127     -1.404     -1.765      TRUE -0.361 0.670 -0.539  0.59
#> 128      0.806      0.259      TRUE -0.547 0.536 -1.021 0.307
#> 129     -0.246     -1.636      TRUE -1.390 0.593 -2.344 0.019
#> 130      0.159      0.315      TRUE  0.156 0.503  0.310 0.757
#> 131     -0.921     -1.426      TRUE -0.504 0.593 -0.850 0.396
#> 132     -1.071     -0.653      TRUE  0.418 0.545  0.767 0.443
#> 133     -1.670     -1.455      TRUE  0.215 0.664  0.323 0.747
#> 134      0.822      0.389      TRUE -0.432 0.542 -0.798 0.425
#> 135      2.071      1.375      TRUE -0.696 0.762 -0.913 0.361
#> 136      0.712      0.442      TRUE -0.270 0.536 -0.503 0.615
#> 137      0.049      0.663      TRUE  0.614 0.520  1.181 0.237
#> 138      1.325      0.603      TRUE -0.722 0.604 -1.194 0.232
#> 139      0.201      0.788      TRUE  0.587 0.533  1.101 0.271
#> 140      0.163      0.006      TRUE -0.157 0.495 -0.317 0.752
#> 141     -1.160     -2.035      TRUE -0.875 0.684 -1.280 0.201
#> 142      1.124      2.071      TRUE  0.947 0.739  1.281   0.2
#> 143      0.599      0.723      TRUE  0.123 0.545  0.226 0.821
#> 144     -1.073     -0.970      TRUE  0.103 0.563  0.183 0.854
#> 145      0.059      0.813      TRUE  0.754 0.532  1.418 0.156
#> 146      0.956      1.055      TRUE  0.098 0.601  0.164  0.87
#> 147      0.142     -0.430      TRUE -0.572 0.498 -1.148 0.251
#> 148     -0.386      0.488      TRUE  0.874 0.511  1.711 0.087
#> 149     -0.267     -0.610      TRUE -0.343 0.503 -0.682 0.495
#> 150      1.261      0.680      TRUE -0.582 0.602 -0.967 0.333
#> 151      0.920      1.059      TRUE  0.139 0.598  0.232 0.816
#> 152      0.560      0.059      TRUE -0.500 0.513 -0.975 0.329
#> 153      0.506      0.254      TRUE -0.252 0.515 -0.490 0.624
#> 154     -0.864     -0.831      TRUE  0.034 0.539  0.063  0.95
#> 155     -2.281     -2.038      TRUE  0.243 0.799  0.304 0.761
#> 156     -0.648     -1.664      TRUE -1.015 0.607 -1.673 0.094
#> 157     -0.130     -0.630      TRUE -0.500 0.503 -0.993  0.32
#> 158      0.169      1.519      TRUE  1.350 0.612  2.206 0.027
#> 159     -0.523     -0.695      TRUE -0.172 0.513 -0.335 0.738
#> 160     -0.430     -0.589      TRUE -0.159 0.505 -0.314 0.754
#> 161     -1.210     -1.658      TRUE -0.448 0.641 -0.699 0.484
#> 162     -1.402     -1.133      TRUE  0.269 0.606  0.444 0.657
#> 163     -0.825     -0.539      TRUE  0.286 0.522  0.548 0.583
#> 164      0.698      0.819      TRUE  0.121 0.559  0.217 0.828
#> 165      0.412      0.707      TRUE  0.295 0.534  0.552 0.581
#> 166      1.536      0.895      TRUE -0.641 0.650 -0.987 0.324
#> 167     -0.189     -1.012      TRUE -0.823 0.528 -1.560 0.119
#> 168      0.354      0.029      TRUE -0.325 0.502 -0.647 0.517
#> 169      1.431      1.143      TRUE -0.288 0.658 -0.437 0.662
#> 170     -0.293     -1.042      TRUE -0.749 0.531 -1.409 0.159
#> 171     -0.229     -0.237      TRUE -0.007 0.492 -0.015 0.988
#> 172     -1.726     -1.969      TRUE -0.242 0.727 -0.333 0.739
#> 173      0.597     -0.528      TRUE -1.125 0.522 -2.156 0.031
#> 174     -0.310     -0.325      TRUE -0.015 0.494 -0.030 0.976
#> 175     -0.763     -0.264      TRUE  0.499 0.511  0.976 0.329
#> 176      1.519      0.031      TRUE -1.488 0.610 -2.440 0.015
#> 177      1.229      1.532      TRUE  0.303 0.678  0.447 0.655
#> 178     -1.148     -1.469      TRUE -0.321 0.614 -0.522 0.602
#> 179     -1.508     -1.550      TRUE -0.042 0.656 -0.065 0.948
#> 180     -2.281     -1.741      TRUE  0.540 0.767  0.703 0.482
#> 181      1.751      2.071      TRUE  0.320 0.802  0.399  0.69
#> 182      1.004      0.164      TRUE -0.840 0.551 -1.524 0.128
#> 183     -0.067     -0.892      TRUE -0.825 0.518 -1.592 0.111
#> 184     -0.069      0.668      TRUE  0.737 0.519  1.419 0.156
#> 185     -0.590     -0.198      TRUE  0.392 0.501  0.781 0.435
#> 186      1.061      1.274      TRUE  0.213 0.633  0.336 0.737
#> 187     -1.440     -0.488      TRUE  0.952 0.575  1.657 0.097
#> 188      0.839      1.792      TRUE  0.952 0.679  1.402 0.161
#> 189      0.426     -0.244      TRUE -0.670 0.505 -1.327 0.184
#> 190     -0.752     -0.652      TRUE  0.100 0.522  0.191 0.848
#> 191     -1.484     -1.758      TRUE -0.274 0.677 -0.404 0.686
#> 192     -0.026     -0.427      TRUE -0.401 0.495 -0.809 0.418
#> 193     -1.157      0.251      TRUE  1.408 0.546  2.581  0.01
#> 194     -0.090     -0.125      TRUE -0.036 0.491 -0.073 0.942
#> 195     -1.523     -0.689      TRUE  0.834 0.592  1.410 0.159
#> 196     -0.946     -0.744      TRUE  0.202 0.539  0.375 0.708
#> 197      0.236      0.050      TRUE -0.186 0.498 -0.374 0.709
#> 198      1.350      0.967      TRUE -0.382 0.633 -0.604 0.546
#> 199     -0.143     -0.634      TRUE -0.491 0.503 -0.977 0.329
#> 200      0.652      1.595      TRUE  0.943 0.641  1.470 0.141
#> 201     -0.095     -1.180      TRUE -1.085 0.542 -2.001 0.045
#> 202     -0.199     -0.469      TRUE -0.269 0.497 -0.543 0.587
#> 203     -1.216     -1.371      TRUE -0.156 0.610 -0.256 0.798
#> 204     -0.863     -1.642      TRUE -0.779 0.615 -1.268 0.205
#> 205      0.222      0.200      TRUE -0.022 0.501 -0.044 0.965
#> 206     -0.927     -1.161      TRUE -0.234 0.568 -0.413  0.68
#> 207     -1.707     -1.397      TRUE  0.310 0.663  0.468  0.64
#> 208      0.935      1.792      TRUE  0.857 0.686  1.249 0.212
#> 209     -0.960     -1.650      TRUE -0.691 0.621 -1.111 0.266
#> 210      0.823      1.457      TRUE  0.635 0.635  1.000 0.317
#> 211      0.191      0.293      TRUE  0.103 0.503  0.204 0.838
#> 212     -1.515     -1.201      TRUE  0.314 0.624  0.503 0.615
#> 213     -0.066     -0.123      TRUE -0.057 0.491 -0.117 0.907
#> 214      0.160      0.459      TRUE  0.298 0.509  0.586 0.558
#> 215      0.733      0.745      TRUE  0.011 0.556  0.020 0.984
#> 216      1.596      1.751      TRUE  0.155 0.744  0.208 0.835
#> 217      0.876      0.794      TRUE -0.082 0.571 -0.144 0.886
#> 218      1.721      2.071      TRUE  0.350 0.799  0.438 0.661
#> 219     -2.024     -2.281      TRUE -0.257 0.798 -0.322 0.747
#> 220      0.482      0.276      TRUE -0.206 0.514 -0.400 0.689
#> 221      0.561      0.039      TRUE -0.523 0.513 -1.019 0.308
#> 222      1.751      1.110      TRUE -0.641 0.695 -0.922 0.357
#> 223     -1.562     -0.841      TRUE  0.721 0.604  1.194 0.233
#> 224     -1.691     -1.969      TRUE -0.278 0.723 -0.384 0.701
#> 225      0.718      0.463      TRUE -0.255 0.537 -0.475 0.635
#> 226      0.208     -0.046      TRUE -0.255 0.496 -0.514 0.607
#> 227     -0.781     -0.904      TRUE -0.123 0.538 -0.229 0.819
#> 228     -0.860     -0.337      TRUE  0.524 0.518  1.010 0.312
#> 229     -2.035     -2.281      TRUE -0.246 0.799 -0.307 0.759
#> 230      0.309      0.533      TRUE  0.223 0.518  0.431 0.667
#> 231     -1.475     -1.332      TRUE  0.143 0.631  0.226 0.821
#> 232     -0.101     -0.644      TRUE -0.543 0.504 -1.079 0.281
#> 233      0.120     -0.082      TRUE -0.201 0.493 -0.408 0.683
#> 234      0.346      1.133      TRUE  0.788 0.570  1.381 0.167
#> 235      1.374      0.926      TRUE -0.448 0.632 -0.708 0.479
#> 236     -0.225     -0.032      TRUE  0.192 0.492  0.391 0.696
#> 237      0.034     -0.816      TRUE -0.851 0.514 -1.654 0.098
#> 238      0.623      1.751      TRUE  1.128 0.661  1.707 0.088
#> 239     -1.396     -1.763      TRUE -0.367 0.669 -0.549 0.583
#> 240     -0.389     -1.223      TRUE -0.833 0.549 -1.517 0.129
#> 241      0.706      0.589      TRUE -0.116 0.544 -0.214  0.83
#> 242      0.286      0.508      TRUE  0.222 0.516  0.431 0.667
#> 243      1.179      1.053      TRUE -0.126 0.622 -0.203 0.839
#> 244     -0.196     -0.527      TRUE -0.331 0.499 -0.664 0.506
#> 245     -0.651     -0.914      TRUE -0.263 0.532 -0.494 0.621
#> 246      0.042     -0.515      TRUE -0.557 0.499 -1.117 0.264
#> 247      0.495      0.248      TRUE -0.247 0.514 -0.481 0.631
#> 248     -0.046      0.010      TRUE  0.056 0.492  0.114 0.909
#> 249     -0.011     -0.013      TRUE -0.002 0.492 -0.004 0.997
#> 250      1.510      1.557      TRUE  0.047 0.711  0.066 0.947
#> 251     -1.119     -1.042      TRUE  0.078 0.573  0.136 0.892
#> 252     -1.940     -1.436      TRUE  0.504 0.695  0.725 0.468
#> 253     -1.146     -1.969      TRUE -0.823 0.674 -1.221 0.222
#> 254     -0.328     -0.225      TRUE  0.104 0.493  0.210 0.833
#> 255     -0.201     -0.165      TRUE  0.035 0.491  0.072 0.943
#> 256      1.237      1.571      TRUE  0.334 0.684  0.489 0.625
#> 257      1.532      2.071      TRUE  0.539 0.778  0.693 0.489
#> 258      0.090     -0.148      TRUE -0.237 0.493 -0.482  0.63
#> 259      1.001      1.198      TRUE  0.197 0.619  0.318 0.751
#> 260      0.262      0.378      TRUE  0.116 0.508  0.227  0.82
#> 261      0.083      0.232      TRUE  0.149 0.498  0.299 0.765
#> 262     -0.164     -0.020      TRUE  0.144 0.491  0.293 0.769
#> 263      0.263     -0.033      TRUE -0.297 0.498 -0.596 0.551
#> 264      1.062      1.109      TRUE  0.047 0.616  0.076 0.939
#> 265      0.118      0.200      TRUE  0.082 0.498  0.165 0.869
#> 266      1.792      1.457      TRUE -0.334 0.734 -0.455 0.649
#> 267     -0.041     -0.152      TRUE -0.111 0.491 -0.225 0.822
#> 268     -0.776     -0.430      TRUE  0.346 0.515  0.673 0.501
#> 269     -0.057      0.336      TRUE  0.393 0.500  0.786 0.432
#> 270      1.196      0.697      TRUE -0.499 0.595 -0.837 0.402
#> 271      1.171      0.350      TRUE -0.821 0.575 -1.429 0.153
#> 272      2.071      1.557      TRUE -0.514 0.781 -0.658 0.511
#> 273     -0.487     -0.568      TRUE -0.081 0.506 -0.160 0.873
#> 274      1.087      1.807      TRUE  0.720 0.700  1.027 0.304
#> 275      0.519      0.338      TRUE -0.182 0.519 -0.350 0.726
#> 276     -1.120     -0.469      TRUE  0.652 0.542  1.202 0.229
#> 277      1.006      0.359      TRUE -0.647 0.558 -1.159 0.246
#> 278     -0.042      0.068      TRUE  0.110 0.492  0.223 0.823
#> 279     -0.433     -0.308      TRUE  0.125 0.497  0.251 0.802
#> 280     -1.754     -1.176      TRUE  0.578 0.649  0.889 0.374
#> 281     -0.659     -1.335      TRUE -0.676 0.570 -1.187 0.235
#> 282     -0.993     -0.193      TRUE  0.800 0.526  1.521 0.128
#> 283      1.459      1.653      TRUE  0.194 0.717  0.270 0.787
#> 284     -0.144      0.290      TRUE  0.433 0.498  0.869 0.385
#> 285     -1.969     -2.024      TRUE -0.055 0.761 -0.072 0.942
#> 286     -1.001     -0.130      TRUE  0.871 0.527  1.654 0.098
#> 287     -1.417     -1.679      TRUE -0.262 0.661 -0.396 0.692
#> 288     -0.524      0.264      TRUE  0.788 0.505  1.561 0.118
#> 289      0.733      1.265      TRUE  0.532 0.606  0.878  0.38
#> 290      1.161      1.323      TRUE  0.163 0.648  0.251 0.802
#> 291      0.557      0.296      TRUE -0.261 0.519 -0.502 0.615
#> 292      0.855      0.171      TRUE -0.684 0.538 -1.273 0.203
#> 293     -1.342     -1.444      TRUE -0.102 0.629 -0.163 0.871
#> 294      1.751      1.134      TRUE -0.616 0.697 -0.884 0.377
#> 295     -0.471      0.032      TRUE  0.503 0.497  1.012 0.312
#> 296      1.064      0.715      TRUE -0.349 0.583 -0.600 0.549
#> 297      0.952      1.343      TRUE  0.391 0.631  0.620 0.535
#> 298      1.400      1.283      TRUE -0.117 0.669 -0.175 0.861
#> 299     -0.002     -0.113      TRUE -0.111 0.491 -0.226 0.821
#> 300      1.040      0.622      TRUE -0.417 0.574 -0.726 0.468
#> 301     -0.404      0.358      TRUE  0.761 0.505  1.508 0.131
#> 302     -1.364     -1.681      TRUE -0.317 0.657 -0.483 0.629
#> 303      0.164      0.174      TRUE  0.010 0.498  0.020 0.984
#> 304     -0.577     -0.927      TRUE -0.350 0.530 -0.661 0.509
#> 305      0.238      0.035      TRUE -0.203 0.497 -0.407 0.684
#> 306      1.354      1.198      TRUE -0.156 0.655 -0.238 0.812
#> 307      0.060     -0.404      TRUE -0.464 0.496 -0.936 0.349
#> 308      1.392      1.394      TRUE  0.002 0.680  0.003 0.998
#> 309     -1.361     -1.641      TRUE -0.280 0.652 -0.430 0.667
#> 310     -0.311      0.068      TRUE  0.379 0.494  0.767 0.443
#> 311     -0.554     -0.436      TRUE  0.118 0.504  0.235 0.814
#> 312     -0.435     -1.789      TRUE -1.353 0.616 -2.198 0.028
#> 313      2.071      2.071      TRUE  0.000 0.840  0.000     1
#> 314     -0.379     -0.282      TRUE  0.097 0.495  0.195 0.845
#> 315      0.923      0.739      TRUE -0.184 0.571 -0.322 0.748
#> 316      0.679      0.138      TRUE -0.541 0.523 -1.035 0.301
#> 317     -0.011     -0.462      TRUE -0.451 0.497 -0.909 0.363
#> 318     -1.167     -0.414      TRUE  0.753 0.545  1.382 0.167
#> 319     -1.056     -1.112      TRUE -0.056 0.573 -0.097 0.922
#> 320      1.455      1.751      TRUE  0.295 0.729  0.405 0.685
#> 321      0.438      0.018      TRUE -0.420 0.506 -0.830 0.406
#> 322     -1.002     -0.915      TRUE  0.087 0.554  0.157 0.875
#> 323      0.441     -0.149      TRUE -0.590 0.505 -1.168 0.243
#> 324     -0.348     -0.472      TRUE -0.124 0.499 -0.249 0.804
#> 325     -0.032      0.006      TRUE  0.039 0.492  0.079 0.937
#> 326      0.162     -0.314      TRUE -0.477 0.496 -0.961 0.336
#> 327     -0.466     -0.848      TRUE -0.383 0.521 -0.735 0.463
#> 328     -0.160     -0.497      TRUE -0.337 0.497 -0.678 0.498
#> 329      0.672      0.363      TRUE -0.309 0.529 -0.583  0.56
#> 330      0.394      0.118      TRUE -0.276 0.505 -0.547 0.584
#> 331      0.196      0.467      TRUE  0.272 0.511  0.532 0.595
#> 332     -1.824     -1.873      TRUE -0.050 0.726 -0.068 0.945
#> 333      0.130     -0.128      TRUE -0.258 0.493 -0.523 0.601
#> 334      0.796      0.745      TRUE -0.051 0.561 -0.090 0.928
#> 335     -0.471      0.780      TRUE  1.251 0.533  2.346 0.019
#> 336     -1.460     -0.670      TRUE  0.790 0.584  1.353 0.176
#> 337     -0.419     -0.382      TRUE  0.037 0.498  0.074 0.941
#> 338      0.409      0.688      TRUE  0.278 0.533  0.523 0.601
#> 339      0.082     -0.286      TRUE -0.368 0.494 -0.745 0.456
#> 340      0.513      0.313      TRUE -0.201 0.517 -0.388 0.698
#> 341     -0.425     -0.070      TRUE  0.355 0.495  0.717 0.473
#> 342      0.326      0.850      TRUE  0.523 0.542  0.966 0.334
#> 343      0.743     -0.563      TRUE -1.306 0.533 -2.448 0.014
#> 344      0.687      0.365      TRUE -0.322 0.531 -0.608 0.543
#> 345     -0.173     -0.150      TRUE  0.022 0.491  0.045 0.964
#> 346      0.557      0.518      TRUE -0.039 0.530 -0.074 0.941
#> 347      0.744      1.001      TRUE  0.257 0.579  0.445 0.656
#> 348     -0.162      0.209      TRUE  0.371 0.496  0.748 0.455
#> 349      1.020      1.517      TRUE  0.497 0.657  0.757 0.449
#> 350      0.536     -0.094      TRUE -0.630 0.510 -1.234 0.217
#> 351     -0.651     -0.742      TRUE -0.091 0.521 -0.174 0.862
#> 352      0.361      0.517      TRUE  0.156 0.519  0.300 0.764
#> 353     -0.507     -0.245      TRUE  0.261 0.498  0.525   0.6
#> 354     -0.110     -0.696      TRUE -0.586 0.506 -1.157 0.247
#> 355      0.245      0.348      TRUE  0.104 0.507  0.205 0.838
#> 356      0.577      0.285      TRUE -0.292 0.520 -0.561 0.574
#> 357     -0.622      0.090      TRUE  0.712 0.504  1.412 0.158
#> 358     -0.623     -1.047      TRUE -0.424 0.541 -0.783 0.434
#> 359     -0.126     -0.123      TRUE  0.003 0.491  0.005 0.996
#> 360     -0.331     -0.541      TRUE -0.210 0.501 -0.419 0.675
#> 361      0.907      1.350      TRUE  0.443 0.628  0.705 0.481
#> 362     -0.953     -0.782      TRUE  0.171 0.542  0.316 0.752
#> 363     -0.435     -0.367      TRUE  0.068 0.498  0.136 0.892
#> 364      1.016      1.235      TRUE  0.219 0.624  0.351 0.726
#> 365      0.658      1.240      TRUE  0.582 0.598  0.973 0.331
#> 366      0.032      0.293      TRUE  0.261 0.499  0.523 0.601
#> 367     -0.260      0.146      TRUE  0.406 0.495  0.821 0.412
#> 368     -1.969     -1.262      TRUE  0.707 0.683  1.034 0.301
#> 369      0.033     -0.114      TRUE -0.147 0.492 -0.299 0.765
#> 370     -0.291     -1.345      TRUE -1.053 0.560 -1.881  0.06
#> 371      0.853      1.792      TRUE  0.938 0.680  1.379 0.168
#> 372     -0.795     -0.555      TRUE  0.240 0.520  0.462 0.644
#> 373      1.167      0.998      TRUE -0.169 0.616 -0.274 0.784
#> 374     -0.748     -0.309      TRUE  0.439 0.511  0.860  0.39
#> 375      1.510      1.457      TRUE -0.052 0.700 -0.075  0.94
#> 376     -0.915     -1.257      TRUE -0.342 0.576 -0.594 0.552
#> 377      0.285      0.508      TRUE  0.223 0.516  0.432 0.666
#> 378      0.205     -0.132      TRUE -0.337 0.495 -0.681 0.496
#> 379      0.515      0.692      TRUE  0.177 0.538  0.330 0.742
#> 380      1.432      1.037      TRUE -0.395 0.649 -0.610 0.542
#> 381     -0.380      0.141      TRUE  0.521 0.497  1.049 0.294
#> 382     -0.171     -0.200      TRUE -0.029 0.491 -0.060 0.952
#> 383     -0.793     -0.899      TRUE -0.107 0.539 -0.198 0.843
#> 384     -0.537     -0.325      TRUE  0.212 0.501  0.424 0.672
#> 385      0.853      1.165      TRUE  0.311 0.603  0.516 0.606
#> 386      0.705      0.954      TRUE  0.249 0.572  0.436 0.663
#> 387     -0.763      0.374      TRUE  1.137 0.521  2.183 0.029
#> 388     -1.412     -1.763      TRUE -0.351 0.671 -0.523 0.601
#> 389     -0.303     -0.094      TRUE  0.209 0.492  0.424 0.672
#> 390     -0.230     -0.316      TRUE -0.086 0.493 -0.174 0.862
#> 391     -1.242     -0.136      TRUE  1.106 0.548  2.018 0.044
#> 392     -0.388     -0.515      TRUE -0.127 0.501 -0.252 0.801
#> 393     -0.916     -1.101      TRUE -0.184 0.562 -0.328 0.743
#> 394     -0.984     -0.841      TRUE  0.143 0.548  0.261 0.794
#> 395     -1.893     -1.620      TRUE  0.273 0.707  0.387 0.699
#> 396      0.453      0.275      TRUE -0.178 0.512 -0.347 0.729
#> 397      0.924      1.053      TRUE  0.130 0.598  0.217 0.828
#> 398     -0.963     -0.522      TRUE  0.441 0.531  0.831 0.406
#> 399     -1.915     -1.915      TRUE  0.000 0.742  0.000     1
#> 400      0.975      1.157      TRUE  0.182 0.613  0.297 0.766
#> 401     -0.455     -0.331      TRUE  0.124 0.498  0.249 0.804
#> 402     -1.375     -1.392      TRUE -0.016 0.627 -0.026 0.979
#> 403     -1.145     -1.611      TRUE -0.466 0.630 -0.740  0.46
#> 404     -0.218     -0.238      TRUE -0.020 0.492 -0.040 0.968
#> 405      0.659      1.134      TRUE  0.475 0.586  0.810 0.418
#> 406      1.332      0.462      TRUE -0.870 0.598 -1.455 0.146
#> 407     -1.443     -0.594      TRUE  0.849 0.579  1.468 0.142
#> 408     -0.043      0.586      TRUE  0.629 0.514  1.224 0.221
#> 409      0.766     -0.542      TRUE -1.308 0.534 -2.447 0.014
#> 410      0.356     -0.177      TRUE -0.534 0.501 -1.065 0.287
#> 411     -0.659     -0.701      TRUE -0.042 0.520 -0.081 0.935
#> 412     -0.175     -0.080      TRUE  0.096 0.491  0.195 0.845
#> 413      0.778      1.219      TRUE  0.440 0.604  0.730 0.465
#> 414     -1.330     -1.598      TRUE -0.268 0.644 -0.415 0.678
#> 415     -1.108     -1.482      TRUE -0.374 0.613 -0.611 0.541
#> 416     -0.356     -0.321      TRUE  0.035 0.495  0.070 0.944
#> 417      0.347     -0.493      TRUE -0.839 0.507 -1.655 0.098
#> 418      0.955      0.183      TRUE -0.772 0.547 -1.411 0.158
#> 419     -0.405     -0.164      TRUE  0.241 0.495  0.487 0.626
#> 420     -0.977     -0.879      TRUE  0.098 0.550  0.178 0.859
#> 421      0.513      1.063      TRUE  0.551 0.571  0.965 0.335
#> 422     -1.108     -1.445      TRUE -0.337 0.609 -0.554  0.58
#> 423      1.532      1.721      TRUE  0.189 0.733  0.258 0.797
#> 424     -0.015     -0.104      TRUE -0.090 0.491 -0.182 0.855
#> 425     -0.219      0.064      TRUE  0.283 0.493  0.575 0.565
#> 426      0.628      0.935      TRUE  0.306 0.565  0.542 0.587
#> 427     -1.235     -0.672      TRUE  0.562 0.560  1.004 0.315
#> 428      0.004     -0.426      TRUE -0.430 0.496 -0.867 0.386
#> 429      0.669      0.593      TRUE -0.076 0.541 -0.141 0.888
#> 430     -1.024     -0.907      TRUE  0.117 0.555  0.211 0.833
#> 431      1.812      1.812      TRUE  0.000 0.777  0.000     1
#> 432      0.522      0.167      TRUE -0.355 0.513 -0.692 0.489
#> 433      0.493      2.071      TRUE  1.577 0.700  2.253 0.024
#> 434      0.232      0.670      TRUE  0.438 0.525  0.835 0.404
#> 435      1.107      1.001      TRUE -0.106 0.610 -0.174 0.862
#> 436      0.238      0.158      TRUE -0.079 0.500 -0.158 0.874
#> 437      0.205     -0.048      TRUE -0.253 0.496 -0.510  0.61
#> 438     -0.158      0.057      TRUE  0.215 0.492  0.436 0.663
#> 439     -0.235     -0.545      TRUE -0.311 0.500 -0.621 0.534
#> 440      1.373      0.757      TRUE -0.616 0.620 -0.993 0.321
#> 441     -1.683     -1.415      TRUE  0.267 0.662  0.404 0.686
#> 442     -1.163     -0.870      TRUE  0.293 0.564  0.520 0.603
#> 443      0.708      0.045      TRUE -0.663 0.523 -1.267 0.205
#> 444     -1.758     -1.306      TRUE  0.452 0.661  0.685 0.494
#> 445      0.844     -0.169      TRUE -1.013 0.533 -1.900 0.057
#> 446     -1.361     -1.121      TRUE  0.240 0.601  0.399  0.69
#> 447     -0.146      0.378      TRUE  0.524 0.502  1.044 0.296
#> 448      0.687      0.591      TRUE -0.096 0.542 -0.177 0.859
#> 449      0.052     -0.475      TRUE -0.527 0.498 -1.059  0.29
#> 450      0.784      1.457      TRUE  0.674 0.632  1.066 0.286
#> 451     -1.562     -1.351      TRUE  0.211 0.642  0.329 0.742
#> 452     -0.173     -0.113      TRUE  0.060 0.491  0.121 0.903
#> 453      1.093      1.635      TRUE  0.543 0.679  0.800 0.424
#> 454      1.414      1.361      TRUE -0.052 0.678 -0.077 0.938
#> 455      0.885      1.387      TRUE  0.502 0.631  0.796 0.426
#> 456     -1.588     -1.583      TRUE  0.004 0.668  0.007 0.995
#> 457      0.386      0.432      TRUE  0.046 0.516  0.090 0.928
#> 458     -0.863      0.034      TRUE  0.897 0.517  1.734 0.083
#> 459     -0.863     -1.168      TRUE -0.305 0.564 -0.540 0.589
#> 460      2.071      1.536      TRUE -0.535 0.778 -0.687 0.492
#> 461     -0.301     -1.018      TRUE -0.716 0.529 -1.353 0.176
#> 462      0.038      0.419      TRUE  0.380 0.505  0.753 0.452
#> 463     -0.176     -0.023      TRUE  0.153 0.491  0.312 0.755
#> 464      0.715      1.751      TRUE  1.036 0.666  1.556  0.12
#> 465     -0.197     -0.146      TRUE  0.052 0.491  0.105 0.916
#> 466     -0.206     -1.330      TRUE -1.124 0.557 -2.017 0.044
#> 467     -1.435     -1.297      TRUE  0.138 0.624  0.221 0.825
#> 468     -1.583     -1.798      TRUE -0.215 0.692 -0.311 0.756
#> 469      1.484      1.751      TRUE  0.267 0.732  0.365 0.715
#> 470      1.198      0.289      TRUE -0.910 0.576 -1.580 0.114
#> 471      0.292      0.496      TRUE  0.205 0.515  0.397 0.691
#> 472     -0.102      0.893      TRUE  0.995 0.538  1.851 0.064
#> 473      0.786      0.175      TRUE -0.611 0.532 -1.148 0.251
#> 474     -0.387     -0.482      TRUE -0.095 0.500 -0.190  0.85
#> 475     -1.251     -0.800      TRUE  0.451 0.568  0.794 0.427
#> 476      1.320      0.911      TRUE -0.408 0.625 -0.653 0.514
#> 477     -1.213     -1.020      TRUE  0.193 0.579  0.332  0.74
#> 478     -1.681     -1.387      TRUE  0.294 0.659  0.445 0.656
#> 479      0.481      1.395      TRUE  0.914 0.607  1.507 0.132
#> 480     -0.319     -0.916      TRUE -0.597 0.522 -1.145 0.252
#> 481     -0.865     -0.521      TRUE  0.344 0.524  0.657 0.511
#> 482      2.071      2.071      TRUE  0.000 0.840  0.000     1
#> 483     -0.516     -0.442      TRUE  0.074 0.503  0.148 0.882
#> 484     -1.824     -1.578      TRUE  0.245 0.694  0.353 0.724
#> 485      0.914      0.339      TRUE -0.575 0.548 -1.049 0.294
#> 486      0.870      0.904      TRUE  0.034 0.580  0.059 0.953
#> 487     -0.295      0.221      TRUE  0.516 0.497  1.037   0.3
#> 488     -0.378     -0.851      TRUE -0.473 0.518 -0.912 0.362
#> 489      0.244      1.042      TRUE  0.798 0.557  1.432 0.152
#> 490      0.154     -0.234      TRUE -0.387 0.495 -0.783 0.434
#> 491      0.540     -0.069      TRUE -0.609 0.511 -1.192 0.233
#> 492      1.792      1.457      TRUE -0.334 0.734 -0.455 0.649
#> 493      0.483     -0.041      TRUE -0.524 0.508 -1.033 0.302
#> 494      0.043     -0.823      TRUE -0.866 0.515 -1.683 0.092
#> 495     -1.119     -1.143      TRUE -0.023 0.581 -0.040 0.968
#> 496      0.009      0.214      TRUE  0.205 0.496  0.413 0.679
#> 497      0.409      0.540      TRUE  0.130 0.523  0.249 0.803
#> 498      1.751      1.405      TRUE -0.346 0.723 -0.478 0.633
#> 499     -0.768     -0.443      TRUE  0.325 0.515  0.631 0.528
#> 500      2.071      2.071      TRUE  0.000 0.840  0.000     1
#> 501     -0.859     -0.647      TRUE  0.212 0.528  0.401 0.688
#> 502      1.255      1.567      TRUE  0.312 0.685  0.455 0.649
#> 503     -0.145     -0.104      TRUE  0.041 0.491  0.084 0.933
#> 504      0.154      0.337      TRUE  0.183 0.503  0.364 0.716
#> 505     -0.431      0.421      TRUE  0.852 0.508  1.676 0.094
#> 506     -0.295     -0.045      TRUE  0.250 0.492  0.508 0.611
#> 507     -0.226     -0.469      TRUE -0.243 0.497 -0.489 0.625
#> 508     -0.819     -0.959      TRUE -0.140 0.545 -0.258 0.797
#> 509      0.725      0.489      TRUE -0.237 0.539 -0.439 0.661
#> 510      0.771      0.210      TRUE -0.561 0.532 -1.055 0.292
#> 511      0.365      0.481      TRUE  0.116 0.518  0.224 0.823
#> 512     -1.893     -2.281      TRUE -0.388 0.783 -0.495  0.62
#> 513     -1.070     -0.113      TRUE  0.957 0.532  1.799 0.072
#> 514     -1.057     -1.353      TRUE -0.297 0.595 -0.498 0.618
#> 515      0.735      0.246      TRUE -0.489 0.530 -0.924 0.356
#> 516      1.821      1.585      TRUE -0.236 0.752 -0.314 0.753
#> 517      1.048      0.962      TRUE -0.086 0.601 -0.143 0.886
#> 518     -0.663     -0.882      TRUE -0.219 0.531 -0.413  0.68
#> 519     -0.145      0.656      TRUE  0.801 0.518  1.545 0.122
#> 520      0.033     -1.102      TRUE -1.135 0.536 -2.117 0.034
#> 521     -0.620     -0.179      TRUE  0.441 0.503  0.878  0.38
#> 522     -1.305     -1.177      TRUE  0.128 0.600  0.213 0.832
#> 523     -0.025     -0.311      TRUE -0.286 0.493 -0.580 0.562
#> 524      0.807      0.150      TRUE -0.657 0.533 -1.232 0.218
#> 525      0.968      0.947      TRUE -0.021 0.592 -0.036 0.971
#> 526      0.516      0.301      TRUE -0.215 0.517 -0.416 0.677
#> 527      0.045      0.294      TRUE  0.249 0.500  0.498 0.619
#> 528      1.071      0.791      TRUE -0.280 0.589 -0.476 0.634
#> 529     -0.696     -0.184      TRUE  0.512 0.506  1.011 0.312
#> 530      0.053      0.008      TRUE -0.045 0.493 -0.091 0.927
#> 531     -0.642     -0.937      TRUE -0.295 0.534 -0.553 0.581
#> 532      0.113      1.162      TRUE  1.049 0.567  1.850 0.064
#> 533     -0.019      0.819      TRUE  0.838 0.531  1.577 0.115
#> 534      0.900      0.564      TRUE -0.336 0.558 -0.603 0.547
#> 535      1.000      0.499      TRUE -0.502 0.564 -0.890 0.373
#> 536     -0.428      0.716      TRUE  1.143 0.527  2.170  0.03
#> 537      1.751      1.035      TRUE -0.716 0.689 -1.040 0.299
#> 538      0.606      0.520      TRUE -0.086 0.533 -0.161 0.872
#> 539     -0.224     -0.504      TRUE -0.280 0.498 -0.563 0.574
#> 540     -0.133     -0.323      TRUE -0.190 0.493 -0.386   0.7
#> 541      2.071      1.812      TRUE -0.258 0.809 -0.319 0.749
#> 542      1.390      1.510      TRUE  0.120 0.692  0.173 0.863
#> 543     -0.064     -0.395      TRUE -0.332 0.494 -0.671 0.502
#> 544      1.592      2.071      TRUE  0.478 0.784  0.610 0.542
#> 545      0.269     -0.098      TRUE -0.367 0.498 -0.738  0.46
#> 546     -0.256      0.536      TRUE  0.792 0.511  1.550 0.121
#> 547     -0.598     -0.452      TRUE  0.146 0.507  0.289 0.773
#> 548     -0.273     -0.029      TRUE  0.244 0.492  0.496  0.62
#> 549      0.627     -0.198      TRUE -0.825 0.517 -1.597  0.11
#> 550     -1.095     -1.137      TRUE -0.042 0.578 -0.073 0.942
#> 551     -0.978     -0.793      TRUE  0.186 0.544  0.341 0.733
#> 552     -0.834     -0.743      TRUE  0.090 0.532  0.170 0.865
#> 553     -0.393      0.365      TRUE  0.758 0.505  1.502 0.133
#> 554     -0.524     -0.802      TRUE -0.278 0.520 -0.535 0.593
#> 555      0.285     -0.071      TRUE -0.356 0.498 -0.715 0.474
#> 556      0.656      0.738      TRUE  0.081 0.550  0.148 0.882
#> 557     -0.350      0.293      TRUE  0.643 0.501  1.284 0.199
#> 558      0.153      0.461      TRUE  0.309 0.509  0.606 0.545
#> 559      0.175      0.305      TRUE  0.130 0.503  0.258 0.796
#> 560     -1.168     -0.974      TRUE  0.194 0.572  0.339 0.735
#> 561      0.294      0.623      TRUE  0.329 0.523  0.629 0.529
#> 562     -0.015      0.437      TRUE  0.451 0.505  0.894 0.372
#> 563      0.473     -0.037      TRUE -0.510 0.507 -1.006 0.315
#> 564     -2.029     -1.416      TRUE  0.613 0.704  0.871 0.384
#> 565      0.276      0.584      TRUE  0.309 0.520  0.593 0.553
#> 566      0.860      0.657      TRUE -0.202 0.560 -0.361 0.718
#> 567     -0.414     -0.556      TRUE -0.142 0.504 -0.282 0.778
#> 568      0.778      0.972      TRUE  0.194 0.579  0.336 0.737
#> 569      1.751      1.719      TRUE -0.032 0.759 -0.043 0.966
#> 570      0.385      0.152      TRUE -0.233 0.506 -0.461 0.645
#> 571      0.890      0.533      TRUE -0.357 0.555 -0.642 0.521
#> 572     -1.025     -0.771      TRUE  0.255 0.547  0.466 0.642
#> 573     -1.763     -1.475      TRUE  0.288 0.677  0.426  0.67
#> 574      1.635      0.368      TRUE -1.268 0.633 -2.001 0.045
#> 575     -1.408     -1.969      TRUE -0.561 0.696 -0.807  0.42
#> 576      1.223      1.491      TRUE  0.268 0.673  0.398 0.691
#> 577     -1.526     -1.573      TRUE -0.047 0.661 -0.071 0.944
#> 578      1.719      1.233      TRUE -0.486 0.702 -0.692 0.489
#> 579      0.376      0.353      TRUE -0.023 0.512 -0.046 0.963
#> 580      2.071      0.601      TRUE -1.469 0.705 -2.084 0.037
#> 581     -0.696     -0.903      TRUE -0.206 0.534 -0.386 0.699
#> 582      1.160      1.295      TRUE  0.135 0.644  0.209 0.834
#> 583     -0.540     -0.893      TRUE -0.353 0.526 -0.672 0.502
#> 584     -0.800     -1.361      TRUE -0.560 0.579 -0.967 0.333
#> 585      0.868      0.075      TRUE -0.792 0.537 -1.476  0.14
#> 586      0.313      0.528      TRUE  0.215 0.518  0.415 0.678
#> 587      1.431      1.152      TRUE -0.279 0.659 -0.423 0.672
#> 588     -0.238     -0.530      TRUE -0.292 0.499 -0.586 0.558
#> 589      0.348     -0.057      TRUE -0.404 0.501 -0.807 0.419
#> 590      0.169      0.506      TRUE  0.337 0.512  0.658  0.51
#> 591     -0.304      0.033      TRUE  0.336 0.493  0.682 0.495
#> 592      0.106      0.772      TRUE  0.666 0.529  1.258 0.208
#> 593      1.009      0.639      TRUE -0.370 0.572 -0.647 0.518
#> 594     -1.096     -1.583      TRUE -0.487 0.623 -0.782 0.434
#> 595     -0.565     -0.338      TRUE  0.228 0.502  0.453  0.65
#> 596      0.062     -0.082      TRUE -0.145 0.492 -0.294 0.769
#> 597     -0.344     -0.035      TRUE  0.310 0.493  0.628  0.53
#> 598     -0.279      0.236      TRUE  0.515 0.498  1.035 0.301
#> 599      0.472      0.296      TRUE -0.176 0.514 -0.342 0.733
#> 600      0.258      0.986      TRUE  0.728 0.552  1.318 0.187
#> 601      0.750      1.596      TRUE  0.846 0.647  1.307 0.191
#> 602     -0.017     -0.383      TRUE -0.366 0.494 -0.740 0.459
#> 603     -0.998     -1.433      TRUE -0.435 0.599 -0.726 0.468
#> 604     -0.579     -0.225      TRUE  0.354 0.501  0.707  0.48
#> 605     -0.658     -1.597      TRUE -0.939 0.599 -1.568 0.117
#> 606     -1.816     -0.707      TRUE  1.109 0.628  1.764 0.078
#> 607     -0.005     -0.553      TRUE -0.548 0.500 -1.095 0.274
#> 608      0.732      0.638      TRUE -0.093 0.549 -0.170 0.865
#> 609      0.032      0.111      TRUE  0.079 0.494  0.161 0.872
#> 610      0.269     -0.614      TRUE -0.883 0.509 -1.736 0.083
#> 611      0.475      0.160      TRUE -0.315 0.510 -0.618 0.537
#> 612      0.017     -0.125      TRUE -0.142 0.491 -0.289 0.773
#> 613      0.062      0.384      TRUE  0.322 0.504  0.639 0.523
#> 614     -0.960     -0.727      TRUE  0.233 0.539  0.431 0.666
#> 615      0.168      0.313      TRUE  0.144 0.503  0.287 0.774
#> 616     -1.349     -2.029      TRUE -0.680 0.698 -0.974  0.33
#> 617     -1.148     -0.799      TRUE  0.349 0.559  0.624 0.533
#> 618     -0.946     -1.011      TRUE -0.066 0.557 -0.118 0.906
#> 619      0.770      1.224      TRUE  0.454 0.603  0.753 0.451
#> 620     -1.271     -0.867      TRUE  0.404 0.574  0.703 0.482
#> 621      1.812      1.053      TRUE -0.759 0.698 -1.087 0.277
#> 622      0.293      0.105      TRUE -0.188 0.501 -0.375 0.708
#> 623      1.264      1.792      TRUE  0.527 0.714  0.738 0.461
#> 624     -0.603     -0.968      TRUE -0.365 0.534 -0.683 0.495
#> 625     -0.219     -0.155      TRUE  0.065 0.491  0.131 0.895
#> 626     -0.932     -1.183      TRUE -0.251 0.570 -0.440  0.66
#> 627     -1.073     -1.143      TRUE -0.070 0.577 -0.121 0.903
#> 628     -1.308     -1.969      TRUE -0.660 0.687 -0.961 0.336
#> 629     -0.682     -0.538      TRUE  0.144 0.513  0.281 0.779
#> 630     -0.454      0.321      TRUE  0.775 0.505  1.536 0.125
#> 631      0.539      1.387      TRUE  0.848 0.608  1.393 0.164
#> 632     -0.505     -1.171      TRUE -0.666 0.548 -1.216 0.224
#> 633      0.762      1.094      TRUE  0.331 0.589  0.562 0.574
#> 634      0.440      0.509      TRUE  0.069 0.523  0.131 0.896
#> 635      0.786      0.079      TRUE -0.706 0.530 -1.333 0.182
#> 636      0.406     -0.148      TRUE -0.553 0.503 -1.099 0.272
#> 637     -0.784     -0.575      TRUE  0.209 0.521  0.401 0.689
#> 638      0.110     -0.511      TRUE -0.621 0.500 -1.242 0.214
#> 639     -0.640     -0.752      TRUE -0.112 0.521 -0.215  0.83
#> 640     -1.427     -1.765      TRUE -0.338 0.672 -0.503 0.615
#> 641     -0.247     -0.548      TRUE -0.301 0.500 -0.603 0.547
#> 642     -0.604     -0.716      TRUE -0.113 0.518 -0.217 0.828
#> 643      1.115      0.913      TRUE -0.202 0.603 -0.335 0.738
#> 644      0.324      0.456      TRUE  0.133 0.514  0.258 0.797
#> 645      0.291      0.742      TRUE  0.451 0.532  0.848 0.396
#> 646     -1.765     -1.492      TRUE  0.273 0.679  0.402 0.688
#> 647      1.457      0.567      TRUE -0.890 0.619 -1.438  0.15
#> 648     -0.909     -0.734      TRUE  0.175 0.536  0.327 0.744
#> 649     -0.766     -1.265      TRUE -0.499 0.568 -0.879  0.38
#> 650      1.818      1.265      TRUE -0.553 0.718 -0.770 0.441
#> 651     -0.496     -0.973      TRUE -0.477 0.531 -0.898 0.369
#> 652     -0.061      0.169      TRUE  0.230 0.495  0.465 0.642
#> 653     -0.707     -0.186      TRUE  0.521 0.507  1.029 0.304
#> 654     -1.269     -0.899      TRUE  0.370 0.576  0.643  0.52
#> 655     -0.879     -1.010      TRUE -0.131 0.552 -0.237 0.813
#> 656     -0.834     -1.054      TRUE -0.220 0.553 -0.398 0.691
#> 657      0.390      0.058      TRUE -0.332 0.504 -0.659  0.51
#> 658     -0.248      0.390      TRUE  0.638 0.503  1.267 0.205
#> 659      1.508      1.017      TRUE -0.491 0.656 -0.748 0.455
#> 660      0.104     -0.541      TRUE -0.646 0.501 -1.288 0.198
#> 661     -0.195     -0.599      TRUE -0.404 0.502 -0.806  0.42
#> 662      1.812      1.442      TRUE -0.370 0.735 -0.504 0.614
#> 663      0.164      0.654      TRUE  0.491 0.522  0.941 0.347
#> 664      1.068      1.807      TRUE  0.739 0.699  1.057 0.291
#> 665      0.038      0.695      TRUE  0.656 0.522  1.257 0.209
#> 666      0.297      0.556      TRUE  0.259 0.519  0.499 0.618
#> 667     -0.242      0.268      TRUE  0.511 0.498  1.025 0.305
#> 668      0.118      0.295      TRUE  0.177 0.501  0.353 0.724
#> 669     -0.532      0.061      TRUE  0.593 0.500  1.186 0.236
#> 670     -0.546     -0.902      TRUE -0.356 0.527 -0.675   0.5
#> 671      0.288      0.083      TRUE -0.205 0.500 -0.410 0.682
#> 672      0.001     -0.191      TRUE -0.193 0.492 -0.392 0.695
#> 673     -0.323      0.029      TRUE  0.351 0.494  0.711 0.477
#> 674      0.096      0.683      TRUE  0.587 0.522  1.124 0.261
#> 675     -0.559     -0.036      TRUE  0.523 0.500  1.045 0.296
#> 676     -1.074     -1.812      TRUE -0.737 0.649 -1.136 0.256
#> 677      0.595      1.077      TRUE  0.482 0.576  0.835 0.403
#> 678     -0.295     -0.479      TRUE -0.184 0.498 -0.370 0.712
#> 679     -0.008      0.060      TRUE  0.068 0.493  0.138  0.89
#> 680      1.020      1.005      TRUE -0.015 0.602 -0.025  0.98
#> 681      1.792      1.673      TRUE -0.119 0.758 -0.157 0.876
#> 682     -0.169     -0.170      TRUE -0.001 0.491 -0.001 0.999
#> 683      1.649      1.459      TRUE -0.190 0.717 -0.265 0.791
#> 684     -1.245     -1.744      TRUE -0.499 0.654 -0.763 0.445
#> 685      0.262     -0.117      TRUE -0.379 0.497 -0.763 0.446
#> 686      0.955      0.447      TRUE -0.508 0.557 -0.913 0.361
#> 687     -0.186     -0.209      TRUE -0.022 0.491 -0.045 0.964
#> 688     -0.707     -0.689      TRUE  0.018 0.521  0.035 0.972
#> 689     -1.197     -1.500      TRUE -0.303 0.622 -0.487 0.627
#> 690      0.732      0.890      TRUE  0.158 0.568  0.279  0.78
#> 691      0.284      0.483      TRUE  0.199 0.514  0.387 0.699
#> 692     -1.137     -0.346      TRUE  0.791 0.540  1.464 0.143
#> 693     -0.005     -0.234      TRUE -0.229 0.492 -0.466 0.641
#> 694      0.290     -0.317      TRUE -0.606 0.500 -1.213 0.225
#> 695      1.045      1.087      TRUE  0.043 0.612  0.070 0.945
#> 696      0.710      0.250      TRUE -0.460 0.528 -0.870 0.384
#> 697     -0.289     -0.190      TRUE  0.098 0.492  0.199 0.842
#> 698     -1.304     -1.053      TRUE  0.251 0.590  0.424 0.671
#> 699     -1.005     -1.508      TRUE -0.503 0.608 -0.827 0.408
#> 700     -0.270      0.424      TRUE  0.694 0.505  1.374  0.17
#> 701     -1.736     -1.163      TRUE  0.573 0.646  0.886 0.375
#> 702      0.301      0.030      TRUE -0.271 0.500 -0.542 0.588
#> 703      0.324      0.014      TRUE -0.310 0.500 -0.619 0.536
#> 704      0.135      0.289      TRUE  0.154 0.501  0.308 0.758
#> 705      0.861      1.192      TRUE  0.331 0.607  0.546 0.585
#> 706      0.641      1.305      TRUE  0.664 0.604  1.099 0.272
#> 707     -0.982     -2.035      TRUE -1.053 0.672 -1.568 0.117
#> 708      0.491      0.502      TRUE  0.011 0.525  0.021 0.983
#> 709      0.402      1.147      TRUE  0.745 0.574  1.298 0.194
#> 710     -0.510     -0.687      TRUE -0.177 0.513 -0.346 0.729
#> 711      1.246      2.071      TRUE  0.824 0.750  1.099 0.272
#> 712     -0.346     -0.818      TRUE -0.472 0.516 -0.915  0.36
#> 713      0.206      0.173      TRUE -0.034 0.499 -0.067 0.946
#> 714     -1.492     -0.993      TRUE  0.500 0.605  0.825 0.409
#> 715     -0.807     -1.411      TRUE -0.604 0.585 -1.032 0.302
#> 716      0.830      0.799      TRUE -0.031 0.568 -0.054 0.957
#> 717     -0.125     -0.389      TRUE -0.264 0.494 -0.534 0.593
#> 718     -0.418      0.217      TRUE  0.635 0.500  1.270 0.204
#> 719      1.450      0.717      TRUE -0.733 0.627 -1.171 0.242
#> 720     -0.862     -0.975      TRUE -0.113 0.548 -0.206 0.837
#> 721      0.077     -0.378      TRUE -0.456 0.496 -0.919 0.358
#> 722     -0.675     -0.732      TRUE -0.057 0.522 -0.109 0.913
#> 723      1.115      1.451      TRUE  0.337 0.658  0.512 0.609
#> 724     -0.781      0.525      TRUE  1.306 0.529  2.468 0.014
#> 725     -0.311     -0.559      TRUE -0.248 0.501 -0.495  0.62
#> 726     -1.302     -1.183      TRUE  0.119 0.600  0.199 0.843
#> 727     -1.147     -1.318      TRUE -0.171 0.599 -0.285 0.775
#> 728     -0.194     -0.134      TRUE  0.060 0.491  0.123 0.902
#> 729     -0.757     -0.840      TRUE -0.083 0.533 -0.155 0.877
#> 730     -0.125     -0.232      TRUE -0.107 0.491 -0.219 0.827
#> 731      0.469      0.948      TRUE  0.479 0.557  0.860  0.39
#> 732     -1.818     -1.338      TRUE  0.480 0.671  0.716 0.474
#> 733     -0.102     -0.401      TRUE -0.299 0.494 -0.604 0.546
#> 734      1.158      0.169      TRUE -0.989 0.568 -1.742 0.081
#> 735      0.140      0.067      TRUE -0.073 0.495 -0.147 0.883
#> 736      0.029     -0.032      TRUE -0.060 0.492 -0.123 0.902
#> 737      0.434      0.363      TRUE -0.072 0.515 -0.139 0.889
#> 738      0.309      0.271      TRUE -0.037 0.506 -0.074 0.941
#> 739     -0.648     -0.541      TRUE  0.106 0.512  0.208 0.835
#> 740     -0.161     -0.644      TRUE -0.483 0.504 -0.958 0.338
#> 741     -0.496     -1.173      TRUE -0.678 0.547 -1.237 0.216
#> 742     -0.513     -0.581      TRUE -0.068 0.508 -0.134 0.894
#> 743      2.071      1.513      TRUE -0.557 0.776 -0.718 0.473
#> 744     -0.023     -0.174      TRUE -0.152 0.491 -0.309 0.757
#> 745      0.055     -0.005      TRUE -0.060 0.493 -0.122 0.903
#> 746      1.488      1.719      TRUE  0.230 0.728  0.316 0.752
#> 747     -0.444     -0.504      TRUE -0.060 0.502 -0.120 0.905
#> 748      1.025      1.234      TRUE  0.209 0.625  0.335 0.738
#> 749     -0.608     -0.435      TRUE  0.173 0.506  0.341 0.733
#> 750      2.071      1.435      TRUE -0.636 0.768 -0.827 0.408
#> 751     -0.391     -0.462      TRUE -0.071 0.500 -0.142 0.887
#> 752     -0.517     -0.171      TRUE  0.346 0.498  0.694 0.487
#> 753      0.193      0.570      TRUE  0.377 0.517  0.730 0.465
#> 754      0.649      1.076      TRUE  0.427 0.580  0.737 0.461
#> 755     -0.255     -0.023      TRUE  0.232 0.492  0.471 0.638
#> 756      0.008     -0.459      TRUE -0.467 0.497 -0.939 0.347
#> 757     -1.969     -1.631      TRUE  0.337 0.717  0.471 0.638
#> 758     -1.147     -0.934      TRUE  0.212 0.567  0.374 0.708
#> 759      0.324      0.729      TRUE  0.405 0.532  0.762 0.446
#> 760      0.813      1.129      TRUE  0.316 0.597  0.529 0.597
#> 761     -0.662     -1.162      TRUE -0.500 0.553 -0.905 0.366
#> 762      1.212     -0.137      TRUE -1.350 0.571 -2.364 0.018
#> 763      0.306      0.426      TRUE  0.120 0.512  0.235 0.814
#> 764      0.447      0.869      TRUE  0.422 0.549  0.769 0.442
#> 765      0.278      0.596      TRUE  0.317 0.521  0.609 0.543
#> 766      0.285      0.503      TRUE  0.218 0.516  0.423 0.672
#> 767      1.162      0.731      TRUE -0.431 0.594 -0.726 0.468
#> 768     -1.622     -1.824      TRUE -0.201 0.699 -0.288 0.774
#> 769      1.457      0.998      TRUE -0.460 0.648 -0.709 0.478
#> 770      1.812      2.071      TRUE  0.258 0.809  0.319 0.749
#> 771     -1.476     -1.170      TRUE  0.306 0.617  0.496  0.62
#> 772      1.143      0.069      TRUE -1.074 0.564 -1.903 0.057
#> 773      0.827      0.941      TRUE  0.115 0.579  0.198 0.843
#> 774      0.516      0.639      TRUE  0.122 0.535  0.229 0.819
#> 775     -1.273     -1.969      TRUE -0.696 0.684 -1.018 0.309
#> 776      1.385      0.778      TRUE -0.606 0.623 -0.974  0.33
#> 777      0.303      0.398      TRUE  0.095 0.511  0.186 0.852
#> 778      0.260      0.599      TRUE  0.339 0.521  0.652 0.515
#> 779     -1.046     -0.973      TRUE  0.074 0.561  0.131 0.896
#> 780     -0.343     -0.467      TRUE -0.124 0.499 -0.249 0.804
#> 781      2.071      1.328      TRUE -0.742 0.758 -0.980 0.327
#> 782      0.282     -0.173      TRUE -0.455 0.498 -0.913 0.361
#> 783     -1.611     -2.035      TRUE -0.424 0.723 -0.587 0.557
#> 784     -0.616     -0.882      TRUE -0.267 0.529 -0.504 0.614
#> 785      0.626      0.425      TRUE -0.202 0.529 -0.381 0.703
#> 786      0.156     -0.102      TRUE -0.258 0.494 -0.522 0.602
#> 787      0.531      0.217      TRUE -0.314 0.515 -0.610 0.542
#> 788      0.315      0.496      TRUE  0.180 0.516  0.349 0.727
#> 789     -0.249      0.269      TRUE  0.518 0.498  1.039 0.299
#> 790     -0.019     -0.557      TRUE -0.538 0.500 -1.077 0.282
#> 791     -0.183     -0.303      TRUE -0.120 0.492 -0.244 0.807
#> 792      0.389      0.643      TRUE  0.253 0.529  0.479 0.632
#> 793     -0.551     -1.051      TRUE -0.500 0.539 -0.928 0.354
#> 794      1.696      1.394      TRUE -0.302 0.715 -0.422 0.673
#> 795      0.291      0.340      TRUE  0.049 0.508  0.097 0.923
#> 796      0.578      0.735      TRUE  0.158 0.545  0.289 0.772
#> 797     -0.191     -0.661      TRUE -0.470 0.505 -0.932 0.351
#> 798     -0.696     -1.212      TRUE -0.515 0.559 -0.922 0.357
#> 799     -0.726     -1.457      TRUE -0.731 0.586 -1.248 0.212
#> 800     -1.144     -0.448      TRUE  0.697 0.543  1.282   0.2
#> 801      2.071      1.328      TRUE -0.742 0.758 -0.980 0.327
#> 802     -1.215     -0.893      TRUE  0.321 0.570  0.563 0.573
#> 803      1.394      1.117      TRUE -0.277 0.651 -0.425 0.671
#> 804      0.099      0.412      TRUE  0.313 0.506  0.620 0.536
#> 805     -0.416     -0.608      TRUE -0.192 0.506 -0.380 0.704
#> 806     -0.761     -1.132      TRUE -0.370 0.555 -0.667 0.505
#> 807     -0.959     -0.633      TRUE  0.326 0.535  0.610 0.542
#> 808     -0.344     -0.190      TRUE  0.154 0.493  0.312 0.755
#> 809     -0.026      0.104      TRUE  0.130 0.493  0.264 0.792
#> 810     -1.196     -0.482      TRUE  0.714 0.549  1.300 0.194
#> 811     -1.090     -0.893      TRUE  0.198 0.560  0.354 0.724
#> 812      0.146      0.180      TRUE  0.034 0.498  0.069 0.945
#> 813      1.402      2.071      TRUE  0.669 0.765  0.874 0.382
#> 814     -0.654     -0.827      TRUE -0.172 0.527 -0.327 0.744
#> 815      0.576      0.365      TRUE -0.211 0.523 -0.403 0.687
#> 816      0.079      0.164      TRUE  0.086 0.496  0.173 0.862
#> 817     -0.587     -0.554      TRUE  0.033 0.510  0.066 0.948
#> 818      1.052      1.635      TRUE  0.583 0.675  0.864 0.388
#> 819     -0.930     -1.437      TRUE -0.507 0.595 -0.851 0.395
#> 820      1.229      0.534      TRUE -0.694 0.590 -1.178 0.239
#> 821      0.084      0.407      TRUE  0.323 0.505  0.639 0.523
#> 822     -0.127     -0.254      TRUE -0.128 0.492 -0.259 0.795
#> 823     -0.037      0.946      TRUE  0.983 0.543  1.811  0.07
#> 824     -0.061      0.177      TRUE  0.238 0.495  0.482  0.63
#> 825     -0.548      0.402      TRUE  0.949 0.511  1.856 0.063
#> 826      0.224      0.512      TRUE  0.288 0.514  0.561 0.575
#> 827      0.447     -0.181      TRUE -0.628 0.506 -1.243 0.214
#> 828      0.421      0.286      TRUE -0.136 0.511 -0.265 0.791
#> 829     -0.481      0.283      TRUE  0.765 0.504  1.517 0.129
#> 830     -0.048      0.094      TRUE  0.142 0.493  0.288 0.773
#> 831     -0.889     -0.761      TRUE  0.128 0.536  0.239 0.811
#> 832     -0.946     -0.820      TRUE  0.125 0.544  0.230 0.818
#> 833      0.792      0.990      TRUE  0.198 0.581  0.340 0.734
#> 834     -0.963     -0.241      TRUE  0.723 0.524  1.379 0.168
#> 835     -0.048     -1.248      TRUE -1.200 0.549 -2.187 0.029
#> 836      0.596      0.832      TRUE  0.236 0.554  0.425 0.671
#> 837     -1.598     -0.756      TRUE  0.842 0.604  1.394 0.163
#> 838     -2.038     -2.281      TRUE -0.243 0.799 -0.304 0.761
#> 839      1.721      1.807      TRUE  0.086 0.766  0.112  0.91
#> 840     -0.873     -0.677      TRUE  0.196 0.531  0.369 0.712
#> 841      0.928      0.470      TRUE -0.459 0.555 -0.826 0.409
#> 842      1.491      1.319      TRUE -0.172 0.683 -0.252 0.801
#> 843      1.471      1.108      TRUE -0.363 0.660 -0.551 0.582
#> 844      0.048     -0.104      TRUE -0.152 0.492 -0.309 0.758
#> 845      1.012      0.820      TRUE -0.192 0.585 -0.328 0.743
#> 846     -0.131      0.040      TRUE  0.172 0.492  0.349 0.727
#> 847      0.710      0.855      TRUE  0.145 0.563  0.257 0.797
#> 848      0.868     -0.051      TRUE -0.919 0.535 -1.716 0.086
#> 849      1.331      0.664      TRUE -0.667 0.609 -1.096 0.273
#> 850      0.327      0.839      TRUE  0.512 0.541  0.947 0.344
#> 851      0.979      1.193      TRUE  0.214 0.617  0.348 0.728
#> 852      0.462      0.892      TRUE  0.430 0.552  0.780 0.435
#> 853     -0.568     -0.425      TRUE  0.143 0.504  0.284 0.777
#> 854      0.528      0.882      TRUE  0.354 0.554  0.639 0.523
#> 855      0.397      0.056      TRUE -0.340 0.504 -0.675   0.5
#> 856     -0.901     -0.753      TRUE  0.148 0.537  0.275 0.783
#> 857     -0.624     -0.574      TRUE  0.050 0.512  0.098 0.922
#> 858     -0.640      0.238      TRUE  0.878 0.509  1.725 0.085
#> 859      1.374      1.571      TRUE  0.197 0.698  0.283 0.777
#> 860      0.286      0.347      TRUE  0.062 0.508  0.121 0.903
#> 861     -0.025     -0.032      TRUE -0.007 0.491 -0.015 0.988
#> 862     -0.127     -0.897      TRUE -0.770 0.519 -1.484 0.138
#> 863     -0.335     -0.493      TRUE -0.158 0.499 -0.316 0.752
#> 864     -0.148     -0.516      TRUE -0.368 0.498 -0.739  0.46
#> 865      0.602      0.257      TRUE -0.344 0.521 -0.662 0.508
#> 866      0.087     -0.291      TRUE -0.379 0.494 -0.767 0.443
#> 867     -0.124      0.133      TRUE  0.257 0.494  0.521 0.602
#> 868      1.221      0.131      TRUE -1.090 0.574 -1.898 0.058
#> 869     -0.753     -0.577      TRUE  0.176 0.519  0.339 0.735
#> 870     -1.273     -1.349      TRUE -0.076 0.613 -0.124 0.902
#> 871      1.009      0.650      TRUE -0.359 0.573 -0.627 0.531
#> 872     -0.698     -1.415      TRUE -0.718 0.580 -1.237 0.216
#> 873     -1.121     -0.771      TRUE  0.350 0.555  0.631 0.528
#> 874      0.205      0.319      TRUE  0.114 0.504  0.227 0.821
#> 875      0.432      0.182      TRUE -0.251 0.509 -0.493 0.622
#> 876      0.939      0.331      TRUE -0.609 0.550 -1.107 0.268
#> 877      0.154      0.233      TRUE  0.078 0.500  0.157 0.876
#> 878     -0.833     -0.787      TRUE  0.047 0.534  0.088  0.93
#> 879     -0.382      0.384      TRUE  0.766 0.505  1.516  0.13
#> 880      0.730      1.279      TRUE  0.549 0.607  0.905 0.366
#> 881     -0.702     -0.145      TRUE  0.557 0.506  1.099 0.272
#> 882     -1.754     -1.969      TRUE -0.215 0.730 -0.295 0.768
#> 883      0.344      1.341      TRUE  0.997 0.594  1.678 0.093
#> 884      1.252      1.432      TRUE  0.181 0.669  0.270 0.787
#> 885     -0.223     -0.130      TRUE  0.092 0.491  0.188 0.851
#> 886      1.394      1.807      TRUE  0.413 0.729  0.566 0.572
#> 887      1.116      0.921      TRUE -0.194 0.604 -0.322 0.748
#> 888      0.649     -0.017      TRUE -0.665 0.518 -1.284 0.199
#> 889     -0.923     -0.932      TRUE -0.009 0.549 -0.016 0.987
#> 890     -1.089     -1.414      TRUE -0.326 0.604 -0.539  0.59
#> 891      0.072     -0.101      TRUE -0.174 0.492 -0.353 0.724
#> 892      0.145      0.043      TRUE -0.103 0.495 -0.207 0.836
#> 893     -1.075     -0.593      TRUE  0.482 0.542  0.889 0.374
#> 894      0.785      1.209      TRUE  0.425 0.603  0.704 0.481
#> 895     -0.789     -0.084      TRUE  0.706 0.512  1.379 0.168
#> 896      0.025     -0.641      TRUE -0.666 0.504 -1.320 0.187
#> 897      0.121      0.197      TRUE  0.076 0.498  0.153 0.878
#> 898     -0.774     -0.940      TRUE -0.167 0.541 -0.308 0.758
#> 899      0.535      0.054      TRUE -0.481 0.512 -0.940 0.347
#> 900     -0.872     -0.339      TRUE  0.533 0.519  1.026 0.305
#> 901     -0.206     -0.154      TRUE  0.052 0.491  0.105 0.916
#> 902      1.159      1.328      TRUE  0.170 0.648  0.262 0.793
#> 903      0.722      0.408      TRUE -0.314 0.535 -0.586 0.558
#> 904     -0.460     -0.090      TRUE  0.370 0.496  0.745 0.456
#> 905      1.239      1.045      TRUE -0.194 0.627 -0.309 0.757
#> 906      0.584      1.186      TRUE  0.602 0.587  1.025 0.305
#> 907     -0.306     -0.120      TRUE  0.186 0.492  0.378 0.705
#> 908      0.218     -0.623      TRUE -0.841 0.508 -1.658 0.097
#> 909     -0.723     -0.954      TRUE -0.231 0.539 -0.429 0.668
#> 910     -0.406     -0.660      TRUE -0.253 0.508 -0.499 0.618
#> 911      1.457      1.812      TRUE  0.355 0.737  0.482  0.63
#> 912      0.892      1.323      TRUE  0.431 0.624  0.691  0.49
#> 913      0.025      0.106      TRUE  0.081 0.494  0.163  0.87
#> 914     -0.171     -0.128      TRUE  0.044 0.491  0.089 0.929
#> 915      1.387      1.751      TRUE  0.364 0.721  0.505 0.614
#> 916      1.459      0.887      TRUE -0.572 0.640 -0.894 0.371
#> 917     -0.227     -0.223      TRUE  0.003 0.492  0.007 0.994
#> 918     -1.763     -1.969      TRUE -0.205 0.731 -0.281 0.779
#> 919      0.877      1.190      TRUE  0.313 0.608  0.514 0.607
#> 920     -1.631     -2.024      TRUE -0.393 0.724 -0.542 0.588
#> 921      2.071      2.071      TRUE  0.000 0.840  0.000     1
#> 922     -0.779     -1.824      TRUE -1.044 0.633 -1.650 0.099
#> 923      1.505      1.263      TRUE -0.242 0.679 -0.357 0.721
#> 924      0.362      1.696      TRUE  1.334 0.642  2.079 0.038
#> 925      0.578      0.189      TRUE -0.389 0.517 -0.751 0.452
#> 926      1.361      1.150      TRUE -0.211 0.651 -0.324 0.746
#> 927      0.727      0.739      TRUE  0.012 0.555  0.022 0.982
#> 928      1.400      0.134      TRUE -1.266 0.596 -2.124 0.034
#> 929      0.858      0.232      TRUE -0.626 0.540 -1.161 0.246
#> 930     -0.407     -0.990      TRUE -0.584 0.529 -1.103  0.27
#> 931     -0.435     -0.274      TRUE  0.160 0.497  0.323 0.747
#> 932     -0.152     -0.063      TRUE  0.088 0.491  0.180 0.857
#> 933      1.036      1.510      TRUE  0.474 0.658  0.721 0.471
#> 934     -0.894     -0.683      TRUE  0.211 0.532  0.397 0.692
#> 935      0.848      1.224      TRUE  0.376 0.609  0.618 0.537
#> 936     -0.487     -0.033      TRUE  0.454 0.497  0.912 0.362
#> 937     -0.878     -1.176      TRUE -0.298 0.566 -0.527 0.598
#> 938      0.955      0.797      TRUE -0.158 0.578 -0.273 0.785
#> 939      0.450     -0.045      TRUE -0.495 0.506 -0.979 0.328
#> 940     -0.176      0.328      TRUE  0.505 0.500  1.009 0.313
#> 941      0.634      0.476      TRUE -0.158 0.532 -0.296 0.767
#> 942     -0.189      0.666      TRUE  0.854 0.519  1.646   0.1
#> 943     -1.258     -1.583      TRUE -0.325 0.636 -0.511  0.61
#> 944      2.071      1.519      TRUE -0.552 0.777 -0.710 0.477
#> 945     -0.811     -0.398      TRUE  0.413 0.516  0.800 0.423
#> 946     -0.416     -0.854      TRUE -0.438 0.520 -0.843 0.399
#> 947     -0.619      1.171      TRUE  1.790 0.576  3.107 0.002
#> 948     -0.749     -1.348      TRUE -0.599 0.575 -1.041 0.298
#> 949      0.654      0.624      TRUE -0.030 0.542 -0.056 0.955
#> 950      0.482      0.582      TRUE  0.100 0.529  0.189  0.85
#> 951      0.562      0.432      TRUE -0.130 0.525 -0.248 0.804
#> 952      0.409     -0.108      TRUE -0.518 0.503 -1.028 0.304
#> 953      0.200     -0.278      TRUE -0.477 0.496 -0.962 0.336
#> 954     -0.389     -0.401      TRUE -0.012 0.498 -0.024 0.981
#> 955      0.738     -0.025      TRUE -0.763 0.525 -1.455 0.146
#> 956      0.046      0.148      TRUE  0.102 0.495  0.205 0.837
#> 957     -0.075     -0.250      TRUE -0.175 0.492 -0.357 0.721
#> 958     -1.291     -1.075      TRUE  0.216 0.591  0.366 0.715
#> 959     -0.254     -0.064      TRUE  0.189 0.492  0.385   0.7
#> 960     -0.986     -0.694      TRUE  0.292 0.540  0.540 0.589
#> 961      0.853      0.561      TRUE -0.292 0.554 -0.527 0.598
#> 962     -0.498     -0.926      TRUE -0.428 0.527 -0.812 0.417
#> 963     -0.966     -0.638      TRUE  0.328 0.536  0.613  0.54
#> 964     -0.927     -0.677      TRUE  0.250 0.535  0.468  0.64
#> 965     -1.094     -1.556      TRUE -0.463 0.620 -0.746 0.455
#> 966     -1.645     -0.871      TRUE  0.774 0.615  1.259 0.208
#> 967     -0.573     -0.863      TRUE -0.290 0.525 -0.551 0.581
#> 968      1.034      1.792      TRUE  0.758 0.694  1.092 0.275
#> 969     -0.453     -1.145      TRUE -0.691 0.544 -1.272 0.203
#> 970     -1.068     -1.817      TRUE -0.750 0.649 -1.155 0.248
#> 971      0.182      0.046      TRUE -0.136 0.496 -0.274 0.784
#> 972     -1.247     -0.400      TRUE  0.847 0.552  1.535 0.125
#> 973      0.499      0.792      TRUE  0.293 0.545  0.538 0.591
#> 974     -0.774     -1.047      TRUE -0.272 0.549 -0.496  0.62
#> 975      0.921      0.913      TRUE -0.008 0.585 -0.014 0.989
#> 976      0.780      0.905      TRUE  0.125 0.573  0.219 0.827
#> 977      0.010      0.431      TRUE  0.421 0.505  0.833 0.405
#> 978      0.326      0.241      TRUE -0.085 0.505 -0.168 0.867
#> 979      1.265      1.510      TRUE  0.245 0.679  0.361 0.718
#> 980     -0.218     -0.202      TRUE  0.016 0.491  0.032 0.974
#> 981      1.066      1.419      TRUE  0.352 0.650  0.543 0.587
#> 982     -1.433     -1.824      TRUE -0.390 0.680 -0.574 0.566
#> 983     -0.731     -0.581      TRUE  0.150 0.518  0.290 0.772
#> 984     -1.139     -1.433      TRUE -0.294 0.610 -0.482  0.63
#> 985      0.624      0.991      TRUE  0.367 0.570  0.645 0.519
#> 986      0.161      0.034      TRUE -0.128 0.495 -0.258 0.797
#> 987     -1.087     -1.402      TRUE -0.314 0.603 -0.522 0.602
#> 988     -2.038     -1.629      TRUE  0.408 0.725  0.563 0.574
#> 989     -0.194      0.111      TRUE  0.304 0.493  0.617 0.537
#> 990     -1.396     -1.677      TRUE -0.281 0.659 -0.426  0.67
#> 991     -0.880     -1.393      TRUE -0.513 0.587 -0.873 0.383
#> 992      0.351      0.533      TRUE  0.182 0.520  0.349 0.727
#> 993      2.071      0.696      TRUE -1.375 0.710 -1.937 0.053
#> 994      0.724      0.050      TRUE -0.674 0.524 -1.286 0.198
#> 995     -0.447      0.435      TRUE  0.881 0.510  1.729 0.084
#> 996      1.536      1.278      TRUE -0.258 0.684 -0.378 0.705
#> 997     -0.311      0.235      TRUE  0.546 0.498  1.096 0.273
#> 998      0.265     -0.380      TRUE -0.645 0.501 -1.289 0.197
#> 999     -0.303     -0.828      TRUE -0.524 0.515 -1.017 0.309
#> 1000    -0.224     -0.513      TRUE -0.289 0.498 -0.580 0.562

# single response pattern change using EAP information
RCI(mod, predat=dat_pre[1,], postdat=dat_post[1,])
#>   pre.score post.score converged   diff    SE      z     p
#> 1     0.785     -0.266      TRUE -1.051 0.529 -1.986 0.047

# WLE estimator with Fisher information for SE (see Jabrayilov et al. 2016)
RCI(mod, predat = dat_pre[1,], postdat = dat_post[1,],
    method = 'WLE', Fisher = TRUE)
#>   pre.score post.score converged   diff    SE      z     p
#> 1     0.813     -0.284      TRUE -1.096 0.563 -1.946 0.052

# multiple respondents
RCI(mod, predat = dat_pre[1:6,], postdat = dat_post[1:6,])
#>   pre.score post.score converged   diff    SE      z     p
#> 1     0.785     -0.266      TRUE -1.051 0.529 -1.986 0.047
#> 2    -1.019     -2.281      TRUE -1.261 0.708 -1.782 0.075
#> 3    -1.230     -1.577      TRUE -0.346 0.633 -0.547 0.584
#> 4    -0.749     -1.150      TRUE -0.401 0.556 -0.722  0.47
#> 5    -1.119     -0.949      TRUE  0.170 0.566  0.301 0.763
#> 6    -0.892     -0.725      TRUE  0.167 0.534  0.313 0.755

# include large-sample z-type cutoffs
RCI(mod, predat = dat_pre[1:6,], postdat = dat_post[1:6,],
    cutoffs = c(-1.96, 1.96))
#>   pre.score post.score converged   diff    SE      z     p cut_decision
#> 1     0.785     -0.266      TRUE -1.051 0.529 -1.986 0.047    decreased
#> 2    -1.019     -2.281      TRUE -1.261 0.708 -1.782 0.075    unchanged
#> 3    -1.230     -1.577      TRUE -0.346 0.633 -0.547 0.584    unchanged
#> 4    -0.749     -1.150      TRUE -0.401 0.556 -0.722  0.47    unchanged
#> 5    -1.119     -0.949      TRUE  0.170 0.566  0.301 0.763    unchanged
#> 6    -0.892     -0.725      TRUE  0.167 0.534  0.313 0.755    unchanged

######
# CTT version by omitting IRT model
    # Requires either sample or population SEM's as input
(istats <- itemstats(dat_pre)$overall)
#>     N mean_total.score sd_total.score ave.r  sd.r alpha SEM.alpha
#>  1000           10.638          4.825 0.208 0.064 0.841     1.923
SEM.alpha <- istats$SEM.alpha    # SEM estimate of dat_pre

# assumes SEM.post = SEM.pre
RCI(predat = dat_pre, postdat = dat_post, SEM.pre=SEM.alpha)
#>      pre.score post.score diff   SE      z     p
#> 1           15          9   -6 2.72 -2.206 0.027
#> 2            4          0   -4 2.72 -1.471 0.141
#> 3            4          3   -1 2.72 -0.368 0.713
#> 4            6          4   -2 2.72 -0.735 0.462
#> 5            4          5    1 2.72  0.368 0.713
#> 6            6          7    1 2.72  0.368 0.713
#> 7            3          8    5 2.72  1.838 0.066
#> 8           13         12   -1 2.72 -0.368 0.713
#> 9           17         16   -1 2.72 -0.368 0.713
#> 10          16         17    1 2.72  0.368 0.713
#> 11          13         14    1 2.72  0.368 0.713
#> 12          16         12   -4 2.72 -1.471 0.141
#> 13          12         11   -1 2.72 -0.368 0.713
#> 14           9          3   -6 2.72 -2.206 0.027
#> 15           6          6    0 2.72  0.000     1
#> 16          13         13    0 2.72  0.000     1
#> 17          13         11   -2 2.72 -0.735 0.462
#> 18           0          4    4 2.72  1.471 0.141
#> 19           6          8    2 2.72  0.735 0.462
#> 20           4          5    1 2.72  0.368 0.713
#> 21          16         13   -3 2.72 -1.103  0.27
#> 22          12         12    0 2.72  0.000     1
#> 23          13         10   -3 2.72 -1.103  0.27
#> 24          18         17   -1 2.72 -0.368 0.713
#> 25           3          3    0 2.72  0.000     1
#> 26          12         13    1 2.72  0.368 0.713
#> 27          17         15   -2 2.72 -0.735 0.462
#> 28          14         15    1 2.72  0.368 0.713
#> 29          13         17    4 2.72  1.471 0.141
#> 30          10          7   -3 2.72 -1.103  0.27
#> 31          15         13   -2 2.72 -0.735 0.462
#> 32           3          3    0 2.72  0.000     1
#> 33           8         12    4 2.72  1.471 0.141
#> 34          17         18    1 2.72  0.368 0.713
#> 35           6         10    4 2.72  1.471 0.141
#> 36          18         18    0 2.72  0.000     1
#> 37          10          7   -3 2.72 -1.103  0.27
#> 38          17         13   -4 2.72 -1.471 0.141
#> 39          10          3   -7 2.72 -2.573  0.01
#> 40           0          2    2 2.72  0.735 0.462
#> 41          12         10   -2 2.72 -0.735 0.462
#> 42          19         20    1 2.72  0.368 0.713
#> 43          11         10   -1 2.72 -0.368 0.713
#> 44           5          3   -2 2.72 -0.735 0.462
#> 45          16         15   -1 2.72 -0.368 0.713
#> 46           8         12    4 2.72  1.471 0.141
#> 47          17         17    0 2.72  0.000     1
#> 48          12         10   -2 2.72 -0.735 0.462
#> 49          20         16   -4 2.72 -1.471 0.141
#> 50           8          7   -1 2.72 -0.368 0.713
#> 51           9         11    2 2.72  0.735 0.462
#> 52           7          5   -2 2.72 -0.735 0.462
#> 53          13         10   -3 2.72 -1.103  0.27
#> 54           6         10    4 2.72  1.471 0.141
#> 55           7          6   -1 2.72 -0.368 0.713
#> 56           7          9    2 2.72  0.735 0.462
#> 57           5          7    2 2.72  0.735 0.462
#> 58          11          3   -8 2.72 -2.941 0.003
#> 59          13         10   -3 2.72 -1.103  0.27
#> 60          18         18    0 2.72  0.000     1
#> 61           7          7    0 2.72  0.000     1
#> 62          15         16    1 2.72  0.368 0.713
#> 63          11         11    0 2.72  0.000     1
#> 64           7          8    1 2.72  0.368 0.713
#> 65           2          7    5 2.72  1.838 0.066
#> 66           7          4   -3 2.72 -1.103  0.27
#> 67           5          4   -1 2.72 -0.368 0.713
#> 68           9         12    3 2.72  1.103  0.27
#> 69          11         17    6 2.72  2.206 0.027
#> 70          12         11   -1 2.72 -0.368 0.713
#> 71          19         18   -1 2.72 -0.368 0.713
#> 72          15         16    1 2.72  0.368 0.713
#> 73           9          5   -4 2.72 -1.471 0.141
#> 74           8         10    2 2.72  0.735 0.462
#> 75           7          5   -2 2.72 -0.735 0.462
#> 76          16         17    1 2.72  0.368 0.713
#> 77           9          7   -2 2.72 -0.735 0.462
#> 78          12          9   -3 2.72 -1.103  0.27
#> 79          20         18   -2 2.72 -0.735 0.462
#> 80           6          8    2 2.72  0.735 0.462
#> 81          16         16    0 2.72  0.000     1
#> 82           8         12    4 2.72  1.471 0.141
#> 83           7          8    1 2.72  0.368 0.713
#> 84          16         15   -1 2.72 -0.368 0.713
#> 85          17         13   -4 2.72 -1.471 0.141
#> 86           5          6    1 2.72  0.368 0.713
#> 87          11         11    0 2.72  0.000     1
#> 88          17         15   -2 2.72 -0.735 0.462
#> 89          17         11   -6 2.72 -2.206 0.027
#> 90          12          8   -4 2.72 -1.471 0.141
#> 91          13         15    2 2.72  0.735 0.462
#> 92          13         14    1 2.72  0.368 0.713
#> 93           5          3   -2 2.72 -0.735 0.462
#> 94          13         13    0 2.72  0.000     1
#> 95           7         10    3 2.72  1.103  0.27
#> 96           8         10    2 2.72  0.735 0.462
#> 97          14          9   -5 2.72 -1.838 0.066
#> 98           8          6   -2 2.72 -0.735 0.462
#> 99          11         11    0 2.72  0.000     1
#> 100          5          5    0 2.72  0.000     1
#> 101          5         11    6 2.72  2.206 0.027
#> 102          5          0   -5 2.72 -1.838 0.066
#> 103         11         11    0 2.72  0.000     1
#> 104         16         19    3 2.72  1.103  0.27
#> 105          7          6   -1 2.72 -0.368 0.713
#> 106          4          6    2 2.72  0.735 0.462
#> 107          5          7    2 2.72  0.735 0.462
#> 108          9         11    2 2.72  0.735 0.462
#> 109         14         10   -4 2.72 -1.471 0.141
#> 110          6          5   -1 2.72 -0.368 0.713
#> 111         14         19    5 2.72  1.838 0.066
#> 112         11         10   -1 2.72 -0.368 0.713
#> 113         12         11   -1 2.72 -0.368 0.713
#> 114          4          2   -2 2.72 -0.735 0.462
#> 115          7          7    0 2.72  0.000     1
#> 116         17         15   -2 2.72 -0.735 0.462
#> 117          4          1   -3 2.72 -1.103  0.27
#> 118         12         14    2 2.72  0.735 0.462
#> 119          4          7    3 2.72  1.103  0.27
#> 120         14         13   -1 2.72 -0.368 0.713
#> 121          9          9    0 2.72  0.000     1
#> 122         15         18    3 2.72  1.103  0.27
#> 123          4          6    2 2.72  0.735 0.462
#> 124         13         16    3 2.72  1.103  0.27
#> 125         15         13   -2 2.72 -0.735 0.462
#> 126         10          5   -5 2.72 -1.838 0.066
#> 127          3          2   -1 2.72 -0.368 0.713
#> 128         15         13   -2 2.72 -0.735 0.462
#> 129          9          2   -7 2.72 -2.573  0.01
#> 130         12         13    1 2.72  0.368 0.713
#> 131          5          3   -2 2.72 -0.735 0.462
#> 132          5          6    1 2.72  0.368 0.713
#> 133          2          3    1 2.72  0.368 0.713
#> 134         15         13   -2 2.72 -0.735 0.462
#> 135         20         17   -3 2.72 -1.103  0.27
#> 136         14         13   -1 2.72 -0.368 0.713
#> 137         11         14    3 2.72  1.103  0.27
#> 138         17         14   -3 2.72 -1.103  0.27
#> 139         13         15    2 2.72  0.735 0.462
#> 140         12         11   -1 2.72 -0.368 0.713
#> 141          4          1   -3 2.72 -1.103  0.27
#> 142         16         20    4 2.72  1.471 0.141
#> 143         15         14   -1 2.72 -0.368 0.713
#> 144          5          6    1 2.72  0.368 0.713
#> 145         10         15    5 2.72  1.838 0.066
#> 146         16         16    0 2.72  0.000     1
#> 147         12          8   -4 2.72 -1.471 0.141
#> 148          8         13    5 2.72  1.838 0.066
#> 149          9          8   -1 2.72 -0.368 0.713
#> 150         17         15   -2 2.72 -0.735 0.462
#> 151         16         15   -1 2.72 -0.368 0.713
#> 152         14         11   -3 2.72 -1.103  0.27
#> 153         13         13    0 2.72  0.000     1
#> 154          6          6    0 2.72  0.000     1
#> 155          0          1    1 2.72  0.368 0.713
#> 156          7          2   -5 2.72 -1.838 0.066
#> 157         10          7   -3 2.72 -1.103  0.27
#> 158         11         18    7 2.72  2.573  0.01
#> 159          8          6   -2 2.72 -0.735 0.462
#> 160          8          8    0 2.72  0.000     1
#> 161          4          2   -2 2.72 -0.735 0.462
#> 162          4          4    0 2.72  0.000     1
#> 163          6          7    1 2.72  0.368 0.713
#> 164         15         15    0 2.72  0.000     1
#> 165         14         15    1 2.72  0.368 0.713
#> 166         18         16   -2 2.72 -0.735 0.462
#> 167          9          5   -4 2.72 -1.471 0.141
#> 168         12         10   -2 2.72 -0.735 0.462
#> 169         18         18    0 2.72  0.000     1
#> 170          9          5   -4 2.72 -1.471 0.141
#> 171          9          9    0 2.72  0.000     1
#> 172          2          1   -1 2.72 -0.368 0.713
#> 173         13          7   -6 2.72 -2.206 0.027
#> 174          9          9    0 2.72  0.000     1
#> 175          7         10    3 2.72  1.103  0.27
#> 176         18         12   -6 2.72 -2.206 0.027
#> 177         17         18    1 2.72  0.368 0.713
#> 178          5          2   -3 2.72 -1.103  0.27
#> 179          3          3    0 2.72  0.000     1
#> 180          0          2    2 2.72  0.735 0.462
#> 181         19         20    1 2.72  0.368 0.713
#> 182         16         12   -4 2.72 -1.471 0.141
#> 183         10          5   -5 2.72 -1.838 0.066
#> 184         10         15    5 2.72  1.838 0.066
#> 185          7         10    3 2.72  1.103  0.27
#> 186         16         17    1 2.72  0.368 0.713
#> 187          3          8    5 2.72  1.838 0.066
#> 188         16         19    3 2.72  1.103  0.27
#> 189         13          9   -4 2.72 -1.471 0.141
#> 190          7          8    1 2.72  0.368 0.713
#> 191          3          2   -1 2.72 -0.368 0.713
#> 192         10          8   -2 2.72 -0.735 0.462
#> 193          3         12    9 2.72  3.309 0.001
#> 194         11         11    0 2.72  0.000     1
#> 195          3          7    4 2.72  1.471 0.141
#> 196          6          7    1 2.72  0.368 0.713
#> 197         13         11   -2 2.72 -0.735 0.462
#> 198         17         17    0 2.72  0.000     1
#> 199          9          7   -2 2.72 -0.735 0.462
#> 200         16         18    2 2.72  0.735 0.462
#> 201         10          4   -6 2.72 -2.206 0.027
#> 202          9          9    0 2.72  0.000     1
#> 203          4          3   -1 2.72 -0.368 0.713
#> 204          6          2   -4 2.72 -1.471 0.141
#> 205         12         12    0 2.72  0.000     1
#> 206          5          4   -1 2.72 -0.368 0.713
#> 207          2          3    1 2.72  0.368 0.713
#> 208         15         19    4 2.72  1.471 0.141
#> 209          6          2   -4 2.72 -1.471 0.141
#> 210         16         18    2 2.72  0.735 0.462
#> 211         12         13    1 2.72  0.368 0.713
#> 212          2          3    1 2.72  0.368 0.713
#> 213         11         10   -1 2.72 -0.368 0.713
#> 214         12         13    1 2.72  0.368 0.713
#> 215         14         15    1 2.72  0.368 0.713
#> 216         19         19    0 2.72  0.000     1
#> 217         16         15   -1 2.72 -0.368 0.713
#> 218         19         20    1 2.72  0.368 0.713
#> 219          1          0   -1 2.72 -0.368 0.713
#> 220         13         12   -1 2.72 -0.368 0.713
#> 221         14         11   -3 2.72 -1.103  0.27
#> 222         19         16   -3 2.72 -1.103  0.27
#> 223          3          5    2 2.72  0.735 0.462
#> 224          2          1   -1 2.72 -0.368 0.713
#> 225         16         13   -3 2.72 -1.103  0.27
#> 226         12         11   -1 2.72 -0.368 0.713
#> 227          6          6    0 2.72  0.000     1
#> 228          5          8    3 2.72  1.103  0.27
#> 229          1          0   -1 2.72 -0.368 0.713
#> 230         12         13    1 2.72  0.368 0.713
#> 231          3          4    1 2.72  0.368 0.713
#> 232         10          7   -3 2.72 -1.103  0.27
#> 233         12         10   -2 2.72 -0.735 0.462
#> 234         14         16    2 2.72  0.735 0.462
#> 235         18         16   -2 2.72 -0.735 0.462
#> 236         10         10    0 2.72  0.000     1
#> 237         11          6   -5 2.72 -1.838 0.066
#> 238         14         19    5 2.72  1.838 0.066
#> 239          3          2   -1 2.72 -0.368 0.713
#> 240          8          4   -4 2.72 -1.471 0.141
#> 241         13         15    2 2.72  0.735 0.462
#> 242         12         13    1 2.72  0.368 0.713
#> 243         17         16   -1 2.72 -0.368 0.713
#> 244          9          7   -2 2.72 -0.735 0.462
#> 245          7          6   -1 2.72 -0.368 0.713
#> 246         10          8   -2 2.72 -0.735 0.462
#> 247         14         12   -2 2.72 -0.735 0.462
#> 248         11         11    0 2.72  0.000     1
#> 249         11         10   -1 2.72 -0.368 0.713
#> 250         18         19    1 2.72  0.368 0.713
#> 251          4          5    1 2.72  0.368 0.713
#> 252          1          3    2 2.72  0.735 0.462
#> 253          4          1   -3 2.72 -1.103  0.27
#> 254          8         10    2 2.72  0.735 0.462
#> 255         10         10    0 2.72  0.000     1
#> 256         17         18    1 2.72  0.368 0.713
#> 257         18         20    2 2.72  0.735 0.462
#> 258         11         10   -1 2.72 -0.368 0.713
#> 259         17         17    0 2.72  0.000     1
#> 260         12         13    1 2.72  0.368 0.713
#> 261         11         12    1 2.72  0.368 0.713
#> 262          9         11    2 2.72  0.735 0.462
#> 263         13         11   -2 2.72 -0.735 0.462
#> 264         17         16   -1 2.72 -0.368 0.713
#> 265         11         11    0 2.72  0.000     1
#> 266         19         18   -1 2.72 -0.368 0.713
#> 267         10         10    0 2.72  0.000     1
#> 268          5          9    4 2.72  1.471 0.141
#> 269         11         12    1 2.72  0.368 0.713
#> 270         17         14   -3 2.72 -1.103  0.27
#> 271         17         13   -4 2.72 -1.471 0.141
#> 272         20         19   -1 2.72 -0.368 0.713
#> 273          8          7   -1 2.72 -0.368 0.713
#> 274         16         19    3 2.72  1.103  0.27
#> 275         14         13   -1 2.72 -0.368 0.713
#> 276          4          8    4 2.72  1.471 0.141
#> 277         16         13   -3 2.72 -1.103  0.27
#> 278         11         11    0 2.72  0.000     1
#> 279          8          8    0 2.72  0.000     1
#> 280          2          4    2 2.72  0.735 0.462
#> 281          7          3   -4 2.72 -1.471 0.141
#> 282          5         10    5 2.72  1.838 0.066
#> 283         18         19    1 2.72  0.368 0.713
#> 284         10         14    4 2.72  1.471 0.141
#> 285          1          1    0 2.72  0.000     1
#> 286          5         10    5 2.72  1.838 0.066
#> 287          3          2   -1 2.72 -0.368 0.713
#> 288          7         13    6 2.72  2.206 0.027
#> 289         14         18    4 2.72  1.471 0.141
#> 290         17         17    0 2.72  0.000     1
#> 291         14         12   -2 2.72 -0.735 0.462
#> 292         16         11   -5 2.72 -1.838 0.066
#> 293          4          3   -1 2.72 -0.368 0.713
#> 294         19         17   -2 2.72 -0.735 0.462
#> 295          8         12    4 2.72  1.471 0.141
#> 296         17         15   -2 2.72 -0.735 0.462
#> 297         16         18    2 2.72  0.735 0.462
#> 298         18         17   -1 2.72 -0.368 0.713
#> 299         10         10    0 2.72  0.000     1
#> 300         16         15   -1 2.72 -0.368 0.713
#> 301          8         11    3 2.72  1.103  0.27
#> 302          3          2   -1 2.72 -0.368 0.713
#> 303         13         11   -2 2.72 -0.735 0.462
#> 304          8          5   -3 2.72 -1.103  0.27
#> 305         11         11    0 2.72  0.000     1
#> 306         17         17    0 2.72  0.000     1
#> 307         12          8   -4 2.72 -1.471 0.141
#> 308         18         18    0 2.72  0.000     1
#> 309          3          2   -1 2.72 -0.368 0.713
#> 310          9         11    2 2.72  0.735 0.462
#> 311          8          9    1 2.72  0.368 0.713
#> 312          8          2   -6 2.72 -2.206 0.027
#> 313         20         20    0 2.72  0.000     1
#> 314          9          9    0 2.72  0.000     1
#> 315         16         15   -1 2.72 -0.368 0.713
#> 316         15         11   -4 2.72 -1.471 0.141
#> 317         11          8   -3 2.72 -1.103  0.27
#> 318          4          9    5 2.72  1.838 0.066
#> 319          5          5    0 2.72  0.000     1
#> 320         18         19    1 2.72  0.368 0.713
#> 321         14         11   -3 2.72 -1.103  0.27
#> 322          6          6    0 2.72  0.000     1
#> 323         14         10   -4 2.72 -1.471 0.141
#> 324          9          8   -1 2.72 -0.368 0.713
#> 325         11         10   -1 2.72 -0.368 0.713
#> 326         12          8   -4 2.72 -1.471 0.141
#> 327          8          6   -2 2.72 -0.735 0.462
#> 328         10          8   -2 2.72 -0.735 0.462
#> 329         14         13   -1 2.72 -0.368 0.713
#> 330         14         11   -3 2.72 -1.103  0.27
#> 331         13         13    0 2.72  0.000     1
#> 332          2          1   -1 2.72 -0.368 0.713
#> 333         12         10   -2 2.72 -0.735 0.462
#> 334         16         16    0 2.72  0.000     1
#> 335          9         15    6 2.72  2.206 0.027
#> 336          3          7    4 2.72  1.471 0.141
#> 337          8          8    0 2.72  0.000     1
#> 338         13         14    1 2.72  0.368 0.713
#> 339         11          9   -2 2.72 -0.735 0.462
#> 340         14         13   -1 2.72 -0.368 0.713
#> 341          8         10    2 2.72  0.735 0.462
#> 342         13         15    2 2.72  0.735 0.462
#> 343         15          7   -8 2.72 -2.941 0.003
#> 344         14         12   -2 2.72 -0.735 0.462
#> 345          9         11    2 2.72  0.735 0.462
#> 346         14         14    0 2.72  0.000     1
#> 347         15         16    1 2.72  0.368 0.713
#> 348          9         12    3 2.72  1.103  0.27
#> 349         16         18    2 2.72  0.735 0.462
#> 350         14         10   -4 2.72 -1.471 0.141
#> 351          7          7    0 2.72  0.000     1
#> 352         12         14    2 2.72  0.735 0.462
#> 353          7          9    2 2.72  0.735 0.462
#> 354         11          7   -4 2.72 -1.471 0.141
#> 355         11         13    2 2.72  0.735 0.462
#> 356         14         12   -2 2.72 -0.735 0.462
#> 357          6         12    6 2.72  2.206 0.027
#> 358          7          5   -2 2.72 -0.735 0.462
#> 359         11         10   -1 2.72 -0.368 0.713
#> 360          9          8   -1 2.72 -0.368 0.713
#> 361         15         18    3 2.72  1.103  0.27
#> 362          5          6    1 2.72  0.368 0.713
#> 363          8         10    2 2.72  0.735 0.462
#> 364         16         17    1 2.72  0.368 0.713
#> 365         14         17    3 2.72  1.103  0.27
#> 366         11         13    2 2.72  0.735 0.462
#> 367          9         11    2 2.72  0.735 0.462
#> 368          1          4    3 2.72  1.103  0.27
#> 369         11          9   -2 2.72 -0.735 0.462
#> 370          9          4   -5 2.72 -1.838 0.066
#> 371         16         19    3 2.72  1.103  0.27
#> 372          6          8    2 2.72  0.735 0.462
#> 373         16         16    0 2.72  0.000     1
#> 374          7          9    2 2.72  0.735 0.462
#> 375         18         18    0 2.72  0.000     1
#> 376          6          4   -2 2.72 -0.735 0.462
#> 377         13         14    1 2.72  0.368 0.713
#> 378         12         10   -2 2.72 -0.735 0.462
#> 379         13         15    2 2.72  0.735 0.462
#> 380         18         16   -2 2.72 -0.735 0.462
#> 381          9         11    2 2.72  0.735 0.462
#> 382         10         10    0 2.72  0.000     1
#> 383          6          6    0 2.72  0.000     1
#> 384          8          9    1 2.72  0.368 0.713
#> 385         15         17    2 2.72  0.735 0.462
#> 386         15         16    1 2.72  0.368 0.713
#> 387          6         13    7 2.72  2.573  0.01
#> 388          4          2   -2 2.72 -0.735 0.462
#> 389          9         11    2 2.72  0.735 0.462
#> 390          9          9    0 2.72  0.000     1
#> 391          4         10    6 2.72  2.206 0.027
#> 392          9          8   -1 2.72 -0.368 0.713
#> 393          6          4   -2 2.72 -0.735 0.462
#> 394          5          5    0 2.72  0.000     1
#> 395          1          3    2 2.72  0.735 0.462
#> 396         13         13    0 2.72  0.000     1
#> 397         15         17    2 2.72  0.735 0.462
#> 398          6          7    1 2.72  0.368 0.713
#> 399          1          1    0 2.72  0.000     1
#> 400         16         17    1 2.72  0.368 0.713
#> 401          9          9    0 2.72  0.000     1
#> 402          3          4    1 2.72  0.368 0.713
#> 403          3          2   -1 2.72 -0.368 0.713
#> 404         10         10    0 2.72  0.000     1
#> 405         15         17    2 2.72  0.735 0.462
#> 406         17         13   -4 2.72 -1.471 0.141
#> 407          3          8    5 2.72  1.838 0.066
#> 408         10         14    4 2.72  1.471 0.141
#> 409         15          8   -7 2.72 -2.573  0.01
#> 410         12         10   -2 2.72 -0.735 0.462
#> 411          8          6   -2 2.72 -0.735 0.462
#> 412          9          9    0 2.72  0.000     1
#> 413         14         17    3 2.72  1.103  0.27
#> 414          3          2   -1 2.72 -0.368 0.713
#> 415          5          3   -2 2.72 -0.735 0.462
#> 416          9          9    0 2.72  0.000     1
#> 417         12          8   -4 2.72 -1.471 0.141
#> 418         16         12   -4 2.72 -1.471 0.141
#> 419          9          9    0 2.72  0.000     1
#> 420          5          5    0 2.72  0.000     1
#> 421         14         16    2 2.72  0.735 0.462
#> 422          5          3   -2 2.72 -0.735 0.462
#> 423         18         19    1 2.72  0.368 0.713
#> 424         10         10    0 2.72  0.000     1
#> 425          9         12    3 2.72  1.103  0.27
#> 426         15         16    1 2.72  0.368 0.713
#> 427          4          6    2 2.72  0.735 0.462
#> 428         11          8   -3 2.72 -1.103  0.27
#> 429         14         14    0 2.72  0.000     1
#> 430          5          6    1 2.72  0.368 0.713
#> 431         19         19    0 2.72  0.000     1
#> 432         13         12   -1 2.72 -0.368 0.713
#> 433         14         20    6 2.72  2.206 0.027
#> 434         12         15    3 2.72  1.103  0.27
#> 435         16         16    0 2.72  0.000     1
#> 436         11         12    1 2.72  0.368 0.713
#> 437         11         10   -1 2.72 -0.368 0.713
#> 438         10         11    1 2.72  0.368 0.713
#> 439          9          7   -2 2.72 -0.735 0.462
#> 440         18         15   -3 2.72 -1.103  0.27
#> 441          2          3    1 2.72  0.368 0.713
#> 442          4          5    1 2.72  0.368 0.713
#> 443         15         11   -4 2.72 -1.471 0.141
#> 444          2          4    2 2.72  0.735 0.462
#> 445         16          9   -7 2.72 -2.573  0.01
#> 446          4          5    1 2.72  0.368 0.713
#> 447         10         13    3 2.72  1.103  0.27
#> 448         15         14   -1 2.72 -0.368 0.713
#> 449         11          8   -3 2.72 -1.103  0.27
#> 450         16         18    2 2.72  0.735 0.462
#> 451          3          3    0 2.72  0.000     1
#> 452         10         10    0 2.72  0.000     1
#> 453         17         19    2 2.72  0.735 0.462
#> 454         18         18    0 2.72  0.000     1
#> 455         16         18    2 2.72  0.735 0.462
#> 456          2          3    1 2.72  0.368 0.713
#> 457         13         14    1 2.72  0.368 0.713
#> 458          6         11    5 2.72  1.838 0.066
#> 459          5          4   -1 2.72 -0.368 0.713
#> 460         20         18   -2 2.72 -0.735 0.462
#> 461          9          5   -4 2.72 -1.471 0.141
#> 462         11         13    2 2.72  0.735 0.462
#> 463         10         11    1 2.72  0.368 0.713
#> 464         15         19    4 2.72  1.471 0.141
#> 465         10          9   -1 2.72 -0.368 0.713
#> 466          9          3   -6 2.72 -2.206 0.027
#> 467          3          4    1 2.72  0.368 0.713
#> 468          3          2   -1 2.72 -0.368 0.713
#> 469         18         19    1 2.72  0.368 0.713
#> 470         17         13   -4 2.72 -1.471 0.141
#> 471         12         13    1 2.72  0.368 0.713
#> 472         11         15    4 2.72  1.471 0.141
#> 473         15         12   -3 2.72 -1.103  0.27
#> 474          8          8    0 2.72  0.000     1
#> 475          4          6    2 2.72  0.735 0.462
#> 476         18         16   -2 2.72 -0.735 0.462
#> 477          4          5    1 2.72  0.368 0.713
#> 478          2          3    1 2.72  0.368 0.713
#> 479         14         17    3 2.72  1.103  0.27
#> 480          9          5   -4 2.72 -1.471 0.141
#> 481          6          8    2 2.72  0.735 0.462
#> 482         20         20    0 2.72  0.000     1
#> 483          8          8    0 2.72  0.000     1
#> 484          2          3    1 2.72  0.368 0.713
#> 485         15         12   -3 2.72 -1.103  0.27
#> 486         15         16    1 2.72  0.368 0.713
#> 487          9         12    3 2.72  1.103  0.27
#> 488          8          6   -2 2.72 -0.735 0.462
#> 489         13         17    4 2.72  1.471 0.141
#> 490         12          9   -3 2.72 -1.103  0.27
#> 491         14         10   -4 2.72 -1.471 0.141
#> 492         19         18   -1 2.72 -0.368 0.713
#> 493         14         10   -4 2.72 -1.471 0.141
#> 494         11          6   -5 2.72 -1.838 0.066
#> 495          5          4   -1 2.72 -0.368 0.713
#> 496         12         12    0 2.72  0.000     1
#> 497         13         14    1 2.72  0.368 0.713
#> 498         19         18   -1 2.72 -0.368 0.713
#> 499          7          8    1 2.72  0.368 0.713
#> 500         20         20    0 2.72  0.000     1
#> 501          6          8    2 2.72  0.735 0.462
#> 502         17         18    1 2.72  0.368 0.713
#> 503          9          9    0 2.72  0.000     1
#> 504         12         13    1 2.72  0.368 0.713
#> 505          8         13    5 2.72  1.838 0.066
#> 506          9         11    2 2.72  0.735 0.462
#> 507          9          8   -1 2.72 -0.368 0.713
#> 508          6          5   -1 2.72 -0.368 0.713
#> 509         15         14   -1 2.72 -0.368 0.713
#> 510         15         12   -3 2.72 -1.103  0.27
#> 511         14         14    0 2.72  0.000     1
#> 512          1          0   -1 2.72 -0.368 0.713
#> 513          5         11    6 2.72  2.206 0.027
#> 514          5          4   -1 2.72 -0.368 0.713
#> 515         15         11   -4 2.72 -1.471 0.141
#> 516         19         18   -1 2.72 -0.368 0.713
#> 517         16         15   -1 2.72 -0.368 0.713
#> 518          6          6    0 2.72  0.000     1
#> 519          9         14    5 2.72  1.838 0.066
#> 520         11          5   -6 2.72 -2.206 0.027
#> 521          8         11    3 2.72  1.103  0.27
#> 522          3          4    1 2.72  0.368 0.713
#> 523         11          9   -2 2.72 -0.735 0.462
#> 524         16         13   -3 2.72 -1.103  0.27
#> 525         16         16    0 2.72  0.000     1
#> 526         14         13   -1 2.72 -0.368 0.713
#> 527         11         12    1 2.72  0.368 0.713
#> 528         17         16   -1 2.72 -0.368 0.713
#> 529          7         10    3 2.72  1.103  0.27
#> 530         11         11    0 2.72  0.000     1
#> 531          7          5   -2 2.72 -0.735 0.462
#> 532         12         17    5 2.72  1.838 0.066
#> 533         10         16    6 2.72  2.206 0.027
#> 534         15         14   -1 2.72 -0.368 0.713
#> 535         16         14   -2 2.72 -0.735 0.462
#> 536          8         15    7 2.72  2.573  0.01
#> 537         19         16   -3 2.72 -1.103  0.27
#> 538         14         14    0 2.72  0.000     1
#> 539         10          8   -2 2.72 -0.735 0.462
#> 540         11          9   -2 2.72 -0.735 0.462
#> 541         20         19   -1 2.72 -0.368 0.713
#> 542         17         18    1 2.72  0.368 0.713
#> 543          9          8   -1 2.72 -0.368 0.713
#> 544         18         20    2 2.72  0.735 0.462
#> 545         12         10   -2 2.72 -0.735 0.462
#> 546         10         14    4 2.72  1.471 0.141
#> 547          8          8    0 2.72  0.000     1
#> 548         10         11    1 2.72  0.368 0.713
#> 549         15          8   -7 2.72 -2.573  0.01
#> 550          5          4   -1 2.72 -0.368 0.713
#> 551          5          6    1 2.72  0.368 0.713
#> 552          6          7    1 2.72  0.368 0.713
#> 553          9         13    4 2.72  1.471 0.141
#> 554          8          5   -3 2.72 -1.103  0.27
#> 555         12         10   -2 2.72 -0.735 0.462
#> 556         15         15    0 2.72  0.000     1
#> 557          9         13    4 2.72  1.471 0.141
#> 558         11         14    3 2.72  1.103  0.27
#> 559         12         13    1 2.72  0.368 0.713
#> 560          4          5    1 2.72  0.368 0.713
#> 561         13         14    1 2.72  0.368 0.713
#> 562         11         13    2 2.72  0.735 0.462
#> 563         14         10   -4 2.72 -1.471 0.141
#> 564          1          4    3 2.72  1.103  0.27
#> 565         13         14    1 2.72  0.368 0.713
#> 566         15         14   -1 2.72 -0.368 0.713
#> 567          8          7   -1 2.72 -0.368 0.713
#> 568         15         16    1 2.72  0.368 0.713
#> 569         19         19    0 2.72  0.000     1
#> 570         13         11   -2 2.72 -0.735 0.462
#> 571         15         14   -1 2.72 -0.368 0.713
#> 572          5          6    1 2.72  0.368 0.713
#> 573          2          3    1 2.72  0.368 0.713
#> 574         19         14   -5 2.72 -1.838 0.066
#> 575          3          1   -2 2.72 -0.735 0.462
#> 576         17         18    1 2.72  0.368 0.713
#> 577          2          3    1 2.72  0.368 0.713
#> 578         19         17   -2 2.72 -0.735 0.462
#> 579         13         13    0 2.72  0.000     1
#> 580         20         15   -5 2.72 -1.838 0.066
#> 581          6          5   -1 2.72 -0.368 0.713
#> 582         17         18    1 2.72  0.368 0.713
#> 583          7          6   -1 2.72 -0.368 0.713
#> 584          6          4   -2 2.72 -0.735 0.462
#> 585         16         12   -4 2.72 -1.471 0.141
#> 586         13         13    0 2.72  0.000     1
#> 587         18         17   -1 2.72 -0.368 0.713
#> 588          9          7   -2 2.72 -0.735 0.462
#> 589         12         10   -2 2.72 -0.735 0.462
#> 590         12         14    2 2.72  0.735 0.462
#> 591          9         12    3 2.72  1.103  0.27
#> 592         12         16    4 2.72  1.471 0.141
#> 593         17         15   -2 2.72 -0.735 0.462
#> 594          4          3   -1 2.72 -0.368 0.713
#> 595          8          8    0 2.72  0.000     1
#> 596         11          9   -2 2.72 -0.735 0.462
#> 597          8         10    2 2.72  0.735 0.462
#> 598         10         12    2 2.72  0.735 0.462
#> 599         13         13    0 2.72  0.000     1
#> 600         12         16    4 2.72  1.471 0.141
#> 601         15         19    4 2.72  1.471 0.141
#> 602         11          9   -2 2.72 -0.735 0.462
#> 603          5          3   -2 2.72 -0.735 0.462
#> 604          7          9    2 2.72  0.735 0.462
#> 605          7          2   -5 2.72 -1.838 0.066
#> 606          2          6    4 2.72  1.471 0.141
#> 607         10          8   -2 2.72 -0.735 0.462
#> 608         14         14    0 2.72  0.000     1
#> 609         11         12    1 2.72  0.368 0.713
#> 610         12          7   -5 2.72 -1.838 0.066
#> 611         13         12   -1 2.72 -0.368 0.713
#> 612         10          9   -1 2.72 -0.368 0.713
#> 613         11         13    2 2.72  0.735 0.462
#> 614          5          6    1 2.72  0.368 0.713
#> 615         12         12    0 2.72  0.000     1
#> 616          4          1   -3 2.72 -1.103  0.27
#> 617          4          7    3 2.72  1.103  0.27
#> 618          5          5    0 2.72  0.000     1
#> 619         16         18    2 2.72  0.735 0.462
#> 620          4          6    2 2.72  0.735 0.462
#> 621         19         16   -3 2.72 -1.103  0.27
#> 622         13         12   -1 2.72 -0.368 0.713
#> 623         17         19    2 2.72  0.735 0.462
#> 624          8          5   -3 2.72 -1.103  0.27
#> 625          9         11    2 2.72  0.735 0.462
#> 626          5          4   -1 2.72 -0.368 0.713
#> 627          5          5    0 2.72  0.000     1
#> 628          4          1   -3 2.72 -1.103  0.27
#> 629          7          8    1 2.72  0.368 0.713
#> 630          8         13    5 2.72  1.838 0.066
#> 631         14         18    4 2.72  1.471 0.141
#> 632          8          3   -5 2.72 -1.838 0.066
#> 633         16         16    0 2.72  0.000     1
#> 634         13         14    1 2.72  0.368 0.713
#> 635         15         11   -4 2.72 -1.471 0.141
#> 636         13          9   -4 2.72 -1.471 0.141
#> 637          6          7    1 2.72  0.368 0.713
#> 638         12          7   -5 2.72 -1.838 0.066
#> 639          6          6    0 2.72  0.000     1
#> 640          3          2   -1 2.72 -0.368 0.713
#> 641          9          7   -2 2.72 -0.735 0.462
#> 642          7          7    0 2.72  0.000     1
#> 643         16         16    0 2.72  0.000     1
#> 644         13         13    0 2.72  0.000     1
#> 645         12         15    3 2.72  1.103  0.27
#> 646          2          3    1 2.72  0.368 0.713
#> 647         18         14   -4 2.72 -1.471 0.141
#> 648          5          7    2 2.72  0.735 0.462
#> 649          6          4   -2 2.72 -0.735 0.462
#> 650         19         18   -1 2.72 -0.368 0.713
#> 651          8          4   -4 2.72 -1.471 0.141
#> 652         10         12    2 2.72  0.735 0.462
#> 653          6         10    4 2.72  1.471 0.141
#> 654          4          5    1 2.72  0.368 0.713
#> 655          6          6    0 2.72  0.000     1
#> 656          7          5   -2 2.72 -0.735 0.462
#> 657         13         12   -1 2.72 -0.368 0.713
#> 658         10         13    3 2.72  1.103  0.27
#> 659         18         17   -1 2.72 -0.368 0.713
#> 660         11          8   -3 2.72 -1.103  0.27
#> 661         10          7   -3 2.72 -1.103  0.27
#> 662         19         18   -1 2.72 -0.368 0.713
#> 663         12         14    2 2.72  0.735 0.462
#> 664         17         19    2 2.72  0.735 0.462
#> 665         11         15    4 2.72  1.471 0.141
#> 666         13         13    0 2.72  0.000     1
#> 667         10         12    2 2.72  0.735 0.462
#> 668         11         12    1 2.72  0.368 0.713
#> 669          8         11    3 2.72  1.103  0.27
#> 670          8          5   -3 2.72 -1.103  0.27
#> 671         12         11   -1 2.72 -0.368 0.713
#> 672         10         10    0 2.72  0.000     1
#> 673          9         10    1 2.72  0.368 0.713
#> 674         12         15    3 2.72  1.103  0.27
#> 675          7         11    4 2.72  1.471 0.141
#> 676          4          2   -2 2.72 -0.735 0.462
#> 677         15         17    2 2.72  0.735 0.462
#> 678          9          6   -3 2.72 -1.103  0.27
#> 679         11         11    0 2.72  0.000     1
#> 680         17         16   -1 2.72 -0.368 0.713
#> 681         19         19    0 2.72  0.000     1
#> 682          9         10    1 2.72  0.368 0.713
#> 683         19         18   -1 2.72 -0.368 0.713
#> 684          5          1   -4 2.72 -1.471 0.141
#> 685         12         10   -2 2.72 -0.735 0.462
#> 686         16         13   -3 2.72 -1.103  0.27
#> 687          9         10    1 2.72  0.368 0.713
#> 688          7          6   -1 2.72 -0.368 0.713
#> 689          4          2   -2 2.72 -0.735 0.462
#> 690         14         15    1 2.72  0.368 0.713
#> 691         12         14    2 2.72  0.735 0.462
#> 692          4          8    4 2.72  1.471 0.141
#> 693         10          9   -1 2.72 -0.368 0.713
#> 694         13          9   -4 2.72 -1.471 0.141
#> 695         16         17    1 2.72  0.368 0.713
#> 696         14         13   -1 2.72 -0.368 0.713
#> 697          9          9    0 2.72  0.000     1
#> 698          3          5    2 2.72  0.735 0.462
#> 699          5          3   -2 2.72 -0.735 0.462
#> 700         10         13    3 2.72  1.103  0.27
#> 701          2          4    2 2.72  0.735 0.462
#> 702         14         11   -3 2.72 -1.103  0.27
#> 703         13         11   -2 2.72 -0.735 0.462
#> 704         12         13    1 2.72  0.368 0.713
#> 705         16         17    1 2.72  0.368 0.713
#> 706         15         17    2 2.72  0.735 0.462
#> 707          5          1   -4 2.72 -1.471 0.141
#> 708         13         13    0 2.72  0.000     1
#> 709         13         17    4 2.72  1.471 0.141
#> 710          8          6   -2 2.72 -0.735 0.462
#> 711         17         20    3 2.72  1.103  0.27
#> 712          8          6   -2 2.72 -0.735 0.462
#> 713         13         12   -1 2.72 -0.368 0.713
#> 714          3          5    2 2.72  0.735 0.462
#> 715          6          3   -3 2.72 -1.103  0.27
#> 716         15         16    1 2.72  0.368 0.713
#> 717         10          9   -1 2.72 -0.368 0.713
#> 718          9         12    3 2.72  1.103  0.27
#> 719         18         15   -3 2.72 -1.103  0.27
#> 720          5          6    1 2.72  0.368 0.713
#> 721         11          9   -2 2.72 -0.735 0.462
#> 722          7          7    0 2.72  0.000     1
#> 723         16         18    2 2.72  0.735 0.462
#> 724          6         13    7 2.72  2.573  0.01
#> 725          9          7   -2 2.72 -0.735 0.462
#> 726          4          4    0 2.72  0.000     1
#> 727          4          3   -1 2.72 -0.368 0.713
#> 728          9         10    1 2.72  0.368 0.713
#> 729          7          5   -2 2.72 -0.735 0.462
#> 730          9         10    1 2.72  0.368 0.713
#> 731         14         16    2 2.72  0.735 0.462
#> 732          2          4    2 2.72  0.735 0.462
#> 733         10          8   -2 2.72 -0.735 0.462
#> 734         17         12   -5 2.72 -1.838 0.066
#> 735         12         12    0 2.72  0.000     1
#> 736         11         10   -1 2.72 -0.368 0.713
#> 737         13         14    1 2.72  0.368 0.713
#> 738         12         13    1 2.72  0.368 0.713
#> 739          7          7    0 2.72  0.000     1
#> 740          9          8   -1 2.72 -0.368 0.713
#> 741          7          4   -3 2.72 -1.103  0.27
#> 742          8          7   -1 2.72 -0.368 0.713
#> 743         20         18   -2 2.72 -0.735 0.462
#> 744         12         10   -2 2.72 -0.735 0.462
#> 745         10         10    0 2.72  0.000     1
#> 746         18         19    1 2.72  0.368 0.713
#> 747          7          7    0 2.72  0.000     1
#> 748         16         17    1 2.72  0.368 0.713
#> 749          7          8    1 2.72  0.368 0.713
#> 750         20         18   -2 2.72 -0.735 0.462
#> 751          8          8    0 2.72  0.000     1
#> 752          8         10    2 2.72  0.735 0.462
#> 753         12         14    2 2.72  0.735 0.462
#> 754         15         17    2 2.72  0.735 0.462
#> 755          9         11    2 2.72  0.735 0.462
#> 756         10          8   -2 2.72 -0.735 0.462
#> 757          1          2    1 2.72  0.368 0.713
#> 758          4          6    2 2.72  0.735 0.462
#> 759         13         14    1 2.72  0.368 0.713
#> 760         15         17    2 2.72  0.735 0.462
#> 761          6          4   -2 2.72 -0.735 0.462
#> 762         17         11   -6 2.72 -2.206 0.027
#> 763         13         13    0 2.72  0.000     1
#> 764         13         15    2 2.72  0.735 0.462
#> 765         13         14    1 2.72  0.368 0.713
#> 766         13         13    0 2.72  0.000     1
#> 767         17         14   -3 2.72 -1.103  0.27
#> 768          2          2    0 2.72  0.000     1
#> 769         18         16   -2 2.72 -0.735 0.462
#> 770         19         20    1 2.72  0.368 0.713
#> 771          3          4    1 2.72  0.368 0.713
#> 772         17         11   -6 2.72 -2.206 0.027
#> 773         15         15    0 2.72  0.000     1
#> 774         13         14    1 2.72  0.368 0.713
#> 775          3          1   -2 2.72 -0.735 0.462
#> 776         18         16   -2 2.72 -0.735 0.462
#> 777         12         12    0 2.72  0.000     1
#> 778         12         14    2 2.72  0.735 0.462
#> 779          5          5    0 2.72  0.000     1
#> 780          9          8   -1 2.72 -0.368 0.713
#> 781         20         17   -3 2.72 -1.103  0.27
#> 782         12          8   -4 2.72 -1.471 0.141
#> 783          2          1   -1 2.72 -0.368 0.713
#> 784          7          6   -1 2.72 -0.368 0.713
#> 785         14         14    0 2.72  0.000     1
#> 786         12         10   -2 2.72 -0.735 0.462
#> 787         14         12   -2 2.72 -0.735 0.462
#> 788         13         14    1 2.72  0.368 0.713
#> 789          9         12    3 2.72  1.103  0.27
#> 790         11          7   -4 2.72 -1.471 0.141
#> 791         10          9   -1 2.72 -0.368 0.713
#> 792         14         14    0 2.72  0.000     1
#> 793          8          5   -3 2.72 -1.103  0.27
#> 794         19         18   -1 2.72 -0.368 0.713
#> 795         12         12    0 2.72  0.000     1
#> 796         13         15    2 2.72  0.735 0.462
#> 797         10          6   -4 2.72 -1.471 0.141
#> 798          7          4   -3 2.72 -1.103  0.27
#> 799          6          2   -4 2.72 -1.471 0.141
#> 800          4          8    4 2.72  1.471 0.141
#> 801         20         17   -3 2.72 -1.103  0.27
#> 802          5          6    1 2.72  0.368 0.713
#> 803         18         17   -1 2.72 -0.368 0.713
#> 804         11         13    2 2.72  0.735 0.462
#> 805          9          6   -3 2.72 -1.103  0.27
#> 806          6          4   -2 2.72 -0.735 0.462
#> 807          6          6    0 2.72  0.000     1
#> 808          9         10    1 2.72  0.368 0.713
#> 809         11         11    0 2.72  0.000     1
#> 810          4          7    3 2.72  1.103  0.27
#> 811          4          6    2 2.72  0.735 0.462
#> 812         11         12    1 2.72  0.368 0.713
#> 813         18         20    2 2.72  0.735 0.462
#> 814          6          7    1 2.72  0.368 0.713
#> 815         14         13   -1 2.72 -0.368 0.713
#> 816         11         12    1 2.72  0.368 0.713
#> 817          8          7   -1 2.72 -0.368 0.713
#> 818         16         19    3 2.72  1.103  0.27
#> 819          5          3   -2 2.72 -0.735 0.462
#> 820         17         13   -4 2.72 -1.471 0.141
#> 821         11         14    3 2.72  1.103  0.27
#> 822         10         10    0 2.72  0.000     1
#> 823         10         16    6 2.72  2.206 0.027
#> 824         11         12    1 2.72  0.368 0.713
#> 825          8         13    5 2.72  1.838 0.066
#> 826         13         15    2 2.72  0.735 0.462
#> 827         14         10   -4 2.72 -1.471 0.141
#> 828         14         13   -1 2.72 -0.368 0.713
#> 829          7         13    6 2.72  2.206 0.027
#> 830         10         11    1 2.72  0.368 0.713
#> 831          6          6    0 2.72  0.000     1
#> 832          5          6    1 2.72  0.368 0.713
#> 833         15         16    1 2.72  0.368 0.713
#> 834          5          9    4 2.72  1.471 0.141
#> 835         10          3   -7 2.72 -2.573  0.01
#> 836         14         15    1 2.72  0.368 0.713
#> 837          2          6    4 2.72  1.471 0.141
#> 838          1          0   -1 2.72 -0.368 0.713
#> 839         19         19    0 2.72  0.000     1
#> 840          7          7    0 2.72  0.000     1
#> 841         16         14   -2 2.72 -0.735 0.462
#> 842         18         17   -1 2.72 -0.368 0.713
#> 843         18         17   -1 2.72 -0.368 0.713
#> 844         11         10   -1 2.72 -0.368 0.713
#> 845         16         15   -1 2.72 -0.368 0.713
#> 846         10         11    1 2.72  0.368 0.713
#> 847         15         16    1 2.72  0.368 0.713
#> 848         15         11   -4 2.72 -1.471 0.141
#> 849         18         15   -3 2.72 -1.103  0.27
#> 850         13         15    2 2.72  0.735 0.462
#> 851         16         17    1 2.72  0.368 0.713
#> 852         13         16    3 2.72  1.103  0.27
#> 853          6          9    3 2.72  1.103  0.27
#> 854         14         16    2 2.72  0.735 0.462
#> 855         12         11   -1 2.72 -0.368 0.713
#> 856          5          6    1 2.72  0.368 0.713
#> 857          6          7    1 2.72  0.368 0.713
#> 858          7         13    6 2.72  2.206 0.027
#> 859         18         18    0 2.72  0.000     1
#> 860         11         13    2 2.72  0.735 0.462
#> 861         11         10   -1 2.72 -0.368 0.713
#> 862          9          6   -3 2.72 -1.103  0.27
#> 863          8          7   -1 2.72 -0.368 0.713
#> 864          9          7   -2 2.72 -0.735 0.462
#> 865         15         13   -2 2.72 -0.735 0.462
#> 866         12          9   -3 2.72 -1.103  0.27
#> 867         10         12    2 2.72  0.735 0.462
#> 868         17         12   -5 2.72 -1.838 0.066
#> 869          6          8    2 2.72  0.735 0.462
#> 870          4          4    0 2.72  0.000     1
#> 871         16         15   -1 2.72 -0.368 0.713
#> 872          7          3   -4 2.72 -1.471 0.141
#> 873          4          7    3 2.72  1.103  0.27
#> 874         12         12    0 2.72  0.000     1
#> 875         14         12   -2 2.72 -0.735 0.462
#> 876         17         13   -4 2.72 -1.471 0.141
#> 877         12         11   -1 2.72 -0.368 0.713
#> 878          6          6    0 2.72  0.000     1
#> 879          8         13    5 2.72  1.838 0.066
#> 880         15         17    2 2.72  0.735 0.462
#> 881          7         10    3 2.72  1.103  0.27
#> 882          2          1   -1 2.72 -0.368 0.713
#> 883         13         18    5 2.72  1.838 0.066
#> 884         17         18    1 2.72  0.368 0.713
#> 885          8         10    2 2.72  0.735 0.462
#> 886         18         19    1 2.72  0.368 0.713
#> 887         17         16   -1 2.72 -0.368 0.713
#> 888         14         11   -3 2.72 -1.103  0.27
#> 889          6          6    0 2.72  0.000     1
#> 890          4          3   -1 2.72 -0.368 0.713
#> 891         12         10   -2 2.72 -0.735 0.462
#> 892         11         12    1 2.72  0.368 0.713
#> 893          5          7    2 2.72  0.735 0.462
#> 894         15         17    2 2.72  0.735 0.462
#> 895          6         11    5 2.72  1.838 0.066
#> 896         11          7   -4 2.72 -1.471 0.141
#> 897         11         13    2 2.72  0.735 0.462
#> 898          6          5   -1 2.72 -0.368 0.713
#> 899         13         11   -2 2.72 -0.735 0.462
#> 900          5          9    4 2.72  1.471 0.141
#> 901         10         10    0 2.72  0.000     1
#> 902         17         18    1 2.72  0.368 0.713
#> 903         15         14   -1 2.72 -0.368 0.713
#> 904          8         11    3 2.72  1.103  0.27
#> 905         17         16   -1 2.72 -0.368 0.713
#> 906         14         17    3 2.72  1.103  0.27
#> 907          9         10    1 2.72  0.368 0.713
#> 908         13          8   -5 2.72 -1.838 0.066
#> 909          7          5   -2 2.72 -0.735 0.462
#> 910          8          6   -2 2.72 -0.735 0.462
#> 911         18         19    1 2.72  0.368 0.713
#> 912         15         17    2 2.72  0.735 0.462
#> 913         11         12    1 2.72  0.368 0.713
#> 914         10         10    0 2.72  0.000     1
#> 915         18         19    1 2.72  0.368 0.713
#> 916         18         16   -2 2.72 -0.735 0.462
#> 917         10         10    0 2.72  0.000     1
#> 918          2          1   -1 2.72 -0.368 0.713
#> 919         16         17    1 2.72  0.368 0.713
#> 920          2          1   -1 2.72 -0.368 0.713
#> 921         20         20    0 2.72  0.000     1
#> 922          6          2   -4 2.72 -1.471 0.141
#> 923         18         17   -1 2.72 -0.368 0.713
#> 924         13         19    6 2.72  2.206 0.027
#> 925         14         11   -3 2.72 -1.103  0.27
#> 926         18         17   -1 2.72 -0.368 0.713
#> 927         16         15   -1 2.72 -0.368 0.713
#> 928         18         11   -7 2.72 -2.573  0.01
#> 929         15         12   -3 2.72 -1.103  0.27
#> 930          9          5   -4 2.72 -1.471 0.141
#> 931          9          9    0 2.72  0.000     1
#> 932         10         10    0 2.72  0.000     1
#> 933         16         18    2 2.72  0.735 0.462
#> 934          5          7    2 2.72  0.735 0.462
#> 935         16         17    1 2.72  0.368 0.713
#> 936          8         10    2 2.72  0.735 0.462
#> 937          5          4   -1 2.72 -0.368 0.713
#> 938         16         15   -1 2.72 -0.368 0.713
#> 939         13         10   -3 2.72 -1.103  0.27
#> 940         10         13    3 2.72  1.103  0.27
#> 941         14         14    0 2.72  0.000     1
#> 942         10         14    4 2.72  1.471 0.141
#> 943          4          3   -1 2.72 -0.368 0.713
#> 944         20         18   -2 2.72 -0.735 0.462
#> 945          6          8    2 2.72  0.735 0.462
#> 946          8          5   -3 2.72 -1.103  0.27
#> 947          7         17   10 2.72  3.676     0
#> 948          7          3   -4 2.72 -1.471 0.141
#> 949         14         14    0 2.72  0.000     1
#> 950         14         13   -1 2.72 -0.368 0.713
#> 951         14         13   -1 2.72 -0.368 0.713
#> 952         14         10   -4 2.72 -1.471 0.141
#> 953         12          9   -3 2.72 -1.103  0.27
#> 954          8          8    0 2.72  0.000     1
#> 955         14         11   -3 2.72 -1.103  0.27
#> 956         10         12    2 2.72  0.735 0.462
#> 957         11          9   -2 2.72 -0.735 0.462
#> 958          4          4    0 2.72  0.000     1
#> 959          9         10    1 2.72  0.368 0.713
#> 960          5          7    2 2.72  0.735 0.462
#> 961         16         13   -3 2.72 -1.103  0.27
#> 962          7          5   -2 2.72 -0.735 0.462
#> 963          6          7    1 2.72  0.368 0.713
#> 964          5          6    1 2.72  0.368 0.713
#> 965          5          2   -3 2.72 -1.103  0.27
#> 966          2          5    3 2.72  1.103  0.27
#> 967          7          6   -1 2.72 -0.368 0.713
#> 968         16         19    3 2.72  1.103  0.27
#> 969          8          4   -4 2.72 -1.471 0.141
#> 970          4          1   -3 2.72 -1.103  0.27
#> 971         12         10   -2 2.72 -0.735 0.462
#> 972          3          9    6 2.72  2.206 0.027
#> 973         14         16    2 2.72  0.735 0.462
#> 974          7          5   -2 2.72 -0.735 0.462
#> 975         16         16    0 2.72  0.000     1
#> 976         15         16    1 2.72  0.368 0.713
#> 977         11         14    3 2.72  1.103  0.27
#> 978         14         13   -1 2.72 -0.368 0.713
#> 979         17         18    1 2.72  0.368 0.713
#> 980         10         10    0 2.72  0.000     1
#> 981         17         18    1 2.72  0.368 0.713
#> 982          3          2   -1 2.72 -0.368 0.713
#> 983          6          7    1 2.72  0.368 0.713
#> 984          4          3   -1 2.72 -0.368 0.713
#> 985         14         16    2 2.72  0.735 0.462
#> 986         11         11    0 2.72  0.000     1
#> 987          5          3   -2 2.72 -0.735 0.462
#> 988          1          2    1 2.72  0.368 0.713
#> 989         10         11    1 2.72  0.368 0.713
#> 990          4          2   -2 2.72 -0.735 0.462
#> 991          5          4   -1 2.72 -0.368 0.713
#> 992         12         14    2 2.72  0.735 0.462
#> 993         20         14   -6 2.72 -2.206 0.027
#> 994         15         12   -3 2.72 -1.103  0.27
#> 995          8         14    6 2.72  2.206 0.027
#> 996         18         17   -1 2.72 -0.368 0.713
#> 997          9         13    4 2.72  1.471 0.141
#> 998         12          9   -3 2.72 -1.103  0.27
#> 999          9          6   -3 2.72 -1.103  0.27
#> 1000        10          8   -2 2.72 -0.735 0.462

# include cutoffs
RCI(predat = dat_pre, postdat = dat_post, SEM.pre=SEM.alpha,
    cutoffs=c(-1.96, 1.96))
#>      pre.score post.score diff   SE      z     p cut_decision
#> 1           15          9   -6 2.72 -2.206 0.027    decreased
#> 2            4          0   -4 2.72 -1.471 0.141    unchanged
#> 3            4          3   -1 2.72 -0.368 0.713    unchanged
#> 4            6          4   -2 2.72 -0.735 0.462    unchanged
#> 5            4          5    1 2.72  0.368 0.713    unchanged
#> 6            6          7    1 2.72  0.368 0.713    unchanged
#> 7            3          8    5 2.72  1.838 0.066    unchanged
#> 8           13         12   -1 2.72 -0.368 0.713    unchanged
#> 9           17         16   -1 2.72 -0.368 0.713    unchanged
#> 10          16         17    1 2.72  0.368 0.713    unchanged
#> 11          13         14    1 2.72  0.368 0.713    unchanged
#> 12          16         12   -4 2.72 -1.471 0.141    unchanged
#> 13          12         11   -1 2.72 -0.368 0.713    unchanged
#> 14           9          3   -6 2.72 -2.206 0.027    decreased
#> 15           6          6    0 2.72  0.000     1    unchanged
#> 16          13         13    0 2.72  0.000     1    unchanged
#> 17          13         11   -2 2.72 -0.735 0.462    unchanged
#> 18           0          4    4 2.72  1.471 0.141    unchanged
#> 19           6          8    2 2.72  0.735 0.462    unchanged
#> 20           4          5    1 2.72  0.368 0.713    unchanged
#> 21          16         13   -3 2.72 -1.103  0.27    unchanged
#> 22          12         12    0 2.72  0.000     1    unchanged
#> 23          13         10   -3 2.72 -1.103  0.27    unchanged
#> 24          18         17   -1 2.72 -0.368 0.713    unchanged
#> 25           3          3    0 2.72  0.000     1    unchanged
#> 26          12         13    1 2.72  0.368 0.713    unchanged
#> 27          17         15   -2 2.72 -0.735 0.462    unchanged
#> 28          14         15    1 2.72  0.368 0.713    unchanged
#> 29          13         17    4 2.72  1.471 0.141    unchanged
#> 30          10          7   -3 2.72 -1.103  0.27    unchanged
#> 31          15         13   -2 2.72 -0.735 0.462    unchanged
#> 32           3          3    0 2.72  0.000     1    unchanged
#> 33           8         12    4 2.72  1.471 0.141    unchanged
#> 34          17         18    1 2.72  0.368 0.713    unchanged
#> 35           6         10    4 2.72  1.471 0.141    unchanged
#> 36          18         18    0 2.72  0.000     1    unchanged
#> 37          10          7   -3 2.72 -1.103  0.27    unchanged
#> 38          17         13   -4 2.72 -1.471 0.141    unchanged
#> 39          10          3   -7 2.72 -2.573  0.01    decreased
#> 40           0          2    2 2.72  0.735 0.462    unchanged
#> 41          12         10   -2 2.72 -0.735 0.462    unchanged
#> 42          19         20    1 2.72  0.368 0.713    unchanged
#> 43          11         10   -1 2.72 -0.368 0.713    unchanged
#> 44           5          3   -2 2.72 -0.735 0.462    unchanged
#> 45          16         15   -1 2.72 -0.368 0.713    unchanged
#> 46           8         12    4 2.72  1.471 0.141    unchanged
#> 47          17         17    0 2.72  0.000     1    unchanged
#> 48          12         10   -2 2.72 -0.735 0.462    unchanged
#> 49          20         16   -4 2.72 -1.471 0.141    unchanged
#> 50           8          7   -1 2.72 -0.368 0.713    unchanged
#> 51           9         11    2 2.72  0.735 0.462    unchanged
#> 52           7          5   -2 2.72 -0.735 0.462    unchanged
#> 53          13         10   -3 2.72 -1.103  0.27    unchanged
#> 54           6         10    4 2.72  1.471 0.141    unchanged
#> 55           7          6   -1 2.72 -0.368 0.713    unchanged
#> 56           7          9    2 2.72  0.735 0.462    unchanged
#> 57           5          7    2 2.72  0.735 0.462    unchanged
#> 58          11          3   -8 2.72 -2.941 0.003    decreased
#> 59          13         10   -3 2.72 -1.103  0.27    unchanged
#> 60          18         18    0 2.72  0.000     1    unchanged
#> 61           7          7    0 2.72  0.000     1    unchanged
#> 62          15         16    1 2.72  0.368 0.713    unchanged
#> 63          11         11    0 2.72  0.000     1    unchanged
#> 64           7          8    1 2.72  0.368 0.713    unchanged
#> 65           2          7    5 2.72  1.838 0.066    unchanged
#> 66           7          4   -3 2.72 -1.103  0.27    unchanged
#> 67           5          4   -1 2.72 -0.368 0.713    unchanged
#> 68           9         12    3 2.72  1.103  0.27    unchanged
#> 69          11         17    6 2.72  2.206 0.027    increased
#> 70          12         11   -1 2.72 -0.368 0.713    unchanged
#> 71          19         18   -1 2.72 -0.368 0.713    unchanged
#> 72          15         16    1 2.72  0.368 0.713    unchanged
#> 73           9          5   -4 2.72 -1.471 0.141    unchanged
#> 74           8         10    2 2.72  0.735 0.462    unchanged
#> 75           7          5   -2 2.72 -0.735 0.462    unchanged
#> 76          16         17    1 2.72  0.368 0.713    unchanged
#> 77           9          7   -2 2.72 -0.735 0.462    unchanged
#> 78          12          9   -3 2.72 -1.103  0.27    unchanged
#> 79          20         18   -2 2.72 -0.735 0.462    unchanged
#> 80           6          8    2 2.72  0.735 0.462    unchanged
#> 81          16         16    0 2.72  0.000     1    unchanged
#> 82           8         12    4 2.72  1.471 0.141    unchanged
#> 83           7          8    1 2.72  0.368 0.713    unchanged
#> 84          16         15   -1 2.72 -0.368 0.713    unchanged
#> 85          17         13   -4 2.72 -1.471 0.141    unchanged
#> 86           5          6    1 2.72  0.368 0.713    unchanged
#> 87          11         11    0 2.72  0.000     1    unchanged
#> 88          17         15   -2 2.72 -0.735 0.462    unchanged
#> 89          17         11   -6 2.72 -2.206 0.027    decreased
#> 90          12          8   -4 2.72 -1.471 0.141    unchanged
#> 91          13         15    2 2.72  0.735 0.462    unchanged
#> 92          13         14    1 2.72  0.368 0.713    unchanged
#> 93           5          3   -2 2.72 -0.735 0.462    unchanged
#> 94          13         13    0 2.72  0.000     1    unchanged
#> 95           7         10    3 2.72  1.103  0.27    unchanged
#> 96           8         10    2 2.72  0.735 0.462    unchanged
#> 97          14          9   -5 2.72 -1.838 0.066    unchanged
#> 98           8          6   -2 2.72 -0.735 0.462    unchanged
#> 99          11         11    0 2.72  0.000     1    unchanged
#> 100          5          5    0 2.72  0.000     1    unchanged
#> 101          5         11    6 2.72  2.206 0.027    increased
#> 102          5          0   -5 2.72 -1.838 0.066    unchanged
#> 103         11         11    0 2.72  0.000     1    unchanged
#> 104         16         19    3 2.72  1.103  0.27    unchanged
#> 105          7          6   -1 2.72 -0.368 0.713    unchanged
#> 106          4          6    2 2.72  0.735 0.462    unchanged
#> 107          5          7    2 2.72  0.735 0.462    unchanged
#> 108          9         11    2 2.72  0.735 0.462    unchanged
#> 109         14         10   -4 2.72 -1.471 0.141    unchanged
#> 110          6          5   -1 2.72 -0.368 0.713    unchanged
#> 111         14         19    5 2.72  1.838 0.066    unchanged
#> 112         11         10   -1 2.72 -0.368 0.713    unchanged
#> 113         12         11   -1 2.72 -0.368 0.713    unchanged
#> 114          4          2   -2 2.72 -0.735 0.462    unchanged
#> 115          7          7    0 2.72  0.000     1    unchanged
#> 116         17         15   -2 2.72 -0.735 0.462    unchanged
#> 117          4          1   -3 2.72 -1.103  0.27    unchanged
#> 118         12         14    2 2.72  0.735 0.462    unchanged
#> 119          4          7    3 2.72  1.103  0.27    unchanged
#> 120         14         13   -1 2.72 -0.368 0.713    unchanged
#> 121          9          9    0 2.72  0.000     1    unchanged
#> 122         15         18    3 2.72  1.103  0.27    unchanged
#> 123          4          6    2 2.72  0.735 0.462    unchanged
#> 124         13         16    3 2.72  1.103  0.27    unchanged
#> 125         15         13   -2 2.72 -0.735 0.462    unchanged
#> 126         10          5   -5 2.72 -1.838 0.066    unchanged
#> 127          3          2   -1 2.72 -0.368 0.713    unchanged
#> 128         15         13   -2 2.72 -0.735 0.462    unchanged
#> 129          9          2   -7 2.72 -2.573  0.01    decreased
#> 130         12         13    1 2.72  0.368 0.713    unchanged
#> 131          5          3   -2 2.72 -0.735 0.462    unchanged
#> 132          5          6    1 2.72  0.368 0.713    unchanged
#> 133          2          3    1 2.72  0.368 0.713    unchanged
#> 134         15         13   -2 2.72 -0.735 0.462    unchanged
#> 135         20         17   -3 2.72 -1.103  0.27    unchanged
#> 136         14         13   -1 2.72 -0.368 0.713    unchanged
#> 137         11         14    3 2.72  1.103  0.27    unchanged
#> 138         17         14   -3 2.72 -1.103  0.27    unchanged
#> 139         13         15    2 2.72  0.735 0.462    unchanged
#> 140         12         11   -1 2.72 -0.368 0.713    unchanged
#> 141          4          1   -3 2.72 -1.103  0.27    unchanged
#> 142         16         20    4 2.72  1.471 0.141    unchanged
#> 143         15         14   -1 2.72 -0.368 0.713    unchanged
#> 144          5          6    1 2.72  0.368 0.713    unchanged
#> 145         10         15    5 2.72  1.838 0.066    unchanged
#> 146         16         16    0 2.72  0.000     1    unchanged
#> 147         12          8   -4 2.72 -1.471 0.141    unchanged
#> 148          8         13    5 2.72  1.838 0.066    unchanged
#> 149          9          8   -1 2.72 -0.368 0.713    unchanged
#> 150         17         15   -2 2.72 -0.735 0.462    unchanged
#> 151         16         15   -1 2.72 -0.368 0.713    unchanged
#> 152         14         11   -3 2.72 -1.103  0.27    unchanged
#> 153         13         13    0 2.72  0.000     1    unchanged
#> 154          6          6    0 2.72  0.000     1    unchanged
#> 155          0          1    1 2.72  0.368 0.713    unchanged
#> 156          7          2   -5 2.72 -1.838 0.066    unchanged
#> 157         10          7   -3 2.72 -1.103  0.27    unchanged
#> 158         11         18    7 2.72  2.573  0.01    increased
#> 159          8          6   -2 2.72 -0.735 0.462    unchanged
#> 160          8          8    0 2.72  0.000     1    unchanged
#> 161          4          2   -2 2.72 -0.735 0.462    unchanged
#> 162          4          4    0 2.72  0.000     1    unchanged
#> 163          6          7    1 2.72  0.368 0.713    unchanged
#> 164         15         15    0 2.72  0.000     1    unchanged
#> 165         14         15    1 2.72  0.368 0.713    unchanged
#> 166         18         16   -2 2.72 -0.735 0.462    unchanged
#> 167          9          5   -4 2.72 -1.471 0.141    unchanged
#> 168         12         10   -2 2.72 -0.735 0.462    unchanged
#> 169         18         18    0 2.72  0.000     1    unchanged
#> 170          9          5   -4 2.72 -1.471 0.141    unchanged
#> 171          9          9    0 2.72  0.000     1    unchanged
#> 172          2          1   -1 2.72 -0.368 0.713    unchanged
#> 173         13          7   -6 2.72 -2.206 0.027    decreased
#> 174          9          9    0 2.72  0.000     1    unchanged
#> 175          7         10    3 2.72  1.103  0.27    unchanged
#> 176         18         12   -6 2.72 -2.206 0.027    decreased
#> 177         17         18    1 2.72  0.368 0.713    unchanged
#> 178          5          2   -3 2.72 -1.103  0.27    unchanged
#> 179          3          3    0 2.72  0.000     1    unchanged
#> 180          0          2    2 2.72  0.735 0.462    unchanged
#> 181         19         20    1 2.72  0.368 0.713    unchanged
#> 182         16         12   -4 2.72 -1.471 0.141    unchanged
#> 183         10          5   -5 2.72 -1.838 0.066    unchanged
#> 184         10         15    5 2.72  1.838 0.066    unchanged
#> 185          7         10    3 2.72  1.103  0.27    unchanged
#> 186         16         17    1 2.72  0.368 0.713    unchanged
#> 187          3          8    5 2.72  1.838 0.066    unchanged
#> 188         16         19    3 2.72  1.103  0.27    unchanged
#> 189         13          9   -4 2.72 -1.471 0.141    unchanged
#> 190          7          8    1 2.72  0.368 0.713    unchanged
#> 191          3          2   -1 2.72 -0.368 0.713    unchanged
#> 192         10          8   -2 2.72 -0.735 0.462    unchanged
#> 193          3         12    9 2.72  3.309 0.001    increased
#> 194         11         11    0 2.72  0.000     1    unchanged
#> 195          3          7    4 2.72  1.471 0.141    unchanged
#> 196          6          7    1 2.72  0.368 0.713    unchanged
#> 197         13         11   -2 2.72 -0.735 0.462    unchanged
#> 198         17         17    0 2.72  0.000     1    unchanged
#> 199          9          7   -2 2.72 -0.735 0.462    unchanged
#> 200         16         18    2 2.72  0.735 0.462    unchanged
#> 201         10          4   -6 2.72 -2.206 0.027    decreased
#> 202          9          9    0 2.72  0.000     1    unchanged
#> 203          4          3   -1 2.72 -0.368 0.713    unchanged
#> 204          6          2   -4 2.72 -1.471 0.141    unchanged
#> 205         12         12    0 2.72  0.000     1    unchanged
#> 206          5          4   -1 2.72 -0.368 0.713    unchanged
#> 207          2          3    1 2.72  0.368 0.713    unchanged
#> 208         15         19    4 2.72  1.471 0.141    unchanged
#> 209          6          2   -4 2.72 -1.471 0.141    unchanged
#> 210         16         18    2 2.72  0.735 0.462    unchanged
#> 211         12         13    1 2.72  0.368 0.713    unchanged
#> 212          2          3    1 2.72  0.368 0.713    unchanged
#> 213         11         10   -1 2.72 -0.368 0.713    unchanged
#> 214         12         13    1 2.72  0.368 0.713    unchanged
#> 215         14         15    1 2.72  0.368 0.713    unchanged
#> 216         19         19    0 2.72  0.000     1    unchanged
#> 217         16         15   -1 2.72 -0.368 0.713    unchanged
#> 218         19         20    1 2.72  0.368 0.713    unchanged
#> 219          1          0   -1 2.72 -0.368 0.713    unchanged
#> 220         13         12   -1 2.72 -0.368 0.713    unchanged
#> 221         14         11   -3 2.72 -1.103  0.27    unchanged
#> 222         19         16   -3 2.72 -1.103  0.27    unchanged
#> 223          3          5    2 2.72  0.735 0.462    unchanged
#> 224          2          1   -1 2.72 -0.368 0.713    unchanged
#> 225         16         13   -3 2.72 -1.103  0.27    unchanged
#> 226         12         11   -1 2.72 -0.368 0.713    unchanged
#> 227          6          6    0 2.72  0.000     1    unchanged
#> 228          5          8    3 2.72  1.103  0.27    unchanged
#> 229          1          0   -1 2.72 -0.368 0.713    unchanged
#> 230         12         13    1 2.72  0.368 0.713    unchanged
#> 231          3          4    1 2.72  0.368 0.713    unchanged
#> 232         10          7   -3 2.72 -1.103  0.27    unchanged
#> 233         12         10   -2 2.72 -0.735 0.462    unchanged
#> 234         14         16    2 2.72  0.735 0.462    unchanged
#> 235         18         16   -2 2.72 -0.735 0.462    unchanged
#> 236         10         10    0 2.72  0.000     1    unchanged
#> 237         11          6   -5 2.72 -1.838 0.066    unchanged
#> 238         14         19    5 2.72  1.838 0.066    unchanged
#> 239          3          2   -1 2.72 -0.368 0.713    unchanged
#> 240          8          4   -4 2.72 -1.471 0.141    unchanged
#> 241         13         15    2 2.72  0.735 0.462    unchanged
#> 242         12         13    1 2.72  0.368 0.713    unchanged
#> 243         17         16   -1 2.72 -0.368 0.713    unchanged
#> 244          9          7   -2 2.72 -0.735 0.462    unchanged
#> 245          7          6   -1 2.72 -0.368 0.713    unchanged
#> 246         10          8   -2 2.72 -0.735 0.462    unchanged
#> 247         14         12   -2 2.72 -0.735 0.462    unchanged
#> 248         11         11    0 2.72  0.000     1    unchanged
#> 249         11         10   -1 2.72 -0.368 0.713    unchanged
#> 250         18         19    1 2.72  0.368 0.713    unchanged
#> 251          4          5    1 2.72  0.368 0.713    unchanged
#> 252          1          3    2 2.72  0.735 0.462    unchanged
#> 253          4          1   -3 2.72 -1.103  0.27    unchanged
#> 254          8         10    2 2.72  0.735 0.462    unchanged
#> 255         10         10    0 2.72  0.000     1    unchanged
#> 256         17         18    1 2.72  0.368 0.713    unchanged
#> 257         18         20    2 2.72  0.735 0.462    unchanged
#> 258         11         10   -1 2.72 -0.368 0.713    unchanged
#> 259         17         17    0 2.72  0.000     1    unchanged
#> 260         12         13    1 2.72  0.368 0.713    unchanged
#> 261         11         12    1 2.72  0.368 0.713    unchanged
#> 262          9         11    2 2.72  0.735 0.462    unchanged
#> 263         13         11   -2 2.72 -0.735 0.462    unchanged
#> 264         17         16   -1 2.72 -0.368 0.713    unchanged
#> 265         11         11    0 2.72  0.000     1    unchanged
#> 266         19         18   -1 2.72 -0.368 0.713    unchanged
#> 267         10         10    0 2.72  0.000     1    unchanged
#> 268          5          9    4 2.72  1.471 0.141    unchanged
#> 269         11         12    1 2.72  0.368 0.713    unchanged
#> 270         17         14   -3 2.72 -1.103  0.27    unchanged
#> 271         17         13   -4 2.72 -1.471 0.141    unchanged
#> 272         20         19   -1 2.72 -0.368 0.713    unchanged
#> 273          8          7   -1 2.72 -0.368 0.713    unchanged
#> 274         16         19    3 2.72  1.103  0.27    unchanged
#> 275         14         13   -1 2.72 -0.368 0.713    unchanged
#> 276          4          8    4 2.72  1.471 0.141    unchanged
#> 277         16         13   -3 2.72 -1.103  0.27    unchanged
#> 278         11         11    0 2.72  0.000     1    unchanged
#> 279          8          8    0 2.72  0.000     1    unchanged
#> 280          2          4    2 2.72  0.735 0.462    unchanged
#> 281          7          3   -4 2.72 -1.471 0.141    unchanged
#> 282          5         10    5 2.72  1.838 0.066    unchanged
#> 283         18         19    1 2.72  0.368 0.713    unchanged
#> 284         10         14    4 2.72  1.471 0.141    unchanged
#> 285          1          1    0 2.72  0.000     1    unchanged
#> 286          5         10    5 2.72  1.838 0.066    unchanged
#> 287          3          2   -1 2.72 -0.368 0.713    unchanged
#> 288          7         13    6 2.72  2.206 0.027    increased
#> 289         14         18    4 2.72  1.471 0.141    unchanged
#> 290         17         17    0 2.72  0.000     1    unchanged
#> 291         14         12   -2 2.72 -0.735 0.462    unchanged
#> 292         16         11   -5 2.72 -1.838 0.066    unchanged
#> 293          4          3   -1 2.72 -0.368 0.713    unchanged
#> 294         19         17   -2 2.72 -0.735 0.462    unchanged
#> 295          8         12    4 2.72  1.471 0.141    unchanged
#> 296         17         15   -2 2.72 -0.735 0.462    unchanged
#> 297         16         18    2 2.72  0.735 0.462    unchanged
#> 298         18         17   -1 2.72 -0.368 0.713    unchanged
#> 299         10         10    0 2.72  0.000     1    unchanged
#> 300         16         15   -1 2.72 -0.368 0.713    unchanged
#> 301          8         11    3 2.72  1.103  0.27    unchanged
#> 302          3          2   -1 2.72 -0.368 0.713    unchanged
#> 303         13         11   -2 2.72 -0.735 0.462    unchanged
#> 304          8          5   -3 2.72 -1.103  0.27    unchanged
#> 305         11         11    0 2.72  0.000     1    unchanged
#> 306         17         17    0 2.72  0.000     1    unchanged
#> 307         12          8   -4 2.72 -1.471 0.141    unchanged
#> 308         18         18    0 2.72  0.000     1    unchanged
#> 309          3          2   -1 2.72 -0.368 0.713    unchanged
#> 310          9         11    2 2.72  0.735 0.462    unchanged
#> 311          8          9    1 2.72  0.368 0.713    unchanged
#> 312          8          2   -6 2.72 -2.206 0.027    decreased
#> 313         20         20    0 2.72  0.000     1    unchanged
#> 314          9          9    0 2.72  0.000     1    unchanged
#> 315         16         15   -1 2.72 -0.368 0.713    unchanged
#> 316         15         11   -4 2.72 -1.471 0.141    unchanged
#> 317         11          8   -3 2.72 -1.103  0.27    unchanged
#> 318          4          9    5 2.72  1.838 0.066    unchanged
#> 319          5          5    0 2.72  0.000     1    unchanged
#> 320         18         19    1 2.72  0.368 0.713    unchanged
#> 321         14         11   -3 2.72 -1.103  0.27    unchanged
#> 322          6          6    0 2.72  0.000     1    unchanged
#> 323         14         10   -4 2.72 -1.471 0.141    unchanged
#> 324          9          8   -1 2.72 -0.368 0.713    unchanged
#> 325         11         10   -1 2.72 -0.368 0.713    unchanged
#> 326         12          8   -4 2.72 -1.471 0.141    unchanged
#> 327          8          6   -2 2.72 -0.735 0.462    unchanged
#> 328         10          8   -2 2.72 -0.735 0.462    unchanged
#> 329         14         13   -1 2.72 -0.368 0.713    unchanged
#> 330         14         11   -3 2.72 -1.103  0.27    unchanged
#> 331         13         13    0 2.72  0.000     1    unchanged
#> 332          2          1   -1 2.72 -0.368 0.713    unchanged
#> 333         12         10   -2 2.72 -0.735 0.462    unchanged
#> 334         16         16    0 2.72  0.000     1    unchanged
#> 335          9         15    6 2.72  2.206 0.027    increased
#> 336          3          7    4 2.72  1.471 0.141    unchanged
#> 337          8          8    0 2.72  0.000     1    unchanged
#> 338         13         14    1 2.72  0.368 0.713    unchanged
#> 339         11          9   -2 2.72 -0.735 0.462    unchanged
#> 340         14         13   -1 2.72 -0.368 0.713    unchanged
#> 341          8         10    2 2.72  0.735 0.462    unchanged
#> 342         13         15    2 2.72  0.735 0.462    unchanged
#> 343         15          7   -8 2.72 -2.941 0.003    decreased
#> 344         14         12   -2 2.72 -0.735 0.462    unchanged
#> 345          9         11    2 2.72  0.735 0.462    unchanged
#> 346         14         14    0 2.72  0.000     1    unchanged
#> 347         15         16    1 2.72  0.368 0.713    unchanged
#> 348          9         12    3 2.72  1.103  0.27    unchanged
#> 349         16         18    2 2.72  0.735 0.462    unchanged
#> 350         14         10   -4 2.72 -1.471 0.141    unchanged
#> 351          7          7    0 2.72  0.000     1    unchanged
#> 352         12         14    2 2.72  0.735 0.462    unchanged
#> 353          7          9    2 2.72  0.735 0.462    unchanged
#> 354         11          7   -4 2.72 -1.471 0.141    unchanged
#> 355         11         13    2 2.72  0.735 0.462    unchanged
#> 356         14         12   -2 2.72 -0.735 0.462    unchanged
#> 357          6         12    6 2.72  2.206 0.027    increased
#> 358          7          5   -2 2.72 -0.735 0.462    unchanged
#> 359         11         10   -1 2.72 -0.368 0.713    unchanged
#> 360          9          8   -1 2.72 -0.368 0.713    unchanged
#> 361         15         18    3 2.72  1.103  0.27    unchanged
#> 362          5          6    1 2.72  0.368 0.713    unchanged
#> 363          8         10    2 2.72  0.735 0.462    unchanged
#> 364         16         17    1 2.72  0.368 0.713    unchanged
#> 365         14         17    3 2.72  1.103  0.27    unchanged
#> 366         11         13    2 2.72  0.735 0.462    unchanged
#> 367          9         11    2 2.72  0.735 0.462    unchanged
#> 368          1          4    3 2.72  1.103  0.27    unchanged
#> 369         11          9   -2 2.72 -0.735 0.462    unchanged
#> 370          9          4   -5 2.72 -1.838 0.066    unchanged
#> 371         16         19    3 2.72  1.103  0.27    unchanged
#> 372          6          8    2 2.72  0.735 0.462    unchanged
#> 373         16         16    0 2.72  0.000     1    unchanged
#> 374          7          9    2 2.72  0.735 0.462    unchanged
#> 375         18         18    0 2.72  0.000     1    unchanged
#> 376          6          4   -2 2.72 -0.735 0.462    unchanged
#> 377         13         14    1 2.72  0.368 0.713    unchanged
#> 378         12         10   -2 2.72 -0.735 0.462    unchanged
#> 379         13         15    2 2.72  0.735 0.462    unchanged
#> 380         18         16   -2 2.72 -0.735 0.462    unchanged
#> 381          9         11    2 2.72  0.735 0.462    unchanged
#> 382         10         10    0 2.72  0.000     1    unchanged
#> 383          6          6    0 2.72  0.000     1    unchanged
#> 384          8          9    1 2.72  0.368 0.713    unchanged
#> 385         15         17    2 2.72  0.735 0.462    unchanged
#> 386         15         16    1 2.72  0.368 0.713    unchanged
#> 387          6         13    7 2.72  2.573  0.01    increased
#> 388          4          2   -2 2.72 -0.735 0.462    unchanged
#> 389          9         11    2 2.72  0.735 0.462    unchanged
#> 390          9          9    0 2.72  0.000     1    unchanged
#> 391          4         10    6 2.72  2.206 0.027    increased
#> 392          9          8   -1 2.72 -0.368 0.713    unchanged
#> 393          6          4   -2 2.72 -0.735 0.462    unchanged
#> 394          5          5    0 2.72  0.000     1    unchanged
#> 395          1          3    2 2.72  0.735 0.462    unchanged
#> 396         13         13    0 2.72  0.000     1    unchanged
#> 397         15         17    2 2.72  0.735 0.462    unchanged
#> 398          6          7    1 2.72  0.368 0.713    unchanged
#> 399          1          1    0 2.72  0.000     1    unchanged
#> 400         16         17    1 2.72  0.368 0.713    unchanged
#> 401          9          9    0 2.72  0.000     1    unchanged
#> 402          3          4    1 2.72  0.368 0.713    unchanged
#> 403          3          2   -1 2.72 -0.368 0.713    unchanged
#> 404         10         10    0 2.72  0.000     1    unchanged
#> 405         15         17    2 2.72  0.735 0.462    unchanged
#> 406         17         13   -4 2.72 -1.471 0.141    unchanged
#> 407          3          8    5 2.72  1.838 0.066    unchanged
#> 408         10         14    4 2.72  1.471 0.141    unchanged
#> 409         15          8   -7 2.72 -2.573  0.01    decreased
#> 410         12         10   -2 2.72 -0.735 0.462    unchanged
#> 411          8          6   -2 2.72 -0.735 0.462    unchanged
#> 412          9          9    0 2.72  0.000     1    unchanged
#> 413         14         17    3 2.72  1.103  0.27    unchanged
#> 414          3          2   -1 2.72 -0.368 0.713    unchanged
#> 415          5          3   -2 2.72 -0.735 0.462    unchanged
#> 416          9          9    0 2.72  0.000     1    unchanged
#> 417         12          8   -4 2.72 -1.471 0.141    unchanged
#> 418         16         12   -4 2.72 -1.471 0.141    unchanged
#> 419          9          9    0 2.72  0.000     1    unchanged
#> 420          5          5    0 2.72  0.000     1    unchanged
#> 421         14         16    2 2.72  0.735 0.462    unchanged
#> 422          5          3   -2 2.72 -0.735 0.462    unchanged
#> 423         18         19    1 2.72  0.368 0.713    unchanged
#> 424         10         10    0 2.72  0.000     1    unchanged
#> 425          9         12    3 2.72  1.103  0.27    unchanged
#> 426         15         16    1 2.72  0.368 0.713    unchanged
#> 427          4          6    2 2.72  0.735 0.462    unchanged
#> 428         11          8   -3 2.72 -1.103  0.27    unchanged
#> 429         14         14    0 2.72  0.000     1    unchanged
#> 430          5          6    1 2.72  0.368 0.713    unchanged
#> 431         19         19    0 2.72  0.000     1    unchanged
#> 432         13         12   -1 2.72 -0.368 0.713    unchanged
#> 433         14         20    6 2.72  2.206 0.027    increased
#> 434         12         15    3 2.72  1.103  0.27    unchanged
#> 435         16         16    0 2.72  0.000     1    unchanged
#> 436         11         12    1 2.72  0.368 0.713    unchanged
#> 437         11         10   -1 2.72 -0.368 0.713    unchanged
#> 438         10         11    1 2.72  0.368 0.713    unchanged
#> 439          9          7   -2 2.72 -0.735 0.462    unchanged
#> 440         18         15   -3 2.72 -1.103  0.27    unchanged
#> 441          2          3    1 2.72  0.368 0.713    unchanged
#> 442          4          5    1 2.72  0.368 0.713    unchanged
#> 443         15         11   -4 2.72 -1.471 0.141    unchanged
#> 444          2          4    2 2.72  0.735 0.462    unchanged
#> 445         16          9   -7 2.72 -2.573  0.01    decreased
#> 446          4          5    1 2.72  0.368 0.713    unchanged
#> 447         10         13    3 2.72  1.103  0.27    unchanged
#> 448         15         14   -1 2.72 -0.368 0.713    unchanged
#> 449         11          8   -3 2.72 -1.103  0.27    unchanged
#> 450         16         18    2 2.72  0.735 0.462    unchanged
#> 451          3          3    0 2.72  0.000     1    unchanged
#> 452         10         10    0 2.72  0.000     1    unchanged
#> 453         17         19    2 2.72  0.735 0.462    unchanged
#> 454         18         18    0 2.72  0.000     1    unchanged
#> 455         16         18    2 2.72  0.735 0.462    unchanged
#> 456          2          3    1 2.72  0.368 0.713    unchanged
#> 457         13         14    1 2.72  0.368 0.713    unchanged
#> 458          6         11    5 2.72  1.838 0.066    unchanged
#> 459          5          4   -1 2.72 -0.368 0.713    unchanged
#> 460         20         18   -2 2.72 -0.735 0.462    unchanged
#> 461          9          5   -4 2.72 -1.471 0.141    unchanged
#> 462         11         13    2 2.72  0.735 0.462    unchanged
#> 463         10         11    1 2.72  0.368 0.713    unchanged
#> 464         15         19    4 2.72  1.471 0.141    unchanged
#> 465         10          9   -1 2.72 -0.368 0.713    unchanged
#> 466          9          3   -6 2.72 -2.206 0.027    decreased
#> 467          3          4    1 2.72  0.368 0.713    unchanged
#> 468          3          2   -1 2.72 -0.368 0.713    unchanged
#> 469         18         19    1 2.72  0.368 0.713    unchanged
#> 470         17         13   -4 2.72 -1.471 0.141    unchanged
#> 471         12         13    1 2.72  0.368 0.713    unchanged
#> 472         11         15    4 2.72  1.471 0.141    unchanged
#> 473         15         12   -3 2.72 -1.103  0.27    unchanged
#> 474          8          8    0 2.72  0.000     1    unchanged
#> 475          4          6    2 2.72  0.735 0.462    unchanged
#> 476         18         16   -2 2.72 -0.735 0.462    unchanged
#> 477          4          5    1 2.72  0.368 0.713    unchanged
#> 478          2          3    1 2.72  0.368 0.713    unchanged
#> 479         14         17    3 2.72  1.103  0.27    unchanged
#> 480          9          5   -4 2.72 -1.471 0.141    unchanged
#> 481          6          8    2 2.72  0.735 0.462    unchanged
#> 482         20         20    0 2.72  0.000     1    unchanged
#> 483          8          8    0 2.72  0.000     1    unchanged
#> 484          2          3    1 2.72  0.368 0.713    unchanged
#> 485         15         12   -3 2.72 -1.103  0.27    unchanged
#> 486         15         16    1 2.72  0.368 0.713    unchanged
#> 487          9         12    3 2.72  1.103  0.27    unchanged
#> 488          8          6   -2 2.72 -0.735 0.462    unchanged
#> 489         13         17    4 2.72  1.471 0.141    unchanged
#> 490         12          9   -3 2.72 -1.103  0.27    unchanged
#> 491         14         10   -4 2.72 -1.471 0.141    unchanged
#> 492         19         18   -1 2.72 -0.368 0.713    unchanged
#> 493         14         10   -4 2.72 -1.471 0.141    unchanged
#> 494         11          6   -5 2.72 -1.838 0.066    unchanged
#> 495          5          4   -1 2.72 -0.368 0.713    unchanged
#> 496         12         12    0 2.72  0.000     1    unchanged
#> 497         13         14    1 2.72  0.368 0.713    unchanged
#> 498         19         18   -1 2.72 -0.368 0.713    unchanged
#> 499          7          8    1 2.72  0.368 0.713    unchanged
#> 500         20         20    0 2.72  0.000     1    unchanged
#> 501          6          8    2 2.72  0.735 0.462    unchanged
#> 502         17         18    1 2.72  0.368 0.713    unchanged
#> 503          9          9    0 2.72  0.000     1    unchanged
#> 504         12         13    1 2.72  0.368 0.713    unchanged
#> 505          8         13    5 2.72  1.838 0.066    unchanged
#> 506          9         11    2 2.72  0.735 0.462    unchanged
#> 507          9          8   -1 2.72 -0.368 0.713    unchanged
#> 508          6          5   -1 2.72 -0.368 0.713    unchanged
#> 509         15         14   -1 2.72 -0.368 0.713    unchanged
#> 510         15         12   -3 2.72 -1.103  0.27    unchanged
#> 511         14         14    0 2.72  0.000     1    unchanged
#> 512          1          0   -1 2.72 -0.368 0.713    unchanged
#> 513          5         11    6 2.72  2.206 0.027    increased
#> 514          5          4   -1 2.72 -0.368 0.713    unchanged
#> 515         15         11   -4 2.72 -1.471 0.141    unchanged
#> 516         19         18   -1 2.72 -0.368 0.713    unchanged
#> 517         16         15   -1 2.72 -0.368 0.713    unchanged
#> 518          6          6    0 2.72  0.000     1    unchanged
#> 519          9         14    5 2.72  1.838 0.066    unchanged
#> 520         11          5   -6 2.72 -2.206 0.027    decreased
#> 521          8         11    3 2.72  1.103  0.27    unchanged
#> 522          3          4    1 2.72  0.368 0.713    unchanged
#> 523         11          9   -2 2.72 -0.735 0.462    unchanged
#> 524         16         13   -3 2.72 -1.103  0.27    unchanged
#> 525         16         16    0 2.72  0.000     1    unchanged
#> 526         14         13   -1 2.72 -0.368 0.713    unchanged
#> 527         11         12    1 2.72  0.368 0.713    unchanged
#> 528         17         16   -1 2.72 -0.368 0.713    unchanged
#> 529          7         10    3 2.72  1.103  0.27    unchanged
#> 530         11         11    0 2.72  0.000     1    unchanged
#> 531          7          5   -2 2.72 -0.735 0.462    unchanged
#> 532         12         17    5 2.72  1.838 0.066    unchanged
#> 533         10         16    6 2.72  2.206 0.027    increased
#> 534         15         14   -1 2.72 -0.368 0.713    unchanged
#> 535         16         14   -2 2.72 -0.735 0.462    unchanged
#> 536          8         15    7 2.72  2.573  0.01    increased
#> 537         19         16   -3 2.72 -1.103  0.27    unchanged
#> 538         14         14    0 2.72  0.000     1    unchanged
#> 539         10          8   -2 2.72 -0.735 0.462    unchanged
#> 540         11          9   -2 2.72 -0.735 0.462    unchanged
#> 541         20         19   -1 2.72 -0.368 0.713    unchanged
#> 542         17         18    1 2.72  0.368 0.713    unchanged
#> 543          9          8   -1 2.72 -0.368 0.713    unchanged
#> 544         18         20    2 2.72  0.735 0.462    unchanged
#> 545         12         10   -2 2.72 -0.735 0.462    unchanged
#> 546         10         14    4 2.72  1.471 0.141    unchanged
#> 547          8          8    0 2.72  0.000     1    unchanged
#> 548         10         11    1 2.72  0.368 0.713    unchanged
#> 549         15          8   -7 2.72 -2.573  0.01    decreased
#> 550          5          4   -1 2.72 -0.368 0.713    unchanged
#> 551          5          6    1 2.72  0.368 0.713    unchanged
#> 552          6          7    1 2.72  0.368 0.713    unchanged
#> 553          9         13    4 2.72  1.471 0.141    unchanged
#> 554          8          5   -3 2.72 -1.103  0.27    unchanged
#> 555         12         10   -2 2.72 -0.735 0.462    unchanged
#> 556         15         15    0 2.72  0.000     1    unchanged
#> 557          9         13    4 2.72  1.471 0.141    unchanged
#> 558         11         14    3 2.72  1.103  0.27    unchanged
#> 559         12         13    1 2.72  0.368 0.713    unchanged
#> 560          4          5    1 2.72  0.368 0.713    unchanged
#> 561         13         14    1 2.72  0.368 0.713    unchanged
#> 562         11         13    2 2.72  0.735 0.462    unchanged
#> 563         14         10   -4 2.72 -1.471 0.141    unchanged
#> 564          1          4    3 2.72  1.103  0.27    unchanged
#> 565         13         14    1 2.72  0.368 0.713    unchanged
#> 566         15         14   -1 2.72 -0.368 0.713    unchanged
#> 567          8          7   -1 2.72 -0.368 0.713    unchanged
#> 568         15         16    1 2.72  0.368 0.713    unchanged
#> 569         19         19    0 2.72  0.000     1    unchanged
#> 570         13         11   -2 2.72 -0.735 0.462    unchanged
#> 571         15         14   -1 2.72 -0.368 0.713    unchanged
#> 572          5          6    1 2.72  0.368 0.713    unchanged
#> 573          2          3    1 2.72  0.368 0.713    unchanged
#> 574         19         14   -5 2.72 -1.838 0.066    unchanged
#> 575          3          1   -2 2.72 -0.735 0.462    unchanged
#> 576         17         18    1 2.72  0.368 0.713    unchanged
#> 577          2          3    1 2.72  0.368 0.713    unchanged
#> 578         19         17   -2 2.72 -0.735 0.462    unchanged
#> 579         13         13    0 2.72  0.000     1    unchanged
#> 580         20         15   -5 2.72 -1.838 0.066    unchanged
#> 581          6          5   -1 2.72 -0.368 0.713    unchanged
#> 582         17         18    1 2.72  0.368 0.713    unchanged
#> 583          7          6   -1 2.72 -0.368 0.713    unchanged
#> 584          6          4   -2 2.72 -0.735 0.462    unchanged
#> 585         16         12   -4 2.72 -1.471 0.141    unchanged
#> 586         13         13    0 2.72  0.000     1    unchanged
#> 587         18         17   -1 2.72 -0.368 0.713    unchanged
#> 588          9          7   -2 2.72 -0.735 0.462    unchanged
#> 589         12         10   -2 2.72 -0.735 0.462    unchanged
#> 590         12         14    2 2.72  0.735 0.462    unchanged
#> 591          9         12    3 2.72  1.103  0.27    unchanged
#> 592         12         16    4 2.72  1.471 0.141    unchanged
#> 593         17         15   -2 2.72 -0.735 0.462    unchanged
#> 594          4          3   -1 2.72 -0.368 0.713    unchanged
#> 595          8          8    0 2.72  0.000     1    unchanged
#> 596         11          9   -2 2.72 -0.735 0.462    unchanged
#> 597          8         10    2 2.72  0.735 0.462    unchanged
#> 598         10         12    2 2.72  0.735 0.462    unchanged
#> 599         13         13    0 2.72  0.000     1    unchanged
#> 600         12         16    4 2.72  1.471 0.141    unchanged
#> 601         15         19    4 2.72  1.471 0.141    unchanged
#> 602         11          9   -2 2.72 -0.735 0.462    unchanged
#> 603          5          3   -2 2.72 -0.735 0.462    unchanged
#> 604          7          9    2 2.72  0.735 0.462    unchanged
#> 605          7          2   -5 2.72 -1.838 0.066    unchanged
#> 606          2          6    4 2.72  1.471 0.141    unchanged
#> 607         10          8   -2 2.72 -0.735 0.462    unchanged
#> 608         14         14    0 2.72  0.000     1    unchanged
#> 609         11         12    1 2.72  0.368 0.713    unchanged
#> 610         12          7   -5 2.72 -1.838 0.066    unchanged
#> 611         13         12   -1 2.72 -0.368 0.713    unchanged
#> 612         10          9   -1 2.72 -0.368 0.713    unchanged
#> 613         11         13    2 2.72  0.735 0.462    unchanged
#> 614          5          6    1 2.72  0.368 0.713    unchanged
#> 615         12         12    0 2.72  0.000     1    unchanged
#> 616          4          1   -3 2.72 -1.103  0.27    unchanged
#> 617          4          7    3 2.72  1.103  0.27    unchanged
#> 618          5          5    0 2.72  0.000     1    unchanged
#> 619         16         18    2 2.72  0.735 0.462    unchanged
#> 620          4          6    2 2.72  0.735 0.462    unchanged
#> 621         19         16   -3 2.72 -1.103  0.27    unchanged
#> 622         13         12   -1 2.72 -0.368 0.713    unchanged
#> 623         17         19    2 2.72  0.735 0.462    unchanged
#> 624          8          5   -3 2.72 -1.103  0.27    unchanged
#> 625          9         11    2 2.72  0.735 0.462    unchanged
#> 626          5          4   -1 2.72 -0.368 0.713    unchanged
#> 627          5          5    0 2.72  0.000     1    unchanged
#> 628          4          1   -3 2.72 -1.103  0.27    unchanged
#> 629          7          8    1 2.72  0.368 0.713    unchanged
#> 630          8         13    5 2.72  1.838 0.066    unchanged
#> 631         14         18    4 2.72  1.471 0.141    unchanged
#> 632          8          3   -5 2.72 -1.838 0.066    unchanged
#> 633         16         16    0 2.72  0.000     1    unchanged
#> 634         13         14    1 2.72  0.368 0.713    unchanged
#> 635         15         11   -4 2.72 -1.471 0.141    unchanged
#> 636         13          9   -4 2.72 -1.471 0.141    unchanged
#> 637          6          7    1 2.72  0.368 0.713    unchanged
#> 638         12          7   -5 2.72 -1.838 0.066    unchanged
#> 639          6          6    0 2.72  0.000     1    unchanged
#> 640          3          2   -1 2.72 -0.368 0.713    unchanged
#> 641          9          7   -2 2.72 -0.735 0.462    unchanged
#> 642          7          7    0 2.72  0.000     1    unchanged
#> 643         16         16    0 2.72  0.000     1    unchanged
#> 644         13         13    0 2.72  0.000     1    unchanged
#> 645         12         15    3 2.72  1.103  0.27    unchanged
#> 646          2          3    1 2.72  0.368 0.713    unchanged
#> 647         18         14   -4 2.72 -1.471 0.141    unchanged
#> 648          5          7    2 2.72  0.735 0.462    unchanged
#> 649          6          4   -2 2.72 -0.735 0.462    unchanged
#> 650         19         18   -1 2.72 -0.368 0.713    unchanged
#> 651          8          4   -4 2.72 -1.471 0.141    unchanged
#> 652         10         12    2 2.72  0.735 0.462    unchanged
#> 653          6         10    4 2.72  1.471 0.141    unchanged
#> 654          4          5    1 2.72  0.368 0.713    unchanged
#> 655          6          6    0 2.72  0.000     1    unchanged
#> 656          7          5   -2 2.72 -0.735 0.462    unchanged
#> 657         13         12   -1 2.72 -0.368 0.713    unchanged
#> 658         10         13    3 2.72  1.103  0.27    unchanged
#> 659         18         17   -1 2.72 -0.368 0.713    unchanged
#> 660         11          8   -3 2.72 -1.103  0.27    unchanged
#> 661         10          7   -3 2.72 -1.103  0.27    unchanged
#> 662         19         18   -1 2.72 -0.368 0.713    unchanged
#> 663         12         14    2 2.72  0.735 0.462    unchanged
#> 664         17         19    2 2.72  0.735 0.462    unchanged
#> 665         11         15    4 2.72  1.471 0.141    unchanged
#> 666         13         13    0 2.72  0.000     1    unchanged
#> 667         10         12    2 2.72  0.735 0.462    unchanged
#> 668         11         12    1 2.72  0.368 0.713    unchanged
#> 669          8         11    3 2.72  1.103  0.27    unchanged
#> 670          8          5   -3 2.72 -1.103  0.27    unchanged
#> 671         12         11   -1 2.72 -0.368 0.713    unchanged
#> 672         10         10    0 2.72  0.000     1    unchanged
#> 673          9         10    1 2.72  0.368 0.713    unchanged
#> 674         12         15    3 2.72  1.103  0.27    unchanged
#> 675          7         11    4 2.72  1.471 0.141    unchanged
#> 676          4          2   -2 2.72 -0.735 0.462    unchanged
#> 677         15         17    2 2.72  0.735 0.462    unchanged
#> 678          9          6   -3 2.72 -1.103  0.27    unchanged
#> 679         11         11    0 2.72  0.000     1    unchanged
#> 680         17         16   -1 2.72 -0.368 0.713    unchanged
#> 681         19         19    0 2.72  0.000     1    unchanged
#> 682          9         10    1 2.72  0.368 0.713    unchanged
#> 683         19         18   -1 2.72 -0.368 0.713    unchanged
#> 684          5          1   -4 2.72 -1.471 0.141    unchanged
#> 685         12         10   -2 2.72 -0.735 0.462    unchanged
#> 686         16         13   -3 2.72 -1.103  0.27    unchanged
#> 687          9         10    1 2.72  0.368 0.713    unchanged
#> 688          7          6   -1 2.72 -0.368 0.713    unchanged
#> 689          4          2   -2 2.72 -0.735 0.462    unchanged
#> 690         14         15    1 2.72  0.368 0.713    unchanged
#> 691         12         14    2 2.72  0.735 0.462    unchanged
#> 692          4          8    4 2.72  1.471 0.141    unchanged
#> 693         10          9   -1 2.72 -0.368 0.713    unchanged
#> 694         13          9   -4 2.72 -1.471 0.141    unchanged
#> 695         16         17    1 2.72  0.368 0.713    unchanged
#> 696         14         13   -1 2.72 -0.368 0.713    unchanged
#> 697          9          9    0 2.72  0.000     1    unchanged
#> 698          3          5    2 2.72  0.735 0.462    unchanged
#> 699          5          3   -2 2.72 -0.735 0.462    unchanged
#> 700         10         13    3 2.72  1.103  0.27    unchanged
#> 701          2          4    2 2.72  0.735 0.462    unchanged
#> 702         14         11   -3 2.72 -1.103  0.27    unchanged
#> 703         13         11   -2 2.72 -0.735 0.462    unchanged
#> 704         12         13    1 2.72  0.368 0.713    unchanged
#> 705         16         17    1 2.72  0.368 0.713    unchanged
#> 706         15         17    2 2.72  0.735 0.462    unchanged
#> 707          5          1   -4 2.72 -1.471 0.141    unchanged
#> 708         13         13    0 2.72  0.000     1    unchanged
#> 709         13         17    4 2.72  1.471 0.141    unchanged
#> 710          8          6   -2 2.72 -0.735 0.462    unchanged
#> 711         17         20    3 2.72  1.103  0.27    unchanged
#> 712          8          6   -2 2.72 -0.735 0.462    unchanged
#> 713         13         12   -1 2.72 -0.368 0.713    unchanged
#> 714          3          5    2 2.72  0.735 0.462    unchanged
#> 715          6          3   -3 2.72 -1.103  0.27    unchanged
#> 716         15         16    1 2.72  0.368 0.713    unchanged
#> 717         10          9   -1 2.72 -0.368 0.713    unchanged
#> 718          9         12    3 2.72  1.103  0.27    unchanged
#> 719         18         15   -3 2.72 -1.103  0.27    unchanged
#> 720          5          6    1 2.72  0.368 0.713    unchanged
#> 721         11          9   -2 2.72 -0.735 0.462    unchanged
#> 722          7          7    0 2.72  0.000     1    unchanged
#> 723         16         18    2 2.72  0.735 0.462    unchanged
#> 724          6         13    7 2.72  2.573  0.01    increased
#> 725          9          7   -2 2.72 -0.735 0.462    unchanged
#> 726          4          4    0 2.72  0.000     1    unchanged
#> 727          4          3   -1 2.72 -0.368 0.713    unchanged
#> 728          9         10    1 2.72  0.368 0.713    unchanged
#> 729          7          5   -2 2.72 -0.735 0.462    unchanged
#> 730          9         10    1 2.72  0.368 0.713    unchanged
#> 731         14         16    2 2.72  0.735 0.462    unchanged
#> 732          2          4    2 2.72  0.735 0.462    unchanged
#> 733         10          8   -2 2.72 -0.735 0.462    unchanged
#> 734         17         12   -5 2.72 -1.838 0.066    unchanged
#> 735         12         12    0 2.72  0.000     1    unchanged
#> 736         11         10   -1 2.72 -0.368 0.713    unchanged
#> 737         13         14    1 2.72  0.368 0.713    unchanged
#> 738         12         13    1 2.72  0.368 0.713    unchanged
#> 739          7          7    0 2.72  0.000     1    unchanged
#> 740          9          8   -1 2.72 -0.368 0.713    unchanged
#> 741          7          4   -3 2.72 -1.103  0.27    unchanged
#> 742          8          7   -1 2.72 -0.368 0.713    unchanged
#> 743         20         18   -2 2.72 -0.735 0.462    unchanged
#> 744         12         10   -2 2.72 -0.735 0.462    unchanged
#> 745         10         10    0 2.72  0.000     1    unchanged
#> 746         18         19    1 2.72  0.368 0.713    unchanged
#> 747          7          7    0 2.72  0.000     1    unchanged
#> 748         16         17    1 2.72  0.368 0.713    unchanged
#> 749          7          8    1 2.72  0.368 0.713    unchanged
#> 750         20         18   -2 2.72 -0.735 0.462    unchanged
#> 751          8          8    0 2.72  0.000     1    unchanged
#> 752          8         10    2 2.72  0.735 0.462    unchanged
#> 753         12         14    2 2.72  0.735 0.462    unchanged
#> 754         15         17    2 2.72  0.735 0.462    unchanged
#> 755          9         11    2 2.72  0.735 0.462    unchanged
#> 756         10          8   -2 2.72 -0.735 0.462    unchanged
#> 757          1          2    1 2.72  0.368 0.713    unchanged
#> 758          4          6    2 2.72  0.735 0.462    unchanged
#> 759         13         14    1 2.72  0.368 0.713    unchanged
#> 760         15         17    2 2.72  0.735 0.462    unchanged
#> 761          6          4   -2 2.72 -0.735 0.462    unchanged
#> 762         17         11   -6 2.72 -2.206 0.027    decreased
#> 763         13         13    0 2.72  0.000     1    unchanged
#> 764         13         15    2 2.72  0.735 0.462    unchanged
#> 765         13         14    1 2.72  0.368 0.713    unchanged
#> 766         13         13    0 2.72  0.000     1    unchanged
#> 767         17         14   -3 2.72 -1.103  0.27    unchanged
#> 768          2          2    0 2.72  0.000     1    unchanged
#> 769         18         16   -2 2.72 -0.735 0.462    unchanged
#> 770         19         20    1 2.72  0.368 0.713    unchanged
#> 771          3          4    1 2.72  0.368 0.713    unchanged
#> 772         17         11   -6 2.72 -2.206 0.027    decreased
#> 773         15         15    0 2.72  0.000     1    unchanged
#> 774         13         14    1 2.72  0.368 0.713    unchanged
#> 775          3          1   -2 2.72 -0.735 0.462    unchanged
#> 776         18         16   -2 2.72 -0.735 0.462    unchanged
#> 777         12         12    0 2.72  0.000     1    unchanged
#> 778         12         14    2 2.72  0.735 0.462    unchanged
#> 779          5          5    0 2.72  0.000     1    unchanged
#> 780          9          8   -1 2.72 -0.368 0.713    unchanged
#> 781         20         17   -3 2.72 -1.103  0.27    unchanged
#> 782         12          8   -4 2.72 -1.471 0.141    unchanged
#> 783          2          1   -1 2.72 -0.368 0.713    unchanged
#> 784          7          6   -1 2.72 -0.368 0.713    unchanged
#> 785         14         14    0 2.72  0.000     1    unchanged
#> 786         12         10   -2 2.72 -0.735 0.462    unchanged
#> 787         14         12   -2 2.72 -0.735 0.462    unchanged
#> 788         13         14    1 2.72  0.368 0.713    unchanged
#> 789          9         12    3 2.72  1.103  0.27    unchanged
#> 790         11          7   -4 2.72 -1.471 0.141    unchanged
#> 791         10          9   -1 2.72 -0.368 0.713    unchanged
#> 792         14         14    0 2.72  0.000     1    unchanged
#> 793          8          5   -3 2.72 -1.103  0.27    unchanged
#> 794         19         18   -1 2.72 -0.368 0.713    unchanged
#> 795         12         12    0 2.72  0.000     1    unchanged
#> 796         13         15    2 2.72  0.735 0.462    unchanged
#> 797         10          6   -4 2.72 -1.471 0.141    unchanged
#> 798          7          4   -3 2.72 -1.103  0.27    unchanged
#> 799          6          2   -4 2.72 -1.471 0.141    unchanged
#> 800          4          8    4 2.72  1.471 0.141    unchanged
#> 801         20         17   -3 2.72 -1.103  0.27    unchanged
#> 802          5          6    1 2.72  0.368 0.713    unchanged
#> 803         18         17   -1 2.72 -0.368 0.713    unchanged
#> 804         11         13    2 2.72  0.735 0.462    unchanged
#> 805          9          6   -3 2.72 -1.103  0.27    unchanged
#> 806          6          4   -2 2.72 -0.735 0.462    unchanged
#> 807          6          6    0 2.72  0.000     1    unchanged
#> 808          9         10    1 2.72  0.368 0.713    unchanged
#> 809         11         11    0 2.72  0.000     1    unchanged
#> 810          4          7    3 2.72  1.103  0.27    unchanged
#> 811          4          6    2 2.72  0.735 0.462    unchanged
#> 812         11         12    1 2.72  0.368 0.713    unchanged
#> 813         18         20    2 2.72  0.735 0.462    unchanged
#> 814          6          7    1 2.72  0.368 0.713    unchanged
#> 815         14         13   -1 2.72 -0.368 0.713    unchanged
#> 816         11         12    1 2.72  0.368 0.713    unchanged
#> 817          8          7   -1 2.72 -0.368 0.713    unchanged
#> 818         16         19    3 2.72  1.103  0.27    unchanged
#> 819          5          3   -2 2.72 -0.735 0.462    unchanged
#> 820         17         13   -4 2.72 -1.471 0.141    unchanged
#> 821         11         14    3 2.72  1.103  0.27    unchanged
#> 822         10         10    0 2.72  0.000     1    unchanged
#> 823         10         16    6 2.72  2.206 0.027    increased
#> 824         11         12    1 2.72  0.368 0.713    unchanged
#> 825          8         13    5 2.72  1.838 0.066    unchanged
#> 826         13         15    2 2.72  0.735 0.462    unchanged
#> 827         14         10   -4 2.72 -1.471 0.141    unchanged
#> 828         14         13   -1 2.72 -0.368 0.713    unchanged
#> 829          7         13    6 2.72  2.206 0.027    increased
#> 830         10         11    1 2.72  0.368 0.713    unchanged
#> 831          6          6    0 2.72  0.000     1    unchanged
#> 832          5          6    1 2.72  0.368 0.713    unchanged
#> 833         15         16    1 2.72  0.368 0.713    unchanged
#> 834          5          9    4 2.72  1.471 0.141    unchanged
#> 835         10          3   -7 2.72 -2.573  0.01    decreased
#> 836         14         15    1 2.72  0.368 0.713    unchanged
#> 837          2          6    4 2.72  1.471 0.141    unchanged
#> 838          1          0   -1 2.72 -0.368 0.713    unchanged
#> 839         19         19    0 2.72  0.000     1    unchanged
#> 840          7          7    0 2.72  0.000     1    unchanged
#> 841         16         14   -2 2.72 -0.735 0.462    unchanged
#> 842         18         17   -1 2.72 -0.368 0.713    unchanged
#> 843         18         17   -1 2.72 -0.368 0.713    unchanged
#> 844         11         10   -1 2.72 -0.368 0.713    unchanged
#> 845         16         15   -1 2.72 -0.368 0.713    unchanged
#> 846         10         11    1 2.72  0.368 0.713    unchanged
#> 847         15         16    1 2.72  0.368 0.713    unchanged
#> 848         15         11   -4 2.72 -1.471 0.141    unchanged
#> 849         18         15   -3 2.72 -1.103  0.27    unchanged
#> 850         13         15    2 2.72  0.735 0.462    unchanged
#> 851         16         17    1 2.72  0.368 0.713    unchanged
#> 852         13         16    3 2.72  1.103  0.27    unchanged
#> 853          6          9    3 2.72  1.103  0.27    unchanged
#> 854         14         16    2 2.72  0.735 0.462    unchanged
#> 855         12         11   -1 2.72 -0.368 0.713    unchanged
#> 856          5          6    1 2.72  0.368 0.713    unchanged
#> 857          6          7    1 2.72  0.368 0.713    unchanged
#> 858          7         13    6 2.72  2.206 0.027    increased
#> 859         18         18    0 2.72  0.000     1    unchanged
#> 860         11         13    2 2.72  0.735 0.462    unchanged
#> 861         11         10   -1 2.72 -0.368 0.713    unchanged
#> 862          9          6   -3 2.72 -1.103  0.27    unchanged
#> 863          8          7   -1 2.72 -0.368 0.713    unchanged
#> 864          9          7   -2 2.72 -0.735 0.462    unchanged
#> 865         15         13   -2 2.72 -0.735 0.462    unchanged
#> 866         12          9   -3 2.72 -1.103  0.27    unchanged
#> 867         10         12    2 2.72  0.735 0.462    unchanged
#> 868         17         12   -5 2.72 -1.838 0.066    unchanged
#> 869          6          8    2 2.72  0.735 0.462    unchanged
#> 870          4          4    0 2.72  0.000     1    unchanged
#> 871         16         15   -1 2.72 -0.368 0.713    unchanged
#> 872          7          3   -4 2.72 -1.471 0.141    unchanged
#> 873          4          7    3 2.72  1.103  0.27    unchanged
#> 874         12         12    0 2.72  0.000     1    unchanged
#> 875         14         12   -2 2.72 -0.735 0.462    unchanged
#> 876         17         13   -4 2.72 -1.471 0.141    unchanged
#> 877         12         11   -1 2.72 -0.368 0.713    unchanged
#> 878          6          6    0 2.72  0.000     1    unchanged
#> 879          8         13    5 2.72  1.838 0.066    unchanged
#> 880         15         17    2 2.72  0.735 0.462    unchanged
#> 881          7         10    3 2.72  1.103  0.27    unchanged
#> 882          2          1   -1 2.72 -0.368 0.713    unchanged
#> 883         13         18    5 2.72  1.838 0.066    unchanged
#> 884         17         18    1 2.72  0.368 0.713    unchanged
#> 885          8         10    2 2.72  0.735 0.462    unchanged
#> 886         18         19    1 2.72  0.368 0.713    unchanged
#> 887         17         16   -1 2.72 -0.368 0.713    unchanged
#> 888         14         11   -3 2.72 -1.103  0.27    unchanged
#> 889          6          6    0 2.72  0.000     1    unchanged
#> 890          4          3   -1 2.72 -0.368 0.713    unchanged
#> 891         12         10   -2 2.72 -0.735 0.462    unchanged
#> 892         11         12    1 2.72  0.368 0.713    unchanged
#> 893          5          7    2 2.72  0.735 0.462    unchanged
#> 894         15         17    2 2.72  0.735 0.462    unchanged
#> 895          6         11    5 2.72  1.838 0.066    unchanged
#> 896         11          7   -4 2.72 -1.471 0.141    unchanged
#> 897         11         13    2 2.72  0.735 0.462    unchanged
#> 898          6          5   -1 2.72 -0.368 0.713    unchanged
#> 899         13         11   -2 2.72 -0.735 0.462    unchanged
#> 900          5          9    4 2.72  1.471 0.141    unchanged
#> 901         10         10    0 2.72  0.000     1    unchanged
#> 902         17         18    1 2.72  0.368 0.713    unchanged
#> 903         15         14   -1 2.72 -0.368 0.713    unchanged
#> 904          8         11    3 2.72  1.103  0.27    unchanged
#> 905         17         16   -1 2.72 -0.368 0.713    unchanged
#> 906         14         17    3 2.72  1.103  0.27    unchanged
#> 907          9         10    1 2.72  0.368 0.713    unchanged
#> 908         13          8   -5 2.72 -1.838 0.066    unchanged
#> 909          7          5   -2 2.72 -0.735 0.462    unchanged
#> 910          8          6   -2 2.72 -0.735 0.462    unchanged
#> 911         18         19    1 2.72  0.368 0.713    unchanged
#> 912         15         17    2 2.72  0.735 0.462    unchanged
#> 913         11         12    1 2.72  0.368 0.713    unchanged
#> 914         10         10    0 2.72  0.000     1    unchanged
#> 915         18         19    1 2.72  0.368 0.713    unchanged
#> 916         18         16   -2 2.72 -0.735 0.462    unchanged
#> 917         10         10    0 2.72  0.000     1    unchanged
#> 918          2          1   -1 2.72 -0.368 0.713    unchanged
#> 919         16         17    1 2.72  0.368 0.713    unchanged
#> 920          2          1   -1 2.72 -0.368 0.713    unchanged
#> 921         20         20    0 2.72  0.000     1    unchanged
#> 922          6          2   -4 2.72 -1.471 0.141    unchanged
#> 923         18         17   -1 2.72 -0.368 0.713    unchanged
#> 924         13         19    6 2.72  2.206 0.027    increased
#> 925         14         11   -3 2.72 -1.103  0.27    unchanged
#> 926         18         17   -1 2.72 -0.368 0.713    unchanged
#> 927         16         15   -1 2.72 -0.368 0.713    unchanged
#> 928         18         11   -7 2.72 -2.573  0.01    decreased
#> 929         15         12   -3 2.72 -1.103  0.27    unchanged
#> 930          9          5   -4 2.72 -1.471 0.141    unchanged
#> 931          9          9    0 2.72  0.000     1    unchanged
#> 932         10         10    0 2.72  0.000     1    unchanged
#> 933         16         18    2 2.72  0.735 0.462    unchanged
#> 934          5          7    2 2.72  0.735 0.462    unchanged
#> 935         16         17    1 2.72  0.368 0.713    unchanged
#> 936          8         10    2 2.72  0.735 0.462    unchanged
#> 937          5          4   -1 2.72 -0.368 0.713    unchanged
#> 938         16         15   -1 2.72 -0.368 0.713    unchanged
#> 939         13         10   -3 2.72 -1.103  0.27    unchanged
#> 940         10         13    3 2.72  1.103  0.27    unchanged
#> 941         14         14    0 2.72  0.000     1    unchanged
#> 942         10         14    4 2.72  1.471 0.141    unchanged
#> 943          4          3   -1 2.72 -0.368 0.713    unchanged
#> 944         20         18   -2 2.72 -0.735 0.462    unchanged
#> 945          6          8    2 2.72  0.735 0.462    unchanged
#> 946          8          5   -3 2.72 -1.103  0.27    unchanged
#> 947          7         17   10 2.72  3.676     0    increased
#> 948          7          3   -4 2.72 -1.471 0.141    unchanged
#> 949         14         14    0 2.72  0.000     1    unchanged
#> 950         14         13   -1 2.72 -0.368 0.713    unchanged
#> 951         14         13   -1 2.72 -0.368 0.713    unchanged
#> 952         14         10   -4 2.72 -1.471 0.141    unchanged
#> 953         12          9   -3 2.72 -1.103  0.27    unchanged
#> 954          8          8    0 2.72  0.000     1    unchanged
#> 955         14         11   -3 2.72 -1.103  0.27    unchanged
#> 956         10         12    2 2.72  0.735 0.462    unchanged
#> 957         11          9   -2 2.72 -0.735 0.462    unchanged
#> 958          4          4    0 2.72  0.000     1    unchanged
#> 959          9         10    1 2.72  0.368 0.713    unchanged
#> 960          5          7    2 2.72  0.735 0.462    unchanged
#> 961         16         13   -3 2.72 -1.103  0.27    unchanged
#> 962          7          5   -2 2.72 -0.735 0.462    unchanged
#> 963          6          7    1 2.72  0.368 0.713    unchanged
#> 964          5          6    1 2.72  0.368 0.713    unchanged
#> 965          5          2   -3 2.72 -1.103  0.27    unchanged
#> 966          2          5    3 2.72  1.103  0.27    unchanged
#> 967          7          6   -1 2.72 -0.368 0.713    unchanged
#> 968         16         19    3 2.72  1.103  0.27    unchanged
#> 969          8          4   -4 2.72 -1.471 0.141    unchanged
#> 970          4          1   -3 2.72 -1.103  0.27    unchanged
#> 971         12         10   -2 2.72 -0.735 0.462    unchanged
#> 972          3          9    6 2.72  2.206 0.027    increased
#> 973         14         16    2 2.72  0.735 0.462    unchanged
#> 974          7          5   -2 2.72 -0.735 0.462    unchanged
#> 975         16         16    0 2.72  0.000     1    unchanged
#> 976         15         16    1 2.72  0.368 0.713    unchanged
#> 977         11         14    3 2.72  1.103  0.27    unchanged
#> 978         14         13   -1 2.72 -0.368 0.713    unchanged
#> 979         17         18    1 2.72  0.368 0.713    unchanged
#> 980         10         10    0 2.72  0.000     1    unchanged
#> 981         17         18    1 2.72  0.368 0.713    unchanged
#> 982          3          2   -1 2.72 -0.368 0.713    unchanged
#> 983          6          7    1 2.72  0.368 0.713    unchanged
#> 984          4          3   -1 2.72 -0.368 0.713    unchanged
#> 985         14         16    2 2.72  0.735 0.462    unchanged
#> 986         11         11    0 2.72  0.000     1    unchanged
#> 987          5          3   -2 2.72 -0.735 0.462    unchanged
#> 988          1          2    1 2.72  0.368 0.713    unchanged
#> 989         10         11    1 2.72  0.368 0.713    unchanged
#> 990          4          2   -2 2.72 -0.735 0.462    unchanged
#> 991          5          4   -1 2.72 -0.368 0.713    unchanged
#> 992         12         14    2 2.72  0.735 0.462    unchanged
#> 993         20         14   -6 2.72 -2.206 0.027    decreased
#> 994         15         12   -3 2.72 -1.103  0.27    unchanged
#> 995          8         14    6 2.72  2.206 0.027    increased
#> 996         18         17   -1 2.72 -0.368 0.713    unchanged
#> 997          9         13    4 2.72  1.471 0.141    unchanged
#> 998         12          9   -3 2.72 -1.103  0.27    unchanged
#> 999          9          6   -3 2.72 -1.103  0.27    unchanged
#> 1000        10          8   -2 2.72 -0.735 0.462    unchanged

# allows SEM.post != SEM.pre
(istats.post <- itemstats(dat_post)$overall)
#>     N mean_total.score sd_total.score ave.r  sd.r alpha SEM.alpha
#>  1000           10.515          4.977 0.224 0.066 0.854     1.901
SEM.alpha.post <- istats.post$SEM.alpha

RCI(predat = dat_pre, postdat = dat_post,
   SEM.pre=SEM.alpha, SEM.post=SEM.alpha.post)
#>      pre.score post.score diff    SE      z     p
#> 1           15          9   -6 2.705 -2.218 0.027
#> 2            4          0   -4 2.705 -1.479 0.139
#> 3            4          3   -1 2.705 -0.370 0.712
#> 4            6          4   -2 2.705 -0.739  0.46
#> 5            4          5    1 2.705  0.370 0.712
#> 6            6          7    1 2.705  0.370 0.712
#> 7            3          8    5 2.705  1.849 0.065
#> 8           13         12   -1 2.705 -0.370 0.712
#> 9           17         16   -1 2.705 -0.370 0.712
#> 10          16         17    1 2.705  0.370 0.712
#> 11          13         14    1 2.705  0.370 0.712
#> 12          16         12   -4 2.705 -1.479 0.139
#> 13          12         11   -1 2.705 -0.370 0.712
#> 14           9          3   -6 2.705 -2.218 0.027
#> 15           6          6    0 2.705  0.000     1
#> 16          13         13    0 2.705  0.000     1
#> 17          13         11   -2 2.705 -0.739  0.46
#> 18           0          4    4 2.705  1.479 0.139
#> 19           6          8    2 2.705  0.739  0.46
#> 20           4          5    1 2.705  0.370 0.712
#> 21          16         13   -3 2.705 -1.109 0.267
#> 22          12         12    0 2.705  0.000     1
#> 23          13         10   -3 2.705 -1.109 0.267
#> 24          18         17   -1 2.705 -0.370 0.712
#> 25           3          3    0 2.705  0.000     1
#> 26          12         13    1 2.705  0.370 0.712
#> 27          17         15   -2 2.705 -0.739  0.46
#> 28          14         15    1 2.705  0.370 0.712
#> 29          13         17    4 2.705  1.479 0.139
#> 30          10          7   -3 2.705 -1.109 0.267
#> 31          15         13   -2 2.705 -0.739  0.46
#> 32           3          3    0 2.705  0.000     1
#> 33           8         12    4 2.705  1.479 0.139
#> 34          17         18    1 2.705  0.370 0.712
#> 35           6         10    4 2.705  1.479 0.139
#> 36          18         18    0 2.705  0.000     1
#> 37          10          7   -3 2.705 -1.109 0.267
#> 38          17         13   -4 2.705 -1.479 0.139
#> 39          10          3   -7 2.705 -2.588  0.01
#> 40           0          2    2 2.705  0.739  0.46
#> 41          12         10   -2 2.705 -0.739  0.46
#> 42          19         20    1 2.705  0.370 0.712
#> 43          11         10   -1 2.705 -0.370 0.712
#> 44           5          3   -2 2.705 -0.739  0.46
#> 45          16         15   -1 2.705 -0.370 0.712
#> 46           8         12    4 2.705  1.479 0.139
#> 47          17         17    0 2.705  0.000     1
#> 48          12         10   -2 2.705 -0.739  0.46
#> 49          20         16   -4 2.705 -1.479 0.139
#> 50           8          7   -1 2.705 -0.370 0.712
#> 51           9         11    2 2.705  0.739  0.46
#> 52           7          5   -2 2.705 -0.739  0.46
#> 53          13         10   -3 2.705 -1.109 0.267
#> 54           6         10    4 2.705  1.479 0.139
#> 55           7          6   -1 2.705 -0.370 0.712
#> 56           7          9    2 2.705  0.739  0.46
#> 57           5          7    2 2.705  0.739  0.46
#> 58          11          3   -8 2.705 -2.958 0.003
#> 59          13         10   -3 2.705 -1.109 0.267
#> 60          18         18    0 2.705  0.000     1
#> 61           7          7    0 2.705  0.000     1
#> 62          15         16    1 2.705  0.370 0.712
#> 63          11         11    0 2.705  0.000     1
#> 64           7          8    1 2.705  0.370 0.712
#> 65           2          7    5 2.705  1.849 0.065
#> 66           7          4   -3 2.705 -1.109 0.267
#> 67           5          4   -1 2.705 -0.370 0.712
#> 68           9         12    3 2.705  1.109 0.267
#> 69          11         17    6 2.705  2.218 0.027
#> 70          12         11   -1 2.705 -0.370 0.712
#> 71          19         18   -1 2.705 -0.370 0.712
#> 72          15         16    1 2.705  0.370 0.712
#> 73           9          5   -4 2.705 -1.479 0.139
#> 74           8         10    2 2.705  0.739  0.46
#> 75           7          5   -2 2.705 -0.739  0.46
#> 76          16         17    1 2.705  0.370 0.712
#> 77           9          7   -2 2.705 -0.739  0.46
#> 78          12          9   -3 2.705 -1.109 0.267
#> 79          20         18   -2 2.705 -0.739  0.46
#> 80           6          8    2 2.705  0.739  0.46
#> 81          16         16    0 2.705  0.000     1
#> 82           8         12    4 2.705  1.479 0.139
#> 83           7          8    1 2.705  0.370 0.712
#> 84          16         15   -1 2.705 -0.370 0.712
#> 85          17         13   -4 2.705 -1.479 0.139
#> 86           5          6    1 2.705  0.370 0.712
#> 87          11         11    0 2.705  0.000     1
#> 88          17         15   -2 2.705 -0.739  0.46
#> 89          17         11   -6 2.705 -2.218 0.027
#> 90          12          8   -4 2.705 -1.479 0.139
#> 91          13         15    2 2.705  0.739  0.46
#> 92          13         14    1 2.705  0.370 0.712
#> 93           5          3   -2 2.705 -0.739  0.46
#> 94          13         13    0 2.705  0.000     1
#> 95           7         10    3 2.705  1.109 0.267
#> 96           8         10    2 2.705  0.739  0.46
#> 97          14          9   -5 2.705 -1.849 0.065
#> 98           8          6   -2 2.705 -0.739  0.46
#> 99          11         11    0 2.705  0.000     1
#> 100          5          5    0 2.705  0.000     1
#> 101          5         11    6 2.705  2.218 0.027
#> 102          5          0   -5 2.705 -1.849 0.065
#> 103         11         11    0 2.705  0.000     1
#> 104         16         19    3 2.705  1.109 0.267
#> 105          7          6   -1 2.705 -0.370 0.712
#> 106          4          6    2 2.705  0.739  0.46
#> 107          5          7    2 2.705  0.739  0.46
#> 108          9         11    2 2.705  0.739  0.46
#> 109         14         10   -4 2.705 -1.479 0.139
#> 110          6          5   -1 2.705 -0.370 0.712
#> 111         14         19    5 2.705  1.849 0.065
#> 112         11         10   -1 2.705 -0.370 0.712
#> 113         12         11   -1 2.705 -0.370 0.712
#> 114          4          2   -2 2.705 -0.739  0.46
#> 115          7          7    0 2.705  0.000     1
#> 116         17         15   -2 2.705 -0.739  0.46
#> 117          4          1   -3 2.705 -1.109 0.267
#> 118         12         14    2 2.705  0.739  0.46
#> 119          4          7    3 2.705  1.109 0.267
#> 120         14         13   -1 2.705 -0.370 0.712
#> 121          9          9    0 2.705  0.000     1
#> 122         15         18    3 2.705  1.109 0.267
#> 123          4          6    2 2.705  0.739  0.46
#> 124         13         16    3 2.705  1.109 0.267
#> 125         15         13   -2 2.705 -0.739  0.46
#> 126         10          5   -5 2.705 -1.849 0.065
#> 127          3          2   -1 2.705 -0.370 0.712
#> 128         15         13   -2 2.705 -0.739  0.46
#> 129          9          2   -7 2.705 -2.588  0.01
#> 130         12         13    1 2.705  0.370 0.712
#> 131          5          3   -2 2.705 -0.739  0.46
#> 132          5          6    1 2.705  0.370 0.712
#> 133          2          3    1 2.705  0.370 0.712
#> 134         15         13   -2 2.705 -0.739  0.46
#> 135         20         17   -3 2.705 -1.109 0.267
#> 136         14         13   -1 2.705 -0.370 0.712
#> 137         11         14    3 2.705  1.109 0.267
#> 138         17         14   -3 2.705 -1.109 0.267
#> 139         13         15    2 2.705  0.739  0.46
#> 140         12         11   -1 2.705 -0.370 0.712
#> 141          4          1   -3 2.705 -1.109 0.267
#> 142         16         20    4 2.705  1.479 0.139
#> 143         15         14   -1 2.705 -0.370 0.712
#> 144          5          6    1 2.705  0.370 0.712
#> 145         10         15    5 2.705  1.849 0.065
#> 146         16         16    0 2.705  0.000     1
#> 147         12          8   -4 2.705 -1.479 0.139
#> 148          8         13    5 2.705  1.849 0.065
#> 149          9          8   -1 2.705 -0.370 0.712
#> 150         17         15   -2 2.705 -0.739  0.46
#> 151         16         15   -1 2.705 -0.370 0.712
#> 152         14         11   -3 2.705 -1.109 0.267
#> 153         13         13    0 2.705  0.000     1
#> 154          6          6    0 2.705  0.000     1
#> 155          0          1    1 2.705  0.370 0.712
#> 156          7          2   -5 2.705 -1.849 0.065
#> 157         10          7   -3 2.705 -1.109 0.267
#> 158         11         18    7 2.705  2.588  0.01
#> 159          8          6   -2 2.705 -0.739  0.46
#> 160          8          8    0 2.705  0.000     1
#> 161          4          2   -2 2.705 -0.739  0.46
#> 162          4          4    0 2.705  0.000     1
#> 163          6          7    1 2.705  0.370 0.712
#> 164         15         15    0 2.705  0.000     1
#> 165         14         15    1 2.705  0.370 0.712
#> 166         18         16   -2 2.705 -0.739  0.46
#> 167          9          5   -4 2.705 -1.479 0.139
#> 168         12         10   -2 2.705 -0.739  0.46
#> 169         18         18    0 2.705  0.000     1
#> 170          9          5   -4 2.705 -1.479 0.139
#> 171          9          9    0 2.705  0.000     1
#> 172          2          1   -1 2.705 -0.370 0.712
#> 173         13          7   -6 2.705 -2.218 0.027
#> 174          9          9    0 2.705  0.000     1
#> 175          7         10    3 2.705  1.109 0.267
#> 176         18         12   -6 2.705 -2.218 0.027
#> 177         17         18    1 2.705  0.370 0.712
#> 178          5          2   -3 2.705 -1.109 0.267
#> 179          3          3    0 2.705  0.000     1
#> 180          0          2    2 2.705  0.739  0.46
#> 181         19         20    1 2.705  0.370 0.712
#> 182         16         12   -4 2.705 -1.479 0.139
#> 183         10          5   -5 2.705 -1.849 0.065
#> 184         10         15    5 2.705  1.849 0.065
#> 185          7         10    3 2.705  1.109 0.267
#> 186         16         17    1 2.705  0.370 0.712
#> 187          3          8    5 2.705  1.849 0.065
#> 188         16         19    3 2.705  1.109 0.267
#> 189         13          9   -4 2.705 -1.479 0.139
#> 190          7          8    1 2.705  0.370 0.712
#> 191          3          2   -1 2.705 -0.370 0.712
#> 192         10          8   -2 2.705 -0.739  0.46
#> 193          3         12    9 2.705  3.328 0.001
#> 194         11         11    0 2.705  0.000     1
#> 195          3          7    4 2.705  1.479 0.139
#> 196          6          7    1 2.705  0.370 0.712
#> 197         13         11   -2 2.705 -0.739  0.46
#> 198         17         17    0 2.705  0.000     1
#> 199          9          7   -2 2.705 -0.739  0.46
#> 200         16         18    2 2.705  0.739  0.46
#> 201         10          4   -6 2.705 -2.218 0.027
#> 202          9          9    0 2.705  0.000     1
#> 203          4          3   -1 2.705 -0.370 0.712
#> 204          6          2   -4 2.705 -1.479 0.139
#> 205         12         12    0 2.705  0.000     1
#> 206          5          4   -1 2.705 -0.370 0.712
#> 207          2          3    1 2.705  0.370 0.712
#> 208         15         19    4 2.705  1.479 0.139
#> 209          6          2   -4 2.705 -1.479 0.139
#> 210         16         18    2 2.705  0.739  0.46
#> 211         12         13    1 2.705  0.370 0.712
#> 212          2          3    1 2.705  0.370 0.712
#> 213         11         10   -1 2.705 -0.370 0.712
#> 214         12         13    1 2.705  0.370 0.712
#> 215         14         15    1 2.705  0.370 0.712
#> 216         19         19    0 2.705  0.000     1
#> 217         16         15   -1 2.705 -0.370 0.712
#> 218         19         20    1 2.705  0.370 0.712
#> 219          1          0   -1 2.705 -0.370 0.712
#> 220         13         12   -1 2.705 -0.370 0.712
#> 221         14         11   -3 2.705 -1.109 0.267
#> 222         19         16   -3 2.705 -1.109 0.267
#> 223          3          5    2 2.705  0.739  0.46
#> 224          2          1   -1 2.705 -0.370 0.712
#> 225         16         13   -3 2.705 -1.109 0.267
#> 226         12         11   -1 2.705 -0.370 0.712
#> 227          6          6    0 2.705  0.000     1
#> 228          5          8    3 2.705  1.109 0.267
#> 229          1          0   -1 2.705 -0.370 0.712
#> 230         12         13    1 2.705  0.370 0.712
#> 231          3          4    1 2.705  0.370 0.712
#> 232         10          7   -3 2.705 -1.109 0.267
#> 233         12         10   -2 2.705 -0.739  0.46
#> 234         14         16    2 2.705  0.739  0.46
#> 235         18         16   -2 2.705 -0.739  0.46
#> 236         10         10    0 2.705  0.000     1
#> 237         11          6   -5 2.705 -1.849 0.065
#> 238         14         19    5 2.705  1.849 0.065
#> 239          3          2   -1 2.705 -0.370 0.712
#> 240          8          4   -4 2.705 -1.479 0.139
#> 241         13         15    2 2.705  0.739  0.46
#> 242         12         13    1 2.705  0.370 0.712
#> 243         17         16   -1 2.705 -0.370 0.712
#> 244          9          7   -2 2.705 -0.739  0.46
#> 245          7          6   -1 2.705 -0.370 0.712
#> 246         10          8   -2 2.705 -0.739  0.46
#> 247         14         12   -2 2.705 -0.739  0.46
#> 248         11         11    0 2.705  0.000     1
#> 249         11         10   -1 2.705 -0.370 0.712
#> 250         18         19    1 2.705  0.370 0.712
#> 251          4          5    1 2.705  0.370 0.712
#> 252          1          3    2 2.705  0.739  0.46
#> 253          4          1   -3 2.705 -1.109 0.267
#> 254          8         10    2 2.705  0.739  0.46
#> 255         10         10    0 2.705  0.000     1
#> 256         17         18    1 2.705  0.370 0.712
#> 257         18         20    2 2.705  0.739  0.46
#> 258         11         10   -1 2.705 -0.370 0.712
#> 259         17         17    0 2.705  0.000     1
#> 260         12         13    1 2.705  0.370 0.712
#> 261         11         12    1 2.705  0.370 0.712
#> 262          9         11    2 2.705  0.739  0.46
#> 263         13         11   -2 2.705 -0.739  0.46
#> 264         17         16   -1 2.705 -0.370 0.712
#> 265         11         11    0 2.705  0.000     1
#> 266         19         18   -1 2.705 -0.370 0.712
#> 267         10         10    0 2.705  0.000     1
#> 268          5          9    4 2.705  1.479 0.139
#> 269         11         12    1 2.705  0.370 0.712
#> 270         17         14   -3 2.705 -1.109 0.267
#> 271         17         13   -4 2.705 -1.479 0.139
#> 272         20         19   -1 2.705 -0.370 0.712
#> 273          8          7   -1 2.705 -0.370 0.712
#> 274         16         19    3 2.705  1.109 0.267
#> 275         14         13   -1 2.705 -0.370 0.712
#> 276          4          8    4 2.705  1.479 0.139
#> 277         16         13   -3 2.705 -1.109 0.267
#> 278         11         11    0 2.705  0.000     1
#> 279          8          8    0 2.705  0.000     1
#> 280          2          4    2 2.705  0.739  0.46
#> 281          7          3   -4 2.705 -1.479 0.139
#> 282          5         10    5 2.705  1.849 0.065
#> 283         18         19    1 2.705  0.370 0.712
#> 284         10         14    4 2.705  1.479 0.139
#> 285          1          1    0 2.705  0.000     1
#> 286          5         10    5 2.705  1.849 0.065
#> 287          3          2   -1 2.705 -0.370 0.712
#> 288          7         13    6 2.705  2.218 0.027
#> 289         14         18    4 2.705  1.479 0.139
#> 290         17         17    0 2.705  0.000     1
#> 291         14         12   -2 2.705 -0.739  0.46
#> 292         16         11   -5 2.705 -1.849 0.065
#> 293          4          3   -1 2.705 -0.370 0.712
#> 294         19         17   -2 2.705 -0.739  0.46
#> 295          8         12    4 2.705  1.479 0.139
#> 296         17         15   -2 2.705 -0.739  0.46
#> 297         16         18    2 2.705  0.739  0.46
#> 298         18         17   -1 2.705 -0.370 0.712
#> 299         10         10    0 2.705  0.000     1
#> 300         16         15   -1 2.705 -0.370 0.712
#> 301          8         11    3 2.705  1.109 0.267
#> 302          3          2   -1 2.705 -0.370 0.712
#> 303         13         11   -2 2.705 -0.739  0.46
#> 304          8          5   -3 2.705 -1.109 0.267
#> 305         11         11    0 2.705  0.000     1
#> 306         17         17    0 2.705  0.000     1
#> 307         12          8   -4 2.705 -1.479 0.139
#> 308         18         18    0 2.705  0.000     1
#> 309          3          2   -1 2.705 -0.370 0.712
#> 310          9         11    2 2.705  0.739  0.46
#> 311          8          9    1 2.705  0.370 0.712
#> 312          8          2   -6 2.705 -2.218 0.027
#> 313         20         20    0 2.705  0.000     1
#> 314          9          9    0 2.705  0.000     1
#> 315         16         15   -1 2.705 -0.370 0.712
#> 316         15         11   -4 2.705 -1.479 0.139
#> 317         11          8   -3 2.705 -1.109 0.267
#> 318          4          9    5 2.705  1.849 0.065
#> 319          5          5    0 2.705  0.000     1
#> 320         18         19    1 2.705  0.370 0.712
#> 321         14         11   -3 2.705 -1.109 0.267
#> 322          6          6    0 2.705  0.000     1
#> 323         14         10   -4 2.705 -1.479 0.139
#> 324          9          8   -1 2.705 -0.370 0.712
#> 325         11         10   -1 2.705 -0.370 0.712
#> 326         12          8   -4 2.705 -1.479 0.139
#> 327          8          6   -2 2.705 -0.739  0.46
#> 328         10          8   -2 2.705 -0.739  0.46
#> 329         14         13   -1 2.705 -0.370 0.712
#> 330         14         11   -3 2.705 -1.109 0.267
#> 331         13         13    0 2.705  0.000     1
#> 332          2          1   -1 2.705 -0.370 0.712
#> 333         12         10   -2 2.705 -0.739  0.46
#> 334         16         16    0 2.705  0.000     1
#> 335          9         15    6 2.705  2.218 0.027
#> 336          3          7    4 2.705  1.479 0.139
#> 337          8          8    0 2.705  0.000     1
#> 338         13         14    1 2.705  0.370 0.712
#> 339         11          9   -2 2.705 -0.739  0.46
#> 340         14         13   -1 2.705 -0.370 0.712
#> 341          8         10    2 2.705  0.739  0.46
#> 342         13         15    2 2.705  0.739  0.46
#> 343         15          7   -8 2.705 -2.958 0.003
#> 344         14         12   -2 2.705 -0.739  0.46
#> 345          9         11    2 2.705  0.739  0.46
#> 346         14         14    0 2.705  0.000     1
#> 347         15         16    1 2.705  0.370 0.712
#> 348          9         12    3 2.705  1.109 0.267
#> 349         16         18    2 2.705  0.739  0.46
#> 350         14         10   -4 2.705 -1.479 0.139
#> 351          7          7    0 2.705  0.000     1
#> 352         12         14    2 2.705  0.739  0.46
#> 353          7          9    2 2.705  0.739  0.46
#> 354         11          7   -4 2.705 -1.479 0.139
#> 355         11         13    2 2.705  0.739  0.46
#> 356         14         12   -2 2.705 -0.739  0.46
#> 357          6         12    6 2.705  2.218 0.027
#> 358          7          5   -2 2.705 -0.739  0.46
#> 359         11         10   -1 2.705 -0.370 0.712
#> 360          9          8   -1 2.705 -0.370 0.712
#> 361         15         18    3 2.705  1.109 0.267
#> 362          5          6    1 2.705  0.370 0.712
#> 363          8         10    2 2.705  0.739  0.46
#> 364         16         17    1 2.705  0.370 0.712
#> 365         14         17    3 2.705  1.109 0.267
#> 366         11         13    2 2.705  0.739  0.46
#> 367          9         11    2 2.705  0.739  0.46
#> 368          1          4    3 2.705  1.109 0.267
#> 369         11          9   -2 2.705 -0.739  0.46
#> 370          9          4   -5 2.705 -1.849 0.065
#> 371         16         19    3 2.705  1.109 0.267
#> 372          6          8    2 2.705  0.739  0.46
#> 373         16         16    0 2.705  0.000     1
#> 374          7          9    2 2.705  0.739  0.46
#> 375         18         18    0 2.705  0.000     1
#> 376          6          4   -2 2.705 -0.739  0.46
#> 377         13         14    1 2.705  0.370 0.712
#> 378         12         10   -2 2.705 -0.739  0.46
#> 379         13         15    2 2.705  0.739  0.46
#> 380         18         16   -2 2.705 -0.739  0.46
#> 381          9         11    2 2.705  0.739  0.46
#> 382         10         10    0 2.705  0.000     1
#> 383          6          6    0 2.705  0.000     1
#> 384          8          9    1 2.705  0.370 0.712
#> 385         15         17    2 2.705  0.739  0.46
#> 386         15         16    1 2.705  0.370 0.712
#> 387          6         13    7 2.705  2.588  0.01
#> 388          4          2   -2 2.705 -0.739  0.46
#> 389          9         11    2 2.705  0.739  0.46
#> 390          9          9    0 2.705  0.000     1
#> 391          4         10    6 2.705  2.218 0.027
#> 392          9          8   -1 2.705 -0.370 0.712
#> 393          6          4   -2 2.705 -0.739  0.46
#> 394          5          5    0 2.705  0.000     1
#> 395          1          3    2 2.705  0.739  0.46
#> 396         13         13    0 2.705  0.000     1
#> 397         15         17    2 2.705  0.739  0.46
#> 398          6          7    1 2.705  0.370 0.712
#> 399          1          1    0 2.705  0.000     1
#> 400         16         17    1 2.705  0.370 0.712
#> 401          9          9    0 2.705  0.000     1
#> 402          3          4    1 2.705  0.370 0.712
#> 403          3          2   -1 2.705 -0.370 0.712
#> 404         10         10    0 2.705  0.000     1
#> 405         15         17    2 2.705  0.739  0.46
#> 406         17         13   -4 2.705 -1.479 0.139
#> 407          3          8    5 2.705  1.849 0.065
#> 408         10         14    4 2.705  1.479 0.139
#> 409         15          8   -7 2.705 -2.588  0.01
#> 410         12         10   -2 2.705 -0.739  0.46
#> 411          8          6   -2 2.705 -0.739  0.46
#> 412          9          9    0 2.705  0.000     1
#> 413         14         17    3 2.705  1.109 0.267
#> 414          3          2   -1 2.705 -0.370 0.712
#> 415          5          3   -2 2.705 -0.739  0.46
#> 416          9          9    0 2.705  0.000     1
#> 417         12          8   -4 2.705 -1.479 0.139
#> 418         16         12   -4 2.705 -1.479 0.139
#> 419          9          9    0 2.705  0.000     1
#> 420          5          5    0 2.705  0.000     1
#> 421         14         16    2 2.705  0.739  0.46
#> 422          5          3   -2 2.705 -0.739  0.46
#> 423         18         19    1 2.705  0.370 0.712
#> 424         10         10    0 2.705  0.000     1
#> 425          9         12    3 2.705  1.109 0.267
#> 426         15         16    1 2.705  0.370 0.712
#> 427          4          6    2 2.705  0.739  0.46
#> 428         11          8   -3 2.705 -1.109 0.267
#> 429         14         14    0 2.705  0.000     1
#> 430          5          6    1 2.705  0.370 0.712
#> 431         19         19    0 2.705  0.000     1
#> 432         13         12   -1 2.705 -0.370 0.712
#> 433         14         20    6 2.705  2.218 0.027
#> 434         12         15    3 2.705  1.109 0.267
#> 435         16         16    0 2.705  0.000     1
#> 436         11         12    1 2.705  0.370 0.712
#> 437         11         10   -1 2.705 -0.370 0.712
#> 438         10         11    1 2.705  0.370 0.712
#> 439          9          7   -2 2.705 -0.739  0.46
#> 440         18         15   -3 2.705 -1.109 0.267
#> 441          2          3    1 2.705  0.370 0.712
#> 442          4          5    1 2.705  0.370 0.712
#> 443         15         11   -4 2.705 -1.479 0.139
#> 444          2          4    2 2.705  0.739  0.46
#> 445         16          9   -7 2.705 -2.588  0.01
#> 446          4          5    1 2.705  0.370 0.712
#> 447         10         13    3 2.705  1.109 0.267
#> 448         15         14   -1 2.705 -0.370 0.712
#> 449         11          8   -3 2.705 -1.109 0.267
#> 450         16         18    2 2.705  0.739  0.46
#> 451          3          3    0 2.705  0.000     1
#> 452         10         10    0 2.705  0.000     1
#> 453         17         19    2 2.705  0.739  0.46
#> 454         18         18    0 2.705  0.000     1
#> 455         16         18    2 2.705  0.739  0.46
#> 456          2          3    1 2.705  0.370 0.712
#> 457         13         14    1 2.705  0.370 0.712
#> 458          6         11    5 2.705  1.849 0.065
#> 459          5          4   -1 2.705 -0.370 0.712
#> 460         20         18   -2 2.705 -0.739  0.46
#> 461          9          5   -4 2.705 -1.479 0.139
#> 462         11         13    2 2.705  0.739  0.46
#> 463         10         11    1 2.705  0.370 0.712
#> 464         15         19    4 2.705  1.479 0.139
#> 465         10          9   -1 2.705 -0.370 0.712
#> 466          9          3   -6 2.705 -2.218 0.027
#> 467          3          4    1 2.705  0.370 0.712
#> 468          3          2   -1 2.705 -0.370 0.712
#> 469         18         19    1 2.705  0.370 0.712
#> 470         17         13   -4 2.705 -1.479 0.139
#> 471         12         13    1 2.705  0.370 0.712
#> 472         11         15    4 2.705  1.479 0.139
#> 473         15         12   -3 2.705 -1.109 0.267
#> 474          8          8    0 2.705  0.000     1
#> 475          4          6    2 2.705  0.739  0.46
#> 476         18         16   -2 2.705 -0.739  0.46
#> 477          4          5    1 2.705  0.370 0.712
#> 478          2          3    1 2.705  0.370 0.712
#> 479         14         17    3 2.705  1.109 0.267
#> 480          9          5   -4 2.705 -1.479 0.139
#> 481          6          8    2 2.705  0.739  0.46
#> 482         20         20    0 2.705  0.000     1
#> 483          8          8    0 2.705  0.000     1
#> 484          2          3    1 2.705  0.370 0.712
#> 485         15         12   -3 2.705 -1.109 0.267
#> 486         15         16    1 2.705  0.370 0.712
#> 487          9         12    3 2.705  1.109 0.267
#> 488          8          6   -2 2.705 -0.739  0.46
#> 489         13         17    4 2.705  1.479 0.139
#> 490         12          9   -3 2.705 -1.109 0.267
#> 491         14         10   -4 2.705 -1.479 0.139
#> 492         19         18   -1 2.705 -0.370 0.712
#> 493         14         10   -4 2.705 -1.479 0.139
#> 494         11          6   -5 2.705 -1.849 0.065
#> 495          5          4   -1 2.705 -0.370 0.712
#> 496         12         12    0 2.705  0.000     1
#> 497         13         14    1 2.705  0.370 0.712
#> 498         19         18   -1 2.705 -0.370 0.712
#> 499          7          8    1 2.705  0.370 0.712
#> 500         20         20    0 2.705  0.000     1
#> 501          6          8    2 2.705  0.739  0.46
#> 502         17         18    1 2.705  0.370 0.712
#> 503          9          9    0 2.705  0.000     1
#> 504         12         13    1 2.705  0.370 0.712
#> 505          8         13    5 2.705  1.849 0.065
#> 506          9         11    2 2.705  0.739  0.46
#> 507          9          8   -1 2.705 -0.370 0.712
#> 508          6          5   -1 2.705 -0.370 0.712
#> 509         15         14   -1 2.705 -0.370 0.712
#> 510         15         12   -3 2.705 -1.109 0.267
#> 511         14         14    0 2.705  0.000     1
#> 512          1          0   -1 2.705 -0.370 0.712
#> 513          5         11    6 2.705  2.218 0.027
#> 514          5          4   -1 2.705 -0.370 0.712
#> 515         15         11   -4 2.705 -1.479 0.139
#> 516         19         18   -1 2.705 -0.370 0.712
#> 517         16         15   -1 2.705 -0.370 0.712
#> 518          6          6    0 2.705  0.000     1
#> 519          9         14    5 2.705  1.849 0.065
#> 520         11          5   -6 2.705 -2.218 0.027
#> 521          8         11    3 2.705  1.109 0.267
#> 522          3          4    1 2.705  0.370 0.712
#> 523         11          9   -2 2.705 -0.739  0.46
#> 524         16         13   -3 2.705 -1.109 0.267
#> 525         16         16    0 2.705  0.000     1
#> 526         14         13   -1 2.705 -0.370 0.712
#> 527         11         12    1 2.705  0.370 0.712
#> 528         17         16   -1 2.705 -0.370 0.712
#> 529          7         10    3 2.705  1.109 0.267
#> 530         11         11    0 2.705  0.000     1
#> 531          7          5   -2 2.705 -0.739  0.46
#> 532         12         17    5 2.705  1.849 0.065
#> 533         10         16    6 2.705  2.218 0.027
#> 534         15         14   -1 2.705 -0.370 0.712
#> 535         16         14   -2 2.705 -0.739  0.46
#> 536          8         15    7 2.705  2.588  0.01
#> 537         19         16   -3 2.705 -1.109 0.267
#> 538         14         14    0 2.705  0.000     1
#> 539         10          8   -2 2.705 -0.739  0.46
#> 540         11          9   -2 2.705 -0.739  0.46
#> 541         20         19   -1 2.705 -0.370 0.712
#> 542         17         18    1 2.705  0.370 0.712
#> 543          9          8   -1 2.705 -0.370 0.712
#> 544         18         20    2 2.705  0.739  0.46
#> 545         12         10   -2 2.705 -0.739  0.46
#> 546         10         14    4 2.705  1.479 0.139
#> 547          8          8    0 2.705  0.000     1
#> 548         10         11    1 2.705  0.370 0.712
#> 549         15          8   -7 2.705 -2.588  0.01
#> 550          5          4   -1 2.705 -0.370 0.712
#> 551          5          6    1 2.705  0.370 0.712
#> 552          6          7    1 2.705  0.370 0.712
#> 553          9         13    4 2.705  1.479 0.139
#> 554          8          5   -3 2.705 -1.109 0.267
#> 555         12         10   -2 2.705 -0.739  0.46
#> 556         15         15    0 2.705  0.000     1
#> 557          9         13    4 2.705  1.479 0.139
#> 558         11         14    3 2.705  1.109 0.267
#> 559         12         13    1 2.705  0.370 0.712
#> 560          4          5    1 2.705  0.370 0.712
#> 561         13         14    1 2.705  0.370 0.712
#> 562         11         13    2 2.705  0.739  0.46
#> 563         14         10   -4 2.705 -1.479 0.139
#> 564          1          4    3 2.705  1.109 0.267
#> 565         13         14    1 2.705  0.370 0.712
#> 566         15         14   -1 2.705 -0.370 0.712
#> 567          8          7   -1 2.705 -0.370 0.712
#> 568         15         16    1 2.705  0.370 0.712
#> 569         19         19    0 2.705  0.000     1
#> 570         13         11   -2 2.705 -0.739  0.46
#> 571         15         14   -1 2.705 -0.370 0.712
#> 572          5          6    1 2.705  0.370 0.712
#> 573          2          3    1 2.705  0.370 0.712
#> 574         19         14   -5 2.705 -1.849 0.065
#> 575          3          1   -2 2.705 -0.739  0.46
#> 576         17         18    1 2.705  0.370 0.712
#> 577          2          3    1 2.705  0.370 0.712
#> 578         19         17   -2 2.705 -0.739  0.46
#> 579         13         13    0 2.705  0.000     1
#> 580         20         15   -5 2.705 -1.849 0.065
#> 581          6          5   -1 2.705 -0.370 0.712
#> 582         17         18    1 2.705  0.370 0.712
#> 583          7          6   -1 2.705 -0.370 0.712
#> 584          6          4   -2 2.705 -0.739  0.46
#> 585         16         12   -4 2.705 -1.479 0.139
#> 586         13         13    0 2.705  0.000     1
#> 587         18         17   -1 2.705 -0.370 0.712
#> 588          9          7   -2 2.705 -0.739  0.46
#> 589         12         10   -2 2.705 -0.739  0.46
#> 590         12         14    2 2.705  0.739  0.46
#> 591          9         12    3 2.705  1.109 0.267
#> 592         12         16    4 2.705  1.479 0.139
#> 593         17         15   -2 2.705 -0.739  0.46
#> 594          4          3   -1 2.705 -0.370 0.712
#> 595          8          8    0 2.705  0.000     1
#> 596         11          9   -2 2.705 -0.739  0.46
#> 597          8         10    2 2.705  0.739  0.46
#> 598         10         12    2 2.705  0.739  0.46
#> 599         13         13    0 2.705  0.000     1
#> 600         12         16    4 2.705  1.479 0.139
#> 601         15         19    4 2.705  1.479 0.139
#> 602         11          9   -2 2.705 -0.739  0.46
#> 603          5          3   -2 2.705 -0.739  0.46
#> 604          7          9    2 2.705  0.739  0.46
#> 605          7          2   -5 2.705 -1.849 0.065
#> 606          2          6    4 2.705  1.479 0.139
#> 607         10          8   -2 2.705 -0.739  0.46
#> 608         14         14    0 2.705  0.000     1
#> 609         11         12    1 2.705  0.370 0.712
#> 610         12          7   -5 2.705 -1.849 0.065
#> 611         13         12   -1 2.705 -0.370 0.712
#> 612         10          9   -1 2.705 -0.370 0.712
#> 613         11         13    2 2.705  0.739  0.46
#> 614          5          6    1 2.705  0.370 0.712
#> 615         12         12    0 2.705  0.000     1
#> 616          4          1   -3 2.705 -1.109 0.267
#> 617          4          7    3 2.705  1.109 0.267
#> 618          5          5    0 2.705  0.000     1
#> 619         16         18    2 2.705  0.739  0.46
#> 620          4          6    2 2.705  0.739  0.46
#> 621         19         16   -3 2.705 -1.109 0.267
#> 622         13         12   -1 2.705 -0.370 0.712
#> 623         17         19    2 2.705  0.739  0.46
#> 624          8          5   -3 2.705 -1.109 0.267
#> 625          9         11    2 2.705  0.739  0.46
#> 626          5          4   -1 2.705 -0.370 0.712
#> 627          5          5    0 2.705  0.000     1
#> 628          4          1   -3 2.705 -1.109 0.267
#> 629          7          8    1 2.705  0.370 0.712
#> 630          8         13    5 2.705  1.849 0.065
#> 631         14         18    4 2.705  1.479 0.139
#> 632          8          3   -5 2.705 -1.849 0.065
#> 633         16         16    0 2.705  0.000     1
#> 634         13         14    1 2.705  0.370 0.712
#> 635         15         11   -4 2.705 -1.479 0.139
#> 636         13          9   -4 2.705 -1.479 0.139
#> 637          6          7    1 2.705  0.370 0.712
#> 638         12          7   -5 2.705 -1.849 0.065
#> 639          6          6    0 2.705  0.000     1
#> 640          3          2   -1 2.705 -0.370 0.712
#> 641          9          7   -2 2.705 -0.739  0.46
#> 642          7          7    0 2.705  0.000     1
#> 643         16         16    0 2.705  0.000     1
#> 644         13         13    0 2.705  0.000     1
#> 645         12         15    3 2.705  1.109 0.267
#> 646          2          3    1 2.705  0.370 0.712
#> 647         18         14   -4 2.705 -1.479 0.139
#> 648          5          7    2 2.705  0.739  0.46
#> 649          6          4   -2 2.705 -0.739  0.46
#> 650         19         18   -1 2.705 -0.370 0.712
#> 651          8          4   -4 2.705 -1.479 0.139
#> 652         10         12    2 2.705  0.739  0.46
#> 653          6         10    4 2.705  1.479 0.139
#> 654          4          5    1 2.705  0.370 0.712
#> 655          6          6    0 2.705  0.000     1
#> 656          7          5   -2 2.705 -0.739  0.46
#> 657         13         12   -1 2.705 -0.370 0.712
#> 658         10         13    3 2.705  1.109 0.267
#> 659         18         17   -1 2.705 -0.370 0.712
#> 660         11          8   -3 2.705 -1.109 0.267
#> 661         10          7   -3 2.705 -1.109 0.267
#> 662         19         18   -1 2.705 -0.370 0.712
#> 663         12         14    2 2.705  0.739  0.46
#> 664         17         19    2 2.705  0.739  0.46
#> 665         11         15    4 2.705  1.479 0.139
#> 666         13         13    0 2.705  0.000     1
#> 667         10         12    2 2.705  0.739  0.46
#> 668         11         12    1 2.705  0.370 0.712
#> 669          8         11    3 2.705  1.109 0.267
#> 670          8          5   -3 2.705 -1.109 0.267
#> 671         12         11   -1 2.705 -0.370 0.712
#> 672         10         10    0 2.705  0.000     1
#> 673          9         10    1 2.705  0.370 0.712
#> 674         12         15    3 2.705  1.109 0.267
#> 675          7         11    4 2.705  1.479 0.139
#> 676          4          2   -2 2.705 -0.739  0.46
#> 677         15         17    2 2.705  0.739  0.46
#> 678          9          6   -3 2.705 -1.109 0.267
#> 679         11         11    0 2.705  0.000     1
#> 680         17         16   -1 2.705 -0.370 0.712
#> 681         19         19    0 2.705  0.000     1
#> 682          9         10    1 2.705  0.370 0.712
#> 683         19         18   -1 2.705 -0.370 0.712
#> 684          5          1   -4 2.705 -1.479 0.139
#> 685         12         10   -2 2.705 -0.739  0.46
#> 686         16         13   -3 2.705 -1.109 0.267
#> 687          9         10    1 2.705  0.370 0.712
#> 688          7          6   -1 2.705 -0.370 0.712
#> 689          4          2   -2 2.705 -0.739  0.46
#> 690         14         15    1 2.705  0.370 0.712
#> 691         12         14    2 2.705  0.739  0.46
#> 692          4          8    4 2.705  1.479 0.139
#> 693         10          9   -1 2.705 -0.370 0.712
#> 694         13          9   -4 2.705 -1.479 0.139
#> 695         16         17    1 2.705  0.370 0.712
#> 696         14         13   -1 2.705 -0.370 0.712
#> 697          9          9    0 2.705  0.000     1
#> 698          3          5    2 2.705  0.739  0.46
#> 699          5          3   -2 2.705 -0.739  0.46
#> 700         10         13    3 2.705  1.109 0.267
#> 701          2          4    2 2.705  0.739  0.46
#> 702         14         11   -3 2.705 -1.109 0.267
#> 703         13         11   -2 2.705 -0.739  0.46
#> 704         12         13    1 2.705  0.370 0.712
#> 705         16         17    1 2.705  0.370 0.712
#> 706         15         17    2 2.705  0.739  0.46
#> 707          5          1   -4 2.705 -1.479 0.139
#> 708         13         13    0 2.705  0.000     1
#> 709         13         17    4 2.705  1.479 0.139
#> 710          8          6   -2 2.705 -0.739  0.46
#> 711         17         20    3 2.705  1.109 0.267
#> 712          8          6   -2 2.705 -0.739  0.46
#> 713         13         12   -1 2.705 -0.370 0.712
#> 714          3          5    2 2.705  0.739  0.46
#> 715          6          3   -3 2.705 -1.109 0.267
#> 716         15         16    1 2.705  0.370 0.712
#> 717         10          9   -1 2.705 -0.370 0.712
#> 718          9         12    3 2.705  1.109 0.267
#> 719         18         15   -3 2.705 -1.109 0.267
#> 720          5          6    1 2.705  0.370 0.712
#> 721         11          9   -2 2.705 -0.739  0.46
#> 722          7          7    0 2.705  0.000     1
#> 723         16         18    2 2.705  0.739  0.46
#> 724          6         13    7 2.705  2.588  0.01
#> 725          9          7   -2 2.705 -0.739  0.46
#> 726          4          4    0 2.705  0.000     1
#> 727          4          3   -1 2.705 -0.370 0.712
#> 728          9         10    1 2.705  0.370 0.712
#> 729          7          5   -2 2.705 -0.739  0.46
#> 730          9         10    1 2.705  0.370 0.712
#> 731         14         16    2 2.705  0.739  0.46
#> 732          2          4    2 2.705  0.739  0.46
#> 733         10          8   -2 2.705 -0.739  0.46
#> 734         17         12   -5 2.705 -1.849 0.065
#> 735         12         12    0 2.705  0.000     1
#> 736         11         10   -1 2.705 -0.370 0.712
#> 737         13         14    1 2.705  0.370 0.712
#> 738         12         13    1 2.705  0.370 0.712
#> 739          7          7    0 2.705  0.000     1
#> 740          9          8   -1 2.705 -0.370 0.712
#> 741          7          4   -3 2.705 -1.109 0.267
#> 742          8          7   -1 2.705 -0.370 0.712
#> 743         20         18   -2 2.705 -0.739  0.46
#> 744         12         10   -2 2.705 -0.739  0.46
#> 745         10         10    0 2.705  0.000     1
#> 746         18         19    1 2.705  0.370 0.712
#> 747          7          7    0 2.705  0.000     1
#> 748         16         17    1 2.705  0.370 0.712
#> 749          7          8    1 2.705  0.370 0.712
#> 750         20         18   -2 2.705 -0.739  0.46
#> 751          8          8    0 2.705  0.000     1
#> 752          8         10    2 2.705  0.739  0.46
#> 753         12         14    2 2.705  0.739  0.46
#> 754         15         17    2 2.705  0.739  0.46
#> 755          9         11    2 2.705  0.739  0.46
#> 756         10          8   -2 2.705 -0.739  0.46
#> 757          1          2    1 2.705  0.370 0.712
#> 758          4          6    2 2.705  0.739  0.46
#> 759         13         14    1 2.705  0.370 0.712
#> 760         15         17    2 2.705  0.739  0.46
#> 761          6          4   -2 2.705 -0.739  0.46
#> 762         17         11   -6 2.705 -2.218 0.027
#> 763         13         13    0 2.705  0.000     1
#> 764         13         15    2 2.705  0.739  0.46
#> 765         13         14    1 2.705  0.370 0.712
#> 766         13         13    0 2.705  0.000     1
#> 767         17         14   -3 2.705 -1.109 0.267
#> 768          2          2    0 2.705  0.000     1
#> 769         18         16   -2 2.705 -0.739  0.46
#> 770         19         20    1 2.705  0.370 0.712
#> 771          3          4    1 2.705  0.370 0.712
#> 772         17         11   -6 2.705 -2.218 0.027
#> 773         15         15    0 2.705  0.000     1
#> 774         13         14    1 2.705  0.370 0.712
#> 775          3          1   -2 2.705 -0.739  0.46
#> 776         18         16   -2 2.705 -0.739  0.46
#> 777         12         12    0 2.705  0.000     1
#> 778         12         14    2 2.705  0.739  0.46
#> 779          5          5    0 2.705  0.000     1
#> 780          9          8   -1 2.705 -0.370 0.712
#> 781         20         17   -3 2.705 -1.109 0.267
#> 782         12          8   -4 2.705 -1.479 0.139
#> 783          2          1   -1 2.705 -0.370 0.712
#> 784          7          6   -1 2.705 -0.370 0.712
#> 785         14         14    0 2.705  0.000     1
#> 786         12         10   -2 2.705 -0.739  0.46
#> 787         14         12   -2 2.705 -0.739  0.46
#> 788         13         14    1 2.705  0.370 0.712
#> 789          9         12    3 2.705  1.109 0.267
#> 790         11          7   -4 2.705 -1.479 0.139
#> 791         10          9   -1 2.705 -0.370 0.712
#> 792         14         14    0 2.705  0.000     1
#> 793          8          5   -3 2.705 -1.109 0.267
#> 794         19         18   -1 2.705 -0.370 0.712
#> 795         12         12    0 2.705  0.000     1
#> 796         13         15    2 2.705  0.739  0.46
#> 797         10          6   -4 2.705 -1.479 0.139
#> 798          7          4   -3 2.705 -1.109 0.267
#> 799          6          2   -4 2.705 -1.479 0.139
#> 800          4          8    4 2.705  1.479 0.139
#> 801         20         17   -3 2.705 -1.109 0.267
#> 802          5          6    1 2.705  0.370 0.712
#> 803         18         17   -1 2.705 -0.370 0.712
#> 804         11         13    2 2.705  0.739  0.46
#> 805          9          6   -3 2.705 -1.109 0.267
#> 806          6          4   -2 2.705 -0.739  0.46
#> 807          6          6    0 2.705  0.000     1
#> 808          9         10    1 2.705  0.370 0.712
#> 809         11         11    0 2.705  0.000     1
#> 810          4          7    3 2.705  1.109 0.267
#> 811          4          6    2 2.705  0.739  0.46
#> 812         11         12    1 2.705  0.370 0.712
#> 813         18         20    2 2.705  0.739  0.46
#> 814          6          7    1 2.705  0.370 0.712
#> 815         14         13   -1 2.705 -0.370 0.712
#> 816         11         12    1 2.705  0.370 0.712
#> 817          8          7   -1 2.705 -0.370 0.712
#> 818         16         19    3 2.705  1.109 0.267
#> 819          5          3   -2 2.705 -0.739  0.46
#> 820         17         13   -4 2.705 -1.479 0.139
#> 821         11         14    3 2.705  1.109 0.267
#> 822         10         10    0 2.705  0.000     1
#> 823         10         16    6 2.705  2.218 0.027
#> 824         11         12    1 2.705  0.370 0.712
#> 825          8         13    5 2.705  1.849 0.065
#> 826         13         15    2 2.705  0.739  0.46
#> 827         14         10   -4 2.705 -1.479 0.139
#> 828         14         13   -1 2.705 -0.370 0.712
#> 829          7         13    6 2.705  2.218 0.027
#> 830         10         11    1 2.705  0.370 0.712
#> 831          6          6    0 2.705  0.000     1
#> 832          5          6    1 2.705  0.370 0.712
#> 833         15         16    1 2.705  0.370 0.712
#> 834          5          9    4 2.705  1.479 0.139
#> 835         10          3   -7 2.705 -2.588  0.01
#> 836         14         15    1 2.705  0.370 0.712
#> 837          2          6    4 2.705  1.479 0.139
#> 838          1          0   -1 2.705 -0.370 0.712
#> 839         19         19    0 2.705  0.000     1
#> 840          7          7    0 2.705  0.000     1
#> 841         16         14   -2 2.705 -0.739  0.46
#> 842         18         17   -1 2.705 -0.370 0.712
#> 843         18         17   -1 2.705 -0.370 0.712
#> 844         11         10   -1 2.705 -0.370 0.712
#> 845         16         15   -1 2.705 -0.370 0.712
#> 846         10         11    1 2.705  0.370 0.712
#> 847         15         16    1 2.705  0.370 0.712
#> 848         15         11   -4 2.705 -1.479 0.139
#> 849         18         15   -3 2.705 -1.109 0.267
#> 850         13         15    2 2.705  0.739  0.46
#> 851         16         17    1 2.705  0.370 0.712
#> 852         13         16    3 2.705  1.109 0.267
#> 853          6          9    3 2.705  1.109 0.267
#> 854         14         16    2 2.705  0.739  0.46
#> 855         12         11   -1 2.705 -0.370 0.712
#> 856          5          6    1 2.705  0.370 0.712
#> 857          6          7    1 2.705  0.370 0.712
#> 858          7         13    6 2.705  2.218 0.027
#> 859         18         18    0 2.705  0.000     1
#> 860         11         13    2 2.705  0.739  0.46
#> 861         11         10   -1 2.705 -0.370 0.712
#> 862          9          6   -3 2.705 -1.109 0.267
#> 863          8          7   -1 2.705 -0.370 0.712
#> 864          9          7   -2 2.705 -0.739  0.46
#> 865         15         13   -2 2.705 -0.739  0.46
#> 866         12          9   -3 2.705 -1.109 0.267
#> 867         10         12    2 2.705  0.739  0.46
#> 868         17         12   -5 2.705 -1.849 0.065
#> 869          6          8    2 2.705  0.739  0.46
#> 870          4          4    0 2.705  0.000     1
#> 871         16         15   -1 2.705 -0.370 0.712
#> 872          7          3   -4 2.705 -1.479 0.139
#> 873          4          7    3 2.705  1.109 0.267
#> 874         12         12    0 2.705  0.000     1
#> 875         14         12   -2 2.705 -0.739  0.46
#> 876         17         13   -4 2.705 -1.479 0.139
#> 877         12         11   -1 2.705 -0.370 0.712
#> 878          6          6    0 2.705  0.000     1
#> 879          8         13    5 2.705  1.849 0.065
#> 880         15         17    2 2.705  0.739  0.46
#> 881          7         10    3 2.705  1.109 0.267
#> 882          2          1   -1 2.705 -0.370 0.712
#> 883         13         18    5 2.705  1.849 0.065
#> 884         17         18    1 2.705  0.370 0.712
#> 885          8         10    2 2.705  0.739  0.46
#> 886         18         19    1 2.705  0.370 0.712
#> 887         17         16   -1 2.705 -0.370 0.712
#> 888         14         11   -3 2.705 -1.109 0.267
#> 889          6          6    0 2.705  0.000     1
#> 890          4          3   -1 2.705 -0.370 0.712
#> 891         12         10   -2 2.705 -0.739  0.46
#> 892         11         12    1 2.705  0.370 0.712
#> 893          5          7    2 2.705  0.739  0.46
#> 894         15         17    2 2.705  0.739  0.46
#> 895          6         11    5 2.705  1.849 0.065
#> 896         11          7   -4 2.705 -1.479 0.139
#> 897         11         13    2 2.705  0.739  0.46
#> 898          6          5   -1 2.705 -0.370 0.712
#> 899         13         11   -2 2.705 -0.739  0.46
#> 900          5          9    4 2.705  1.479 0.139
#> 901         10         10    0 2.705  0.000     1
#> 902         17         18    1 2.705  0.370 0.712
#> 903         15         14   -1 2.705 -0.370 0.712
#> 904          8         11    3 2.705  1.109 0.267
#> 905         17         16   -1 2.705 -0.370 0.712
#> 906         14         17    3 2.705  1.109 0.267
#> 907          9         10    1 2.705  0.370 0.712
#> 908         13          8   -5 2.705 -1.849 0.065
#> 909          7          5   -2 2.705 -0.739  0.46
#> 910          8          6   -2 2.705 -0.739  0.46
#> 911         18         19    1 2.705  0.370 0.712
#> 912         15         17    2 2.705  0.739  0.46
#> 913         11         12    1 2.705  0.370 0.712
#> 914         10         10    0 2.705  0.000     1
#> 915         18         19    1 2.705  0.370 0.712
#> 916         18         16   -2 2.705 -0.739  0.46
#> 917         10         10    0 2.705  0.000     1
#> 918          2          1   -1 2.705 -0.370 0.712
#> 919         16         17    1 2.705  0.370 0.712
#> 920          2          1   -1 2.705 -0.370 0.712
#> 921         20         20    0 2.705  0.000     1
#> 922          6          2   -4 2.705 -1.479 0.139
#> 923         18         17   -1 2.705 -0.370 0.712
#> 924         13         19    6 2.705  2.218 0.027
#> 925         14         11   -3 2.705 -1.109 0.267
#> 926         18         17   -1 2.705 -0.370 0.712
#> 927         16         15   -1 2.705 -0.370 0.712
#> 928         18         11   -7 2.705 -2.588  0.01
#> 929         15         12   -3 2.705 -1.109 0.267
#> 930          9          5   -4 2.705 -1.479 0.139
#> 931          9          9    0 2.705  0.000     1
#> 932         10         10    0 2.705  0.000     1
#> 933         16         18    2 2.705  0.739  0.46
#> 934          5          7    2 2.705  0.739  0.46
#> 935         16         17    1 2.705  0.370 0.712
#> 936          8         10    2 2.705  0.739  0.46
#> 937          5          4   -1 2.705 -0.370 0.712
#> 938         16         15   -1 2.705 -0.370 0.712
#> 939         13         10   -3 2.705 -1.109 0.267
#> 940         10         13    3 2.705  1.109 0.267
#> 941         14         14    0 2.705  0.000     1
#> 942         10         14    4 2.705  1.479 0.139
#> 943          4          3   -1 2.705 -0.370 0.712
#> 944         20         18   -2 2.705 -0.739  0.46
#> 945          6          8    2 2.705  0.739  0.46
#> 946          8          5   -3 2.705 -1.109 0.267
#> 947          7         17   10 2.705  3.697     0
#> 948          7          3   -4 2.705 -1.479 0.139
#> 949         14         14    0 2.705  0.000     1
#> 950         14         13   -1 2.705 -0.370 0.712
#> 951         14         13   -1 2.705 -0.370 0.712
#> 952         14         10   -4 2.705 -1.479 0.139
#> 953         12          9   -3 2.705 -1.109 0.267
#> 954          8          8    0 2.705  0.000     1
#> 955         14         11   -3 2.705 -1.109 0.267
#> 956         10         12    2 2.705  0.739  0.46
#> 957         11          9   -2 2.705 -0.739  0.46
#> 958          4          4    0 2.705  0.000     1
#> 959          9         10    1 2.705  0.370 0.712
#> 960          5          7    2 2.705  0.739  0.46
#> 961         16         13   -3 2.705 -1.109 0.267
#> 962          7          5   -2 2.705 -0.739  0.46
#> 963          6          7    1 2.705  0.370 0.712
#> 964          5          6    1 2.705  0.370 0.712
#> 965          5          2   -3 2.705 -1.109 0.267
#> 966          2          5    3 2.705  1.109 0.267
#> 967          7          6   -1 2.705 -0.370 0.712
#> 968         16         19    3 2.705  1.109 0.267
#> 969          8          4   -4 2.705 -1.479 0.139
#> 970          4          1   -3 2.705 -1.109 0.267
#> 971         12         10   -2 2.705 -0.739  0.46
#> 972          3          9    6 2.705  2.218 0.027
#> 973         14         16    2 2.705  0.739  0.46
#> 974          7          5   -2 2.705 -0.739  0.46
#> 975         16         16    0 2.705  0.000     1
#> 976         15         16    1 2.705  0.370 0.712
#> 977         11         14    3 2.705  1.109 0.267
#> 978         14         13   -1 2.705 -0.370 0.712
#> 979         17         18    1 2.705  0.370 0.712
#> 980         10         10    0 2.705  0.000     1
#> 981         17         18    1 2.705  0.370 0.712
#> 982          3          2   -1 2.705 -0.370 0.712
#> 983          6          7    1 2.705  0.370 0.712
#> 984          4          3   -1 2.705 -0.370 0.712
#> 985         14         16    2 2.705  0.739  0.46
#> 986         11         11    0 2.705  0.000     1
#> 987          5          3   -2 2.705 -0.739  0.46
#> 988          1          2    1 2.705  0.370 0.712
#> 989         10         11    1 2.705  0.370 0.712
#> 990          4          2   -2 2.705 -0.739  0.46
#> 991          5          4   -1 2.705 -0.370 0.712
#> 992         12         14    2 2.705  0.739  0.46
#> 993         20         14   -6 2.705 -2.218 0.027
#> 994         15         12   -3 2.705 -1.109 0.267
#> 995          8         14    6 2.705  2.218 0.027
#> 996         18         17   -1 2.705 -0.370 0.712
#> 997          9         13    4 2.705  1.479 0.139
#> 998         12          9   -3 2.705 -1.109 0.267
#> 999          9          6   -3 2.705 -1.109 0.267
#> 1000        10          8   -2 2.705 -0.739  0.46

######

# interactive shiny interfaces for live scoring
mod_pre <- mirt(Science)
#> 
Iteration: 1, Log-Lik: -1629.361, Max-Change: 0.50660
Iteration: 2, Log-Lik: -1617.374, Max-Change: 0.25442
Iteration: 3, Log-Lik: -1612.894, Max-Change: 0.16991
Iteration: 4, Log-Lik: -1610.306, Max-Change: 0.10461
Iteration: 5, Log-Lik: -1609.814, Max-Change: 0.09162
Iteration: 6, Log-Lik: -1609.534, Max-Change: 0.07363
Iteration: 7, Log-Lik: -1609.030, Max-Change: 0.03677
Iteration: 8, Log-Lik: -1608.988, Max-Change: 0.03200
Iteration: 9, Log-Lik: -1608.958, Max-Change: 0.02754
Iteration: 10, Log-Lik: -1608.878, Max-Change: 0.01443
Iteration: 11, Log-Lik: -1608.875, Max-Change: 0.00847
Iteration: 12, Log-Lik: -1608.873, Max-Change: 0.00515
Iteration: 13, Log-Lik: -1608.872, Max-Change: 0.00550
Iteration: 14, Log-Lik: -1608.872, Max-Change: 0.00318
Iteration: 15, Log-Lik: -1608.871, Max-Change: 0.00462
Iteration: 16, Log-Lik: -1608.871, Max-Change: 0.00277
Iteration: 17, Log-Lik: -1608.870, Max-Change: 0.00145
Iteration: 18, Log-Lik: -1608.870, Max-Change: 0.00175
Iteration: 19, Log-Lik: -1608.870, Max-Change: 0.00126
Iteration: 20, Log-Lik: -1608.870, Max-Change: 0.00025
Iteration: 21, Log-Lik: -1608.870, Max-Change: 0.00285
Iteration: 22, Log-Lik: -1608.870, Max-Change: 0.00108
Iteration: 23, Log-Lik: -1608.870, Max-Change: 0.00022
Iteration: 24, Log-Lik: -1608.870, Max-Change: 0.00059
Iteration: 25, Log-Lik: -1608.870, Max-Change: 0.00014
Iteration: 26, Log-Lik: -1608.870, Max-Change: 0.00068
Iteration: 27, Log-Lik: -1608.870, Max-Change: 0.00065
Iteration: 28, Log-Lik: -1608.870, Max-Change: 0.00019
Iteration: 29, Log-Lik: -1608.870, Max-Change: 0.00061
Iteration: 30, Log-Lik: -1608.870, Max-Change: 0.00012
Iteration: 31, Log-Lik: -1608.870, Max-Change: 0.00012
Iteration: 32, Log-Lik: -1608.870, Max-Change: 0.00058
Iteration: 33, Log-Lik: -1608.870, Max-Change: 0.00055
Iteration: 34, Log-Lik: -1608.870, Max-Change: 0.00015
Iteration: 35, Log-Lik: -1608.870, Max-Change: 0.00052
Iteration: 36, Log-Lik: -1608.870, Max-Change: 0.00010

# (optional) setup mod_post to have medium effect size change (d = 0.5)
sv <- mod2values(mod_pre)
sv$value[sv$name == 'MEAN_1'] <- 0.5
mod_post <- mirt(Science, pars=sv, TOL=NA)

# only use pre-test model for scoring
if(interactive()){
    RCI(mod_pre=mod_pre, shiny=TRUE)

    # use both pre-test and post-test models for including empirical priors
    RCI(mod_pre=mod_pre, mod_post=mod_post, shiny=TRUE,
        main='Perceptions of Science and Technology')
 }


############################
# Example where individuals take completely different item set pre-post
#   but prior calibration has been performed to equate the items

dat <- key2binary(SAT12,
  key = c(1,4,5,2,3,1,2,1,3,1,2,4,2,1,5,3,4,4,1,4,3,3,4,1,3,5,1,3,1,5,4,5))

mod <- mirt(dat)
#> 
Iteration: 1, Log-Lik: -9647.510, Max-Change: 0.81958
Iteration: 2, Log-Lik: -9501.953, Max-Change: 0.61213
Iteration: 3, Log-Lik: -9491.324, Max-Change: 0.30029
Iteration: 4, Log-Lik: -9489.773, Max-Change: 0.17556
Iteration: 5, Log-Lik: -9489.311, Max-Change: 0.05283
Iteration: 6, Log-Lik: -9489.122, Max-Change: 0.03138
Iteration: 7, Log-Lik: -9489.045, Max-Change: 0.01853
Iteration: 8, Log-Lik: -9489.000, Max-Change: 0.01225
Iteration: 9, Log-Lik: -9488.978, Max-Change: 0.00708
Iteration: 10, Log-Lik: -9488.964, Max-Change: 0.00300
Iteration: 11, Log-Lik: -9488.961, Max-Change: 0.00284
Iteration: 12, Log-Lik: -9488.959, Max-Change: 0.00186
Iteration: 13, Log-Lik: -9488.958, Max-Change: 0.00149
Iteration: 14, Log-Lik: -9488.957, Max-Change: 0.00118
Iteration: 15, Log-Lik: -9488.956, Max-Change: 0.00173
Iteration: 16, Log-Lik: -9488.956, Max-Change: 0.00086
Iteration: 17, Log-Lik: -9488.955, Max-Change: 0.00026
Iteration: 18, Log-Lik: -9488.955, Max-Change: 0.00020
Iteration: 19, Log-Lik: -9488.955, Max-Change: 0.00017
Iteration: 20, Log-Lik: -9488.955, Max-Change: 0.00015
Iteration: 21, Log-Lik: -9488.955, Max-Change: 0.00014
Iteration: 22, Log-Lik: -9488.955, Max-Change: 0.00045
Iteration: 23, Log-Lik: -9488.955, Max-Change: 0.00004

# with N=5 individuals under investigation
predat <- postdat <- dat[1:5,]
predat[, 17:32] <- NA
postdat[, 1:16] <- NA

head(predat)
#>      Item.1 Item.2 Item.3 Item.4 Item.5 Item.6 Item.7 Item.8 Item.9 Item.10
#> [1,]      1      1      1      1      1      1      1      1      1       1
#> [2,]      0      1      0      0      1      0      1      0      1       1
#> [3,]      1      1      1      0      1      0      1      0      1       0
#> [4,]      0      1      0      1      1      0      1      0      1       0
#> [5,]      0      1      1      1      1      0      1      1      0       0
#>      Item.11 Item.12 Item.13 Item.14 Item.15 Item.16 Item.17 Item.18 Item.19
#> [1,]       1       1       1       1       1       1      NA      NA      NA
#> [2,]       1       0       1       1       1       0      NA      NA      NA
#> [3,]       1       0       0       1       1       0      NA      NA      NA
#> [4,]       1       1       1       1       1       0      NA      NA      NA
#> [5,]       1       1       1       1       1       0      NA      NA      NA
#>      Item.20 Item.21 Item.22 Item.23 Item.24 Item.25 Item.26 Item.27 Item.28
#> [1,]      NA      NA      NA      NA      NA      NA      NA      NA      NA
#> [2,]      NA      NA      NA      NA      NA      NA      NA      NA      NA
#> [3,]      NA      NA      NA      NA      NA      NA      NA      NA      NA
#> [4,]      NA      NA      NA      NA      NA      NA      NA      NA      NA
#> [5,]      NA      NA      NA      NA      NA      NA      NA      NA      NA
#>      Item.29 Item.30 Item.31 Item.32
#> [1,]      NA      NA      NA      NA
#> [2,]      NA      NA      NA      NA
#> [3,]      NA      NA      NA      NA
#> [4,]      NA      NA      NA      NA
#> [5,]      NA      NA      NA      NA
head(postdat)
#>      Item.1 Item.2 Item.3 Item.4 Item.5 Item.6 Item.7 Item.8 Item.9 Item.10
#> [1,]     NA     NA     NA     NA     NA     NA     NA     NA     NA      NA
#> [2,]     NA     NA     NA     NA     NA     NA     NA     NA     NA      NA
#> [3,]     NA     NA     NA     NA     NA     NA     NA     NA     NA      NA
#> [4,]     NA     NA     NA     NA     NA     NA     NA     NA     NA      NA
#> [5,]     NA     NA     NA     NA     NA     NA     NA     NA     NA      NA
#>      Item.11 Item.12 Item.13 Item.14 Item.15 Item.16 Item.17 Item.18 Item.19
#> [1,]      NA      NA      NA      NA      NA      NA       1       1       1
#> [2,]      NA      NA      NA      NA      NA      NA       1       0       1
#> [3,]      NA      NA      NA      NA      NA      NA       1       0       0
#> [4,]      NA      NA      NA      NA      NA      NA       1       0       0
#> [5,]      NA      NA      NA      NA      NA      NA       1       0       1
#>      Item.20 Item.21 Item.22 Item.23 Item.24 Item.25 Item.26 Item.27 Item.28
#> [1,]       1       1       1       1       1       1       1       1       1
#> [2,]       1       1       1       0       1       0       0       1       0
#> [3,]       1       1       1       0       1       1       0       1       1
#> [4,]       1       1       0       0       0       0       0       1       1
#> [5,]       1       1       1       0       1       0       1       1       1
#>      Item.29 Item.30 Item.31 Item.32
#> [1,]       1       1       1       1
#> [2,]       0       0       1       0
#> [3,]       0       0       1       0
#> [4,]       0       0       1       0
#> [5,]       1       0       1       0

RCI(mod, predat, postdat)
#>   pre.score post.score converged   diff    SE      z     p
#> 1     2.206      1.808      TRUE -0.398 0.951 -0.419 0.675
#> 2     0.373     -0.344      TRUE -0.717 0.720 -0.995  0.32
#> 3     0.303     -0.115      TRUE -0.419 0.728 -0.575 0.566
#> 4     0.295     -0.864      TRUE -1.159 0.699 -1.658 0.097
#> 5     0.670      0.513      TRUE -0.157 0.772 -0.203 0.839

# }